[
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.35227,
        "lon": 18.64912,
        "name": "Gdańsk"
      },
      {
        "lat": 54.5735,
        "lon": -5.88472,
        "name": "Castlereagh"
      },
      {
        "lat": 55.39934,
        "lon": 37.80829,
        "name": "Vostryakovo"
      },
      {
        "lat": 54.00734,
        "lon": 37.50647,
        "name": "Shchëkino"
      },
      {
        "lat": 19.55939,
        "lon": -98.89884,
        "name": "Chiconcuac"
      }
    ],
    "question": "Which location is the geographic outlier among: Gdańsk, Castlereagh, Vostryakovo, Shchëkino, Chiconcuac?",
    "ground_truth": {
      "answer": "Chiconcuac",
      "outlier_distance_km": 8902.4,
      "second_furthest_km": 2855.9,
      "clarity_ratio": 3.12,
      "median_distance_km": 2837.9,
      "distances_to_centroid": {
        "Gdańsk": 1632.1,
        "Castlereagh": 819.8,
        "Vostryakovo": 2855.9,
        "Shchëkino": 2837.9,
        "Chiconcuac": 8902.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gdańsk: (54.35°, 18.65°)",
      "  Castlereagh: (54.57°, -5.88°)",
      "  Vostryakovo: (55.40°, 37.81°)",
      "  Shchëkino: (54.01°, 37.51°)",
      "  Chiconcuac: (19.56°, -98.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chiconcuac: 8902.4 km from centroid",
      "  Vostryakovo: 2855.9 km from centroid",
      "  Shchëkino: 2837.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chiconcuac",
      "FINAL ANSWER: Chiconcuac"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -24.1125,
        "lon": -49.33167,
        "name": "Itararé"
      },
      {
        "lat": -14.2789,
        "lon": -38.99584,
        "name": "Itacaré"
      },
      {
        "lat": -23.07444,
        "lon": -44.95972,
        "name": "Cunha"
      },
      {
        "lat": -21.13556,
        "lon": -44.26167,
        "name": "São João del Rei"
      },
      {
        "lat": 26.35937,
        "lon": 127.86735,
        "name": "Gushikawa"
      }
    ],
    "question": "Which location is the geographic outlier among: Itararé, Itacaré, Cunha, São João del Rei, Gushikawa?",
    "ground_truth": {
      "answer": "Gushikawa",
      "outlier_distance_km": 15293.1,
      "second_furthest_km": 4393.5,
      "clarity_ratio": 3.48,
      "median_distance_km": 3933.5,
      "distances_to_centroid": {
        "Itararé": 4393.5,
        "Itacaré": 3167.3,
        "Cunha": 3933.5,
        "São João del Rei": 3817.0,
        "Gushikawa": 15293.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Itararé: (-24.11°, -49.33°)",
      "  Itacaré: (-14.28°, -39.00°)",
      "  Cunha: (-23.07°, -44.96°)",
      "  São João del Rei: (-21.14°, -44.26°)",
      "  Gushikawa: (26.36°, 127.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gushikawa: 15293.1 km from centroid",
      "  Itararé: 4393.5 km from centroid",
      "  Cunha: 3933.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gushikawa",
      "FINAL ANSWER: Gushikawa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.77976,
        "lon": -87.64588,
        "name": "Englewood"
      },
      {
        "lat": 28.29306,
        "lon": -82.6901,
        "name": "Jasmine Estates"
      },
      {
        "lat": 19.19354,
        "lon": -99.46585,
        "name": "Capulhuac de Mirafuentes"
      },
      {
        "lat": 25.85704,
        "lon": -80.23699,
        "name": "West Little River"
      },
      {
        "lat": -31.9652,
        "lon": 141.4512,
        "name": "Broken Hill"
      }
    ],
    "question": "Which location is the geographic outlier among: Englewood, Jasmine Estates, Capulhuac de Mirafuentes, West Little River, Broken Hill?",
    "ground_truth": {
      "answer": "Broken Hill",
      "outlier_distance_km": 18280.4,
      "second_furthest_km": 6089.1,
      "clarity_ratio": 3.0,
      "median_distance_km": 5176.5,
      "distances_to_centroid": {
        "Englewood": 5176.5,
        "Jasmine Estates": 4381.7,
        "Capulhuac de Mirafuentes": 6089.1,
        "West Little River": 4105.7,
        "Broken Hill": 18280.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Englewood: (41.78°, -87.65°)",
      "  Jasmine Estates: (28.29°, -82.69°)",
      "  Capulhuac de Mirafuentes: (19.19°, -99.47°)",
      "  West Little River: (25.86°, -80.24°)",
      "  Broken Hill: (-31.97°, 141.45°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Broken Hill: 18280.4 km from centroid",
      "  Capulhuac de Mirafuentes: 6089.1 km from centroid",
      "  Englewood: 5176.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Broken Hill",
      "FINAL ANSWER: Broken Hill"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.14711,
        "lon": 144.36069,
        "name": "Geelong"
      },
      {
        "lat": -32.05799,
        "lon": 115.91814,
        "name": "Canning Vale"
      },
      {
        "lat": -37.75,
        "lon": 144.96667,
        "name": "Coburg"
      },
      {
        "lat": -41.28664,
        "lon": 174.77557,
        "name": "Wellington"
      },
      {
        "lat": 48.87213,
        "lon": 9.27334,
        "name": "Remseck am Neckar"
      }
    ],
    "question": "Which location is the geographic outlier among: Geelong, Canning Vale, Coburg, Wellington, Remseck am Neckar?",
    "ground_truth": {
      "answer": "Remseck am Neckar",
      "outlier_distance_km": 13020.2,
      "second_furthest_km": 5813.9,
      "clarity_ratio": 2.24,
      "median_distance_km": 3269.2,
      "distances_to_centroid": {
        "Geelong": 3245.3,
        "Canning Vale": 1346.5,
        "Coburg": 3269.2,
        "Wellington": 5813.9,
        "Remseck am Neckar": 13020.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Geelong: (-38.15°, 144.36°)",
      "  Canning Vale: (-32.06°, 115.92°)",
      "  Coburg: (-37.75°, 144.97°)",
      "  Wellington: (-41.29°, 174.78°)",
      "  Remseck am Neckar: (48.87°, 9.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Remseck am Neckar: 13020.2 km from centroid",
      "  Wellington: 5813.9 km from centroid",
      "  Coburg: 3269.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Remseck am Neckar",
      "FINAL ANSWER: Remseck am Neckar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.48363,
        "lon": 7.03325,
        "name": "Owerri"
      },
      {
        "lat": 7.23333,
        "lon": 37.88333,
        "name": "Duramē"
      },
      {
        "lat": 0.49194,
        "lon": 35.74303,
        "name": "Kabarnet"
      },
      {
        "lat": 13.15498,
        "lon": 10.63468,
        "name": "Kumagunnam"
      },
      {
        "lat": -32.081,
        "lon": 116.0054,
        "name": "Gosnells"
      }
    ],
    "question": "Which location is the geographic outlier among: Owerri, Duramē, Kabarnet, Kumagunnam, Gosnells?",
    "ground_truth": {
      "answer": "Gosnells",
      "outlier_distance_km": 8487.5,
      "second_furthest_km": 3893.5,
      "clarity_ratio": 2.18,
      "median_distance_km": 3752.6,
      "distances_to_centroid": {
        "Owerri": 3893.5,
        "Duramē": 1012.4,
        "Kabarnet": 661.2,
        "Kumagunnam": 3752.6,
        "Gosnells": 8487.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Owerri: (5.48°, 7.03°)",
      "  Duramē: (7.23°, 37.88°)",
      "  Kabarnet: (0.49°, 35.74°)",
      "  Kumagunnam: (13.15°, 10.63°)",
      "  Gosnells: (-32.08°, 116.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gosnells: 8487.5 km from centroid",
      "  Owerri: 3893.5 km from centroid",
      "  Kumagunnam: 3752.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gosnells",
      "FINAL ANSWER: Gosnells"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.35578,
        "lon": -2.86572,
        "name": "Hunts Cross"
      },
      {
        "lat": 51.88056,
        "lon": 45.00609,
        "name": "Atkarsk"
      },
      {
        "lat": 55.59911,
        "lon": 37.35495,
        "name": "Moskovskiy"
      },
      {
        "lat": 46.8458,
        "lon": -1.87942,
        "name": "Challans"
      },
      {
        "lat": 40.98065,
        "lon": -73.68374,
        "name": "Rye"
      }
    ],
    "question": "Which location is the geographic outlier among: Hunts Cross, Atkarsk, Moskovskiy, Challans, Rye?",
    "ground_truth": {
      "answer": "Rye",
      "outlier_distance_km": 5656.8,
      "second_furthest_km": 3068.4,
      "clarity_ratio": 1.84,
      "median_distance_km": 2518.6,
      "distances_to_centroid": {
        "Hunts Cross": 475.4,
        "Atkarsk": 3068.4,
        "Moskovskiy": 2518.6,
        "Challans": 376.7,
        "Rye": 5656.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hunts Cross: (53.36°, -2.87°)",
      "  Atkarsk: (51.88°, 45.01°)",
      "  Moskovskiy: (55.60°, 37.35°)",
      "  Challans: (46.85°, -1.88°)",
      "  Rye: (40.98°, -73.68°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rye: 5656.8 km from centroid",
      "  Atkarsk: 3068.4 km from centroid",
      "  Moskovskiy: 2518.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rye",
      "FINAL ANSWER: Rye"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.61771,
        "lon": -58.60153,
        "name": "El Palomar"
      },
      {
        "lat": -9.10528,
        "lon": -38.14917,
        "name": "Tacaratu"
      },
      {
        "lat": -11.74611,
        "lon": -44.91,
        "name": "Riachão das Neves"
      },
      {
        "lat": -15.73948,
        "lon": -47.85686,
        "name": "Lago Norte"
      },
      {
        "lat": 30.18424,
        "lon": 106.3165,
        "name": "Qiantang"
      }
    ],
    "question": "Which location is the geographic outlier among: El Palomar, Tacaratu, Riachão das Neves, Lago Norte, Qiantang?",
    "ground_truth": {
      "answer": "Qiantang",
      "outlier_distance_km": 13620.5,
      "second_furthest_km": 5184.5,
      "clarity_ratio": 2.63,
      "median_distance_km": 3492.9,
      "distances_to_centroid": {
        "El Palomar": 5184.5,
        "Tacaratu": 2366.2,
        "Riachão das Neves": 3119.4,
        "Lago Norte": 3492.9,
        "Qiantang": 13620.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  El Palomar: (-34.62°, -58.60°)",
      "  Tacaratu: (-9.11°, -38.15°)",
      "  Riachão das Neves: (-11.75°, -44.91°)",
      "  Lago Norte: (-15.74°, -47.86°)",
      "  Qiantang: (30.18°, 106.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Qiantang: 13620.5 km from centroid",
      "  El Palomar: 5184.5 km from centroid",
      "  Lago Norte: 3492.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Qiantang",
      "FINAL ANSWER: Qiantang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.23848,
        "lon": 9.1018,
        "name": "Bad Rappenau"
      },
      {
        "lat": 50.81667,
        "lon": 8.1,
        "name": "Wilnsdorf"
      },
      {
        "lat": 56.15,
        "lon": 37.93333,
        "name": "Sofrino"
      },
      {
        "lat": 47.77964,
        "lon": 10.61713,
        "name": "Marktoberdorf"
      },
      {
        "lat": 5.96667,
        "lon": 41.03333,
        "name": "Ara Ali"
      }
    ],
    "question": "Which location is the geographic outlier among: Bad Rappenau, Wilnsdorf, Sofrino, Marktoberdorf, Ara Ali?",
    "ground_truth": {
      "answer": "Ara Ali",
      "outlier_distance_km": 4452.1,
      "second_furthest_km": 1973.4,
      "clarity_ratio": 2.26,
      "median_distance_km": 1409.0,
      "distances_to_centroid": {
        "Bad Rappenau": 1245.6,
        "Wilnsdorf": 1409.0,
        "Sofrino": 1973.4,
        "Marktoberdorf": 1061.6,
        "Ara Ali": 4452.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bad Rappenau: (49.24°, 9.10°)",
      "  Wilnsdorf: (50.82°, 8.10°)",
      "  Sofrino: (56.15°, 37.93°)",
      "  Marktoberdorf: (47.78°, 10.62°)",
      "  Ara Ali: (5.97°, 41.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ara Ali: 4452.1 km from centroid",
      "  Sofrino: 1973.4 km from centroid",
      "  Wilnsdorf: 1409.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ara Ali",
      "FINAL ANSWER: Ara Ali"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.88214,
        "lon": 144.98215,
        "name": "Elwood"
      },
      {
        "lat": -38.16667,
        "lon": 145.16667,
        "name": "Langwarrin"
      },
      {
        "lat": -27.3171,
        "lon": 153.03097,
        "name": "Bracken Ridge"
      },
      {
        "lat": -37.6,
        "lon": 145.15,
        "name": "Doreen"
      },
      {
        "lat": 46.99651,
        "lon": -120.54785,
        "name": "Ellensburg"
      }
    ],
    "question": "Which location is the geographic outlier among: Elwood, Langwarrin, Bracken Ridge, Doreen, Ellensburg?",
    "ground_truth": {
      "answer": "Ellensburg",
      "outlier_distance_km": 15609.0,
      "second_furthest_km": 6104.2,
      "clarity_ratio": 2.56,
      "median_distance_km": 5404.2,
      "distances_to_centroid": {
        "Elwood": 5383.6,
        "Langwarrin": 5404.2,
        "Bracken Ridge": 6104.2,
        "Doreen": 5393.8,
        "Ellensburg": 15609.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Elwood: (-37.88°, 144.98°)",
      "  Langwarrin: (-38.17°, 145.17°)",
      "  Bracken Ridge: (-27.32°, 153.03°)",
      "  Doreen: (-37.60°, 145.15°)",
      "  Ellensburg: (47.00°, -120.55°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ellensburg: 15609.0 km from centroid",
      "  Bracken Ridge: 6104.2 km from centroid",
      "  Langwarrin: 5404.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ellensburg",
      "FINAL ANSWER: Ellensburg"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.16887,
        "lon": -4.15129,
        "name": "Loja"
      },
      {
        "lat": 53.51619,
        "lon": -2.94117,
        "name": "Maghull"
      },
      {
        "lat": 51.09162,
        "lon": 6.89217,
        "name": "Monheim am Rhein"
      },
      {
        "lat": 39.4,
        "lon": -0.4,
        "name": "Catarroja"
      },
      {
        "lat": -23.20083,
        "lon": -47.28694,
        "name": "Salto"
      }
    ],
    "question": "Which location is the geographic outlier among: Loja, Maghull, Monheim am Rhein, Catarroja, Salto?",
    "ground_truth": {
      "answer": "Salto",
      "outlier_distance_km": 7295.4,
      "second_furthest_km": 2554.1,
      "clarity_ratio": 2.86,
      "median_distance_km": 2494.8,
      "distances_to_centroid": {
        "Loja": 794.7,
        "Maghull": 2494.8,
        "Monheim am Rhein": 2554.1,
        "Catarroja": 1200.1,
        "Salto": 7295.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Loja: (37.17°, -4.15°)",
      "  Maghull: (53.52°, -2.94°)",
      "  Monheim am Rhein: (51.09°, 6.89°)",
      "  Catarroja: (39.40°, -0.40°)",
      "  Salto: (-23.20°, -47.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Salto: 7295.4 km from centroid",
      "  Monheim am Rhein: 2554.1 km from centroid",
      "  Maghull: 2494.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Salto",
      "FINAL ANSWER: Salto"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.38167,
        "lon": 3.32361,
        "name": "Soissons"
      },
      {
        "lat": 51.56872,
        "lon": -0.07334,
        "name": "Stamford Hill"
      },
      {
        "lat": 51.90006,
        "lon": -2.07972,
        "name": "Cheltenham"
      },
      {
        "lat": 36.77629,
        "lon": -2.81456,
        "name": "El Ejido"
      },
      {
        "lat": -27.19354,
        "lon": 153.02631,
        "name": "Deception Bay"
      }
    ],
    "question": "Which location is the geographic outlier among: Soissons, Stamford Hill, Cheltenham, El Ejido, Deception Bay?",
    "ground_truth": {
      "answer": "Deception Bay",
      "outlier_distance_km": 14526.8,
      "second_furthest_km": 3382.6,
      "clarity_ratio": 4.29,
      "median_distance_km": 3243.3,
      "distances_to_centroid": {
        "Soissons": 2914.3,
        "Stamford Hill": 3243.3,
        "Cheltenham": 3382.6,
        "El Ejido": 3049.5,
        "Deception Bay": 14526.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Soissons: (49.38°, 3.32°)",
      "  Stamford Hill: (51.57°, -0.07°)",
      "  Cheltenham: (51.90°, -2.08°)",
      "  El Ejido: (36.78°, -2.81°)",
      "  Deception Bay: (-27.19°, 153.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Deception Bay: 14526.8 km from centroid",
      "  Cheltenham: 3382.6 km from centroid",
      "  Stamford Hill: 3243.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Deception Bay",
      "FINAL ANSWER: Deception Bay"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -35.28346,
        "lon": 149.12807,
        "name": "Canberra"
      },
      {
        "lat": -33.86785,
        "lon": 151.20732,
        "name": "Sydney"
      },
      {
        "lat": -38.11531,
        "lon": 145.29814,
        "name": "Cranbourne East"
      },
      {
        "lat": -37.65,
        "lon": 145.03333,
        "name": "Epping"
      },
      {
        "lat": -9.805,
        "lon": -37.68444,
        "name": "Poço Redondo"
      }
    ],
    "question": "Which location is the geographic outlier among: Canberra, Sydney, Cranbourne East, Epping, Poço Redondo?",
    "ground_truth": {
      "answer": "Poço Redondo",
      "outlier_distance_km": 14360.7,
      "second_furthest_km": 3801.8,
      "clarity_ratio": 3.78,
      "median_distance_km": 3598.4,
      "distances_to_centroid": {
        "Canberra": 3598.4,
        "Sydney": 3801.8,
        "Cranbourne East": 3256.9,
        "Epping": 3230.8,
        "Poço Redondo": 14360.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Canberra: (-35.28°, 149.13°)",
      "  Sydney: (-33.87°, 151.21°)",
      "  Cranbourne East: (-38.12°, 145.30°)",
      "  Epping: (-37.65°, 145.03°)",
      "  Poço Redondo: (-9.80°, -37.68°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Poço Redondo: 14360.7 km from centroid",
      "  Sydney: 3801.8 km from centroid",
      "  Canberra: 3598.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Poço Redondo",
      "FINAL ANSWER: Poço Redondo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.61019,
        "lon": 9.15301,
        "name": "Bovisio-Masciago"
      },
      {
        "lat": 50.32738,
        "lon": 19.02901,
        "name": "Siemianowice Śląskie"
      },
      {
        "lat": 51.22316,
        "lon": 1.4028,
        "name": "Deal"
      },
      {
        "lat": 43.24622,
        "lon": 5.39788,
        "name": "Mazargues"
      },
      {
        "lat": -25.61692,
        "lon": 27.99471,
        "name": "Ga-Rankuwa"
      }
    ],
    "question": "Which location is the geographic outlier among: Bovisio-Masciago, Siemianowice Śląskie, Deal, Mazargues, Ga-Rankuwa?",
    "ground_truth": {
      "answer": "Ga-Rankuwa",
      "outlier_distance_km": 6714.1,
      "second_furthest_km": 2225.2,
      "clarity_ratio": 3.02,
      "median_distance_km": 2002.1,
      "distances_to_centroid": {
        "Bovisio-Masciago": 1437.3,
        "Siemianowice Śląskie": 2002.1,
        "Deal": 2225.2,
        "Mazargues": 1304.7,
        "Ga-Rankuwa": 6714.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bovisio-Masciago: (45.61°, 9.15°)",
      "  Siemianowice Śląskie: (50.33°, 19.03°)",
      "  Deal: (51.22°, 1.40°)",
      "  Mazargues: (43.25°, 5.40°)",
      "  Ga-Rankuwa: (-25.62°, 27.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ga-Rankuwa: 6714.1 km from centroid",
      "  Deal: 2225.2 km from centroid",
      "  Siemianowice Śląskie: 2002.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ga-Rankuwa",
      "FINAL ANSWER: Ga-Rankuwa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.83634,
        "lon": 144.65952,
        "name": "Tarneit"
      },
      {
        "lat": -37.96944,
        "lon": 145.04806,
        "name": "Cheltenham"
      },
      {
        "lat": -37.80639,
        "lon": 145.03086,
        "name": "Kew"
      },
      {
        "lat": -37.57742,
        "lon": 144.72607,
        "name": "Sunbury"
      },
      {
        "lat": 56.99988,
        "lon": 40.97257,
        "name": "Ivanovo"
      }
    ],
    "question": "Which location is the geographic outlier among: Tarneit, Cheltenham, Kew, Sunbury, Ivanovo?",
    "ground_truth": {
      "answer": "Ivanovo",
      "outlier_distance_km": 11349.0,
      "second_furthest_km": 2940.1,
      "clarity_ratio": 3.86,
      "median_distance_km": 2927.2,
      "distances_to_centroid": {
        "Tarneit": 2904.6,
        "Cheltenham": 2940.1,
        "Kew": 2927.2,
        "Sunbury": 2890.2,
        "Ivanovo": 11349.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tarneit: (-37.84°, 144.66°)",
      "  Cheltenham: (-37.97°, 145.05°)",
      "  Kew: (-37.81°, 145.03°)",
      "  Sunbury: (-37.58°, 144.73°)",
      "  Ivanovo: (57.00°, 40.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ivanovo: 11349.0 km from centroid",
      "  Cheltenham: 2940.1 km from centroid",
      "  Kew: 2927.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ivanovo",
      "FINAL ANSWER: Ivanovo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 16.62473,
        "lon": -93.09894,
        "name": "Suchiapa"
      },
      {
        "lat": 25.76343,
        "lon": -80.37311,
        "name": "Sweetwater"
      },
      {
        "lat": 41.68338,
        "lon": -86.25001,
        "name": "South Bend"
      },
      {
        "lat": 40.8601,
        "lon": -73.9093,
        "name": "University Heights"
      },
      {
        "lat": 11.86064,
        "lon": 9.0027,
        "name": "Gaya"
      }
    ],
    "question": "Which location is the geographic outlier among: Suchiapa, Sweetwater, South Bend, University Heights, Gaya?",
    "ground_truth": {
      "answer": "Gaya",
      "outlier_distance_km": 7830.7,
      "second_furthest_km": 3130.6,
      "clarity_ratio": 2.5,
      "median_distance_km": 2508.2,
      "distances_to_centroid": {
        "Suchiapa": 3130.6,
        "Sweetwater": 1545.6,
        "South Bend": 2508.2,
        "University Heights": 1711.7,
        "Gaya": 7830.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Suchiapa: (16.62°, -93.10°)",
      "  Sweetwater: (25.76°, -80.37°)",
      "  South Bend: (41.68°, -86.25°)",
      "  University Heights: (40.86°, -73.91°)",
      "  Gaya: (11.86°, 9.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gaya: 7830.7 km from centroid",
      "  Suchiapa: 3130.6 km from centroid",
      "  South Bend: 2508.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gaya",
      "FINAL ANSWER: Gaya"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.8303,
        "lon": -116.54529,
        "name": "Palm Springs"
      },
      {
        "lat": 44.73191,
        "lon": -93.21772,
        "name": "Apple Valley"
      },
      {
        "lat": 41.80065,
        "lon": -73.12122,
        "name": "Torrington"
      },
      {
        "lat": 37.26804,
        "lon": -77.40726,
        "name": "Colonial Heights"
      },
      {
        "lat": -24.715,
        "lon": -47.88111,
        "name": "Pariquera-Açu"
      }
    ],
    "question": "Which location is the geographic outlier among: Palm Springs, Apple Valley, Torrington, Colonial Heights, Pariquera-Açu?",
    "ground_truth": {
      "answer": "Pariquera-Açu",
      "outlier_distance_km": 6757.2,
      "second_furthest_km": 3432.7,
      "clarity_ratio": 1.97,
      "median_distance_km": 2267.8,
      "distances_to_centroid": {
        "Palm Springs": 3432.7,
        "Apple Valley": 2267.8,
        "Torrington": 1862.1,
        "Colonial Heights": 1252.9,
        "Pariquera-Açu": 6757.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Palm Springs: (33.83°, -116.55°)",
      "  Apple Valley: (44.73°, -93.22°)",
      "  Torrington: (41.80°, -73.12°)",
      "  Colonial Heights: (37.27°, -77.41°)",
      "  Pariquera-Açu: (-24.71°, -47.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pariquera-Açu: 6757.2 km from centroid",
      "  Palm Springs: 3432.7 km from centroid",
      "  Apple Valley: 2267.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pariquera-Açu",
      "FINAL ANSWER: Pariquera-Açu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.46005,
        "lon": -73.57058,
        "name": "Verdun"
      },
      {
        "lat": 21.43434,
        "lon": -102.57427,
        "name": "Teocaltiche"
      },
      {
        "lat": 42.97225,
        "lon": -85.95365,
        "name": "Allendale"
      },
      {
        "lat": 32.46402,
        "lon": -86.4597,
        "name": "Prattville"
      },
      {
        "lat": 27.49658,
        "lon": 77.46263,
        "name": "Govardhan"
      }
    ],
    "question": "Which location is the geographic outlier among: Verdun, Teocaltiche, Allendale, Prattville, Govardhan?",
    "ground_truth": {
      "answer": "Govardhan",
      "outlier_distance_km": 11494.5,
      "second_furthest_km": 4912.4,
      "clarity_ratio": 2.34,
      "median_distance_km": 2991.6,
      "distances_to_centroid": {
        "Verdun": 2082.0,
        "Teocaltiche": 4912.4,
        "Allendale": 2917.8,
        "Prattville": 2991.6,
        "Govardhan": 11494.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Verdun: (45.46°, -73.57°)",
      "  Teocaltiche: (21.43°, -102.57°)",
      "  Allendale: (42.97°, -85.95°)",
      "  Prattville: (32.46°, -86.46°)",
      "  Govardhan: (27.50°, 77.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Govardhan: 11494.5 km from centroid",
      "  Teocaltiche: 4912.4 km from centroid",
      "  Prattville: 2991.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Govardhan",
      "FINAL ANSWER: Govardhan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.92333,
        "lon": -40.88944,
        "name": "Ibiapina"
      },
      {
        "lat": -29.44806,
        "lon": -51.80639,
        "name": "Teutônia"
      },
      {
        "lat": -15.74937,
        "lon": -47.7686,
        "name": "Itapoã"
      },
      {
        "lat": -18.59222,
        "lon": -48.705,
        "name": "Tupaciguara"
      },
      {
        "lat": 12.96095,
        "lon": 80.24094,
        "name": "Perungudi"
      }
    ],
    "question": "Which location is the geographic outlier among: Ibiapina, Teutônia, Itapoã, Tupaciguara, Perungudi?",
    "ground_truth": {
      "answer": "Perungudi",
      "outlier_distance_km": 11564.6,
      "second_furthest_km": 3727.9,
      "clarity_ratio": 3.1,
      "median_distance_km": 3012.3,
      "distances_to_centroid": {
        "Ibiapina": 2245.2,
        "Teutônia": 3727.9,
        "Itapoã": 2859.1,
        "Tupaciguara": 3012.3,
        "Perungudi": 11564.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ibiapina: (-3.92°, -40.89°)",
      "  Teutônia: (-29.45°, -51.81°)",
      "  Itapoã: (-15.75°, -47.77°)",
      "  Tupaciguara: (-18.59°, -48.70°)",
      "  Perungudi: (12.96°, 80.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Perungudi: 11564.6 km from centroid",
      "  Teutônia: 3727.9 km from centroid",
      "  Tupaciguara: 3012.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Perungudi",
      "FINAL ANSWER: Perungudi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      },
      {
        "lat": -36.84103,
        "lon": 174.65223,
        "name": "Te Atatu Peninsula"
      },
      {
        "lat": -12.48602,
        "lon": 130.9833,
        "name": "Palmerston"
      },
      {
        "lat": -33.7511,
        "lon": 151.28886,
        "name": "Dee Why"
      },
      {
        "lat": 6.919,
        "lon": 37.529,
        "name": "Bale Hawassa"
      }
    ],
    "question": "Which location is the geographic outlier among: Ashburton, Te Atatu Peninsula, Palmerston, Dee Why, Bale Hawassa?",
    "ground_truth": {
      "answer": "Bale Hawassa",
      "outlier_distance_km": 10897.3,
      "second_furthest_km": 4181.6,
      "clarity_ratio": 2.61,
      "median_distance_km": 4128.1,
      "distances_to_centroid": {
        "Ashburton": 4128.1,
        "Te Atatu Peninsula": 4181.6,
        "Palmerston": 1303.4,
        "Dee Why": 2059.6,
        "Bale Hawassa": 10897.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ashburton: (-43.90°, 171.73°)",
      "  Te Atatu Peninsula: (-36.84°, 174.65°)",
      "  Palmerston: (-12.49°, 130.98°)",
      "  Dee Why: (-33.75°, 151.29°)",
      "  Bale Hawassa: (6.92°, 37.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bale Hawassa: 10897.3 km from centroid",
      "  Te Atatu Peninsula: 4181.6 km from centroid",
      "  Ashburton: 4128.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bale Hawassa",
      "FINAL ANSWER: Bale Hawassa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.46056,
        "lon": -40.21222,
        "name": "Santana do Acaraú"
      },
      {
        "lat": -26.76389,
        "lon": -48.67167,
        "name": "Balneário Piçarras"
      },
      {
        "lat": -21.26083,
        "lon": -50.64278,
        "name": "Guararapes"
      },
      {
        "lat": -7.17846,
        "lon": -38.78003,
        "name": "Barro"
      },
      {
        "lat": 40.80788,
        "lon": -73.94542,
        "name": "Harlem"
      }
    ],
    "question": "Which location is the geographic outlier among: Santana do Acaraú, Balneário Piçarras, Guararapes, Barro, Harlem?",
    "ground_truth": {
      "answer": "Harlem",
      "outlier_distance_km": 5481.9,
      "second_furthest_km": 2585.9,
      "clarity_ratio": 2.12,
      "median_distance_km": 1967.1,
      "distances_to_centroid": {
        "Santana do Acaraú": 1136.4,
        "Balneário Piçarras": 2585.9,
        "Guararapes": 1967.1,
        "Barro": 1352.6,
        "Harlem": 5481.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santana do Acaraú: (-3.46°, -40.21°)",
      "  Balneário Piçarras: (-26.76°, -48.67°)",
      "  Guararapes: (-21.26°, -50.64°)",
      "  Barro: (-7.18°, -38.78°)",
      "  Harlem: (40.81°, -73.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Harlem: 5481.9 km from centroid",
      "  Balneário Piçarras: 2585.9 km from centroid",
      "  Guararapes: 1967.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Harlem",
      "FINAL ANSWER: Harlem"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.6377,
        "lon": 102.79138,
        "name": "Nang Rong"
      },
      {
        "lat": 10.38706,
        "lon": 107.23884,
        "name": "Xã Long Hải"
      },
      {
        "lat": 3.31667,
        "lon": 101.46667,
        "name": "Batu Arang"
      },
      {
        "lat": 22.21983,
        "lon": 72.06755,
        "name": "Barwala"
      },
      {
        "lat": 28.81082,
        "lon": -81.87786,
        "name": "Leesburg"
      }
    ],
    "question": "Which location is the geographic outlier among: Nang Rong, Xã Long Hải, Batu Arang, Barwala, Leesburg?",
    "ground_truth": {
      "answer": "Leesburg",
      "outlier_distance_km": 13598.4,
      "second_furthest_km": 5105.3,
      "clarity_ratio": 2.66,
      "median_distance_km": 4708.5,
      "distances_to_centroid": {
        "Nang Rong": 4548.7,
        "Xã Long Hải": 5105.3,
        "Batu Arang": 4708.5,
        "Barwala": 1419.6,
        "Leesburg": 13598.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nang Rong: (14.64°, 102.79°)",
      "  Xã Long Hải: (10.39°, 107.24°)",
      "  Batu Arang: (3.32°, 101.47°)",
      "  Barwala: (22.22°, 72.07°)",
      "  Leesburg: (28.81°, -81.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Leesburg: 13598.4 km from centroid",
      "  Xã Long Hải: 5105.3 km from centroid",
      "  Batu Arang: 4708.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Leesburg",
      "FINAL ANSWER: Leesburg"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.58113,
        "lon": 41.0934,
        "name": "Konstantinovsk"
      },
      {
        "lat": 48.45755,
        "lon": 11.13413,
        "name": "Aichach"
      },
      {
        "lat": 45.49185,
        "lon": 9.29812,
        "name": "Segrate"
      },
      {
        "lat": 53.25,
        "lon": -1.41667,
        "name": "Chesterfield"
      },
      {
        "lat": -25.54073,
        "lon": 152.70493,
        "name": "Maryborough"
      }
    ],
    "question": "Which location is the geographic outlier among: Konstantinovsk, Aichach, Segrate, Chesterfield, Maryborough?",
    "ground_truth": {
      "answer": "Maryborough",
      "outlier_distance_km": 13330.1,
      "second_furthest_km": 4058.5,
      "clarity_ratio": 3.28,
      "median_distance_km": 3098.8,
      "distances_to_centroid": {
        "Konstantinovsk": 1532.0,
        "Aichach": 3059.9,
        "Segrate": 3098.8,
        "Chesterfield": 4058.5,
        "Maryborough": 13330.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Konstantinovsk: (47.58°, 41.09°)",
      "  Aichach: (48.46°, 11.13°)",
      "  Segrate: (45.49°, 9.30°)",
      "  Chesterfield: (53.25°, -1.42°)",
      "  Maryborough: (-25.54°, 152.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maryborough: 13330.1 km from centroid",
      "  Chesterfield: 4058.5 km from centroid",
      "  Segrate: 3098.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maryborough",
      "FINAL ANSWER: Maryborough"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.79538,
        "lon": -1.66134,
        "name": "Pudsey"
      },
      {
        "lat": 52.17655,
        "lon": 4.50885,
        "name": "Merenwijk"
      },
      {
        "lat": 48.93196,
        "lon": 9.2024,
        "name": "Freiberg am Neckar"
      },
      {
        "lat": 45.61128,
        "lon": 8.84914,
        "name": "Busto Arsizio"
      },
      {
        "lat": -33.73333,
        "lon": 150.93284,
        "name": "Glenwood"
      }
    ],
    "question": "Which location is the geographic outlier among: Pudsey, Merenwijk, Freiberg am Neckar, Busto Arsizio, Glenwood?",
    "ground_truth": {
      "answer": "Glenwood",
      "outlier_distance_km": 14235.8,
      "second_furthest_km": 3622.3,
      "clarity_ratio": 3.93,
      "median_distance_km": 3172.6,
      "distances_to_centroid": {
        "Pudsey": 3622.3,
        "Merenwijk": 3172.6,
        "Freiberg am Neckar": 2705.2,
        "Busto Arsizio": 2562.1,
        "Glenwood": 14235.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pudsey: (53.80°, -1.66°)",
      "  Merenwijk: (52.18°, 4.51°)",
      "  Freiberg am Neckar: (48.93°, 9.20°)",
      "  Busto Arsizio: (45.61°, 8.85°)",
      "  Glenwood: (-33.73°, 150.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glenwood: 14235.8 km from centroid",
      "  Pudsey: 3622.3 km from centroid",
      "  Merenwijk: 3172.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glenwood",
      "FINAL ANSWER: Glenwood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.90973,
        "lon": 64.4319,
        "name": "Kurtamysh"
      },
      {
        "lat": 60.1444,
        "lon": 30.20165,
        "name": "Sertolovo"
      },
      {
        "lat": 49.42275,
        "lon": 10.95766,
        "name": "Oberasbach"
      },
      {
        "lat": 56.6977,
        "lon": 60.8369,
        "name": "Aramil"
      },
      {
        "lat": -33.91972,
        "lon": 151.07592,
        "name": "Lakemba"
      }
    ],
    "question": "Which location is the geographic outlier among: Kurtamysh, Sertolovo, Oberasbach, Aramil, Lakemba?",
    "ground_truth": {
      "answer": "Lakemba",
      "outlier_distance_km": 12025.4,
      "second_furthest_km": 4349.1,
      "clarity_ratio": 2.77,
      "median_distance_km": 3440.5,
      "distances_to_centroid": {
        "Kurtamysh": 1942.6,
        "Sertolovo": 3440.5,
        "Oberasbach": 4349.1,
        "Aramil": 2149.2,
        "Lakemba": 12025.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kurtamysh: (54.91°, 64.43°)",
      "  Sertolovo: (60.14°, 30.20°)",
      "  Oberasbach: (49.42°, 10.96°)",
      "  Aramil: (56.70°, 60.84°)",
      "  Lakemba: (-33.92°, 151.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lakemba: 12025.4 km from centroid",
      "  Oberasbach: 4349.1 km from centroid",
      "  Sertolovo: 3440.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lakemba",
      "FINAL ANSWER: Lakemba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.8,
        "lon": 144.96667,
        "name": "Carlton"
      },
      {
        "lat": -41.21667,
        "lon": 174.91667,
        "name": "Lower Hutt"
      },
      {
        "lat": -37.78821,
        "lon": 175.2902,
        "name": "Hamilton East"
      },
      {
        "lat": -27.54333,
        "lon": 153.20287,
        "name": "Capalaba"
      },
      {
        "lat": 16.57831,
        "lon": 100.30034,
        "name": "Bang Krathum"
      }
    ],
    "question": "Which location is the geographic outlier among: Carlton, Lower Hutt, Hamilton East, Capalaba, Bang Krathum?",
    "ground_truth": {
      "answer": "Bang Krathum",
      "outlier_distance_km": 7110.4,
      "second_furthest_km": 2897.2,
      "clarity_ratio": 2.45,
      "median_distance_km": 2761.2,
      "distances_to_centroid": {
        "Carlton": 1433.9,
        "Lower Hutt": 2897.2,
        "Hamilton East": 2761.2,
        "Capalaba": 409.7,
        "Bang Krathum": 7110.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Carlton: (-37.80°, 144.97°)",
      "  Lower Hutt: (-41.22°, 174.92°)",
      "  Hamilton East: (-37.79°, 175.29°)",
      "  Capalaba: (-27.54°, 153.20°)",
      "  Bang Krathum: (16.58°, 100.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bang Krathum: 7110.4 km from centroid",
      "  Lower Hutt: 2897.2 km from centroid",
      "  Hamilton East: 2761.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bang Krathum",
      "FINAL ANSWER: Bang Krathum"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 32.75684,
        "lon": 130.79043,
        "name": "Shimada"
      },
      {
        "lat": 35.24762,
        "lon": 136.97229,
        "name": "Kasugai"
      },
      {
        "lat": 10.96251,
        "lon": 78.11324,
        "name": "Senapparetti"
      },
      {
        "lat": 22.74759,
        "lon": 86.22573,
        "name": "Sarjamda"
      },
      {
        "lat": -38.65333,
        "lon": 178.00417,
        "name": "Gisborne"
      }
    ],
    "question": "Which location is the geographic outlier among: Shimada, Kasugai, Senapparetti, Sarjamda, Gisborne?",
    "ground_truth": {
      "answer": "Gisborne",
      "outlier_distance_km": 8133.3,
      "second_furthest_km": 4777.5,
      "clarity_ratio": 1.7,
      "median_distance_km": 3944.3,
      "distances_to_centroid": {
        "Shimada": 2411.2,
        "Kasugai": 2931.5,
        "Senapparetti": 4777.5,
        "Sarjamda": 3944.3,
        "Gisborne": 8133.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shimada: (32.76°, 130.79°)",
      "  Kasugai: (35.25°, 136.97°)",
      "  Senapparetti: (10.96°, 78.11°)",
      "  Sarjamda: (22.75°, 86.23°)",
      "  Gisborne: (-38.65°, 178.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gisborne: 8133.3 km from centroid",
      "  Senapparetti: 4777.5 km from centroid",
      "  Sarjamda: 3944.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gisborne",
      "FINAL ANSWER: Gisborne"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.09917,
        "lon": -98.25417,
        "name": "Sanctorum"
      },
      {
        "lat": 25.81201,
        "lon": -100.59874,
        "name": "García"
      },
      {
        "lat": 41.36144,
        "lon": -81.81291,
        "name": "Middleburg Heights"
      },
      {
        "lat": 17.4729,
        "lon": -91.4236,
        "name": "Tenosique"
      },
      {
        "lat": 7.59054,
        "lon": -1.93947,
        "name": "Techiman"
      }
    ],
    "question": "Which location is the geographic outlier among: Sanctorum, García, Middleburg Heights, Tenosique, Techiman?",
    "ground_truth": {
      "answer": "Techiman",
      "outlier_distance_km": 7930.3,
      "second_furthest_km": 2644.4,
      "clarity_ratio": 3.0,
      "median_distance_km": 2462.0,
      "distances_to_centroid": {
        "Sanctorum": 2462.0,
        "García": 2644.4,
        "Middleburg Heights": 2222.0,
        "Tenosique": 1816.4,
        "Techiman": 7930.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sanctorum: (19.10°, -98.25°)",
      "  García: (25.81°, -100.60°)",
      "  Middleburg Heights: (41.36°, -81.81°)",
      "  Tenosique: (17.47°, -91.42°)",
      "  Techiman: (7.59°, -1.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Techiman: 7930.3 km from centroid",
      "  García: 2644.4 km from centroid",
      "  Sanctorum: 2462.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Techiman",
      "FINAL ANSWER: Techiman"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.88076,
        "lon": 27.39377,
        "name": "Qonce"
      },
      {
        "lat": 7.81667,
        "lon": 4.91667,
        "name": "Oke Mesi"
      },
      {
        "lat": 13.15611,
        "lon": 37.89806,
        "name": "Debark’"
      },
      {
        "lat": -27.24179,
        "lon": 27.57422,
        "name": "Koppies"
      },
      {
        "lat": 45.51564,
        "lon": -73.60865,
        "name": "Outremont"
      }
    ],
    "question": "Which location is the geographic outlier among: Qonce, Oke Mesi, Debark’, Koppies, Outremont?",
    "ground_truth": {
      "answer": "Outremont",
      "outlier_distance_km": 9008.3,
      "second_furthest_km": 4475.0,
      "clarity_ratio": 2.01,
      "median_distance_km": 3996.7,
      "distances_to_centroid": {
        "Qonce": 4475.0,
        "Oke Mesi": 727.7,
        "Debark’": 3872.0,
        "Koppies": 3996.7,
        "Outremont": 9008.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Qonce: (-32.88°, 27.39°)",
      "  Oke Mesi: (7.82°, 4.92°)",
      "  Debark’: (13.16°, 37.90°)",
      "  Koppies: (-27.24°, 27.57°)",
      "  Outremont: (45.52°, -73.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Outremont: 9008.3 km from centroid",
      "  Qonce: 4475.0 km from centroid",
      "  Koppies: 3996.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Outremont",
      "FINAL ANSWER: Outremont"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.88583,
        "lon": -48.445,
        "name": "Botucatu"
      },
      {
        "lat": -18.16583,
        "lon": -47.94639,
        "name": "Catalão"
      },
      {
        "lat": -6.05675,
        "lon": -77.16651,
        "name": "Rioja"
      },
      {
        "lat": -31.36528,
        "lon": -51.97833,
        "name": "São Lourenço do Sul"
      },
      {
        "lat": 44.85469,
        "lon": -93.47079,
        "name": "Eden Prairie"
      }
    ],
    "question": "Which location is the geographic outlier among: Botucatu, Catalão, Rioja, São Lourenço do Sul, Eden Prairie?",
    "ground_truth": {
      "answer": "Eden Prairie",
      "outlier_distance_km": 6455.1,
      "second_furthest_km": 3003.1,
      "clarity_ratio": 2.15,
      "median_distance_km": 2435.6,
      "distances_to_centroid": {
        "Botucatu": 2435.6,
        "Catalão": 2137.8,
        "Rioja": 1478.7,
        "São Lourenço do Sul": 3003.1,
        "Eden Prairie": 6455.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Botucatu: (-22.89°, -48.45°)",
      "  Catalão: (-18.17°, -47.95°)",
      "  Rioja: (-6.06°, -77.17°)",
      "  São Lourenço do Sul: (-31.37°, -51.98°)",
      "  Eden Prairie: (44.85°, -93.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Eden Prairie: 6455.1 km from centroid",
      "  São Lourenço do Sul: 3003.1 km from centroid",
      "  Botucatu: 2435.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Eden Prairie",
      "FINAL ANSWER: Eden Prairie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.05,
        "lon": -56.03333,
        "name": "Gobernador Virasora"
      },
      {
        "lat": -23.18639,
        "lon": -46.88417,
        "name": "Jundiaí"
      },
      {
        "lat": -22.42861,
        "lon": -43.41861,
        "name": "Paty do Alferes"
      },
      {
        "lat": -16.525,
        "lon": -50.37222,
        "name": "São Luís de Montes Belos"
      },
      {
        "lat": 30.60427,
        "lon": 32.27225,
        "name": "Ismailia"
      }
    ],
    "question": "Which location is the geographic outlier among: Gobernador Virasora, Jundiaí, Paty do Alferes, São Luís de Montes Belos, Ismailia?",
    "ground_truth": {
      "answer": "Ismailia",
      "outlier_distance_km": 8406.6,
      "second_furthest_km": 3000.8,
      "clarity_ratio": 2.8,
      "median_distance_km": 1952.1,
      "distances_to_centroid": {
        "Gobernador Virasora": 3000.8,
        "Jundiaí": 1939.6,
        "Paty do Alferes": 1616.5,
        "São Luís de Montes Belos": 1952.1,
        "Ismailia": 8406.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gobernador Virasora: (-28.05°, -56.03°)",
      "  Jundiaí: (-23.19°, -46.88°)",
      "  Paty do Alferes: (-22.43°, -43.42°)",
      "  São Luís de Montes Belos: (-16.52°, -50.37°)",
      "  Ismailia: (30.60°, 32.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ismailia: 8406.6 km from centroid",
      "  Gobernador Virasora: 3000.8 km from centroid",
      "  São Luís de Montes Belos: 1952.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ismailia",
      "FINAL ANSWER: Ismailia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.03333,
        "lon": 145.3,
        "name": "Narre Warren"
      },
      {
        "lat": -31.95224,
        "lon": 115.8614,
        "name": "Perth"
      },
      {
        "lat": -25.54073,
        "lon": 152.70493,
        "name": "Maryborough"
      },
      {
        "lat": -33.8,
        "lon": 151.18333,
        "name": "Chatswood"
      },
      {
        "lat": -20.41667,
        "lon": -54.06667,
        "name": "Campo Verde"
      }
    ],
    "question": "Which location is the geographic outlier among: Narre Warren, Perth, Maryborough, Chatswood, Campo Verde?",
    "ground_truth": {
      "answer": "Campo Verde",
      "outlier_distance_km": 13865.4,
      "second_furthest_km": 4955.5,
      "clarity_ratio": 2.8,
      "median_distance_km": 4602.4,
      "distances_to_centroid": {
        "Narre Warren": 4037.0,
        "Perth": 1321.1,
        "Maryborough": 4955.5,
        "Chatswood": 4602.4,
        "Campo Verde": 13865.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Narre Warren: (-38.03°, 145.30°)",
      "  Perth: (-31.95°, 115.86°)",
      "  Maryborough: (-25.54°, 152.70°)",
      "  Chatswood: (-33.80°, 151.18°)",
      "  Campo Verde: (-20.42°, -54.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Campo Verde: 13865.4 km from centroid",
      "  Maryborough: 4955.5 km from centroid",
      "  Chatswood: 4602.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Campo Verde",
      "FINAL ANSWER: Campo Verde"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -29.71671,
        "lon": -52.50321,
        "name": "Vera Cruz"
      },
      {
        "lat": -27.25806,
        "lon": -49.93389,
        "name": "Pouso Redondo"
      },
      {
        "lat": 9.24194,
        "lon": -74.42667,
        "name": "Mompós"
      },
      {
        "lat": -3.56222,
        "lon": -41.09222,
        "name": "Viçosa do Ceará"
      },
      {
        "lat": 33.96173,
        "lon": -116.50353,
        "name": "Desert Hot Springs"
      }
    ],
    "question": "Which location is the geographic outlier among: Vera Cruz, Pouso Redondo, Mompós, Viçosa do Ceará, Desert Hot Springs?",
    "ground_truth": {
      "answer": "Desert Hot Springs",
      "outlier_distance_km": 6652.1,
      "second_furthest_km": 3289.0,
      "clarity_ratio": 2.02,
      "median_distance_km": 3200.7,
      "distances_to_centroid": {
        "Vera Cruz": 3289.0,
        "Pouso Redondo": 3200.7,
        "Mompós": 1641.4,
        "Viçosa do Ceará": 2863.3,
        "Desert Hot Springs": 6652.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vera Cruz: (-29.72°, -52.50°)",
      "  Pouso Redondo: (-27.26°, -49.93°)",
      "  Mompós: (9.24°, -74.43°)",
      "  Viçosa do Ceará: (-3.56°, -41.09°)",
      "  Desert Hot Springs: (33.96°, -116.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Desert Hot Springs: 6652.1 km from centroid",
      "  Vera Cruz: 3289.0 km from centroid",
      "  Pouso Redondo: 3200.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Desert Hot Springs",
      "FINAL ANSWER: Desert Hot Springs"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -6.8694,
        "lon": 109.1402,
        "name": "Tegal"
      },
      {
        "lat": 34.33611,
        "lon": 117.56667,
        "name": "Tashan"
      },
      {
        "lat": 6.11278,
        "lon": 125.17167,
        "name": "General Santos"
      },
      {
        "lat": 20.33025,
        "lon": 110.16643,
        "name": "Xucheng"
      },
      {
        "lat": 46.3168,
        "lon": -79.46633,
        "name": "North Bay"
      }
    ],
    "question": "Which location is the geographic outlier among: Tegal, Tashan, General Santos, Xucheng, North Bay?",
    "ground_truth": {
      "answer": "North Bay",
      "outlier_distance_km": 12250.1,
      "second_furthest_km": 5469.8,
      "clarity_ratio": 2.24,
      "median_distance_km": 4657.0,
      "distances_to_centroid": {
        "Tegal": 4657.0,
        "Tashan": 4324.6,
        "General Santos": 5469.8,
        "Xucheng": 3505.9,
        "North Bay": 12250.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tegal: (-6.87°, 109.14°)",
      "  Tashan: (34.34°, 117.57°)",
      "  General Santos: (6.11°, 125.17°)",
      "  Xucheng: (20.33°, 110.17°)",
      "  North Bay: (46.32°, -79.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  North Bay: 12250.1 km from centroid",
      "  General Santos: 5469.8 km from centroid",
      "  Tegal: 4657.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: North Bay",
      "FINAL ANSWER: North Bay"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.79798,
        "lon": 144.94512,
        "name": "North Melbourne"
      },
      {
        "lat": -33.7511,
        "lon": 151.28886,
        "name": "Dee Why"
      },
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      },
      {
        "lat": -33.95222,
        "lon": 150.89949,
        "name": "Casula"
      },
      {
        "lat": 40.9351,
        "lon": -74.01903,
        "name": "New Milford"
      }
    ],
    "question": "Which location is the geographic outlier among: North Melbourne, Dee Why, Taylors Lakes, Casula, New Milford?",
    "ground_truth": {
      "answer": "New Milford",
      "outlier_distance_km": 17726.3,
      "second_furthest_km": 4901.5,
      "clarity_ratio": 3.62,
      "median_distance_km": 4867.7,
      "distances_to_centroid": {
        "North Melbourne": 4410.3,
        "Dee Why": 4901.5,
        "Taylors Lakes": 4394.0,
        "Casula": 4867.7,
        "New Milford": 17726.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  North Melbourne: (-37.80°, 144.95°)",
      "  Dee Why: (-33.75°, 151.29°)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "  Casula: (-33.95°, 150.90°)",
      "  New Milford: (40.94°, -74.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  New Milford: 17726.3 km from centroid",
      "  Dee Why: 4901.5 km from centroid",
      "  Casula: 4867.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: New Milford",
      "FINAL ANSWER: New Milford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.55808,
        "lon": 133.41796,
        "name": "Kannabechō-yahiro"
      },
      {
        "lat": 39.74318,
        "lon": 98.51736,
        "name": "Jiuquan"
      },
      {
        "lat": 11.28333,
        "lon": 106.13333,
        "name": "Phú Khương"
      },
      {
        "lat": 26.64661,
        "lon": 77.61634,
        "name": "Bāri"
      },
      {
        "lat": 41.71427,
        "lon": -72.65259,
        "name": "Wethersfield"
      }
    ],
    "question": "Which location is the geographic outlier among: Kannabechō-yahiro, Jiuquan, Phú Khương, Bāri, Wethersfield?",
    "ground_truth": {
      "answer": "Wethersfield",
      "outlier_distance_km": 11028.5,
      "second_furthest_km": 5975.5,
      "clarity_ratio": 1.85,
      "median_distance_km": 4425.6,
      "distances_to_centroid": {
        "Kannabechō-yahiro": 5975.5,
        "Jiuquan": 2876.0,
        "Phú Khương": 4425.6,
        "Bāri": 991.5,
        "Wethersfield": 11028.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kannabechō-yahiro: (34.56°, 133.42°)",
      "  Jiuquan: (39.74°, 98.52°)",
      "  Phú Khương: (11.28°, 106.13°)",
      "  Bāri: (26.65°, 77.62°)",
      "  Wethersfield: (41.71°, -72.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wethersfield: 11028.5 km from centroid",
      "  Kannabechō-yahiro: 5975.5 km from centroid",
      "  Phú Khương: 4425.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wethersfield",
      "FINAL ANSWER: Wethersfield"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.62907,
        "lon": -0.74934,
        "name": "High Wycombe"
      },
      {
        "lat": 38.11631,
        "lon": -1.30043,
        "name": "Archena"
      },
      {
        "lat": 58.28731,
        "lon": 59.74751,
        "name": "Kushva"
      },
      {
        "lat": 40.73757,
        "lon": 13.86003,
        "name": "Forio"
      },
      {
        "lat": 21.27307,
        "lon": 106.1946,
        "name": "Bắc Giang"
      }
    ],
    "question": "Which location is the geographic outlier among: High Wycombe, Archena, Kushva, Forio, Bắc Giang?",
    "ground_truth": {
      "answer": "Bắc Giang",
      "outlier_distance_km": 6873.7,
      "second_furthest_km": 3141.3,
      "clarity_ratio": 2.19,
      "median_distance_km": 2925.3,
      "distances_to_centroid": {
        "High Wycombe": 2925.3,
        "Archena": 3141.3,
        "Kushva": 2473.2,
        "Forio": 1810.6,
        "Bắc Giang": 6873.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  High Wycombe: (51.63°, -0.75°)",
      "  Archena: (38.12°, -1.30°)",
      "  Kushva: (58.29°, 59.75°)",
      "  Forio: (40.74°, 13.86°)",
      "  Bắc Giang: (21.27°, 106.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bắc Giang: 6873.7 km from centroid",
      "  Archena: 3141.3 km from centroid",
      "  High Wycombe: 2925.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bắc Giang",
      "FINAL ANSWER: Bắc Giang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -24.4875,
        "lon": -47.84361,
        "name": "Registro"
      },
      {
        "lat": 6.96321,
        "lon": -75.41738,
        "name": "Yarumal"
      },
      {
        "lat": -3.6,
        "lon": -39.43333,
        "name": "Turaru"
      },
      {
        "lat": -21.99861,
        "lon": -49.45722,
        "name": "Pirajuí"
      },
      {
        "lat": -7.72639,
        "lon": 109.00944,
        "name": "Cilacap"
      }
    ],
    "question": "Which location is the geographic outlier among: Registro, Yarumal, Turaru, Pirajuí, Cilacap?",
    "ground_truth": {
      "answer": "Cilacap",
      "outlier_distance_km": 14095.1,
      "second_furthest_km": 6358.6,
      "clarity_ratio": 2.22,
      "median_distance_km": 3340.5,
      "distances_to_centroid": {
        "Registro": 3287.8,
        "Yarumal": 6358.6,
        "Turaru": 2199.5,
        "Pirajuí": 3340.5,
        "Cilacap": 14095.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Registro: (-24.49°, -47.84°)",
      "  Yarumal: (6.96°, -75.42°)",
      "  Turaru: (-3.60°, -39.43°)",
      "  Pirajuí: (-22.00°, -49.46°)",
      "  Cilacap: (-7.73°, 109.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cilacap: 14095.1 km from centroid",
      "  Yarumal: 6358.6 km from centroid",
      "  Pirajuí: 3340.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cilacap",
      "FINAL ANSWER: Cilacap"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -2.27808,
        "lon": 37.81867,
        "name": "Makindu"
      },
      {
        "lat": -25.86522,
        "lon": 25.64421,
        "name": "Mafikeng"
      },
      {
        "lat": 12.6269,
        "lon": 9.38807,
        "name": "Gumel"
      },
      {
        "lat": 8.3,
        "lon": 35.58333,
        "name": "Metu"
      },
      {
        "lat": 52.2852,
        "lon": -1.52,
        "name": "Royal Leamington Spa"
      }
    ],
    "question": "Which location is the geographic outlier among: Makindu, Mafikeng, Gumel, Metu, Royal Leamington Spa?",
    "ground_truth": {
      "answer": "Royal Leamington Spa",
      "outlier_distance_km": 5239.3,
      "second_furthest_km": 3905.7,
      "clarity_ratio": 1.34,
      "median_distance_km": 2212.3,
      "distances_to_centroid": {
        "Makindu": 2212.3,
        "Mafikeng": 3905.7,
        "Gumel": 1370.0,
        "Metu": 1562.9,
        "Royal Leamington Spa": 5239.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Makindu: (-2.28°, 37.82°)",
      "  Mafikeng: (-25.87°, 25.64°)",
      "  Gumel: (12.63°, 9.39°)",
      "  Metu: (8.30°, 35.58°)",
      "  Royal Leamington Spa: (52.29°, -1.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Royal Leamington Spa: 5239.3 km from centroid",
      "  Mafikeng: 3905.7 km from centroid",
      "  Makindu: 2212.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Royal Leamington Spa",
      "FINAL ANSWER: Royal Leamington Spa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -11.42047,
        "lon": -58.75488,
        "name": "Juína"
      },
      {
        "lat": -7.87472,
        "lon": -35.45028,
        "name": "Limoeiro"
      },
      {
        "lat": -25.73271,
        "lon": -59.10989,
        "name": "Pirané"
      },
      {
        "lat": -16.06583,
        "lon": -47.97861,
        "name": "Valparaíso de Goiás"
      },
      {
        "lat": 6.86472,
        "lon": 124.44167,
        "name": "Maganoy"
      }
    ],
    "question": "Which location is the geographic outlier among: Juína, Limoeiro, Pirané, Valparaíso de Goiás, Maganoy?",
    "ground_truth": {
      "answer": "Maganoy",
      "outlier_distance_km": 15580.7,
      "second_furthest_km": 4878.1,
      "clarity_ratio": 3.19,
      "median_distance_km": 4729.3,
      "distances_to_centroid": {
        "Juína": 4729.3,
        "Limoeiro": 2227.1,
        "Pirané": 4878.1,
        "Valparaíso de Goiás": 3569.7,
        "Maganoy": 15580.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Juína: (-11.42°, -58.75°)",
      "  Limoeiro: (-7.87°, -35.45°)",
      "  Pirané: (-25.73°, -59.11°)",
      "  Valparaíso de Goiás: (-16.07°, -47.98°)",
      "  Maganoy: (6.86°, 124.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maganoy: 15580.7 km from centroid",
      "  Pirané: 4878.1 km from centroid",
      "  Juína: 4729.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maganoy",
      "FINAL ANSWER: Maganoy"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      },
      {
        "lat": -33.73333,
        "lon": 150.88333,
        "name": "Quakers Hill"
      },
      {
        "lat": -27.59521,
        "lon": 153.12332,
        "name": "Rochedale South"
      },
      {
        "lat": -31.88822,
        "lon": 115.87186,
        "name": "Dianella"
      },
      {
        "lat": -23.54476,
        "lon": -46.64105,
        "name": "Republica"
      }
    ],
    "question": "Which location is the geographic outlier among: Taylors Lakes, Quakers Hill, Rochedale South, Dianella, Republica?",
    "ground_truth": {
      "answer": "Republica",
      "outlier_distance_km": 13181.9,
      "second_furthest_km": 4779.5,
      "clarity_ratio": 2.76,
      "median_distance_km": 4415.6,
      "distances_to_centroid": {
        "Taylors Lakes": 3826.5,
        "Quakers Hill": 4415.6,
        "Rochedale South": 4779.5,
        "Dianella": 1169.0,
        "Republica": 13181.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "  Quakers Hill: (-33.73°, 150.88°)",
      "  Rochedale South: (-27.60°, 153.12°)",
      "  Dianella: (-31.89°, 115.87°)",
      "  Republica: (-23.54°, -46.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Republica: 13181.9 km from centroid",
      "  Rochedale South: 4779.5 km from centroid",
      "  Quakers Hill: 4415.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Republica",
      "FINAL ANSWER: Republica"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.40477,
        "lon": -81.72291,
        "name": "Parma"
      },
      {
        "lat": 41.52364,
        "lon": -90.57764,
        "name": "Davenport"
      },
      {
        "lat": 44.46699,
        "lon": -73.17096,
        "name": "South Burlington"
      },
      {
        "lat": 30.4013,
        "lon": -91.00094,
        "name": "Shenandoah"
      },
      {
        "lat": 38.71528,
        "lon": 112.7575,
        "name": "Yuanping"
      }
    ],
    "question": "Which location is the geographic outlier among: Parma, Davenport, South Burlington, Shenandoah, Yuanping?",
    "ground_truth": {
      "answer": "Yuanping",
      "outlier_distance_km": 11042.0,
      "second_furthest_km": 4287.2,
      "clarity_ratio": 2.58,
      "median_distance_km": 3842.7,
      "distances_to_centroid": {
        "Parma": 3118.5,
        "Davenport": 3842.7,
        "South Burlington": 2409.2,
        "Shenandoah": 4287.2,
        "Yuanping": 11042.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Parma: (41.40°, -81.72°)",
      "  Davenport: (41.52°, -90.58°)",
      "  South Burlington: (44.47°, -73.17°)",
      "  Shenandoah: (30.40°, -91.00°)",
      "  Yuanping: (38.72°, 112.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yuanping: 11042.0 km from centroid",
      "  Shenandoah: 4287.2 km from centroid",
      "  Davenport: 3842.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yuanping",
      "FINAL ANSWER: Yuanping"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.50321,
        "lon": 73.47242,
        "name": "Hālol"
      },
      {
        "lat": 52.32148,
        "lon": 124.69761,
        "name": "Tahe"
      },
      {
        "lat": 3.11898,
        "lon": 101.58656,
        "name": "Ara Damansara"
      },
      {
        "lat": 1.45768,
        "lon": 103.64554,
        "name": "Horizon Hills"
      },
      {
        "lat": -7.59111,
        "lon": -35.49139,
        "name": "São Vicente Férrer"
      }
    ],
    "question": "Which location is the geographic outlier among: Hālol, Tahe, Ara Damansara, Horizon Hills, São Vicente Férrer?",
    "ground_truth": {
      "answer": "São Vicente Férrer",
      "outlier_distance_km": 12262.3,
      "second_furthest_km": 6158.8,
      "clarity_ratio": 1.99,
      "median_distance_km": 3601.1,
      "distances_to_centroid": {
        "Hālol": 905.3,
        "Tahe": 6158.8,
        "Ara Damansara": 3316.4,
        "Horizon Hills": 3601.1,
        "São Vicente Férrer": 12262.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hālol: (22.50°, 73.47°)",
      "  Tahe: (52.32°, 124.70°)",
      "  Ara Damansara: (3.12°, 101.59°)",
      "  Horizon Hills: (1.46°, 103.65°)",
      "  São Vicente Férrer: (-7.59°, -35.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Vicente Férrer: 12262.3 km from centroid",
      "  Tahe: 6158.8 km from centroid",
      "  Horizon Hills: 3601.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Vicente Férrer",
      "FINAL ANSWER: São Vicente Férrer"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.83333,
        "lon": 145.05,
        "name": "Glenferrie"
      },
      {
        "lat": -37.70462,
        "lon": 145.10302,
        "name": "Greensborough"
      },
      {
        "lat": -39.93333,
        "lon": 175.05,
        "name": "Whanganui"
      },
      {
        "lat": -33.92399,
        "lon": 151.22749,
        "name": "Kingsford"
      },
      {
        "lat": -11.94194,
        "lon": -38.08444,
        "name": "Entre Rios"
      }
    ],
    "question": "Which location is the geographic outlier among: Glenferrie, Greensborough, Whanganui, Kingsford, Entre Rios?",
    "ground_truth": {
      "answer": "Entre Rios",
      "outlier_distance_km": 14362.1,
      "second_furthest_km": 5304.7,
      "clarity_ratio": 2.71,
      "median_distance_km": 3301.0,
      "distances_to_centroid": {
        "Glenferrie": 2733.1,
        "Greensborough": 2736.7,
        "Whanganui": 5304.7,
        "Kingsford": 3301.0,
        "Entre Rios": 14362.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Glenferrie: (-37.83°, 145.05°)",
      "  Greensborough: (-37.70°, 145.10°)",
      "  Whanganui: (-39.93°, 175.05°)",
      "  Kingsford: (-33.92°, 151.23°)",
      "  Entre Rios: (-11.94°, -38.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Entre Rios: 14362.1 km from centroid",
      "  Whanganui: 5304.7 km from centroid",
      "  Kingsford: 3301.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Entre Rios",
      "FINAL ANSWER: Entre Rios"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.95334,
        "lon": -77.36598,
        "name": "Pizarro"
      },
      {
        "lat": -11.51917,
        "lon": -37.51167,
        "name": "Indiaroba"
      },
      {
        "lat": -20.32972,
        "lon": -40.2925,
        "name": "Vila Velha"
      },
      {
        "lat": -21.41222,
        "lon": -42.19667,
        "name": "Miracema"
      },
      {
        "lat": 53.72947,
        "lon": -1.49697,
        "name": "Lofthouse"
      }
    ],
    "question": "Which location is the geographic outlier among: Pizarro, Indiaroba, Vila Velha, Miracema, Lofthouse?",
    "ground_truth": {
      "answer": "Lofthouse",
      "outlier_distance_km": 6820.8,
      "second_furthest_km": 4195.5,
      "clarity_ratio": 1.63,
      "median_distance_km": 2515.3,
      "distances_to_centroid": {
        "Pizarro": 4195.5,
        "Indiaroba": 1423.5,
        "Vila Velha": 2381.8,
        "Miracema": 2515.3,
        "Lofthouse": 6820.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pizarro: (4.95°, -77.37°)",
      "  Indiaroba: (-11.52°, -37.51°)",
      "  Vila Velha: (-20.33°, -40.29°)",
      "  Miracema: (-21.41°, -42.20°)",
      "  Lofthouse: (53.73°, -1.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lofthouse: 6820.8 km from centroid",
      "  Pizarro: 4195.5 km from centroid",
      "  Miracema: 2515.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lofthouse",
      "FINAL ANSWER: Lofthouse"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.36006,
        "lon": 72.93106,
        "name": "Vapi INA"
      },
      {
        "lat": 10.78303,
        "lon": 76.33358,
        "name": "Vāniyamkulam"
      },
      {
        "lat": 26.4835,
        "lon": 89.52286,
        "name": "Alīpur Duār"
      },
      {
        "lat": 22.10833,
        "lon": 88.07889,
        "name": "Monoharpur"
      },
      {
        "lat": 11.11128,
        "lon": 7.7227,
        "name": "Zaria"
      }
    ],
    "question": "Which location is the geographic outlier among: Vapi INA, Vāniyamkulam, Alīpur Duār, Monoharpur, Zaria?",
    "ground_truth": {
      "answer": "Zaria",
      "outlier_distance_km": 6391.8,
      "second_furthest_km": 2497.3,
      "clarity_ratio": 2.56,
      "median_distance_km": 2250.1,
      "distances_to_centroid": {
        "Vapi INA": 676.5,
        "Vāniyamkulam": 1304.0,
        "Alīpur Duār": 2497.3,
        "Monoharpur": 2250.1,
        "Zaria": 6391.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vapi INA: (20.36°, 72.93°)",
      "  Vāniyamkulam: (10.78°, 76.33°)",
      "  Alīpur Duār: (26.48°, 89.52°)",
      "  Monoharpur: (22.11°, 88.08°)",
      "  Zaria: (11.11°, 7.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zaria: 6391.8 km from centroid",
      "  Alīpur Duār: 2497.3 km from centroid",
      "  Monoharpur: 2250.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zaria",
      "FINAL ANSWER: Zaria"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.43278,
        "lon": 116.59111,
        "name": "Tangzhai"
      },
      {
        "lat": -3.33984,
        "lon": 128.91975,
        "name": "Amahai"
      },
      {
        "lat": 5.02298,
        "lon": 118.32897,
        "name": "Lahad Datu"
      },
      {
        "lat": 26.38441,
        "lon": 73.54394,
        "name": "Pīpār"
      },
      {
        "lat": 8.13373,
        "lon": 4.24014,
        "name": "Ogbomoso"
      }
    ],
    "question": "Which location is the geographic outlier among: Tangzhai, Amahai, Lahad Datu, Pīpār, Ogbomoso?",
    "ground_truth": {
      "answer": "Ogbomoso",
      "outlier_distance_km": 9154.7,
      "second_furthest_km": 4878.3,
      "clarity_ratio": 1.88,
      "median_distance_km": 3624.7,
      "distances_to_centroid": {
        "Tangzhai": 3624.7,
        "Amahai": 4878.3,
        "Lahad Datu": 3437.4,
        "Pīpār": 2054.5,
        "Ogbomoso": 9154.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tangzhai: (34.43°, 116.59°)",
      "  Amahai: (-3.34°, 128.92°)",
      "  Lahad Datu: (5.02°, 118.33°)",
      "  Pīpār: (26.38°, 73.54°)",
      "  Ogbomoso: (8.13°, 4.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ogbomoso: 9154.7 km from centroid",
      "  Amahai: 4878.3 km from centroid",
      "  Tangzhai: 3624.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ogbomoso",
      "FINAL ANSWER: Ogbomoso"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 8.4541,
        "lon": 39.21752,
        "name": "Wonji"
      },
      {
        "lat": -33.57565,
        "lon": 22.44391,
        "name": "Dysselsdorp"
      },
      {
        "lat": 10.52726,
        "lon": -0.36982,
        "name": "Nalerigu"
      },
      {
        "lat": -30.69366,
        "lon": 26.71141,
        "name": "Aliwal North"
      },
      {
        "lat": 34.02893,
        "lon": -84.19858,
        "name": "Johns Creek"
      }
    ],
    "question": "Which location is the geographic outlier among: Wonji, Dysselsdorp, Nalerigu, Aliwal North, Johns Creek?",
    "ground_truth": {
      "answer": "Johns Creek",
      "outlier_distance_km": 9683.9,
      "second_furthest_km": 4426.4,
      "clarity_ratio": 2.19,
      "median_distance_km": 4177.0,
      "distances_to_centroid": {
        "Wonji": 4426.4,
        "Dysselsdorp": 4149.0,
        "Nalerigu": 1426.5,
        "Aliwal North": 4177.0,
        "Johns Creek": 9683.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wonji: (8.45°, 39.22°)",
      "  Dysselsdorp: (-33.58°, 22.44°)",
      "  Nalerigu: (10.53°, -0.37°)",
      "  Aliwal North: (-30.69°, 26.71°)",
      "  Johns Creek: (34.03°, -84.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Johns Creek: 9683.9 km from centroid",
      "  Wonji: 4426.4 km from centroid",
      "  Aliwal North: 4177.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Johns Creek",
      "FINAL ANSWER: Johns Creek"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.3799,
        "lon": 2.18971,
        "name": "la Barceloneta"
      },
      {
        "lat": 47.02413,
        "lon": 4.83887,
        "name": "Beaune"
      },
      {
        "lat": 41.11006,
        "lon": 16.69086,
        "name": "Bitonto"
      },
      {
        "lat": 45.46456,
        "lon": 8.88453,
        "name": "Magenta"
      },
      {
        "lat": 11.66667,
        "lon": 38.8,
        "name": "Filakit"
      }
    ],
    "question": "Which location is the geographic outlier among: la Barceloneta, Beaune, Bitonto, Magenta, Filakit?",
    "ground_truth": {
      "answer": "Filakit",
      "outlier_distance_km": 3756.6,
      "second_furthest_km": 1327.4,
      "clarity_ratio": 2.83,
      "median_distance_km": 1131.7,
      "distances_to_centroid": {
        "la Barceloneta": 1131.7,
        "Beaune": 1327.4,
        "Bitonto": 468.8,
        "Magenta": 1009.8,
        "Filakit": 3756.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  la Barceloneta: (41.38°, 2.19°)",
      "  Beaune: (47.02°, 4.84°)",
      "  Bitonto: (41.11°, 16.69°)",
      "  Magenta: (45.46°, 8.88°)",
      "  Filakit: (11.67°, 38.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Filakit: 3756.6 km from centroid",
      "  Beaune: 1327.4 km from centroid",
      "  la Barceloneta: 1131.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Filakit",
      "FINAL ANSWER: Filakit"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.0409,
        "lon": 77.31501,
        "name": "Anshing"
      },
      {
        "lat": 25.43745,
        "lon": 81.9055,
        "name": "Jhūsi"
      },
      {
        "lat": 13.84725,
        "lon": 100.56373,
        "name": "Lat Yao"
      },
      {
        "lat": 17.98372,
        "lon": 100.05217,
        "name": "Den Chai"
      },
      {
        "lat": 5.55728,
        "lon": -0.1864,
        "name": "Osu"
      }
    ],
    "question": "Which location is the geographic outlier among: Anshing, Jhūsi, Lat Yao, Den Chai, Osu?",
    "ground_truth": {
      "answer": "Osu",
      "outlier_distance_km": 7928.5,
      "second_furthest_km": 3084.7,
      "clarity_ratio": 2.57,
      "median_distance_km": 2987.2,
      "distances_to_centroid": {
        "Anshing": 686.8,
        "Jhūsi": 1428.4,
        "Lat Yao": 3084.7,
        "Den Chai": 2987.2,
        "Osu": 7928.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Anshing: (20.04°, 77.32°)",
      "  Jhūsi: (25.44°, 81.91°)",
      "  Lat Yao: (13.85°, 100.56°)",
      "  Den Chai: (17.98°, 100.05°)",
      "  Osu: (5.56°, -0.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Osu: 7928.5 km from centroid",
      "  Lat Yao: 3084.7 km from centroid",
      "  Den Chai: 2987.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Osu",
      "FINAL ANSWER: Osu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.75083,
        "lon": -87.71453,
        "name": "Sheboygan"
      },
      {
        "lat": 33.61309,
        "lon": -112.3246,
        "name": "El Mirage"
      },
      {
        "lat": 40.75448,
        "lon": -86.35667,
        "name": "Logansport"
      },
      {
        "lat": 49.81667,
        "lon": -119.48333,
        "name": "Okanagan Mission"
      },
      {
        "lat": -30.74137,
        "lon": 30.45499,
        "name": "Port Shepstone"
      }
    ],
    "question": "Which location is the geographic outlier among: Sheboygan, El Mirage, Logansport, Okanagan Mission, Port Shepstone?",
    "ground_truth": {
      "answer": "Port Shepstone",
      "outlier_distance_km": 12909.5,
      "second_furthest_km": 4495.6,
      "clarity_ratio": 2.87,
      "median_distance_km": 3612.5,
      "distances_to_centroid": {
        "Sheboygan": 2137.7,
        "El Mirage": 3612.5,
        "Logansport": 1804.7,
        "Okanagan Mission": 4495.6,
        "Port Shepstone": 12909.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sheboygan: (43.75°, -87.71°)",
      "  El Mirage: (33.61°, -112.32°)",
      "  Logansport: (40.75°, -86.36°)",
      "  Okanagan Mission: (49.82°, -119.48°)",
      "  Port Shepstone: (-30.74°, 30.45°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Port Shepstone: 12909.5 km from centroid",
      "  Okanagan Mission: 4495.6 km from centroid",
      "  El Mirage: 3612.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Port Shepstone",
      "FINAL ANSWER: Port Shepstone"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.75472,
        "lon": 61.32083,
        "name": "Yemanzhelinsk"
      },
      {
        "lat": 52.01664,
        "lon": 48.79895,
        "name": "Pugachëv"
      },
      {
        "lat": 39.42814,
        "lon": -0.41765,
        "name": "Paiporta"
      },
      {
        "lat": 44.99242,
        "lon": 10.74407,
        "name": "Suzzara"
      },
      {
        "lat": -37.8318,
        "lon": 140.77919,
        "name": "Mount Gambier"
      }
    ],
    "question": "Which location is the geographic outlier among: Yemanzhelinsk, Pugachëv, Paiporta, Suzzara, Mount Gambier?",
    "ground_truth": {
      "answer": "Mount Gambier",
      "outlier_distance_km": 11918.7,
      "second_furthest_km": 4822.6,
      "clarity_ratio": 2.47,
      "median_distance_km": 3924.3,
      "distances_to_centroid": {
        "Yemanzhelinsk": 2773.3,
        "Pugachëv": 2390.1,
        "Paiporta": 4822.6,
        "Suzzara": 3924.3,
        "Mount Gambier": 11918.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yemanzhelinsk: (54.75°, 61.32°)",
      "  Pugachëv: (52.02°, 48.80°)",
      "  Paiporta: (39.43°, -0.42°)",
      "  Suzzara: (44.99°, 10.74°)",
      "  Mount Gambier: (-37.83°, 140.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mount Gambier: 11918.7 km from centroid",
      "  Paiporta: 4822.6 km from centroid",
      "  Suzzara: 3924.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mount Gambier",
      "FINAL ANSWER: Mount Gambier"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.14458,
        "lon": 145.12291,
        "name": "Frankston"
      },
      {
        "lat": -38.15912,
        "lon": 145.93118,
        "name": "Warragul"
      },
      {
        "lat": -37.81501,
        "lon": 144.96657,
        "name": "Melbourne City Centre"
      },
      {
        "lat": -27.3171,
        "lon": 153.03097,
        "name": "Bracken Ridge"
      },
      {
        "lat": 40.5783,
        "lon": -4.00426,
        "name": "Galapagar"
      }
    ],
    "question": "Which location is the geographic outlier among: Frankston, Warragul, Melbourne City Centre, Bracken Ridge, Galapagar?",
    "ground_truth": {
      "answer": "Galapagar",
      "outlier_distance_km": 14041.0,
      "second_furthest_km": 3737.9,
      "clarity_ratio": 3.76,
      "median_distance_km": 3423.4,
      "distances_to_centroid": {
        "Frankston": 3360.2,
        "Warragul": 3423.4,
        "Melbourne City Centre": 3330.8,
        "Bracken Ridge": 3737.9,
        "Galapagar": 14041.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Frankston: (-38.14°, 145.12°)",
      "  Warragul: (-38.16°, 145.93°)",
      "  Melbourne City Centre: (-37.82°, 144.97°)",
      "  Bracken Ridge: (-27.32°, 153.03°)",
      "  Galapagar: (40.58°, -4.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Galapagar: 14041.0 km from centroid",
      "  Bracken Ridge: 3737.9 km from centroid",
      "  Warragul: 3423.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Galapagar",
      "FINAL ANSWER: Galapagar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.03449,
        "lon": 16.98963,
        "name": "Noicattaro"
      },
      {
        "lat": 44.77002,
        "lon": 39.87246,
        "name": "Belorechensk"
      },
      {
        "lat": 52.225,
        "lon": 4.52222,
        "name": "Sassenheim"
      },
      {
        "lat": 45.09228,
        "lon": 7.69399,
        "name": "Barriera di Milano"
      },
      {
        "lat": -23.88782,
        "lon": 30.28708,
        "name": "Nkowakowa"
      }
    ],
    "question": "Which location is the geographic outlier among: Noicattaro, Belorechensk, Sassenheim, Barriera di Milano, Nkowakowa?",
    "ground_truth": {
      "answer": "Nkowakowa",
      "outlier_distance_km": 6295.5,
      "second_furthest_km": 2584.3,
      "clarity_ratio": 2.44,
      "median_distance_km": 2249.6,
      "distances_to_centroid": {
        "Noicattaro": 1053.5,
        "Belorechensk": 2249.6,
        "Sassenheim": 2584.3,
        "Barriera di Milano": 1810.3,
        "Nkowakowa": 6295.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Noicattaro: (41.03°, 16.99°)",
      "  Belorechensk: (44.77°, 39.87°)",
      "  Sassenheim: (52.23°, 4.52°)",
      "  Barriera di Milano: (45.09°, 7.69°)",
      "  Nkowakowa: (-23.89°, 30.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nkowakowa: 6295.5 km from centroid",
      "  Sassenheim: 2584.3 km from centroid",
      "  Belorechensk: 2249.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nkowakowa",
      "FINAL ANSWER: Nkowakowa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.73308,
        "lon": 83.31622,
        "name": "Rasapūdipalem"
      },
      {
        "lat": 3.7755,
        "lon": 98.6832,
        "name": "Belawan"
      },
      {
        "lat": 15.37794,
        "lon": 73.90352,
        "name": "Sancoale"
      },
      {
        "lat": 21.11667,
        "lon": 105.86667,
        "name": "Cổ Lóa"
      },
      {
        "lat": -33.91972,
        "lon": 151.07592,
        "name": "Lakemba"
      }
    ],
    "question": "Which location is the geographic outlier among: Rasapūdipalem, Belawan, Sancoale, Cổ Lóa, Lakemba?",
    "ground_truth": {
      "answer": "Lakemba",
      "outlier_distance_km": 6664.5,
      "second_furthest_km": 3345.1,
      "clarity_ratio": 1.99,
      "median_distance_km": 2539.3,
      "distances_to_centroid": {
        "Rasapūdipalem": 2539.3,
        "Belawan": 446.2,
        "Sancoale": 3345.1,
        "Cổ Lóa": 1847.1,
        "Lakemba": 6664.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rasapūdipalem: (17.73°, 83.32°)",
      "  Belawan: (3.78°, 98.68°)",
      "  Sancoale: (15.38°, 73.90°)",
      "  Cổ Lóa: (21.12°, 105.87°)",
      "  Lakemba: (-33.92°, 151.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lakemba: 6664.5 km from centroid",
      "  Sancoale: 3345.1 km from centroid",
      "  Rasapūdipalem: 2539.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lakemba",
      "FINAL ANSWER: Lakemba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.28333,
        "lon": -71.96667,
        "name": "Villanueva"
      },
      {
        "lat": -21.67861,
        "lon": -49.7425,
        "name": "Lins"
      },
      {
        "lat": -12.83333,
        "lon": -39.1,
        "name": "Sobradinho"
      },
      {
        "lat": -20.02745,
        "lon": -40.74336,
        "name": "Santa Maria de Jetibá"
      },
      {
        "lat": -33.88096,
        "lon": 151.07986,
        "name": "Strathfield"
      }
    ],
    "question": "Which location is the geographic outlier among: Villanueva, Lins, Sobradinho, Santa Maria de Jetibá, Strathfield?",
    "ground_truth": {
      "answer": "Strathfield",
      "outlier_distance_km": 14055.0,
      "second_furthest_km": 7221.8,
      "clarity_ratio": 1.95,
      "median_distance_km": 4191.2,
      "distances_to_centroid": {
        "Villanueva": 7221.8,
        "Lins": 4191.2,
        "Sobradinho": 3144.8,
        "Santa Maria de Jetibá": 3252.6,
        "Strathfield": 14055.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Villanueva: (5.28°, -71.97°)",
      "  Lins: (-21.68°, -49.74°)",
      "  Sobradinho: (-12.83°, -39.10°)",
      "  Santa Maria de Jetibá: (-20.03°, -40.74°)",
      "  Strathfield: (-33.88°, 151.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Strathfield: 14055.0 km from centroid",
      "  Villanueva: 7221.8 km from centroid",
      "  Lins: 4191.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Strathfield",
      "FINAL ANSWER: Strathfield"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.81667,
        "lon": 4.91667,
        "name": "Oke Mesi"
      },
      {
        "lat": 30.06263,
        "lon": 31.24967,
        "name": "Cairo"
      },
      {
        "lat": -26.37945,
        "lon": 28.92112,
        "name": "Lebohang"
      },
      {
        "lat": 8.85299,
        "lon": 5.41641,
        "name": "Lafiagi"
      },
      {
        "lat": -28.00029,
        "lon": 153.43088,
        "name": "Gold Coast"
      }
    ],
    "question": "Which location is the geographic outlier among: Oke Mesi, Cairo, Lebohang, Lafiagi, Gold Coast?",
    "ground_truth": {
      "answer": "Gold Coast",
      "outlier_distance_km": 11746.9,
      "second_furthest_km": 4541.9,
      "clarity_ratio": 2.59,
      "median_distance_km": 4512.6,
      "distances_to_centroid": {
        "Oke Mesi": 4541.9,
        "Cairo": 3795.1,
        "Lebohang": 3242.0,
        "Lafiagi": 4512.6,
        "Gold Coast": 11746.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Oke Mesi: (7.82°, 4.92°)",
      "  Cairo: (30.06°, 31.25°)",
      "  Lebohang: (-26.38°, 28.92°)",
      "  Lafiagi: (8.85°, 5.42°)",
      "  Gold Coast: (-28.00°, 153.43°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gold Coast: 11746.9 km from centroid",
      "  Oke Mesi: 4541.9 km from centroid",
      "  Lafiagi: 4512.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gold Coast",
      "FINAL ANSWER: Gold Coast"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.84048,
        "lon": 10.95198,
        "name": "Arnstadt"
      },
      {
        "lat": 51.06098,
        "lon": 0.16342,
        "name": "Crowborough"
      },
      {
        "lat": 55.92721,
        "lon": 39.46072,
        "name": "Petushki"
      },
      {
        "lat": 44.05,
        "lon": 43.05036,
        "name": "Pyatigorsk"
      },
      {
        "lat": -8.35778,
        "lon": -36.69639,
        "name": "Pesqueira"
      }
    ],
    "question": "Which location is the geographic outlier among: Arnstadt, Crowborough, Petushki, Pyatigorsk, Pesqueira?",
    "ground_truth": {
      "answer": "Pesqueira",
      "outlier_distance_km": 7211.5,
      "second_furthest_km": 2818.7,
      "clarity_ratio": 2.56,
      "median_distance_km": 2690.4,
      "distances_to_centroid": {
        "Arnstadt": 1349.9,
        "Crowborough": 1629.8,
        "Petushki": 2818.7,
        "Pyatigorsk": 2690.4,
        "Pesqueira": 7211.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Arnstadt: (50.84°, 10.95°)",
      "  Crowborough: (51.06°, 0.16°)",
      "  Petushki: (55.93°, 39.46°)",
      "  Pyatigorsk: (44.05°, 43.05°)",
      "  Pesqueira: (-8.36°, -36.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pesqueira: 7211.5 km from centroid",
      "  Petushki: 2818.7 km from centroid",
      "  Pyatigorsk: 2690.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pesqueira",
      "FINAL ANSWER: Pesqueira"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.16297,
        "lon": 132.22,
        "name": "Iwakuni"
      },
      {
        "lat": 25.1543,
        "lon": 73.08157,
        "name": "Sumerpur"
      },
      {
        "lat": 23.54109,
        "lon": 74.4425,
        "name": "Bānswāra"
      },
      {
        "lat": 26.61667,
        "lon": 101.27154,
        "name": "Zhongxin"
      },
      {
        "lat": -43.58333,
        "lon": 172.38333,
        "name": "Rolleston"
      }
    ],
    "question": "Which location is the geographic outlier among: Iwakuni, Sumerpur, Bānswāra, Zhongxin, Rolleston?",
    "ground_truth": {
      "answer": "Rolleston",
      "outlier_distance_km": 8872.9,
      "second_furthest_km": 4150.5,
      "clarity_ratio": 2.14,
      "median_distance_km": 3981.1,
      "distances_to_centroid": {
        "Iwakuni": 3187.8,
        "Sumerpur": 4150.5,
        "Bānswāra": 3981.1,
        "Zhongxin": 1787.2,
        "Rolleston": 8872.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Iwakuni: (34.16°, 132.22°)",
      "  Sumerpur: (25.15°, 73.08°)",
      "  Bānswāra: (23.54°, 74.44°)",
      "  Zhongxin: (26.62°, 101.27°)",
      "  Rolleston: (-43.58°, 172.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rolleston: 8872.9 km from centroid",
      "  Sumerpur: 4150.5 km from centroid",
      "  Bānswāra: 3981.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rolleston",
      "FINAL ANSWER: Rolleston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.03528,
        "lon": 117.57806,
        "name": "Shuanggou"
      },
      {
        "lat": 37.92259,
        "lon": 139.04125,
        "name": "Niigata"
      },
      {
        "lat": 21.23742,
        "lon": 76.22558,
        "name": "Shāhpur"
      },
      {
        "lat": 28.9241,
        "lon": 104.26154,
        "name": "Juexi"
      },
      {
        "lat": 54.43109,
        "lon": 18.46727,
        "name": "Osowa"
      }
    ],
    "question": "Which location is the geographic outlier among: Shuanggou, Niigata, Shāhpur, Juexi, Osowa?",
    "ground_truth": {
      "answer": "Osowa",
      "outlier_distance_km": 5813.9,
      "second_furthest_km": 4240.1,
      "clarity_ratio": 1.37,
      "median_distance_km": 2417.0,
      "distances_to_centroid": {
        "Shuanggou": 2417.0,
        "Niigata": 4240.1,
        "Shāhpur": 2133.5,
        "Juexi": 1425.4,
        "Osowa": 5813.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shuanggou: (34.04°, 117.58°)",
      "  Niigata: (37.92°, 139.04°)",
      "  Shāhpur: (21.24°, 76.23°)",
      "  Juexi: (28.92°, 104.26°)",
      "  Osowa: (54.43°, 18.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Osowa: 5813.9 km from centroid",
      "  Niigata: 4240.1 km from centroid",
      "  Shuanggou: 2417.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Osowa",
      "FINAL ANSWER: Osowa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.61025,
        "lon": 153.05388,
        "name": "Sunnybank Hills"
      },
      {
        "lat": -33.75881,
        "lon": 150.99292,
        "name": "Baulkham Hills"
      },
      {
        "lat": -33.83902,
        "lon": 151.23956,
        "name": "Mosman"
      },
      {
        "lat": -37.73333,
        "lon": 144.8,
        "name": "Saint Albans"
      },
      {
        "lat": 5.01789,
        "lon": -72.74675,
        "name": "Tauramena"
      }
    ],
    "question": "Which location is the geographic outlier among: Sunnybank Hills, Baulkham Hills, Mosman, Saint Albans, Tauramena?",
    "ground_truth": {
      "answer": "Tauramena",
      "outlier_distance_km": 17720.3,
      "second_furthest_km": 4707.5,
      "clarity_ratio": 3.76,
      "median_distance_km": 4477.6,
      "distances_to_centroid": {
        "Sunnybank Hills": 4707.5,
        "Baulkham Hills": 4454.9,
        "Mosman": 4477.6,
        "Saint Albans": 3926.4,
        "Tauramena": 17720.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sunnybank Hills: (-27.61°, 153.05°)",
      "  Baulkham Hills: (-33.76°, 150.99°)",
      "  Mosman: (-33.84°, 151.24°)",
      "  Saint Albans: (-37.73°, 144.80°)",
      "  Tauramena: (5.02°, -72.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tauramena: 17720.3 km from centroid",
      "  Sunnybank Hills: 4707.5 km from centroid",
      "  Mosman: 4477.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tauramena",
      "FINAL ANSWER: Tauramena"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 21.01667,
        "lon": 107.3,
        "name": "Cẩm Phả Mines"
      },
      {
        "lat": 31.68137,
        "lon": 75.63549,
        "name": "Urmar"
      },
      {
        "lat": 26.43903,
        "lon": 99.44061,
        "name": "Jinding"
      },
      {
        "lat": 4.4683,
        "lon": 97.9683,
        "name": "Langsa"
      },
      {
        "lat": -23.56439,
        "lon": -46.61695,
        "name": "Cambuci"
      }
    ],
    "question": "Which location is the geographic outlier among: Cẩm Phả Mines, Urmar, Jinding, Langsa, Cambuci?",
    "ground_truth": {
      "answer": "Cambuci",
      "outlier_distance_km": 12900.9,
      "second_furthest_km": 4425.0,
      "clarity_ratio": 2.92,
      "median_distance_km": 3773.3,
      "distances_to_centroid": {
        "Cẩm Phả Mines": 4425.0,
        "Urmar": 2369.5,
        "Jinding": 3773.3,
        "Langsa": 3533.3,
        "Cambuci": 12900.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cẩm Phả Mines: (21.02°, 107.30°)",
      "  Urmar: (31.68°, 75.64°)",
      "  Jinding: (26.44°, 99.44°)",
      "  Langsa: (4.47°, 97.97°)",
      "  Cambuci: (-23.56°, -46.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cambuci: 12900.9 km from centroid",
      "  Cẩm Phả Mines: 4425.0 km from centroid",
      "  Jinding: 3773.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cambuci",
      "FINAL ANSWER: Cambuci"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.25,
        "lon": -123.06667,
        "name": "Kensington-Cedar Cottage"
      },
      {
        "lat": 26.19063,
        "lon": -97.6961,
        "name": "Harlingen"
      },
      {
        "lat": 40.48643,
        "lon": -86.1336,
        "name": "Kokomo"
      },
      {
        "lat": 41.05899,
        "lon": -74.02181,
        "name": "Pearl River"
      },
      {
        "lat": 52.11457,
        "lon": 8.67343,
        "name": "Herford"
      }
    ],
    "question": "Which location is the geographic outlier among: Kensington-Cedar Cottage, Harlingen, Kokomo, Pearl River, Herford?",
    "ground_truth": {
      "answer": "Herford",
      "outlier_distance_km": 6057.3,
      "second_furthest_km": 3806.8,
      "clarity_ratio": 1.59,
      "median_distance_km": 2743.1,
      "distances_to_centroid": {
        "Kensington-Cedar Cottage": 3806.8,
        "Harlingen": 2743.1,
        "Kokomo": 988.7,
        "Pearl River": 91.8,
        "Herford": 6057.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kensington-Cedar Cottage: (49.25°, -123.07°)",
      "  Harlingen: (26.19°, -97.70°)",
      "  Kokomo: (40.49°, -86.13°)",
      "  Pearl River: (41.06°, -74.02°)",
      "  Herford: (52.11°, 8.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Herford: 6057.3 km from centroid",
      "  Kensington-Cedar Cottage: 3806.8 km from centroid",
      "  Harlingen: 2743.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Herford",
      "FINAL ANSWER: Herford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.58333,
        "lon": 3.0,
        "name": "Noyon"
      },
      {
        "lat": 49.38167,
        "lon": 3.32361,
        "name": "Soissons"
      },
      {
        "lat": 53.35,
        "lon": -1.55,
        "name": "Fulwood"
      },
      {
        "lat": 53.63738,
        "lon": 9.91973,
        "name": "Schnelsen"
      },
      {
        "lat": 31.02795,
        "lon": 30.71493,
        "name": "Shubrākhīt"
      }
    ],
    "question": "Which location is the geographic outlier among: Noyon, Soissons, Fulwood, Schnelsen, Shubrākhīt?",
    "ground_truth": {
      "answer": "Shubrākhīt",
      "outlier_distance_km": 2588.2,
      "second_furthest_km": 1001.5,
      "clarity_ratio": 2.58,
      "median_distance_km": 696.5,
      "distances_to_centroid": {
        "Noyon": 509.7,
        "Soissons": 478.9,
        "Fulwood": 1001.5,
        "Schnelsen": 696.5,
        "Shubrākhīt": 2588.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Noyon: (49.58°, 3.00°)",
      "  Soissons: (49.38°, 3.32°)",
      "  Fulwood: (53.35°, -1.55°)",
      "  Schnelsen: (53.64°, 9.92°)",
      "  Shubrākhīt: (31.03°, 30.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shubrākhīt: 2588.2 km from centroid",
      "  Fulwood: 1001.5 km from centroid",
      "  Schnelsen: 696.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shubrākhīt",
      "FINAL ANSWER: Shubrākhīt"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.86667,
        "lon": 145.28333,
        "name": "Boronia"
      },
      {
        "lat": -37.81667,
        "lon": 144.75,
        "name": "Truganina"
      },
      {
        "lat": -33.92019,
        "lon": 151.22241,
        "name": "Kensington"
      },
      {
        "lat": -33.77271,
        "lon": 151.08184,
        "name": "Epping"
      },
      {
        "lat": -11.95972,
        "lon": -40.16806,
        "name": "Baixa Grande"
      }
    ],
    "question": "Which location is the geographic outlier among: Boronia, Truganina, Kensington, Epping, Baixa Grande?",
    "ground_truth": {
      "answer": "Baixa Grande",
      "outlier_distance_km": 14293.5,
      "second_furthest_km": 3813.6,
      "clarity_ratio": 3.75,
      "median_distance_km": 3802.7,
      "distances_to_centroid": {
        "Boronia": 3262.9,
        "Truganina": 3215.8,
        "Kensington": 3813.6,
        "Epping": 3802.7,
        "Baixa Grande": 14293.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Boronia: (-37.87°, 145.28°)",
      "  Truganina: (-37.82°, 144.75°)",
      "  Kensington: (-33.92°, 151.22°)",
      "  Epping: (-33.77°, 151.08°)",
      "  Baixa Grande: (-11.96°, -40.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Baixa Grande: 14293.5 km from centroid",
      "  Kensington: 3813.6 km from centroid",
      "  Epping: 3802.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Baixa Grande",
      "FINAL ANSWER: Baixa Grande"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.65333,
        "lon": 178.00417,
        "name": "Gisborne"
      },
      {
        "lat": -37.87709,
        "lon": 145.12939,
        "name": "Mount Waverley"
      },
      {
        "lat": -33.95,
        "lon": 151.11667,
        "name": "Bexley"
      },
      {
        "lat": -32.06003,
        "lon": 115.955,
        "name": "Thornlie"
      },
      {
        "lat": 4.88333,
        "lon": 38.08333,
        "name": "Yabēlo"
      }
    ],
    "question": "Which location is the geographic outlier among: Gisborne, Mount Waverley, Bexley, Thornlie, Yabēlo?",
    "ground_truth": {
      "answer": "Yabēlo",
      "outlier_distance_km": 10020.0,
      "second_furthest_km": 4961.7,
      "clarity_ratio": 2.02,
      "median_distance_km": 2528.0,
      "distances_to_centroid": {
        "Gisborne": 4961.7,
        "Mount Waverley": 2147.8,
        "Bexley": 2528.0,
        "Thornlie": 1062.4,
        "Yabēlo": 10020.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gisborne: (-38.65°, 178.00°)",
      "  Mount Waverley: (-37.88°, 145.13°)",
      "  Bexley: (-33.95°, 151.12°)",
      "  Thornlie: (-32.06°, 115.95°)",
      "  Yabēlo: (4.88°, 38.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yabēlo: 10020.0 km from centroid",
      "  Gisborne: 4961.7 km from centroid",
      "  Bexley: 2528.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yabēlo",
      "FINAL ANSWER: Yabēlo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.42158,
        "lon": 14.28217,
        "name": "Francavilla al Mare"
      },
      {
        "lat": 43.71795,
        "lon": 10.94758,
        "name": "Empoli"
      },
      {
        "lat": 50.58008,
        "lon": 16.50164,
        "name": "Nowa Ruda"
      },
      {
        "lat": 53.84587,
        "lon": -0.42332,
        "name": "Beverley"
      },
      {
        "lat": -32.45242,
        "lon": -71.23106,
        "name": "La Ligua"
      }
    ],
    "question": "Which location is the geographic outlier among: Francavilla al Mare, Empoli, Nowa Ruda, Beverley, La Ligua?",
    "ground_truth": {
      "answer": "La Ligua",
      "outlier_distance_km": 9883.2,
      "second_furthest_km": 2804.8,
      "clarity_ratio": 3.52,
      "median_distance_km": 2510.6,
      "distances_to_centroid": {
        "Francavilla al Mare": 2154.3,
        "Empoli": 2000.2,
        "Nowa Ruda": 2804.8,
        "Beverley": 2510.6,
        "La Ligua": 9883.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Francavilla al Mare: (42.42°, 14.28°)",
      "  Empoli: (43.72°, 10.95°)",
      "  Nowa Ruda: (50.58°, 16.50°)",
      "  Beverley: (53.85°, -0.42°)",
      "  La Ligua: (-32.45°, -71.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  La Ligua: 9883.2 km from centroid",
      "  Nowa Ruda: 2804.8 km from centroid",
      "  Beverley: 2510.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: La Ligua",
      "FINAL ANSWER: La Ligua"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.27519,
        "lon": -89.78117,
        "name": "Slidell"
      },
      {
        "lat": 41.86614,
        "lon": -88.10701,
        "name": "Wheaton"
      },
      {
        "lat": 19.95232,
        "lon": -102.30781,
        "name": "Jacona de Plancarte"
      },
      {
        "lat": 40.71649,
        "lon": -73.88125,
        "name": "Middle Village"
      },
      {
        "lat": 19.90873,
        "lon": 109.68717,
        "name": "Lingao"
      }
    ],
    "question": "Which location is the geographic outlier among: Slidell, Wheaton, Jacona de Plancarte, Middle Village, Lingao?",
    "ground_truth": {
      "answer": "Lingao",
      "outlier_distance_km": 13955.0,
      "second_furthest_km": 5451.2,
      "clarity_ratio": 2.56,
      "median_distance_km": 3900.5,
      "distances_to_centroid": {
        "Slidell": 3900.5,
        "Wheaton": 3700.7,
        "Jacona de Plancarte": 5451.2,
        "Middle Village": 2514.8,
        "Lingao": 13955.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Slidell: (30.28°, -89.78°)",
      "  Wheaton: (41.87°, -88.11°)",
      "  Jacona de Plancarte: (19.95°, -102.31°)",
      "  Middle Village: (40.72°, -73.88°)",
      "  Lingao: (19.91°, 109.69°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lingao: 13955.0 km from centroid",
      "  Jacona de Plancarte: 5451.2 km from centroid",
      "  Slidell: 3900.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lingao",
      "FINAL ANSWER: Lingao"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.61372,
        "lon": -0.1269,
        "name": "la Nucia"
      },
      {
        "lat": 53.85342,
        "lon": 46.3513,
        "name": "Inza"
      },
      {
        "lat": 54.1522,
        "lon": 19.40884,
        "name": "Elbląg"
      },
      {
        "lat": 49.40076,
        "lon": 1.04582,
        "name": "Le Grand-Quevilly"
      },
      {
        "lat": 34.20011,
        "lon": -90.57093,
        "name": "Clarksdale"
      }
    ],
    "question": "Which location is the geographic outlier among: la Nucia, Inza, Elbląg, Le Grand-Quevilly, Clarksdale?",
    "ground_truth": {
      "answer": "Clarksdale",
      "outlier_distance_km": 7057.0,
      "second_furthest_km": 3674.5,
      "clarity_ratio": 1.92,
      "median_distance_km": 1933.1,
      "distances_to_centroid": {
        "la Nucia": 910.0,
        "Inza": 3674.5,
        "Elbląg": 1933.1,
        "Le Grand-Quevilly": 573.4,
        "Clarksdale": 7057.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  la Nucia: (38.61°, -0.13°)",
      "  Inza: (53.85°, 46.35°)",
      "  Elbląg: (54.15°, 19.41°)",
      "  Le Grand-Quevilly: (49.40°, 1.05°)",
      "  Clarksdale: (34.20°, -90.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Clarksdale: 7057.0 km from centroid",
      "  Inza: 3674.5 km from centroid",
      "  Elbląg: 1933.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Clarksdale",
      "FINAL ANSWER: Clarksdale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -9.22139,
        "lon": -37.74861,
        "name": "Inhapi"
      },
      {
        "lat": -29.08056,
        "lon": -53.83583,
        "name": "Tupanciretã"
      },
      {
        "lat": -33.03016,
        "lon": -60.64045,
        "name": "Gobernador Gálvez"
      },
      {
        "lat": 3.68549,
        "lon": -76.31372,
        "name": "El Cerrito"
      },
      {
        "lat": 37.59493,
        "lon": -120.95771,
        "name": "Ceres"
      }
    ],
    "question": "Which location is the geographic outlier among: Inhapi, Tupanciretã, Gobernador Gálvez, El Cerrito, Ceres?",
    "ground_truth": {
      "answer": "Ceres",
      "outlier_distance_km": 7165.9,
      "second_furthest_km": 3560.1,
      "clarity_ratio": 2.01,
      "median_distance_km": 3153.4,
      "distances_to_centroid": {
        "Inhapi": 3560.1,
        "Tupanciretã": 3070.5,
        "Gobernador Gálvez": 3153.4,
        "El Cerrito": 1292.2,
        "Ceres": 7165.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Inhapi: (-9.22°, -37.75°)",
      "  Tupanciretã: (-29.08°, -53.84°)",
      "  Gobernador Gálvez: (-33.03°, -60.64°)",
      "  El Cerrito: (3.69°, -76.31°)",
      "  Ceres: (37.59°, -120.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ceres: 7165.9 km from centroid",
      "  Inhapi: 3560.1 km from centroid",
      "  Gobernador Gálvez: 3153.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ceres",
      "FINAL ANSWER: Ceres"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.8178,
        "lon": 151.00348,
        "name": "Parramatta"
      },
      {
        "lat": -31.88822,
        "lon": 115.87186,
        "name": "Dianella"
      },
      {
        "lat": -31.9652,
        "lon": 141.4512,
        "name": "Broken Hill"
      },
      {
        "lat": -35.28346,
        "lon": 149.12807,
        "name": "Canberra"
      },
      {
        "lat": -26.04027,
        "lon": 30.79268,
        "name": "Nhlazatje"
      }
    ],
    "question": "Which location is the geographic outlier among: Parramatta, Dianella, Broken Hill, Canberra, Nhlazatje?",
    "ground_truth": {
      "answer": "Nhlazatje",
      "outlier_distance_km": 8244.6,
      "second_furthest_km": 3111.7,
      "clarity_ratio": 2.65,
      "median_distance_km": 2930.7,
      "distances_to_centroid": {
        "Parramatta": 3111.7,
        "Dianella": 168.2,
        "Broken Hill": 2242.9,
        "Canberra": 2930.7,
        "Nhlazatje": 8244.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Parramatta: (-33.82°, 151.00°)",
      "  Dianella: (-31.89°, 115.87°)",
      "  Broken Hill: (-31.97°, 141.45°)",
      "  Canberra: (-35.28°, 149.13°)",
      "  Nhlazatje: (-26.04°, 30.79°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nhlazatje: 8244.6 km from centroid",
      "  Parramatta: 3111.7 km from centroid",
      "  Canberra: 2930.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nhlazatje",
      "FINAL ANSWER: Nhlazatje"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.74194,
        "lon": -47.49472,
        "name": "Ulianópolis"
      },
      {
        "lat": -22.98444,
        "lon": -43.22315,
        "name": "Leblon"
      },
      {
        "lat": -22.41139,
        "lon": -47.56139,
        "name": "Rio Claro"
      },
      {
        "lat": -2.24444,
        "lon": -49.49583,
        "name": "Cametá"
      },
      {
        "lat": 30.4428,
        "lon": 30.96975,
        "name": "Sirs al Layyānah"
      }
    ],
    "question": "Which location is the geographic outlier among: Ulianópolis, Leblon, Rio Claro, Cametá, Sirs al Layyānah?",
    "ground_truth": {
      "answer": "Sirs al Layyānah",
      "outlier_distance_km": 7645.8,
      "second_furthest_km": 2673.6,
      "clarity_ratio": 2.86,
      "median_distance_km": 2448.4,
      "distances_to_centroid": {
        "Ulianópolis": 1790.3,
        "Leblon": 2448.4,
        "Rio Claro": 2673.6,
        "Cametá": 2024.8,
        "Sirs al Layyānah": 7645.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ulianópolis: (-3.74°, -47.49°)",
      "  Leblon: (-22.98°, -43.22°)",
      "  Rio Claro: (-22.41°, -47.56°)",
      "  Cametá: (-2.24°, -49.50°)",
      "  Sirs al Layyānah: (30.44°, 30.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sirs al Layyānah: 7645.8 km from centroid",
      "  Rio Claro: 2673.6 km from centroid",
      "  Leblon: 2448.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sirs al Layyānah",
      "FINAL ANSWER: Sirs al Layyānah"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.67552,
        "lon": 8.46934,
        "name": "Acqui Terme"
      },
      {
        "lat": 54.19609,
        "lon": 37.61822,
        "name": "Tula"
      },
      {
        "lat": 41.00997,
        "lon": 17.00558,
        "name": "Rutigliano"
      },
      {
        "lat": 50.55162,
        "lon": 9.67518,
        "name": "Fulda"
      },
      {
        "lat": -26.68443,
        "lon": 153.05705,
        "name": "Buderim"
      }
    ],
    "question": "Which location is the geographic outlier among: Acqui Terme, Tula, Rutigliano, Fulda, Buderim?",
    "ground_truth": {
      "answer": "Buderim",
      "outlier_distance_km": 13152.3,
      "second_furthest_km": 3500.2,
      "clarity_ratio": 3.76,
      "median_distance_km": 3413.2,
      "distances_to_centroid": {
        "Acqui Terme": 3413.2,
        "Tula": 2457.9,
        "Rutigliano": 2653.6,
        "Fulda": 3500.2,
        "Buderim": 13152.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Acqui Terme: (44.68°, 8.47°)",
      "  Tula: (54.20°, 37.62°)",
      "  Rutigliano: (41.01°, 17.01°)",
      "  Fulda: (50.55°, 9.68°)",
      "  Buderim: (-26.68°, 153.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Buderim: 13152.3 km from centroid",
      "  Fulda: 3500.2 km from centroid",
      "  Acqui Terme: 3413.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Buderim",
      "FINAL ANSWER: Buderim"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.91176,
        "lon": -80.20033,
        "name": "Golden Glades"
      },
      {
        "lat": 19.26755,
        "lon": -99.61925,
        "name": "San Francisco Cuaxusco"
      },
      {
        "lat": 42.8078,
        "lon": -87.92425,
        "name": "Caledonia"
      },
      {
        "lat": 41.72059,
        "lon": -87.70172,
        "name": "Evergreen Park"
      },
      {
        "lat": -12.48602,
        "lon": 130.9833,
        "name": "Palmerston"
      }
    ],
    "question": "Which location is the geographic outlier among: Golden Glades, San Francisco Cuaxusco, Caledonia, Evergreen Park, Palmerston?",
    "ground_truth": {
      "answer": "Palmerston",
      "outlier_distance_km": 18721.1,
      "second_furthest_km": 5653.8,
      "clarity_ratio": 3.31,
      "median_distance_km": 4484.2,
      "distances_to_centroid": {
        "Golden Glades": 3567.4,
        "San Francisco Cuaxusco": 5653.8,
        "Caledonia": 4484.2,
        "Evergreen Park": 4436.9,
        "Palmerston": 18721.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Golden Glades: (25.91°, -80.20°)",
      "  San Francisco Cuaxusco: (19.27°, -99.62°)",
      "  Caledonia: (42.81°, -87.92°)",
      "  Evergreen Park: (41.72°, -87.70°)",
      "  Palmerston: (-12.49°, 130.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palmerston: 18721.1 km from centroid",
      "  San Francisco Cuaxusco: 5653.8 km from centroid",
      "  Caledonia: 4484.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palmerston",
      "FINAL ANSWER: Palmerston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.56849,
        "lon": -54.7579,
        "name": "Montecarlo"
      },
      {
        "lat": -34.16327,
        "lon": -58.95919,
        "name": "Campana"
      },
      {
        "lat": -20.28389,
        "lon": -50.24639,
        "name": "Fernandópolis"
      },
      {
        "lat": -19.70027,
        "lon": -43.9602,
        "name": "São José da Lapa"
      },
      {
        "lat": 38.58055,
        "lon": -0.10321,
        "name": "l'Alfàs del Pi"
      }
    ],
    "question": "Which location is the geographic outlier among: Montecarlo, Campana, Fernandópolis, São José da Lapa, l'Alfàs del Pi?",
    "ground_truth": {
      "answer": "l'Alfàs del Pi",
      "outlier_distance_km": 7122.3,
      "second_furthest_km": 2986.6,
      "clarity_ratio": 2.38,
      "median_distance_km": 2087.8,
      "distances_to_centroid": {
        "Montecarlo": 2087.8,
        "Campana": 2986.6,
        "Fernandópolis": 1269.4,
        "São José da Lapa": 846.9,
        "l'Alfàs del Pi": 7122.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Montecarlo: (-26.57°, -54.76°)",
      "  Campana: (-34.16°, -58.96°)",
      "  Fernandópolis: (-20.28°, -50.25°)",
      "  São José da Lapa: (-19.70°, -43.96°)",
      "  l'Alfàs del Pi: (38.58°, -0.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  l'Alfàs del Pi: 7122.3 km from centroid",
      "  Campana: 2986.6 km from centroid",
      "  Montecarlo: 2087.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: l'Alfàs del Pi",
      "FINAL ANSWER: l'Alfàs del Pi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.10107,
        "lon": -122.65883,
        "name": "Langley"
      },
      {
        "lat": 29.95465,
        "lon": -90.07507,
        "name": "New Orleans"
      },
      {
        "lat": 40.94038,
        "lon": -74.13181,
        "name": "Fair Lawn"
      },
      {
        "lat": 33.64113,
        "lon": -117.91867,
        "name": "Costa Mesa"
      },
      {
        "lat": -34.4187,
        "lon": 19.23446,
        "name": "Hermanus"
      }
    ],
    "question": "Which location is the geographic outlier among: Langley, New Orleans, Fair Lawn, Costa Mesa, Hermanus?",
    "ground_truth": {
      "answer": "Hermanus",
      "outlier_distance_km": 12028.2,
      "second_furthest_km": 4841.1,
      "clarity_ratio": 2.48,
      "median_distance_km": 4096.6,
      "distances_to_centroid": {
        "Langley": 4841.1,
        "New Orleans": 1452.7,
        "Fair Lawn": 1921.2,
        "Costa Mesa": 4096.6,
        "Hermanus": 12028.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Langley: (49.10°, -122.66°)",
      "  New Orleans: (29.95°, -90.08°)",
      "  Fair Lawn: (40.94°, -74.13°)",
      "  Costa Mesa: (33.64°, -117.92°)",
      "  Hermanus: (-34.42°, 19.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hermanus: 12028.2 km from centroid",
      "  Langley: 4841.1 km from centroid",
      "  Costa Mesa: 4096.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hermanus",
      "FINAL ANSWER: Hermanus"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.15388,
        "lon": 18.66031,
        "name": "Moorreesburg"
      },
      {
        "lat": 6.55504,
        "lon": 3.34363,
        "name": "Oshodi"
      },
      {
        "lat": 7.43636,
        "lon": 5.45925,
        "name": "Emure-Ekiti"
      },
      {
        "lat": -29.32816,
        "lon": 31.28954,
        "name": "KwaDukuza"
      },
      {
        "lat": 33.86585,
        "lon": -118.08312,
        "name": "Artesia"
      }
    ],
    "question": "Which location is the geographic outlier among: Moorreesburg, Oshodi, Emure-Ekiti, KwaDukuza, Artesia?",
    "ground_truth": {
      "answer": "Artesia",
      "outlier_distance_km": 11683.5,
      "second_furthest_km": 5413.8,
      "clarity_ratio": 2.16,
      "median_distance_km": 4622.5,
      "distances_to_centroid": {
        "Moorreesburg": 4622.5,
        "Oshodi": 1990.5,
        "Emure-Ekiti": 2241.2,
        "KwaDukuza": 5413.8,
        "Artesia": 11683.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Moorreesburg: (-33.15°, 18.66°)",
      "  Oshodi: (6.56°, 3.34°)",
      "  Emure-Ekiti: (7.44°, 5.46°)",
      "  KwaDukuza: (-29.33°, 31.29°)",
      "  Artesia: (33.87°, -118.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Artesia: 11683.5 km from centroid",
      "  KwaDukuza: 5413.8 km from centroid",
      "  Moorreesburg: 4622.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Artesia",
      "FINAL ANSWER: Artesia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.85,
        "lon": 136.45,
        "name": "Kameyama"
      },
      {
        "lat": 32.30173,
        "lon": 130.50376,
        "name": "Sashiki"
      },
      {
        "lat": 23.66278,
        "lon": 87.69695,
        "name": "Bolpur"
      },
      {
        "lat": 29.82587,
        "lon": 107.06019,
        "name": "Fengcheng"
      },
      {
        "lat": 50.87197,
        "lon": 9.70891,
        "name": "Bad Hersfeld"
      }
    ],
    "question": "Which location is the geographic outlier among: Kameyama, Sashiki, Bolpur, Fengcheng, Bad Hersfeld?",
    "ground_truth": {
      "answer": "Bad Hersfeld",
      "outlier_distance_km": 6770.9,
      "second_furthest_km": 3831.9,
      "clarity_ratio": 1.77,
      "median_distance_km": 3355.7,
      "distances_to_centroid": {
        "Kameyama": 3831.9,
        "Sashiki": 3355.7,
        "Bolpur": 1344.6,
        "Fengcheng": 1301.5,
        "Bad Hersfeld": 6770.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kameyama: (34.85°, 136.45°)",
      "  Sashiki: (32.30°, 130.50°)",
      "  Bolpur: (23.66°, 87.70°)",
      "  Fengcheng: (29.83°, 107.06°)",
      "  Bad Hersfeld: (50.87°, 9.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bad Hersfeld: 6770.9 km from centroid",
      "  Kameyama: 3831.9 km from centroid",
      "  Sashiki: 3355.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bad Hersfeld",
      "FINAL ANSWER: Bad Hersfeld"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.06069,
        "lon": -2.50192,
        "name": "Wa"
      },
      {
        "lat": -26.49155,
        "lon": 29.22878,
        "name": "Trichardt"
      },
      {
        "lat": 7.06205,
        "lon": 38.47635,
        "name": "Awasa"
      },
      {
        "lat": 12.76889,
        "lon": 37.62389,
        "name": "Amba Giorgis"
      },
      {
        "lat": 37.55855,
        "lon": -122.27108,
        "name": "Foster City"
      }
    ],
    "question": "Which location is the geographic outlier among: Wa, Trichardt, Awasa, Amba Giorgis, Foster City?",
    "ground_truth": {
      "answer": "Foster City",
      "outlier_distance_km": 11856.3,
      "second_furthest_km": 5257.4,
      "clarity_ratio": 2.26,
      "median_distance_km": 4668.7,
      "distances_to_centroid": {
        "Wa": 257.6,
        "Trichardt": 5257.4,
        "Awasa": 4668.7,
        "Amba Giorgis": 4562.7,
        "Foster City": 11856.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wa: (10.06°, -2.50°)",
      "  Trichardt: (-26.49°, 29.23°)",
      "  Awasa: (7.06°, 38.48°)",
      "  Amba Giorgis: (12.77°, 37.62°)",
      "  Foster City: (37.56°, -122.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Foster City: 11856.3 km from centroid",
      "  Trichardt: 5257.4 km from centroid",
      "  Awasa: 4668.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Foster City",
      "FINAL ANSWER: Foster City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -41.4693,
        "lon": -72.94237,
        "name": "Puerto Montt"
      },
      {
        "lat": -27.49362,
        "lon": -64.85972,
        "name": "Termas de Río Hondo"
      },
      {
        "lat": -25.5302,
        "lon": -49.20836,
        "name": "São José dos Pinhais"
      },
      {
        "lat": -12.74083,
        "lon": -38.62083,
        "name": "Madre de Deus"
      },
      {
        "lat": 2.11667,
        "lon": 111.51667,
        "name": "Sarikei"
      }
    ],
    "question": "Which location is the geographic outlier among: Puerto Montt, Termas de Río Hondo, São José dos Pinhais, Madre de Deus, Sarikei?",
    "ground_truth": {
      "answer": "Sarikei",
      "outlier_distance_km": 14644.0,
      "second_furthest_km": 5190.9,
      "clarity_ratio": 2.82,
      "median_distance_km": 4301.6,
      "distances_to_centroid": {
        "Puerto Montt": 5190.9,
        "Termas de Río Hondo": 4301.6,
        "São José dos Pinhais": 2736.5,
        "Madre de Deus": 1914.7,
        "Sarikei": 14644.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Puerto Montt: (-41.47°, -72.94°)",
      "  Termas de Río Hondo: (-27.49°, -64.86°)",
      "  São José dos Pinhais: (-25.53°, -49.21°)",
      "  Madre de Deus: (-12.74°, -38.62°)",
      "  Sarikei: (2.12°, 111.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sarikei: 14644.0 km from centroid",
      "  Puerto Montt: 5190.9 km from centroid",
      "  Termas de Río Hondo: 4301.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sarikei",
      "FINAL ANSWER: Sarikei"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -15.8091,
        "lon": -48.13096,
        "name": "Ceilândia"
      },
      {
        "lat": -23.31861,
        "lon": -46.58667,
        "name": "Mairiporã"
      },
      {
        "lat": -0.15491,
        "lon": -50.0615,
        "name": "Tucumã"
      },
      {
        "lat": -11.81361,
        "lon": -37.61056,
        "name": "Conde"
      },
      {
        "lat": -37.76667,
        "lon": 144.91667,
        "name": "Moonee Ponds"
      }
    ],
    "question": "Which location is the geographic outlier among: Ceilândia, Mairiporã, Tucumã, Conde, Moonee Ponds?",
    "ground_truth": {
      "answer": "Moonee Ponds",
      "outlier_distance_km": 13199.0,
      "second_furthest_km": 5048.2,
      "clarity_ratio": 2.61,
      "median_distance_km": 4323.2,
      "distances_to_centroid": {
        "Ceilândia": 4323.2,
        "Mairiporã": 4104.5,
        "Tucumã": 5048.2,
        "Conde": 3300.7,
        "Moonee Ponds": 13199.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ceilândia: (-15.81°, -48.13°)",
      "  Mairiporã: (-23.32°, -46.59°)",
      "  Tucumã: (-0.15°, -50.06°)",
      "  Conde: (-11.81°, -37.61°)",
      "  Moonee Ponds: (-37.77°, 144.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Moonee Ponds: 13199.0 km from centroid",
      "  Tucumã: 5048.2 km from centroid",
      "  Ceilândia: 4323.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Moonee Ponds",
      "FINAL ANSWER: Moonee Ponds"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.99167,
        "lon": 71.46793,
        "name": "Dhrāngadhra"
      },
      {
        "lat": 22.53589,
        "lon": 114.0771,
        "name": "Shenzhen City Centre"
      },
      {
        "lat": 29.81527,
        "lon": 106.42906,
        "name": "Longfeng"
      },
      {
        "lat": 1.16667,
        "lon": 108.96667,
        "name": "Pemangkat"
      },
      {
        "lat": -36.8,
        "lon": 174.75,
        "name": "North Shore"
      }
    ],
    "question": "Which location is the geographic outlier among: Dhrāngadhra, Shenzhen City Centre, Longfeng, Pemangkat, North Shore?",
    "ground_truth": {
      "answer": "North Shore",
      "outlier_distance_km": 7943.1,
      "second_furthest_km": 4946.4,
      "clarity_ratio": 1.61,
      "median_distance_km": 2596.4,
      "distances_to_centroid": {
        "Dhrāngadhra": 4946.4,
        "Shenzhen City Centre": 1626.7,
        "Longfeng": 2596.4,
        "Pemangkat": 1017.3,
        "North Shore": 7943.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dhrāngadhra: (22.99°, 71.47°)",
      "  Shenzhen City Centre: (22.54°, 114.08°)",
      "  Longfeng: (29.82°, 106.43°)",
      "  Pemangkat: (1.17°, 108.97°)",
      "  North Shore: (-36.80°, 174.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  North Shore: 7943.1 km from centroid",
      "  Dhrāngadhra: 4946.4 km from centroid",
      "  Longfeng: 2596.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: North Shore",
      "FINAL ANSWER: North Shore"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -15.63361,
        "lon": -47.83478,
        "name": "Sobradinho II"
      },
      {
        "lat": -26.34067,
        "lon": -60.43207,
        "name": "Tres Isletas"
      },
      {
        "lat": -9.39861,
        "lon": -40.50083,
        "name": "Petrolina"
      },
      {
        "lat": -23.61277,
        "lon": -46.42667,
        "name": "Iguatemi"
      },
      {
        "lat": -36.75818,
        "lon": 144.28024,
        "name": "Bendigo"
      }
    ],
    "question": "Which location is the geographic outlier among: Sobradinho II, Tres Isletas, Petrolina, Iguatemi, Bendigo?",
    "ground_truth": {
      "answer": "Bendigo",
      "outlier_distance_km": 12917.6,
      "second_furthest_km": 5078.8,
      "clarity_ratio": 2.54,
      "median_distance_km": 4017.9,
      "distances_to_centroid": {
        "Sobradinho II": 4017.9,
        "Tres Isletas": 5078.8,
        "Petrolina": 3537.4,
        "Iguatemi": 3703.1,
        "Bendigo": 12917.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sobradinho II: (-15.63°, -47.83°)",
      "  Tres Isletas: (-26.34°, -60.43°)",
      "  Petrolina: (-9.40°, -40.50°)",
      "  Iguatemi: (-23.61°, -46.43°)",
      "  Bendigo: (-36.76°, 144.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bendigo: 12917.6 km from centroid",
      "  Tres Isletas: 5078.8 km from centroid",
      "  Sobradinho II: 4017.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bendigo",
      "FINAL ANSWER: Bendigo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.14806,
        "lon": -117.99895,
        "name": "Monrovia"
      },
      {
        "lat": 41.90059,
        "lon": -87.85673,
        "name": "Melrose Park"
      },
      {
        "lat": 45.40008,
        "lon": -74.03251,
        "name": "Vaudreuil-Dorion"
      },
      {
        "lat": 48.23656,
        "lon": -79.02311,
        "name": "Rouyn-Noranda"
      },
      {
        "lat": -25.69776,
        "lon": 31.564,
        "name": "Driekoppies"
      }
    ],
    "question": "Which location is the geographic outlier among: Monrovia, Melrose Park, Vaudreuil-Dorion, Rouyn-Noranda, Driekoppies?",
    "ground_truth": {
      "answer": "Driekoppies",
      "outlier_distance_km": 11986.0,
      "second_furthest_km": 4963.1,
      "clarity_ratio": 2.42,
      "median_distance_km": 2486.5,
      "distances_to_centroid": {
        "Monrovia": 4963.1,
        "Melrose Park": 2486.5,
        "Vaudreuil-Dorion": 1993.4,
        "Rouyn-Noranda": 2453.8,
        "Driekoppies": 11986.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Monrovia: (34.15°, -118.00°)",
      "  Melrose Park: (41.90°, -87.86°)",
      "  Vaudreuil-Dorion: (45.40°, -74.03°)",
      "  Rouyn-Noranda: (48.24°, -79.02°)",
      "  Driekoppies: (-25.70°, 31.56°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Driekoppies: 11986.0 km from centroid",
      "  Monrovia: 4963.1 km from centroid",
      "  Melrose Park: 2486.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Driekoppies",
      "FINAL ANSWER: Driekoppies"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.27875,
        "lon": -2.90134,
        "name": "Ellesmere Port Town"
      },
      {
        "lat": 49.01068,
        "lon": 2.04028,
        "name": "Jouy-le-Moutier"
      },
      {
        "lat": 59.84389,
        "lon": 30.45111,
        "name": "Obukhovo"
      },
      {
        "lat": 47.21997,
        "lon": 39.70769,
        "name": "Rostov-na-Donu"
      },
      {
        "lat": -29.81782,
        "lon": -51.14551,
        "name": "Sapucaia do Sul"
      }
    ],
    "question": "Which location is the geographic outlier among: Ellesmere Port Town, Jouy-le-Moutier, Obukhovo, Rostov-na-Donu, Sapucaia do Sul?",
    "ground_truth": {
      "answer": "Sapucaia do Sul",
      "outlier_distance_km": 9281.6,
      "second_furthest_km": 3282.0,
      "clarity_ratio": 2.83,
      "median_distance_km": 3218.7,
      "distances_to_centroid": {
        "Ellesmere Port Town": 1997.6,
        "Jouy-le-Moutier": 1462.8,
        "Obukhovo": 3282.0,
        "Rostov-na-Donu": 3218.7,
        "Sapucaia do Sul": 9281.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ellesmere Port Town: (53.28°, -2.90°)",
      "  Jouy-le-Moutier: (49.01°, 2.04°)",
      "  Obukhovo: (59.84°, 30.45°)",
      "  Rostov-na-Donu: (47.22°, 39.71°)",
      "  Sapucaia do Sul: (-29.82°, -51.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sapucaia do Sul: 9281.6 km from centroid",
      "  Obukhovo: 3282.0 km from centroid",
      "  Rostov-na-Donu: 3218.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sapucaia do Sul",
      "FINAL ANSWER: Sapucaia do Sul"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.41052,
        "lon": -122.17369,
        "name": "East Hill-Meridian"
      },
      {
        "lat": 49.26028,
        "lon": -122.83815,
        "name": "Central Coquitlam"
      },
      {
        "lat": 38.99817,
        "lon": -77.28832,
        "name": "Great Falls"
      },
      {
        "lat": 37.52966,
        "lon": -122.04024,
        "name": "Newark"
      },
      {
        "lat": -12.15833,
        "lon": -39.73722,
        "name": "Ipirá"
      }
    ],
    "question": "Which location is the geographic outlier among: East Hill-Meridian, Central Coquitlam, Great Falls, Newark, Ipirá?",
    "ground_truth": {
      "answer": "Ipirá",
      "outlier_distance_km": 7815.7,
      "second_furthest_km": 2872.7,
      "clarity_ratio": 2.72,
      "median_distance_km": 2726.2,
      "distances_to_centroid": {
        "East Hill-Meridian": 2726.2,
        "Central Coquitlam": 2872.7,
        "Great Falls": 1915.0,
        "Newark": 2368.2,
        "Ipirá": 7815.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  East Hill-Meridian: (47.41°, -122.17°)",
      "  Central Coquitlam: (49.26°, -122.84°)",
      "  Great Falls: (39.00°, -77.29°)",
      "  Newark: (37.53°, -122.04°)",
      "  Ipirá: (-12.16°, -39.74°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ipirá: 7815.7 km from centroid",
      "  Central Coquitlam: 2872.7 km from centroid",
      "  East Hill-Meridian: 2726.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ipirá",
      "FINAL ANSWER: Ipirá"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -2.1709,
        "lon": 115.4077,
        "name": "Tanjung"
      },
      {
        "lat": 28.67957,
        "lon": 77.06799,
        "name": "Nāngloi Jāt"
      },
      {
        "lat": 42.11667,
        "lon": 118.78333,
        "name": "Mujiayingzi"
      },
      {
        "lat": 18.191,
        "lon": 79.943,
        "name": "Mulugu"
      },
      {
        "lat": 30.67436,
        "lon": -96.36996,
        "name": "Bryan"
      }
    ],
    "question": "Which location is the geographic outlier among: Tanjung, Nāngloi Jāt, Mujiayingzi, Mulugu, Bryan?",
    "ground_truth": {
      "answer": "Bryan",
      "outlier_distance_km": 13442.4,
      "second_furthest_km": 6734.2,
      "clarity_ratio": 2.0,
      "median_distance_km": 5832.5,
      "distances_to_centroid": {
        "Tanjung": 6734.2,
        "Nāngloi Jāt": 1894.9,
        "Mujiayingzi": 5832.5,
        "Mulugu": 2255.7,
        "Bryan": 13442.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tanjung: (-2.17°, 115.41°)",
      "  Nāngloi Jāt: (28.68°, 77.07°)",
      "  Mujiayingzi: (42.12°, 118.78°)",
      "  Mulugu: (18.19°, 79.94°)",
      "  Bryan: (30.67°, -96.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bryan: 13442.4 km from centroid",
      "  Tanjung: 6734.2 km from centroid",
      "  Mujiayingzi: 5832.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bryan",
      "FINAL ANSWER: Bryan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 11.15534,
        "lon": 12.75638,
        "name": "Damboa"
      },
      {
        "lat": 31.35573,
        "lon": 31.68484,
        "name": "Kafr Sa‘d"
      },
      {
        "lat": -26.96501,
        "lon": 30.43571,
        "name": "Driefontein"
      },
      {
        "lat": -25.63473,
        "lon": 27.78022,
        "name": "Brits"
      },
      {
        "lat": -33.82346,
        "lon": 150.94607,
        "name": "Greystanes"
      }
    ],
    "question": "Which location is the geographic outlier among: Damboa, Kafr Sa‘d, Driefontein, Brits, Greystanes?",
    "ground_truth": {
      "answer": "Greystanes",
      "outlier_distance_km": 10394.9,
      "second_furthest_km": 4901.7,
      "clarity_ratio": 2.12,
      "median_distance_km": 4748.3,
      "distances_to_centroid": {
        "Damboa": 4748.3,
        "Kafr Sa‘d": 4901.7,
        "Driefontein": 2939.5,
        "Brits": 3063.7,
        "Greystanes": 10394.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Damboa: (11.16°, 12.76°)",
      "  Kafr Sa‘d: (31.36°, 31.68°)",
      "  Driefontein: (-26.97°, 30.44°)",
      "  Brits: (-25.63°, 27.78°)",
      "  Greystanes: (-33.82°, 150.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Greystanes: 10394.9 km from centroid",
      "  Kafr Sa‘d: 4901.7 km from centroid",
      "  Damboa: 4748.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Greystanes",
      "FINAL ANSWER: Greystanes"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.97889,
        "lon": -49.87056,
        "name": "Ourinhos"
      },
      {
        "lat": -23.83222,
        "lon": -46.81139,
        "name": "Embu-Guaçu"
      },
      {
        "lat": -3.54281,
        "lon": -45.60852,
        "name": "Bom Jardim"
      },
      {
        "lat": -8.60111,
        "lon": -38.56861,
        "name": "Floresta"
      },
      {
        "lat": 7.87377,
        "lon": 5.07691,
        "name": "Ipoti"
      }
    ],
    "question": "Which location is the geographic outlier among: Ourinhos, Embu-Guaçu, Bom Jardim, Floresta, Ipoti?",
    "ground_truth": {
      "answer": "Ipoti",
      "outlier_distance_km": 4887.1,
      "second_furthest_km": 2111.5,
      "clarity_ratio": 2.31,
      "median_distance_km": 1954.0,
      "distances_to_centroid": {
        "Ourinhos": 2111.5,
        "Embu-Guaçu": 1954.0,
        "Bom Jardim": 1371.3,
        "Floresta": 415.2,
        "Ipoti": 4887.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ourinhos: (-22.98°, -49.87°)",
      "  Embu-Guaçu: (-23.83°, -46.81°)",
      "  Bom Jardim: (-3.54°, -45.61°)",
      "  Floresta: (-8.60°, -38.57°)",
      "  Ipoti: (7.87°, 5.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ipoti: 4887.1 km from centroid",
      "  Ourinhos: 2111.5 km from centroid",
      "  Embu-Guaçu: 1954.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ipoti",
      "FINAL ANSWER: Ipoti"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.40477,
        "lon": -81.72291,
        "name": "Parma"
      },
      {
        "lat": 29.94296,
        "lon": -89.96537,
        "name": "Chalmette"
      },
      {
        "lat": 39.38984,
        "lon": -74.52404,
        "name": "Pleasantville"
      },
      {
        "lat": 39.4667,
        "lon": -87.41391,
        "name": "Terre Haute"
      },
      {
        "lat": 30.72508,
        "lon": 31.67148,
        "name": "Abū Kabīr"
      }
    ],
    "question": "Which location is the geographic outlier among: Parma, Chalmette, Pleasantville, Terre Haute, Abū Kabīr?",
    "ground_truth": {
      "answer": "Abū Kabīr",
      "outlier_distance_km": 8221.5,
      "second_furthest_km": 2830.0,
      "clarity_ratio": 2.91,
      "median_distance_km": 2392.1,
      "distances_to_centroid": {
        "Parma": 1931.8,
        "Chalmette": 2830.0,
        "Pleasantville": 1290.5,
        "Terre Haute": 2392.1,
        "Abū Kabīr": 8221.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Parma: (41.40°, -81.72°)",
      "  Chalmette: (29.94°, -89.97°)",
      "  Pleasantville: (39.39°, -74.52°)",
      "  Terre Haute: (39.47°, -87.41°)",
      "  Abū Kabīr: (30.73°, 31.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Abū Kabīr: 8221.5 km from centroid",
      "  Chalmette: 2830.0 km from centroid",
      "  Terre Haute: 2392.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Abū Kabīr",
      "FINAL ANSWER: Abū Kabīr"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -16.92366,
        "lon": 145.76613,
        "name": "Cairns"
      },
      {
        "lat": -38.21792,
        "lon": 145.03876,
        "name": "Mornington"
      },
      {
        "lat": -33.88834,
        "lon": 151.12274,
        "name": "Ashfield"
      },
      {
        "lat": -33.41665,
        "lon": 149.5806,
        "name": "Bathurst"
      },
      {
        "lat": 49.68866,
        "lon": 21.77058,
        "name": "Krosno"
      }
    ],
    "question": "Which location is the geographic outlier among: Cairns, Mornington, Ashfield, Bathurst, Krosno?",
    "ground_truth": {
      "answer": "Krosno",
      "outlier_distance_km": 12014.6,
      "second_furthest_km": 3577.5,
      "clarity_ratio": 3.36,
      "median_distance_km": 3429.2,
      "distances_to_centroid": {
        "Cairns": 2486.0,
        "Mornington": 3429.2,
        "Ashfield": 3577.5,
        "Bathurst": 3428.0,
        "Krosno": 12014.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cairns: (-16.92°, 145.77°)",
      "  Mornington: (-38.22°, 145.04°)",
      "  Ashfield: (-33.89°, 151.12°)",
      "  Bathurst: (-33.42°, 149.58°)",
      "  Krosno: (49.69°, 21.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Krosno: 12014.6 km from centroid",
      "  Ashfield: 3577.5 km from centroid",
      "  Mornington: 3429.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Krosno",
      "FINAL ANSWER: Krosno"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.65682,
        "lon": 153.07955,
        "name": "Sunshine Coast"
      },
      {
        "lat": -37.90561,
        "lon": 145.00279,
        "name": "Brighton"
      },
      {
        "lat": -37.89359,
        "lon": 145.05534,
        "name": "Carnegie"
      },
      {
        "lat": -38.03333,
        "lon": 145.3,
        "name": "Narre Warren"
      },
      {
        "lat": 35.89685,
        "lon": 140.66666,
        "name": "Kamisu"
      }
    ],
    "question": "Which location is the geographic outlier among: Sunshine Coast, Brighton, Carnegie, Narre Warren, Kamisu?",
    "ground_truth": {
      "answer": "Kamisu",
      "outlier_distance_km": 6340.8,
      "second_furthest_km": 1903.7,
      "clarity_ratio": 3.33,
      "median_distance_km": 1890.5,
      "distances_to_centroid": {
        "Sunshine Coast": 975.6,
        "Brighton": 1890.5,
        "Carnegie": 1889.0,
        "Narre Warren": 1903.7,
        "Kamisu": 6340.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sunshine Coast: (-26.66°, 153.08°)",
      "  Brighton: (-37.91°, 145.00°)",
      "  Carnegie: (-37.89°, 145.06°)",
      "  Narre Warren: (-38.03°, 145.30°)",
      "  Kamisu: (35.90°, 140.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kamisu: 6340.8 km from centroid",
      "  Narre Warren: 1903.7 km from centroid",
      "  Brighton: 1890.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kamisu",
      "FINAL ANSWER: Kamisu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.66333,
        "lon": -45.37167,
        "name": "Turiaçu"
      },
      {
        "lat": -10.73333,
        "lon": -37.49333,
        "name": "Campo do Brito"
      },
      {
        "lat": -11.31667,
        "lon": -38.23333,
        "name": "Itapicuru"
      },
      {
        "lat": -1.96083,
        "lon": -48.19667,
        "name": "Acará"
      },
      {
        "lat": 12.73647,
        "lon": 77.83264,
        "name": "Hosūr"
      }
    ],
    "question": "Which location is the geographic outlier among: Turiaçu, Campo do Brito, Itapicuru, Acará, Hosūr?",
    "ground_truth": {
      "answer": "Hosūr",
      "outlier_distance_km": 10734.9,
      "second_furthest_km": 3323.2,
      "clarity_ratio": 3.23,
      "median_distance_km": 3010.7,
      "distances_to_centroid": {
        "Turiaçu": 3010.7,
        "Campo do Brito": 2304.1,
        "Itapicuru": 2403.3,
        "Acará": 3323.2,
        "Hosūr": 10734.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Turiaçu: (-1.66°, -45.37°)",
      "  Campo do Brito: (-10.73°, -37.49°)",
      "  Itapicuru: (-11.32°, -38.23°)",
      "  Acará: (-1.96°, -48.20°)",
      "  Hosūr: (12.74°, 77.83°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hosūr: 10734.9 km from centroid",
      "  Acará: 3323.2 km from centroid",
      "  Turiaçu: 3010.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hosūr",
      "FINAL ANSWER: Hosūr"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.63622,
        "lon": -106.29054,
        "name": "Socorro Mission Number 1 Colonia"
      },
      {
        "lat": 38.1302,
        "lon": -121.27245,
        "name": "Lodi"
      },
      {
        "lat": 32.4425,
        "lon": -117.03417,
        "name": "Pórticos de San Antonio"
      },
      {
        "lat": 39.7661,
        "lon": -105.07721,
        "name": "Wheat Ridge"
      },
      {
        "lat": -31.84062,
        "lon": 115.89549,
        "name": "Ballajura"
      }
    ],
    "question": "Which location is the geographic outlier among: Socorro Mission Number 1 Colonia, Lodi, Pórticos de San Antonio, Wheat Ridge, Ballajura?",
    "ground_truth": {
      "answer": "Ballajura",
      "outlier_distance_km": 18892.8,
      "second_furthest_km": 5458.8,
      "clarity_ratio": 3.46,
      "median_distance_km": 5057.3,
      "distances_to_centroid": {
        "Socorro Mission Number 1 Colonia": 4041.9,
        "Lodi": 5458.8,
        "Pórticos de San Antonio": 5057.3,
        "Wheat Ridge": 4111.1,
        "Ballajura": 18892.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Socorro Mission Number 1 Colonia: (31.64°, -106.29°)",
      "  Lodi: (38.13°, -121.27°)",
      "  Pórticos de San Antonio: (32.44°, -117.03°)",
      "  Wheat Ridge: (39.77°, -105.08°)",
      "  Ballajura: (-31.84°, 115.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ballajura: 18892.8 km from centroid",
      "  Lodi: 5458.8 km from centroid",
      "  Pórticos de San Antonio: 5057.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ballajura",
      "FINAL ANSWER: Ballajura"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.69639,
        "lon": -44.82722,
        "name": "Oliveira"
      },
      {
        "lat": -21.53194,
        "lon": -42.64306,
        "name": "Leopoldina"
      },
      {
        "lat": -7.77833,
        "lon": -39.94111,
        "name": "Bodocó"
      },
      {
        "lat": -16.76769,
        "lon": -47.6153,
        "name": "Cristalina"
      },
      {
        "lat": 5.8231,
        "lon": 116.0466,
        "name": "Kinarut"
      }
    ],
    "question": "Which location is the geographic outlier among: Oliveira, Leopoldina, Bodocó, Cristalina, Kinarut?",
    "ground_truth": {
      "answer": "Kinarut",
      "outlier_distance_km": 14251.8,
      "second_furthest_km": 3884.6,
      "clarity_ratio": 3.67,
      "median_distance_km": 3639.6,
      "distances_to_centroid": {
        "Oliveira": 3639.6,
        "Leopoldina": 3435.3,
        "Bodocó": 3119.2,
        "Cristalina": 3884.6,
        "Kinarut": 14251.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Oliveira: (-20.70°, -44.83°)",
      "  Leopoldina: (-21.53°, -42.64°)",
      "  Bodocó: (-7.78°, -39.94°)",
      "  Cristalina: (-16.77°, -47.62°)",
      "  Kinarut: (5.82°, 116.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kinarut: 14251.8 km from centroid",
      "  Cristalina: 3884.6 km from centroid",
      "  Oliveira: 3639.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kinarut",
      "FINAL ANSWER: Kinarut"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.03833,
        "lon": -47.74694,
        "name": "Igarapava"
      },
      {
        "lat": -18.41778,
        "lon": -46.41806,
        "name": "Presidente Olegário"
      },
      {
        "lat": -26.24333,
        "lon": -48.63806,
        "name": "São Francisco do Sul"
      },
      {
        "lat": 6.96321,
        "lon": -75.41738,
        "name": "Yarumal"
      },
      {
        "lat": 55.93924,
        "lon": 92.37513,
        "name": "Divnogorsk"
      }
    ],
    "question": "Which location is the geographic outlier among: Igarapava, Presidente Olegário, São Francisco do Sul, Yarumal, Divnogorsk?",
    "ground_truth": {
      "answer": "Divnogorsk",
      "outlier_distance_km": 11710.9,
      "second_furthest_km": 5632.7,
      "clarity_ratio": 2.08,
      "median_distance_km": 3820.9,
      "distances_to_centroid": {
        "Igarapava": 3290.1,
        "Presidente Olegário": 3068.5,
        "São Francisco do Sul": 3820.9,
        "Yarumal": 5632.7,
        "Divnogorsk": 11710.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Igarapava: (-20.04°, -47.75°)",
      "  Presidente Olegário: (-18.42°, -46.42°)",
      "  São Francisco do Sul: (-26.24°, -48.64°)",
      "  Yarumal: (6.96°, -75.42°)",
      "  Divnogorsk: (55.94°, 92.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Divnogorsk: 11710.9 km from centroid",
      "  Yarumal: 5632.7 km from centroid",
      "  São Francisco do Sul: 3820.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Divnogorsk",
      "FINAL ANSWER: Divnogorsk"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.62581,
        "lon": 144.92555,
        "name": "Roxburgh Park"
      },
      {
        "lat": -38.38176,
        "lon": 142.48799,
        "name": "Warrnambool"
      },
      {
        "lat": -37.88264,
        "lon": 144.7003,
        "name": "Hoppers Crossing"
      },
      {
        "lat": -33.80383,
        "lon": 150.98768,
        "name": "Westmead"
      },
      {
        "lat": 31.60351,
        "lon": -94.65549,
        "name": "Nacogdoches"
      }
    ],
    "question": "Which location is the geographic outlier among: Roxburgh Park, Warrnambool, Hoppers Crossing, Westmead, Nacogdoches?",
    "ground_truth": {
      "answer": "Nacogdoches",
      "outlier_distance_km": 18482.7,
      "second_furthest_km": 5280.6,
      "clarity_ratio": 3.5,
      "median_distance_km": 4748.3,
      "distances_to_centroid": {
        "Roxburgh Park": 4748.3,
        "Warrnambool": 4546.8,
        "Hoppers Crossing": 4731.6,
        "Westmead": 5280.6,
        "Nacogdoches": 18482.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Roxburgh Park: (-37.63°, 144.93°)",
      "  Warrnambool: (-38.38°, 142.49°)",
      "  Hoppers Crossing: (-37.88°, 144.70°)",
      "  Westmead: (-33.80°, 150.99°)",
      "  Nacogdoches: (31.60°, -94.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nacogdoches: 18482.7 km from centroid",
      "  Westmead: 5280.6 km from centroid",
      "  Roxburgh Park: 4748.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nacogdoches",
      "FINAL ANSWER: Nacogdoches"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -29.12107,
        "lon": 26.214,
        "name": "Bloemfontein"
      },
      {
        "lat": -1.10148,
        "lon": 37.0132,
        "name": "Juja"
      },
      {
        "lat": 30.31263,
        "lon": 32.30935,
        "name": "Fāyīd"
      },
      {
        "lat": -0.42013,
        "lon": 36.94759,
        "name": "Nyeri"
      },
      {
        "lat": -33.92399,
        "lon": 151.22749,
        "name": "Kingsford"
      }
    ],
    "question": "Which location is the geographic outlier among: Bloemfontein, Juja, Fāyīd, Nyeri, Kingsford?",
    "ground_truth": {
      "answer": "Kingsford",
      "outlier_distance_km": 9993.9,
      "second_furthest_km": 4885.1,
      "clarity_ratio": 2.05,
      "median_distance_km": 4044.5,
      "distances_to_centroid": {
        "Bloemfontein": 4044.5,
        "Juja": 2279.0,
        "Fāyīd": 4885.1,
        "Nyeri": 2308.9,
        "Kingsford": 9993.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bloemfontein: (-29.12°, 26.21°)",
      "  Juja: (-1.10°, 37.01°)",
      "  Fāyīd: (30.31°, 32.31°)",
      "  Nyeri: (-0.42°, 36.95°)",
      "  Kingsford: (-33.92°, 151.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kingsford: 9993.9 km from centroid",
      "  Fāyīd: 4885.1 km from centroid",
      "  Bloemfontein: 4044.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kingsford",
      "FINAL ANSWER: Kingsford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.7719,
        "lon": 122.9817,
        "name": "Binonga"
      },
      {
        "lat": 24.1483,
        "lon": 115.72272,
        "name": "Xingning"
      },
      {
        "lat": 20.3306,
        "lon": 74.24467,
        "name": "Chāndor"
      },
      {
        "lat": 36.41667,
        "lon": 118.5,
        "name": "Yeyuan"
      },
      {
        "lat": 12.6,
        "lon": 37.46667,
        "name": "Gonder"
      }
    ],
    "question": "Which location is the geographic outlier among: Binonga, Xingning, Chāndor, Yeyuan, Gonder?",
    "ground_truth": {
      "answer": "Gonder",
      "outlier_distance_km": 6038.6,
      "second_furthest_km": 3311.8,
      "clarity_ratio": 1.82,
      "median_distance_km": 2953.7,
      "distances_to_centroid": {
        "Binonga": 3311.8,
        "Xingning": 2281.0,
        "Chāndor": 2033.4,
        "Yeyuan": 2953.7,
        "Gonder": 6038.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Binonga: (10.77°, 122.98°)",
      "  Xingning: (24.15°, 115.72°)",
      "  Chāndor: (20.33°, 74.24°)",
      "  Yeyuan: (36.42°, 118.50°)",
      "  Gonder: (12.60°, 37.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gonder: 6038.6 km from centroid",
      "  Binonga: 3311.8 km from centroid",
      "  Yeyuan: 2953.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gonder",
      "FINAL ANSWER: Gonder"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.64881,
        "lon": -60.70868,
        "name": "Santa Fe"
      },
      {
        "lat": -33.13044,
        "lon": -64.35272,
        "name": "Río Cuarto"
      },
      {
        "lat": -23.16056,
        "lon": -49.96944,
        "name": "Jacarezinho"
      },
      {
        "lat": -24.20833,
        "lon": -50.94944,
        "name": "Ortigueira"
      },
      {
        "lat": 48.93196,
        "lon": 9.2024,
        "name": "Freiberg am Neckar"
      }
    ],
    "question": "Which location is the geographic outlier among: Santa Fe, Río Cuarto, Jacarezinho, Ortigueira, Freiberg am Neckar?",
    "ground_truth": {
      "answer": "Freiberg am Neckar",
      "outlier_distance_km": 8563.7,
      "second_furthest_km": 3119.6,
      "clarity_ratio": 2.75,
      "median_distance_km": 2759.1,
      "distances_to_centroid": {
        "Santa Fe": 2759.1,
        "Río Cuarto": 3119.6,
        "Jacarezinho": 1362.2,
        "Ortigueira": 1514.1,
        "Freiberg am Neckar": 8563.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santa Fe: (-31.65°, -60.71°)",
      "  Río Cuarto: (-33.13°, -64.35°)",
      "  Jacarezinho: (-23.16°, -49.97°)",
      "  Ortigueira: (-24.21°, -50.95°)",
      "  Freiberg am Neckar: (48.93°, 9.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Freiberg am Neckar: 8563.7 km from centroid",
      "  Río Cuarto: 3119.6 km from centroid",
      "  Santa Fe: 2759.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Freiberg am Neckar",
      "FINAL ANSWER: Freiberg am Neckar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.92806,
        "lon": -41.70917,
        "name": "Piracuruca"
      },
      {
        "lat": -34.63333,
        "lon": -58.41667,
        "name": "Boedo"
      },
      {
        "lat": -10.91111,
        "lon": -37.07167,
        "name": "Aracaju"
      },
      {
        "lat": -3.86778,
        "lon": -54.22,
        "name": "Placas"
      },
      {
        "lat": 35.77432,
        "lon": 139.81654,
        "name": "Aoi"
      }
    ],
    "question": "Which location is the geographic outlier among: Piracuruca, Boedo, Aracaju, Placas, Aoi?",
    "ground_truth": {
      "answer": "Aoi",
      "outlier_distance_km": 15297.0,
      "second_furthest_km": 6039.6,
      "clarity_ratio": 2.53,
      "median_distance_km": 4870.9,
      "distances_to_centroid": {
        "Piracuruca": 3483.0,
        "Boedo": 6039.6,
        "Aracaju": 3061.1,
        "Placas": 4870.9,
        "Aoi": 15297.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Piracuruca: (-3.93°, -41.71°)",
      "  Boedo: (-34.63°, -58.42°)",
      "  Aracaju: (-10.91°, -37.07°)",
      "  Placas: (-3.87°, -54.22°)",
      "  Aoi: (35.77°, 139.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Aoi: 15297.0 km from centroid",
      "  Boedo: 6039.6 km from centroid",
      "  Placas: 4870.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Aoi",
      "FINAL ANSWER: Aoi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.66314,
        "lon": 100.38781,
        "name": "Ban Khlong Bang Phran"
      },
      {
        "lat": 29.10023,
        "lon": 106.39536,
        "name": "Xihu"
      },
      {
        "lat": 34.74807,
        "lon": 134.91284,
        "name": "Inami"
      },
      {
        "lat": 11.10944,
        "lon": 125.01556,
        "name": "Tanauan"
      },
      {
        "lat": -22.88416,
        "lon": 30.49358,
        "name": "Tshitereke"
      }
    ],
    "question": "Which location is the geographic outlier among: Ban Khlong Bang Phran, Xihu, Inami, Tanauan, Tshitereke?",
    "ground_truth": {
      "answer": "Tshitereke",
      "outlier_distance_km": 8503.9,
      "second_furthest_km": 4294.7,
      "clarity_ratio": 1.98,
      "median_distance_km": 2788.3,
      "distances_to_centroid": {
        "Ban Khlong Bang Phran": 117.4,
        "Xihu": 1913.6,
        "Inami": 4294.7,
        "Tanauan": 2788.3,
        "Tshitereke": 8503.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ban Khlong Bang Phran: (13.66°, 100.39°)",
      "  Xihu: (29.10°, 106.40°)",
      "  Inami: (34.75°, 134.91°)",
      "  Tanauan: (11.11°, 125.02°)",
      "  Tshitereke: (-22.88°, 30.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tshitereke: 8503.9 km from centroid",
      "  Inami: 4294.7 km from centroid",
      "  Tanauan: 2788.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tshitereke",
      "FINAL ANSWER: Tshitereke"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.96083,
        "lon": -46.33361,
        "name": "Santos"
      },
      {
        "lat": -21.35944,
        "lon": -48.06556,
        "name": "Pradópolis"
      },
      {
        "lat": -9.70926,
        "lon": -36.44785,
        "name": "Cajueiro"
      },
      {
        "lat": -30.95619,
        "lon": -58.7797,
        "name": "Federal"
      },
      {
        "lat": 42.89175,
        "lon": -71.31201,
        "name": "Derry Village"
      }
    ],
    "question": "Which location is the geographic outlier among: Santos, Pradópolis, Cajueiro, Federal, Derry Village?",
    "ground_truth": {
      "answer": "Derry Village",
      "outlier_distance_km": 6046.9,
      "second_furthest_km": 2576.1,
      "clarity_ratio": 2.35,
      "median_distance_km": 1816.0,
      "distances_to_centroid": {
        "Santos": 1816.0,
        "Pradópolis": 1483.9,
        "Cajueiro": 1731.9,
        "Federal": 2576.1,
        "Derry Village": 6046.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santos: (-23.96°, -46.33°)",
      "  Pradópolis: (-21.36°, -48.07°)",
      "  Cajueiro: (-9.71°, -36.45°)",
      "  Federal: (-30.96°, -58.78°)",
      "  Derry Village: (42.89°, -71.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Derry Village: 6046.9 km from centroid",
      "  Federal: 2576.1 km from centroid",
      "  Santos: 1816.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Derry Village",
      "FINAL ANSWER: Derry Village"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.96587,
        "lon": 174.82389,
        "name": "Mangere East"
      },
      {
        "lat": -37.78828,
        "lon": 145.12373,
        "name": "Doncaster"
      },
      {
        "lat": -41.27078,
        "lon": 173.28404,
        "name": "Nelson"
      },
      {
        "lat": -33.90741,
        "lon": 151.15546,
        "name": "Marrickville"
      },
      {
        "lat": 27.89232,
        "lon": -101.42319,
        "name": "Palau"
      }
    ],
    "question": "Which location is the geographic outlier among: Mangere East, Doncaster, Nelson, Marrickville, Palau?",
    "ground_truth": {
      "answer": "Palau",
      "outlier_distance_km": 17001.7,
      "second_furthest_km": 6360.1,
      "clarity_ratio": 2.67,
      "median_distance_km": 6180.9,
      "distances_to_centroid": {
        "Mangere East": 6360.1,
        "Doncaster": 3752.8,
        "Nelson": 6180.9,
        "Marrickville": 4234.1,
        "Palau": 17001.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mangere East: (-36.97°, 174.82°)",
      "  Doncaster: (-37.79°, 145.12°)",
      "  Nelson: (-41.27°, 173.28°)",
      "  Marrickville: (-33.91°, 151.16°)",
      "  Palau: (27.89°, -101.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palau: 17001.7 km from centroid",
      "  Mangere East: 6360.1 km from centroid",
      "  Nelson: 6180.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palau",
      "FINAL ANSWER: Palau"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.22099,
        "lon": 116.009,
        "name": "Byford"
      },
      {
        "lat": -37.88461,
        "lon": 145.29539,
        "name": "Ferntree Gully"
      },
      {
        "lat": -33.72976,
        "lon": 151.15977,
        "name": "Saint Ives"
      },
      {
        "lat": -37.81501,
        "lon": 144.96657,
        "name": "Melbourne City Centre"
      },
      {
        "lat": -20.75389,
        "lon": -42.88194,
        "name": "Viçosa"
      }
    ],
    "question": "Which location is the geographic outlier among: Byford, Ferntree Gully, Saint Ives, Melbourne City Centre, Viçosa?",
    "ground_truth": {
      "answer": "Viçosa",
      "outlier_distance_km": 13067.7,
      "second_furthest_km": 4454.6,
      "clarity_ratio": 2.93,
      "median_distance_km": 3865.3,
      "distances_to_centroid": {
        "Byford": 1230.1,
        "Ferntree Gully": 3865.3,
        "Saint Ives": 4454.6,
        "Melbourne City Centre": 3837.0,
        "Viçosa": 13067.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Byford: (-32.22°, 116.01°)",
      "  Ferntree Gully: (-37.88°, 145.30°)",
      "  Saint Ives: (-33.73°, 151.16°)",
      "  Melbourne City Centre: (-37.82°, 144.97°)",
      "  Viçosa: (-20.75°, -42.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Viçosa: 13067.7 km from centroid",
      "  Saint Ives: 4454.6 km from centroid",
      "  Ferntree Gully: 3865.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Viçosa",
      "FINAL ANSWER: Viçosa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 21.45713,
        "lon": 110.76591,
        "name": "Wuchuan"
      },
      {
        "lat": 11.58528,
        "lon": 122.75111,
        "name": "Roxas City"
      },
      {
        "lat": 35.0292,
        "lon": 126.7175,
        "name": "Naju"
      },
      {
        "lat": 34.98333,
        "lon": 133.46667,
        "name": "Niimi"
      },
      {
        "lat": 40.66312,
        "lon": -73.76221,
        "name": "Springfield Gardens"
      }
    ],
    "question": "Which location is the geographic outlier among: Wuchuan, Roxas City, Naju, Niimi, Springfield Gardens?",
    "ground_truth": {
      "answer": "Springfield Gardens",
      "outlier_distance_km": 11963.5,
      "second_furthest_km": 4676.8,
      "clarity_ratio": 2.56,
      "median_distance_km": 4445.2,
      "distances_to_centroid": {
        "Wuchuan": 2808.3,
        "Roxas City": 4445.2,
        "Naju": 4063.3,
        "Niimi": 4676.8,
        "Springfield Gardens": 11963.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wuchuan: (21.46°, 110.77°)",
      "  Roxas City: (11.59°, 122.75°)",
      "  Naju: (35.03°, 126.72°)",
      "  Niimi: (34.98°, 133.47°)",
      "  Springfield Gardens: (40.66°, -73.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Springfield Gardens: 11963.5 km from centroid",
      "  Niimi: 4676.8 km from centroid",
      "  Roxas City: 4445.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Springfield Gardens",
      "FINAL ANSWER: Springfield Gardens"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.90012,
        "lon": -79.13289,
        "name": "Pickering"
      },
      {
        "lat": 38.70824,
        "lon": -121.32995,
        "name": "Antelope"
      },
      {
        "lat": 43.66962,
        "lon": -79.37525,
        "name": "North St.James Town"
      },
      {
        "lat": 32.31232,
        "lon": -106.77834,
        "name": "Las Cruces"
      },
      {
        "lat": 30.31679,
        "lon": 74.91254,
        "name": "Goniāna Mandi"
      }
    ],
    "question": "Which location is the geographic outlier among: Pickering, Antelope, North St.James Town, Las Cruces, Goniāna Mandi?",
    "ground_truth": {
      "answer": "Goniāna Mandi",
      "outlier_distance_km": 11237.0,
      "second_furthest_km": 5059.7,
      "clarity_ratio": 2.22,
      "median_distance_km": 4052.6,
      "distances_to_centroid": {
        "Pickering": 1564.0,
        "Antelope": 5059.7,
        "North St.James Town": 1573.8,
        "Las Cruces": 4052.6,
        "Goniāna Mandi": 11237.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pickering: (43.90°, -79.13°)",
      "  Antelope: (38.71°, -121.33°)",
      "  North St.James Town: (43.67°, -79.38°)",
      "  Las Cruces: (32.31°, -106.78°)",
      "  Goniāna Mandi: (30.32°, 74.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Goniāna Mandi: 11237.0 km from centroid",
      "  Antelope: 5059.7 km from centroid",
      "  Las Cruces: 4052.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Goniāna Mandi",
      "FINAL ANSWER: Goniāna Mandi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.78761,
        "lon": 145.14888,
        "name": "Doncaster East"
      },
      {
        "lat": -36.88041,
        "lon": 174.79819,
        "name": "Remuera"
      },
      {
        "lat": -21.15345,
        "lon": 149.16554,
        "name": "Mackay"
      },
      {
        "lat": -37.8,
        "lon": 144.96667,
        "name": "Carlton"
      },
      {
        "lat": 45.75,
        "lon": 126.65,
        "name": "Harbin"
      }
    ],
    "question": "Which location is the geographic outlier among: Doncaster East, Remuera, Mackay, Carlton, Harbin?",
    "ground_truth": {
      "answer": "Harbin",
      "outlier_distance_km": 7367.2,
      "second_furthest_km": 3377.5,
      "clarity_ratio": 2.18,
      "median_distance_km": 2270.3,
      "distances_to_centroid": {
        "Doncaster East": 2266.5,
        "Remuera": 3377.5,
        "Mackay": 412.1,
        "Carlton": 2270.3,
        "Harbin": 7367.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Doncaster East: (-37.79°, 145.15°)",
      "  Remuera: (-36.88°, 174.80°)",
      "  Mackay: (-21.15°, 149.17°)",
      "  Carlton: (-37.80°, 144.97°)",
      "  Harbin: (45.75°, 126.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Harbin: 7367.2 km from centroid",
      "  Remuera: 3377.5 km from centroid",
      "  Carlton: 2270.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Harbin",
      "FINAL ANSWER: Harbin"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.41012,
        "lon": 5.30838,
        "name": "Les Pennes-Mirabeau"
      },
      {
        "lat": 45.07073,
        "lon": 7.51465,
        "name": "Rivoli"
      },
      {
        "lat": 49.20724,
        "lon": 2.58661,
        "name": "Senlis"
      },
      {
        "lat": 51.65468,
        "lon": -0.27762,
        "name": "Borehamwood"
      },
      {
        "lat": 6.64738,
        "lon": -75.46031,
        "name": "Santa Rosa de Osos"
      }
    ],
    "question": "Which location is the geographic outlier among: Les Pennes-Mirabeau, Rivoli, Senlis, Borehamwood, Santa Rosa de Osos?",
    "ground_truth": {
      "answer": "Santa Rosa de Osos",
      "outlier_distance_km": 7260.9,
      "second_furthest_km": 1736.1,
      "clarity_ratio": 4.18,
      "median_distance_km": 1658.2,
      "distances_to_centroid": {
        "Les Pennes-Mirabeau": 1521.6,
        "Rivoli": 1736.1,
        "Senlis": 1608.1,
        "Borehamwood": 1658.2,
        "Santa Rosa de Osos": 7260.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Les Pennes-Mirabeau: (43.41°, 5.31°)",
      "  Rivoli: (45.07°, 7.51°)",
      "  Senlis: (49.21°, 2.59°)",
      "  Borehamwood: (51.65°, -0.28°)",
      "  Santa Rosa de Osos: (6.65°, -75.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Santa Rosa de Osos: 7260.9 km from centroid",
      "  Rivoli: 1736.1 km from centroid",
      "  Borehamwood: 1658.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Santa Rosa de Osos",
      "FINAL ANSWER: Santa Rosa de Osos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.66331,
        "lon": 28.59016,
        "name": "Balfour"
      },
      {
        "lat": 0.2332,
        "lon": 37.94086,
        "name": "Maua"
      },
      {
        "lat": 9.88333,
        "lon": 38.26667,
        "name": "Dayē"
      },
      {
        "lat": -33.01167,
        "lon": 17.9442,
        "name": "Saldanha"
      },
      {
        "lat": -37.96944,
        "lon": 145.04806,
        "name": "Cheltenham"
      }
    ],
    "question": "Which location is the geographic outlier among: Balfour, Maua, Dayē, Saldanha, Cheltenham?",
    "ground_truth": {
      "answer": "Cheltenham",
      "outlier_distance_km": 8948.2,
      "second_furthest_km": 3948.4,
      "clarity_ratio": 2.27,
      "median_distance_km": 3478.1,
      "distances_to_centroid": {
        "Balfour": 2760.3,
        "Maua": 2610.1,
        "Dayē": 3478.1,
        "Saldanha": 3948.4,
        "Cheltenham": 8948.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Balfour: (-26.66°, 28.59°)",
      "  Maua: (0.23°, 37.94°)",
      "  Dayē: (9.88°, 38.27°)",
      "  Saldanha: (-33.01°, 17.94°)",
      "  Cheltenham: (-37.97°, 145.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cheltenham: 8948.2 km from centroid",
      "  Saldanha: 3948.4 km from centroid",
      "  Dayē: 3478.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cheltenham",
      "FINAL ANSWER: Cheltenham"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.57957,
        "lon": 36.70392,
        "name": "Kubinka"
      },
      {
        "lat": 41.47063,
        "lon": 2.08611,
        "name": "Sant Cugat del Vallès"
      },
      {
        "lat": 51.35806,
        "lon": 9.47974,
        "name": "Vellmar"
      },
      {
        "lat": 42.795,
        "lon": -8.548,
        "name": "Teo"
      },
      {
        "lat": 4.39928,
        "lon": 113.99163,
        "name": "Miri"
      }
    ],
    "question": "Which location is the geographic outlier among: Kubinka, Sant Cugat del Vallès, Vellmar, Teo, Miri?",
    "ground_truth": {
      "answer": "Miri",
      "outlier_distance_km": 9117.0,
      "second_furthest_km": 3294.5,
      "clarity_ratio": 2.77,
      "median_distance_km": 2433.2,
      "distances_to_centroid": {
        "Kubinka": 1882.8,
        "Sant Cugat del Vallès": 2433.2,
        "Vellmar": 2136.5,
        "Teo": 3294.5,
        "Miri": 9117.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kubinka: (55.58°, 36.70°)",
      "  Sant Cugat del Vallès: (41.47°, 2.09°)",
      "  Vellmar: (51.36°, 9.48°)",
      "  Teo: (42.80°, -8.55°)",
      "  Miri: (4.40°, 113.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Miri: 9117.0 km from centroid",
      "  Teo: 3294.5 km from centroid",
      "  Sant Cugat del Vallès: 2433.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Miri",
      "FINAL ANSWER: Miri"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.16917,
        "lon": 71.66671,
        "name": "Botad"
      },
      {
        "lat": 24.77985,
        "lon": 102.57548,
        "name": "Haikou"
      },
      {
        "lat": 11.27271,
        "lon": 76.22571,
        "name": "Nilambūr"
      },
      {
        "lat": 14.1463,
        "lon": 121.4729,
        "name": "Majayjay"
      },
      {
        "lat": 53.30182,
        "lon": -1.12404,
        "name": "Worksop"
      }
    ],
    "question": "Which location is the geographic outlier among: Botad, Haikou, Nilambūr, Majayjay, Worksop?",
    "ground_truth": {
      "answer": "Worksop",
      "outlier_distance_km": 6832.7,
      "second_furthest_km": 5076.1,
      "clarity_ratio": 1.35,
      "median_distance_km": 2859.2,
      "distances_to_centroid": {
        "Botad": 416.3,
        "Haikou": 2859.2,
        "Nilambūr": 1556.5,
        "Majayjay": 5076.1,
        "Worksop": 6832.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Botad: (22.17°, 71.67°)",
      "  Haikou: (24.78°, 102.58°)",
      "  Nilambūr: (11.27°, 76.23°)",
      "  Majayjay: (14.15°, 121.47°)",
      "  Worksop: (53.30°, -1.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Worksop: 6832.7 km from centroid",
      "  Majayjay: 5076.1 km from centroid",
      "  Haikou: 2859.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Worksop",
      "FINAL ANSWER: Worksop"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 23.25999,
        "lon": 76.14567,
        "name": "Maksi"
      },
      {
        "lat": 15.87944,
        "lon": 108.335,
        "name": "Hoi An"
      },
      {
        "lat": 15.76983,
        "lon": 76.75581,
        "name": "Sindhnūr"
      },
      {
        "lat": 28.99242,
        "lon": 116.66754,
        "name": "Poyang"
      },
      {
        "lat": -20.97194,
        "lon": -46.11889,
        "name": "Carmo do Rio Claro"
      }
    ],
    "question": "Which location is the geographic outlier among: Maksi, Hoi An, Sindhnūr, Poyang, Carmo do Rio Claro?",
    "ground_truth": {
      "answer": "Carmo do Rio Claro",
      "outlier_distance_km": 12813.9,
      "second_furthest_km": 5492.9,
      "clarity_ratio": 2.33,
      "median_distance_km": 4532.1,
      "distances_to_centroid": {
        "Maksi": 1573.8,
        "Hoi An": 4532.1,
        "Sindhnūr": 1175.4,
        "Poyang": 5492.9,
        "Carmo do Rio Claro": 12813.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maksi: (23.26°, 76.15°)",
      "  Hoi An: (15.88°, 108.33°)",
      "  Sindhnūr: (15.77°, 76.76°)",
      "  Poyang: (28.99°, 116.67°)",
      "  Carmo do Rio Claro: (-20.97°, -46.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carmo do Rio Claro: 12813.9 km from centroid",
      "  Poyang: 5492.9 km from centroid",
      "  Hoi An: 4532.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carmo do Rio Claro",
      "FINAL ANSWER: Carmo do Rio Claro"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.36568,
        "lon": -122.61231,
        "name": "West Linn"
      },
      {
        "lat": 42.4801,
        "lon": -71.0995,
        "name": "Stoneham"
      },
      {
        "lat": 44.56247,
        "lon": -92.5338,
        "name": "Red Wing"
      },
      {
        "lat": 29.58497,
        "lon": -81.20784,
        "name": "Palm Coast"
      },
      {
        "lat": 38.58203,
        "lon": 77.47622,
        "name": "Alamaiti"
      }
    ],
    "question": "Which location is the geographic outlier among: West Linn, Stoneham, Red Wing, Palm Coast, Alamaiti?",
    "ground_truth": {
      "answer": "Alamaiti",
      "outlier_distance_km": 10162.8,
      "second_furthest_km": 5166.4,
      "clarity_ratio": 1.97,
      "median_distance_km": 2859.5,
      "distances_to_centroid": {
        "West Linn": 5166.4,
        "Stoneham": 1124.6,
        "Red Wing": 2859.5,
        "Palm Coast": 2409.6,
        "Alamaiti": 10162.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  West Linn: (45.37°, -122.61°)",
      "  Stoneham: (42.48°, -71.10°)",
      "  Red Wing: (44.56°, -92.53°)",
      "  Palm Coast: (29.58°, -81.21°)",
      "  Alamaiti: (38.58°, 77.48°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alamaiti: 10162.8 km from centroid",
      "  West Linn: 5166.4 km from centroid",
      "  Red Wing: 2859.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alamaiti",
      "FINAL ANSWER: Alamaiti"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.74778,
        "lon": -34.82556,
        "name": "Ilha de Itamaracá"
      },
      {
        "lat": -3.45778,
        "lon": -42.37028,
        "name": "Luzilândia"
      },
      {
        "lat": 3.00945,
        "lon": -76.48494,
        "name": "Santander de Quilichao"
      },
      {
        "lat": -22.06806,
        "lon": -46.56917,
        "name": "Andradas"
      },
      {
        "lat": -27.3171,
        "lon": 153.03097,
        "name": "Bracken Ridge"
      }
    ],
    "question": "Which location is the geographic outlier among: Ilha de Itamaracá, Luzilândia, Santander de Quilichao, Andradas, Bracken Ridge?",
    "ground_truth": {
      "answer": "Bracken Ridge",
      "outlier_distance_km": 15301.4,
      "second_furthest_km": 7584.6,
      "clarity_ratio": 2.02,
      "median_distance_km": 4110.0,
      "distances_to_centroid": {
        "Ilha de Itamaracá": 2812.7,
        "Luzilândia": 3735.1,
        "Santander de Quilichao": 7584.6,
        "Andradas": 4110.0,
        "Bracken Ridge": 15301.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ilha de Itamaracá: (-7.75°, -34.83°)",
      "  Luzilândia: (-3.46°, -42.37°)",
      "  Santander de Quilichao: (3.01°, -76.48°)",
      "  Andradas: (-22.07°, -46.57°)",
      "  Bracken Ridge: (-27.32°, 153.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bracken Ridge: 15301.4 km from centroid",
      "  Santander de Quilichao: 7584.6 km from centroid",
      "  Andradas: 4110.0 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": -3.10222,
        "lon": -67.93972,
        "name": "Santo Antônio do Içá"
      },
      {
        "lat": -22.4625,
        "lon": -42.65306,
        "name": "Cachoeiras de Macacu"
      },
      {
        "lat": -7.86806,
        "lon": -37.97472,
        "name": "Flores"
      },
      {
        "lat": -6.4075,
        "lon": -41.74556,
        "name": "Valença do Piauí"
      },
      {
        "lat": 48.46686,
        "lon": -81.33312,
        "name": "Timmins"
      }
    ],
    "question": "Which location is the geographic outlier among: Santo Antônio do Içá, Cachoeiras de Macacu, Flores, Valença do Piauí, Timmins?",
    "ground_truth": {
      "answer": "Timmins",
      "outlier_distance_km": 5803.3,
      "second_furthest_km": 2972.9,
      "clarity_ratio": 1.95,
      "median_distance_km": 2104.2,
      "distances_to_centroid": {
        "Santo Antônio do Içá": 1605.3,
        "Cachoeiras de Macacu": 2972.9,
        "Flores": 2104.2,
        "Valença do Piauí": 1664.1,
        "Timmins": 5803.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santo Antônio do Içá: (-3.10°, -67.94°)",
      "  Cachoeiras de Macacu: (-22.46°, -42.65°)",
      "  Flores: (-7.87°, -37.97°)",
      "  Valença do Piauí: (-6.41°, -41.75°)",
      "  Timmins: (48.47°, -81.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Timmins: 5803.3 km from centroid",
      "  Cachoeiras de Macacu: 2972.9 km from centroid",
      "  Flores: 2104.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Timmins",
      "FINAL ANSWER: Timmins"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.26121,
        "lon": -71.4634,
        "name": "Ashland"
      },
      {
        "lat": 36.85245,
        "lon": -121.4016,
        "name": "Hollister"
      },
      {
        "lat": 40.82593,
        "lon": -74.20903,
        "name": "Montclair"
      },
      {
        "lat": 39.83776,
        "lon": -105.00137,
        "name": "Sherrelwood"
      },
      {
        "lat": 11.10389,
        "lon": 5.25556,
        "name": "Rijau"
      }
    ],
    "question": "Which location is the geographic outlier among: Ashland, Hollister, Montclair, Sherrelwood, Rijau?",
    "ground_truth": {
      "answer": "Rijau",
      "outlier_distance_km": 8276.5,
      "second_furthest_km": 4312.2,
      "clarity_ratio": 1.92,
      "median_distance_km": 2863.1,
      "distances_to_centroid": {
        "Ashland": 914.1,
        "Hollister": 4312.2,
        "Montclair": 743.1,
        "Sherrelwood": 2863.1,
        "Rijau": 8276.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ashland: (42.26°, -71.46°)",
      "  Hollister: (36.85°, -121.40°)",
      "  Montclair: (40.83°, -74.21°)",
      "  Sherrelwood: (39.84°, -105.00°)",
      "  Rijau: (11.10°, 5.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rijau: 8276.5 km from centroid",
      "  Hollister: 4312.2 km from centroid",
      "  Sherrelwood: 2863.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rijau",
      "FINAL ANSWER: Rijau"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 1.53741,
        "lon": 103.65779,
        "name": "Skudai"
      },
      {
        "lat": 34.35833,
        "lon": 117.05278,
        "name": "Liuji"
      },
      {
        "lat": 13.5848,
        "lon": 124.2374,
        "name": "Virac"
      },
      {
        "lat": 28.83379,
        "lon": 106.75535,
        "name": "Fuhuan"
      },
      {
        "lat": 52.7025,
        "lon": 21.08276,
        "name": "Pułtusk"
      }
    ],
    "question": "Which location is the geographic outlier among: Skudai, Liuji, Virac, Fuhuan, Pułtusk?",
    "ground_truth": {
      "answer": "Pułtusk",
      "outlier_distance_km": 6628.2,
      "second_furthest_km": 3394.0,
      "clarity_ratio": 1.95,
      "median_distance_km": 2910.3,
      "distances_to_centroid": {
        "Skudai": 2910.3,
        "Liuji": 2336.0,
        "Virac": 3394.0,
        "Fuhuan": 1237.3,
        "Pułtusk": 6628.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Skudai: (1.54°, 103.66°)",
      "  Liuji: (34.36°, 117.05°)",
      "  Virac: (13.58°, 124.24°)",
      "  Fuhuan: (28.83°, 106.76°)",
      "  Pułtusk: (52.70°, 21.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pułtusk: 6628.2 km from centroid",
      "  Virac: 3394.0 km from centroid",
      "  Skudai: 2910.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pułtusk",
      "FINAL ANSWER: Pułtusk"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -13.18222,
        "lon": -39.425,
        "name": "Laje"
      },
      {
        "lat": -19.73639,
        "lon": -45.25222,
        "name": "Bom Despacho"
      },
      {
        "lat": -29.44806,
        "lon": -51.80639,
        "name": "Teutônia"
      },
      {
        "lat": -34.65072,
        "lon": -59.43143,
        "name": "Mercedes"
      },
      {
        "lat": 52.9771,
        "lon": 49.7086,
        "name": "Chapayevsk"
      }
    ],
    "question": "Which location is the geographic outlier among: Laje, Bom Despacho, Teutônia, Mercedes, Chapayevsk?",
    "ground_truth": {
      "answer": "Chapayevsk",
      "outlier_distance_km": 10059.8,
      "second_furthest_km": 4207.6,
      "clarity_ratio": 2.39,
      "median_distance_km": 3285.7,
      "distances_to_centroid": {
        "Laje": 1213.0,
        "Bom Despacho": 2107.5,
        "Teutônia": 3285.7,
        "Mercedes": 4207.6,
        "Chapayevsk": 10059.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Laje: (-13.18°, -39.42°)",
      "  Bom Despacho: (-19.74°, -45.25°)",
      "  Teutônia: (-29.45°, -51.81°)",
      "  Mercedes: (-34.65°, -59.43°)",
      "  Chapayevsk: (52.98°, 49.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chapayevsk: 10059.8 km from centroid",
      "  Mercedes: 4207.6 km from centroid",
      "  Teutônia: 3285.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chapayevsk",
      "FINAL ANSWER: Chapayevsk"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.46171,
        "lon": 8.84949,
        "name": "Marsberg"
      },
      {
        "lat": 52.41074,
        "lon": -1.81952,
        "name": "Shirley"
      },
      {
        "lat": 53.11724,
        "lon": -2.17584,
        "name": "Biddulph"
      },
      {
        "lat": 52.15045,
        "lon": 7.33664,
        "name": "Steinfurt"
      },
      {
        "lat": -22.84333,
        "lon": -47.60611,
        "name": "Rio das Pedras"
      }
    ],
    "question": "Which location is the geographic outlier among: Marsberg, Shirley, Biddulph, Steinfurt, Rio das Pedras?",
    "ground_truth": {
      "answer": "Rio das Pedras",
      "outlier_distance_km": 7915.4,
      "second_furthest_km": 2015.3,
      "clarity_ratio": 3.93,
      "median_distance_km": 2002.0,
      "distances_to_centroid": {
        "Marsberg": 2015.3,
        "Shirley": 1734.0,
        "Biddulph": 1803.7,
        "Steinfurt": 2002.0,
        "Rio das Pedras": 7915.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Marsberg: (51.46°, 8.85°)",
      "  Shirley: (52.41°, -1.82°)",
      "  Biddulph: (53.12°, -2.18°)",
      "  Steinfurt: (52.15°, 7.34°)",
      "  Rio das Pedras: (-22.84°, -47.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rio das Pedras: 7915.4 km from centroid",
      "  Marsberg: 2015.3 km from centroid",
      "  Steinfurt: 2002.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rio das Pedras",
      "FINAL ANSWER: Rio das Pedras"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.99994,
        "lon": 14.99389,
        "name": "Termoli"
      },
      {
        "lat": 48.82538,
        "lon": 2.47458,
        "name": "Joinville-le-Pont"
      },
      {
        "lat": 59.2239,
        "lon": 39.88398,
        "name": "Vologda"
      },
      {
        "lat": 55.90288,
        "lon": -3.52261,
        "name": "Livingston"
      },
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      }
    ],
    "question": "Which location is the geographic outlier among: Termoli, Joinville-le-Pont, Vologda, Livingston, Ashburton?",
    "ground_truth": {
      "answer": "Ashburton",
      "outlier_distance_km": 15263.1,
      "second_furthest_km": 4540.5,
      "clarity_ratio": 3.36,
      "median_distance_km": 3967.1,
      "distances_to_centroid": {
        "Termoli": 2854.0,
        "Joinville-le-Pont": 3967.1,
        "Vologda": 3006.8,
        "Livingston": 4540.5,
        "Ashburton": 15263.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Termoli: (42.00°, 14.99°)",
      "  Joinville-le-Pont: (48.83°, 2.47°)",
      "  Vologda: (59.22°, 39.88°)",
      "  Livingston: (55.90°, -3.52°)",
      "  Ashburton: (-43.90°, 171.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ashburton: 15263.1 km from centroid",
      "  Livingston: 4540.5 km from centroid",
      "  Joinville-le-Pont: 3967.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ashburton",
      "FINAL ANSWER: Ashburton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.32861,
        "lon": -35.3325,
        "name": "Itabaiana"
      },
      {
        "lat": -9.39861,
        "lon": -40.50083,
        "name": "Petrolina"
      },
      {
        "lat": -19.67722,
        "lon": -51.19083,
        "name": "Paranaíba"
      },
      {
        "lat": -38.82225,
        "lon": -68.06293,
        "name": "Cinco Saltos"
      },
      {
        "lat": 55.14941,
        "lon": 124.73676,
        "name": "Tynda"
      }
    ],
    "question": "Which location is the geographic outlier among: Itabaiana, Petrolina, Paranaíba, Cinco Saltos, Tynda?",
    "ground_truth": {
      "answer": "Tynda",
      "outlier_distance_km": 13243.9,
      "second_furthest_km": 6665.9,
      "clarity_ratio": 1.99,
      "median_distance_km": 4383.0,
      "distances_to_centroid": {
        "Itabaiana": 2380.9,
        "Petrolina": 2978.1,
        "Paranaíba": 4383.0,
        "Cinco Saltos": 6665.9,
        "Tynda": 13243.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Itabaiana: (-7.33°, -35.33°)",
      "  Petrolina: (-9.40°, -40.50°)",
      "  Paranaíba: (-19.68°, -51.19°)",
      "  Cinco Saltos: (-38.82°, -68.06°)",
      "  Tynda: (55.15°, 124.74°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tynda: 13243.9 km from centroid",
      "  Cinco Saltos: 6665.9 km from centroid",
      "  Paranaíba: 4383.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tynda",
      "FINAL ANSWER: Tynda"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.6558,
        "lon": 37.37454,
        "name": "Kinoi"
      },
      {
        "lat": 5.61411,
        "lon": -1.5502,
        "name": "Twifu Praso"
      },
      {
        "lat": -1.4563,
        "lon": 36.97826,
        "name": "Athi River"
      },
      {
        "lat": -29.57366,
        "lon": 31.11552,
        "name": "Tongaat"
      },
      {
        "lat": 41.11121,
        "lon": -74.06848,
        "name": "Monsey"
      }
    ],
    "question": "Which location is the geographic outlier among: Kinoi, Twifu Praso, Athi River, Tongaat, Monsey?",
    "ground_truth": {
      "answer": "Monsey",
      "outlier_distance_km": 8968.4,
      "second_furthest_km": 4486.0,
      "clarity_ratio": 2.0,
      "median_distance_km": 3526.1,
      "distances_to_centroid": {
        "Kinoi": 3526.1,
        "Twifu Praso": 890.3,
        "Athi River": 3479.4,
        "Tongaat": 4486.0,
        "Monsey": 8968.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kinoi: (-1.66°, 37.37°)",
      "  Twifu Praso: (5.61°, -1.55°)",
      "  Athi River: (-1.46°, 36.98°)",
      "  Tongaat: (-29.57°, 31.12°)",
      "  Monsey: (41.11°, -74.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Monsey: 8968.4 km from centroid",
      "  Tongaat: 4486.0 km from centroid",
      "  Kinoi: 3526.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Monsey",
      "FINAL ANSWER: Monsey"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -16.92366,
        "lon": 145.76613,
        "name": "Cairns"
      },
      {
        "lat": -37.75819,
        "lon": 145.00583,
        "name": "Thornbury"
      },
      {
        "lat": -38.68333,
        "lon": 176.08333,
        "name": "Taupo"
      },
      {
        "lat": -37.0646,
        "lon": 174.94212,
        "name": "Papakura"
      },
      {
        "lat": 10.78556,
        "lon": -0.85139,
        "name": "Bolgatanga"
      }
    ],
    "question": "Which location is the geographic outlier among: Cairns, Thornbury, Taupo, Papakura, Bolgatanga?",
    "ground_truth": {
      "answer": "Bolgatanga",
      "outlier_distance_km": 14444.3,
      "second_furthest_km": 4776.1,
      "clarity_ratio": 3.02,
      "median_distance_km": 4660.2,
      "distances_to_centroid": {
        "Cairns": 1988.0,
        "Thornbury": 2216.1,
        "Taupo": 4776.1,
        "Papakura": 4660.2,
        "Bolgatanga": 14444.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cairns: (-16.92°, 145.77°)",
      "  Thornbury: (-37.76°, 145.01°)",
      "  Taupo: (-38.68°, 176.08°)",
      "  Papakura: (-37.06°, 174.94°)",
      "  Bolgatanga: (10.79°, -0.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bolgatanga: 14444.3 km from centroid",
      "  Taupo: 4776.1 km from centroid",
      "  Papakura: 4660.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bolgatanga",
      "FINAL ANSWER: Bolgatanga"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -17.03139,
        "lon": -48.29583,
        "name": "Orizona"
      },
      {
        "lat": -13.37028,
        "lon": -39.07306,
        "name": "Valença"
      },
      {
        "lat": -5.56667,
        "lon": -46.74222,
        "name": "Amarante do Maranhão"
      },
      {
        "lat": -1.29389,
        "lon": -47.92639,
        "name": "Castanhal"
      },
      {
        "lat": 9.1756,
        "lon": 76.47129,
        "name": "Kandalloor"
      }
    ],
    "question": "Which location is the geographic outlier among: Orizona, Valença, Amarante do Maranhão, Castanhal, Kandalloor?",
    "ground_truth": {
      "answer": "Kandalloor",
      "outlier_distance_km": 10936.4,
      "second_furthest_km": 3218.0,
      "clarity_ratio": 3.4,
      "median_distance_km": 3013.8,
      "distances_to_centroid": {
        "Orizona": 3218.0,
        "Valença": 2148.4,
        "Amarante do Maranhão": 2836.0,
        "Castanhal": 3013.8,
        "Kandalloor": 10936.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Orizona: (-17.03°, -48.30°)",
      "  Valença: (-13.37°, -39.07°)",
      "  Amarante do Maranhão: (-5.57°, -46.74°)",
      "  Castanhal: (-1.29°, -47.93°)",
      "  Kandalloor: (9.18°, 76.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kandalloor: 10936.4 km from centroid",
      "  Orizona: 3218.0 km from centroid",
      "  Castanhal: 3013.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kandalloor",
      "FINAL ANSWER: Kandalloor"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.42903,
        "lon": 50.80598,
        "name": "Nurlat"
      },
      {
        "lat": 52.26059,
        "lon": 21.16355,
        "name": "Rembertów"
      },
      {
        "lat": 55.92721,
        "lon": 39.46072,
        "name": "Petushki"
      },
      {
        "lat": 51.60799,
        "lon": -3.10081,
        "name": "Risca"
      },
      {
        "lat": 19.15892,
        "lon": -98.40824,
        "name": "Huejotzingo"
      }
    ],
    "question": "Which location is the geographic outlier among: Nurlat, Rembertów, Petushki, Risca, Huejotzingo?",
    "ground_truth": {
      "answer": "Huejotzingo",
      "outlier_distance_km": 9229.3,
      "second_furthest_km": 3479.6,
      "clarity_ratio": 2.65,
      "median_distance_km": 2759.5,
      "distances_to_centroid": {
        "Nurlat": 3479.6,
        "Rembertów": 1512.7,
        "Petushki": 2759.5,
        "Risca": 661.1,
        "Huejotzingo": 9229.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nurlat: (54.43°, 50.81°)",
      "  Rembertów: (52.26°, 21.16°)",
      "  Petushki: (55.93°, 39.46°)",
      "  Risca: (51.61°, -3.10°)",
      "  Huejotzingo: (19.16°, -98.41°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Huejotzingo: 9229.3 km from centroid",
      "  Nurlat: 3479.6 km from centroid",
      "  Petushki: 2759.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Huejotzingo",
      "FINAL ANSWER: Huejotzingo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.96724,
        "lon": 153.39796,
        "name": "Southport"
      },
      {
        "lat": -38.03333,
        "lon": 145.35,
        "name": "Berwick"
      },
      {
        "lat": -37.6,
        "lon": 145.15,
        "name": "Doreen"
      },
      {
        "lat": -37.91482,
        "lon": 144.75088,
        "name": "Point Cook"
      },
      {
        "lat": 45.47154,
        "lon": 9.18763,
        "name": "Brera"
      }
    ],
    "question": "Which location is the geographic outlier among: Southport, Berwick, Doreen, Point Cook, Brera?",
    "ground_truth": {
      "answer": "Brera",
      "outlier_distance_km": 13090.0,
      "second_furthest_km": 3569.3,
      "clarity_ratio": 3.67,
      "median_distance_km": 3252.8,
      "distances_to_centroid": {
        "Southport": 3569.3,
        "Berwick": 3252.8,
        "Doreen": 3212.1,
        "Point Cook": 3201.7,
        "Brera": 13090.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Southport: (-27.97°, 153.40°)",
      "  Berwick: (-38.03°, 145.35°)",
      "  Doreen: (-37.60°, 145.15°)",
      "  Point Cook: (-37.91°, 144.75°)",
      "  Brera: (45.47°, 9.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Brera: 13090.0 km from centroid",
      "  Southport: 3569.3 km from centroid",
      "  Berwick: 3252.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Brera",
      "FINAL ANSWER: Brera"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.80938,
        "lon": -79.22344,
        "name": "Malvern"
      },
      {
        "lat": 34.75405,
        "lon": -77.43024,
        "name": "Jacksonville"
      },
      {
        "lat": 35.23338,
        "lon": -106.66447,
        "name": "Rio Rancho"
      },
      {
        "lat": 45.36678,
        "lon": -73.56588,
        "name": "Saint-Constant"
      },
      {
        "lat": 54.36677,
        "lon": 77.3068,
        "name": "Kupino"
      }
    ],
    "question": "Which location is the geographic outlier among: Malvern, Jacksonville, Rio Rancho, Saint-Constant, Kupino?",
    "ground_truth": {
      "answer": "Kupino",
      "outlier_distance_km": 8195.9,
      "second_furthest_km": 4721.7,
      "clarity_ratio": 1.74,
      "median_distance_km": 2371.8,
      "distances_to_centroid": {
        "Malvern": 2204.8,
        "Jacksonville": 2371.8,
        "Rio Rancho": 4721.7,
        "Saint-Constant": 1750.3,
        "Kupino": 8195.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Malvern: (43.81°, -79.22°)",
      "  Jacksonville: (34.75°, -77.43°)",
      "  Rio Rancho: (35.23°, -106.66°)",
      "  Saint-Constant: (45.37°, -73.57°)",
      "  Kupino: (54.37°, 77.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kupino: 8195.9 km from centroid",
      "  Rio Rancho: 4721.7 km from centroid",
      "  Jacksonville: 2371.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kupino",
      "FINAL ANSWER: Kupino"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.78088,
        "lon": -90.42179,
        "name": "Farmington"
      },
      {
        "lat": 17.59917,
        "lon": -99.17389,
        "name": "Chilapa de Álvarez"
      },
      {
        "lat": 19.87444,
        "lon": -98.93472,
        "name": "Don Antonio"
      },
      {
        "lat": 22.36094,
        "lon": -97.89997,
        "name": "Miramar"
      },
      {
        "lat": 10.3766,
        "lon": 123.9573,
        "name": "Consolacion"
      }
    ],
    "question": "Which location is the geographic outlier among: Farmington, Chilapa de Álvarez, Don Antonio, Miramar, Consolacion?",
    "ground_truth": {
      "answer": "Consolacion",
      "outlier_distance_km": 16438.6,
      "second_furthest_km": 4892.5,
      "clarity_ratio": 3.36,
      "median_distance_km": 4815.4,
      "distances_to_centroid": {
        "Farmington": 4044.5,
        "Chilapa de Álvarez": 4892.5,
        "Don Antonio": 4815.4,
        "Miramar": 4664.5,
        "Consolacion": 16438.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Farmington: (37.78°, -90.42°)",
      "  Chilapa de Álvarez: (17.60°, -99.17°)",
      "  Don Antonio: (19.87°, -98.93°)",
      "  Miramar: (22.36°, -97.90°)",
      "  Consolacion: (10.38°, 123.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Consolacion: 16438.6 km from centroid",
      "  Chilapa de Álvarez: 4892.5 km from centroid",
      "  Don Antonio: 4815.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Consolacion",
      "FINAL ANSWER: Consolacion"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.49923,
        "lon": 39.63723,
        "name": "Dolo"
      },
      {
        "lat": -26.55,
        "lon": 29.16667,
        "name": "Secunda"
      },
      {
        "lat": 7.43636,
        "lon": 5.45925,
        "name": "Emure-Ekiti"
      },
      {
        "lat": 12.00012,
        "lon": 8.51672,
        "name": "Kano"
      },
      {
        "lat": 37.48522,
        "lon": -122.23635,
        "name": "Redwood City"
      }
    ],
    "question": "Which location is the geographic outlier among: Dolo, Secunda, Emure-Ekiti, Kano, Redwood City?",
    "ground_truth": {
      "answer": "Redwood City",
      "outlier_distance_km": 11489.1,
      "second_furthest_km": 5605.0,
      "clarity_ratio": 2.05,
      "median_distance_km": 5204.4,
      "distances_to_centroid": {
        "Dolo": 5204.4,
        "Secunda": 5605.0,
        "Emure-Ekiti": 1477.1,
        "Kano": 1829.6,
        "Redwood City": 11489.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dolo: (13.50°, 39.64°)",
      "  Secunda: (-26.55°, 29.17°)",
      "  Emure-Ekiti: (7.44°, 5.46°)",
      "  Kano: (12.00°, 8.52°)",
      "  Redwood City: (37.49°, -122.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Redwood City: 11489.1 km from centroid",
      "  Secunda: 5605.0 km from centroid",
      "  Dolo: 5204.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Redwood City",
      "FINAL ANSWER: Redwood City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.83136,
        "lon": 20.05595,
        "name": "Ashton"
      },
      {
        "lat": 5.80865,
        "lon": 8.08098,
        "name": "Ugep"
      },
      {
        "lat": -33.963,
        "lon": 22.46173,
        "name": "George"
      },
      {
        "lat": -28.33523,
        "lon": 31.41617,
        "name": "Ulundi"
      },
      {
        "lat": 51.39822,
        "lon": -0.19837,
        "name": "Morden"
      }
    ],
    "question": "Which location is the geographic outlier among: Ashton, Ugep, George, Ulundi, Morden?",
    "ground_truth": {
      "answer": "Morden",
      "outlier_distance_km": 6769.4,
      "second_furthest_km": 2977.4,
      "clarity_ratio": 2.27,
      "median_distance_km": 2921.0,
      "distances_to_centroid": {
        "Ashton": 2921.0,
        "Ugep": 1768.8,
        "George": 2977.4,
        "Ulundi": 2777.9,
        "Morden": 6769.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ashton: (-33.83°, 20.06°)",
      "  Ugep: (5.81°, 8.08°)",
      "  George: (-33.96°, 22.46°)",
      "  Ulundi: (-28.34°, 31.42°)",
      "  Morden: (51.40°, -0.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Morden: 6769.4 km from centroid",
      "  George: 2977.4 km from centroid",
      "  Ashton: 2921.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Morden",
      "FINAL ANSWER: Morden"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.24206,
        "lon": 46.00013,
        "name": "Tsotsin-Yurt"
      },
      {
        "lat": 45.35405,
        "lon": 10.84462,
        "name": "Villafranca di Verona"
      },
      {
        "lat": 52.34198,
        "lon": 35.35917,
        "name": "Zheleznogorsk"
      },
      {
        "lat": 36.16809,
        "lon": -5.34777,
        "name": "La Línea de la Concepción"
      },
      {
        "lat": 33.23333,
        "lon": 130.3,
        "name": "Saga"
      }
    ],
    "question": "Which location is the geographic outlier among: Tsotsin-Yurt, Villafranca di Verona, Zheleznogorsk, La Línea de la Concepción, Saga?",
    "ground_truth": {
      "answer": "Saga",
      "outlier_distance_km": 7378.0,
      "second_furthest_km": 4201.4,
      "clarity_ratio": 1.76,
      "median_distance_km": 2626.3,
      "distances_to_centroid": {
        "Tsotsin-Yurt": 247.3,
        "Villafranca di Verona": 2626.3,
        "Zheleznogorsk": 1293.1,
        "La Línea de la Concepción": 4201.4,
        "Saga": 7378.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tsotsin-Yurt: (43.24°, 46.00°)",
      "  Villafranca di Verona: (45.35°, 10.84°)",
      "  Zheleznogorsk: (52.34°, 35.36°)",
      "  La Línea de la Concepción: (36.17°, -5.35°)",
      "  Saga: (33.23°, 130.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Saga: 7378.0 km from centroid",
      "  La Línea de la Concepción: 4201.4 km from centroid",
      "  Villafranca di Verona: 2626.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Saga",
      "FINAL ANSWER: Saga"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.06611,
        "lon": -50.14722,
        "name": "Buritama"
      },
      {
        "lat": -22.02861,
        "lon": -42.36083,
        "name": "Cordeiro"
      },
      {
        "lat": -19.67722,
        "lon": -51.19083,
        "name": "Paranaíba"
      },
      {
        "lat": -9.66583,
        "lon": -35.73528,
        "name": "Maceió"
      },
      {
        "lat": 38.70882,
        "lon": 141.15578,
        "name": "Tome"
      }
    ],
    "question": "Which location is the geographic outlier among: Buritama, Cordeiro, Paranaíba, Maceió, Tome?",
    "ground_truth": {
      "answer": "Tome",
      "outlier_distance_km": 15280.9,
      "second_furthest_km": 4909.9,
      "clarity_ratio": 3.11,
      "median_distance_km": 4835.3,
      "distances_to_centroid": {
        "Buritama": 4835.3,
        "Cordeiro": 4090.6,
        "Paranaíba": 4909.9,
        "Maceió": 3106.4,
        "Tome": 15280.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Buritama: (-21.07°, -50.15°)",
      "  Cordeiro: (-22.03°, -42.36°)",
      "  Paranaíba: (-19.68°, -51.19°)",
      "  Maceió: (-9.67°, -35.74°)",
      "  Tome: (38.71°, 141.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tome: 15280.9 km from centroid",
      "  Paranaíba: 4909.9 km from centroid",
      "  Buritama: 4835.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tome",
      "FINAL ANSWER: Tome"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.28115,
        "lon": 27.9709,
        "name": "Heilbron"
      },
      {
        "lat": 4.93422,
        "lon": -1.71454,
        "name": "Sekondi"
      },
      {
        "lat": 14.16347,
        "lon": 38.89924,
        "name": "Adwa"
      },
      {
        "lat": -34.08401,
        "lon": 18.82113,
        "name": "Somerset West"
      },
      {
        "lat": -28.44917,
        "lon": -52.2,
        "name": "Marau"
      }
    ],
    "question": "Which location is the geographic outlier among: Heilbron, Sekondi, Adwa, Somerset West, Marau?",
    "ground_truth": {
      "answer": "Marau",
      "outlier_distance_km": 6211.7,
      "second_furthest_km": 4768.0,
      "clarity_ratio": 1.3,
      "median_distance_km": 2673.8,
      "distances_to_centroid": {
        "Heilbron": 2673.8,
        "Sekondi": 2300.5,
        "Adwa": 4768.0,
        "Somerset West": 2547.6,
        "Marau": 6211.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Heilbron: (-27.28°, 27.97°)",
      "  Sekondi: (4.93°, -1.71°)",
      "  Adwa: (14.16°, 38.90°)",
      "  Somerset West: (-34.08°, 18.82°)",
      "  Marau: (-28.45°, -52.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Marau: 6211.7 km from centroid",
      "  Adwa: 4768.0 km from centroid",
      "  Heilbron: 2673.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Marau",
      "FINAL ANSWER: Marau"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.87905,
        "lon": -76.90133,
        "name": "Havelock"
      },
      {
        "lat": 43.87111,
        "lon": -79.43725,
        "name": "Richmond Hill"
      },
      {
        "lat": 47.44843,
        "lon": -122.15734,
        "name": "Fairwood"
      },
      {
        "lat": 64.83778,
        "lon": -147.71639,
        "name": "Fairbanks"
      },
      {
        "lat": 51.7,
        "lon": -0.6,
        "name": "Chesham"
      }
    ],
    "question": "Which location is the geographic outlier among: Havelock, Richmond Hill, Fairwood, Fairbanks, Chesham?",
    "ground_truth": {
      "answer": "Chesham",
      "outlier_distance_km": 5701.0,
      "second_furthest_km": 4003.4,
      "clarity_ratio": 1.42,
      "median_distance_km": 2714.0,
      "distances_to_centroid": {
        "Havelock": 1671.8,
        "Richmond Hill": 691.1,
        "Fairwood": 2714.0,
        "Fairbanks": 4003.4,
        "Chesham": 5701.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Havelock: (34.88°, -76.90°)",
      "  Richmond Hill: (43.87°, -79.44°)",
      "  Fairwood: (47.45°, -122.16°)",
      "  Fairbanks: (64.84°, -147.72°)",
      "  Chesham: (51.70°, -0.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chesham: 5701.0 km from centroid",
      "  Fairbanks: 4003.4 km from centroid",
      "  Fairwood: 2714.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chesham",
      "FINAL ANSWER: Chesham"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.81358,
        "lon": 27.81695,
        "name": "Sasolburg"
      },
      {
        "lat": 13.95,
        "lon": 40.66667,
        "name": "Arerti"
      },
      {
        "lat": 7.06667,
        "lon": 37.7,
        "name": "Āreka"
      },
      {
        "lat": 7.12294,
        "lon": 40.00412,
        "name": "Bale Robe"
      },
      {
        "lat": -23.41944,
        "lon": -51.42444,
        "name": "Arapongas"
      }
    ],
    "question": "Which location is the geographic outlier among: Sasolburg, Arerti, Āreka, Bale Robe, Arapongas?",
    "ground_truth": {
      "answer": "Arapongas",
      "outlier_distance_km": 7811.8,
      "second_furthest_km": 3148.0,
      "clarity_ratio": 2.48,
      "median_distance_km": 2665.5,
      "distances_to_centroid": {
        "Sasolburg": 2662.3,
        "Arerti": 3148.0,
        "Āreka": 2441.2,
        "Bale Robe": 2665.5,
        "Arapongas": 7811.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sasolburg: (-26.81°, 27.82°)",
      "  Arerti: (13.95°, 40.67°)",
      "  Āreka: (7.07°, 37.70°)",
      "  Bale Robe: (7.12°, 40.00°)",
      "  Arapongas: (-23.42°, -51.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Arapongas: 7811.8 km from centroid",
      "  Arerti: 3148.0 km from centroid",
      "  Bale Robe: 2665.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Arapongas",
      "FINAL ANSWER: Arapongas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -16.92366,
        "lon": 145.76613,
        "name": "Cairns"
      },
      {
        "lat": -41.43876,
        "lon": 147.13467,
        "name": "Launceston"
      },
      {
        "lat": -36.90694,
        "lon": 174.68704,
        "name": "New Lynn"
      },
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      },
      {
        "lat": 23.89921,
        "lon": 79.19393,
        "name": "Patharia"
      }
    ],
    "question": "Which location is the geographic outlier among: Cairns, Launceston, New Lynn, Taylors Lakes, Patharia?",
    "ground_truth": {
      "answer": "Patharia",
      "outlier_distance_km": 8165.6,
      "second_furthest_km": 3872.7,
      "clarity_ratio": 2.11,
      "median_distance_km": 2333.3,
      "distances_to_centroid": {
        "Cairns": 952.0,
        "Launceston": 2333.3,
        "New Lynn": 3872.7,
        "Taylors Lakes": 1872.2,
        "Patharia": 8165.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cairns: (-16.92°, 145.77°)",
      "  Launceston: (-41.44°, 147.13°)",
      "  New Lynn: (-36.91°, 174.69°)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "  Patharia: (23.90°, 79.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Patharia: 8165.6 km from centroid",
      "  New Lynn: 3872.7 km from centroid",
      "  Launceston: 2333.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Patharia",
      "FINAL ANSWER: Patharia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.53611,
        "lon": -117.29116,
        "name": "Victorville"
      },
      {
        "lat": 31.15013,
        "lon": -81.49147,
        "name": "Brunswick"
      },
      {
        "lat": 40.50035,
        "lon": -79.74949,
        "name": "Plum"
      },
      {
        "lat": 41.58227,
        "lon": -85.83444,
        "name": "Goshen"
      },
      {
        "lat": -28.21344,
        "lon": -49.16383,
        "name": "São José"
      }
    ],
    "question": "Which location is the geographic outlier among: Victorville, Brunswick, Plum, Goshen, São José?",
    "ground_truth": {
      "answer": "São José",
      "outlier_distance_km": 6819.3,
      "second_furthest_km": 3537.4,
      "clarity_ratio": 1.93,
      "median_distance_km": 1986.2,
      "distances_to_centroid": {
        "Victorville": 3537.4,
        "Brunswick": 813.8,
        "Plum": 1865.2,
        "Goshen": 1986.2,
        "São José": 6819.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Victorville: (34.54°, -117.29°)",
      "  Brunswick: (31.15°, -81.49°)",
      "  Plum: (40.50°, -79.75°)",
      "  Goshen: (41.58°, -85.83°)",
      "  São José: (-28.21°, -49.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São José: 6819.3 km from centroid",
      "  Victorville: 3537.4 km from centroid",
      "  Goshen: 1986.2 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": 40.4165,
        "lon": 0.42709,
        "name": "Benicarló"
      },
      {
        "lat": 50.89772,
        "lon": 14.80764,
        "name": "Zittau"
      },
      {
        "lat": 52.41289,
        "lon": 17.08503,
        "name": "Swarzędz"
      },
      {
        "lat": 59.859,
        "lon": 30.388,
        "name": "Kupchino"
      },
      {
        "lat": 38.67852,
        "lon": -121.7733,
        "name": "Woodland"
      }
    ],
    "question": "Which location is the geographic outlier among: Benicarló, Zittau, Swarzędz, Kupchino, Woodland?",
    "ground_truth": {
      "answer": "Woodland",
      "outlier_distance_km": 8126.6,
      "second_furthest_km": 2961.0,
      "clarity_ratio": 2.74,
      "median_distance_km": 2078.8,
      "distances_to_centroid": {
        "Benicarló": 1317.3,
        "Zittau": 1924.0,
        "Swarzędz": 2078.8,
        "Kupchino": 2961.0,
        "Woodland": 8126.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Benicarló: (40.42°, 0.43°)",
      "  Zittau: (50.90°, 14.81°)",
      "  Swarzędz: (52.41°, 17.09°)",
      "  Kupchino: (59.86°, 30.39°)",
      "  Woodland: (38.68°, -121.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Woodland: 8126.6 km from centroid",
      "  Kupchino: 2961.0 km from centroid",
      "  Swarzędz: 2078.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Woodland",
      "FINAL ANSWER: Woodland"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.59521,
        "lon": 153.12332,
        "name": "Rochedale South"
      },
      {
        "lat": -34.06564,
        "lon": 151.01266,
        "name": "Engadine"
      },
      {
        "lat": -31.9652,
        "lon": 141.4512,
        "name": "Broken Hill"
      },
      {
        "lat": -37.88333,
        "lon": 145.21667,
        "name": "Wantirna South"
      },
      {
        "lat": 12.17024,
        "lon": 6.66412,
        "name": "Gusau"
      }
    ],
    "question": "Which location is the geographic outlier among: Rochedale South, Engadine, Broken Hill, Wantirna South, Gusau?",
    "ground_truth": {
      "answer": "Gusau",
      "outlier_distance_km": 12854.5,
      "second_furthest_km": 3383.7,
      "clarity_ratio": 3.8,
      "median_distance_km": 3253.2,
      "distances_to_centroid": {
        "Rochedale South": 3383.7,
        "Engadine": 3253.2,
        "Broken Hill": 2332.0,
        "Wantirna South": 2892.4,
        "Gusau": 12854.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rochedale South: (-27.60°, 153.12°)",
      "  Engadine: (-34.07°, 151.01°)",
      "  Broken Hill: (-31.97°, 141.45°)",
      "  Wantirna South: (-37.88°, 145.22°)",
      "  Gusau: (12.17°, 6.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gusau: 12854.5 km from centroid",
      "  Rochedale South: 3383.7 km from centroid",
      "  Engadine: 3253.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gusau",
      "FINAL ANSWER: Gusau"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.63838,
        "lon": 11.18419,
        "name": "San Giovanni in Persiceto"
      },
      {
        "lat": 40.37846,
        "lon": -3.6739,
        "name": "Entrevías"
      },
      {
        "lat": 50.94823,
        "lon": 10.70193,
        "name": "Gotha"
      },
      {
        "lat": 40.79968,
        "lon": 16.92298,
        "name": "Gioia del Colle"
      },
      {
        "lat": 21.33555,
        "lon": -158.0582,
        "name": "Kapolei"
      }
    ],
    "question": "Which location is the geographic outlier among: San Giovanni in Persiceto, Entrevías, Gotha, Gioia del Colle, Kapolei?",
    "ground_truth": {
      "answer": "Kapolei",
      "outlier_distance_km": 11694.1,
      "second_furthest_km": 3494.0,
      "clarity_ratio": 3.35,
      "median_distance_km": 2997.4,
      "distances_to_centroid": {
        "San Giovanni in Persiceto": 2977.2,
        "Entrevías": 1779.0,
        "Gotha": 2997.4,
        "Gioia del Colle": 3494.0,
        "Kapolei": 11694.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Giovanni in Persiceto: (44.64°, 11.18°)",
      "  Entrevías: (40.38°, -3.67°)",
      "  Gotha: (50.95°, 10.70°)",
      "  Gioia del Colle: (40.80°, 16.92°)",
      "  Kapolei: (21.34°, -158.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kapolei: 11694.1 km from centroid",
      "  Gioia del Colle: 3494.0 km from centroid",
      "  Gotha: 2997.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kapolei",
      "FINAL ANSWER: Kapolei"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.14665,
        "lon": 36.96087,
        "name": "Ruiru"
      },
      {
        "lat": 31.07287,
        "lon": 31.49503,
        "name": "Maḩallat Damanah"
      },
      {
        "lat": -1.03326,
        "lon": 37.06933,
        "name": "Thika"
      },
      {
        "lat": -24.72459,
        "lon": 31.19939,
        "name": "Thulamahashi"
      },
      {
        "lat": 26.26265,
        "lon": 127.76147,
        "name": "Ginowan"
      }
    ],
    "question": "Which location is the geographic outlier among: Ruiru, Maḩallat Damanah, Thika, Thulamahashi, Ginowan?",
    "ground_truth": {
      "answer": "Ginowan",
      "outlier_distance_km": 8201.2,
      "second_furthest_km": 4153.9,
      "clarity_ratio": 1.97,
      "median_distance_km": 3562.7,
      "distances_to_centroid": {
        "Ruiru": 1943.4,
        "Maḩallat Damanah": 3562.7,
        "Thika": 1927.2,
        "Thulamahashi": 4153.9,
        "Ginowan": 8201.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ruiru: (-1.15°, 36.96°)",
      "  Maḩallat Damanah: (31.07°, 31.50°)",
      "  Thika: (-1.03°, 37.07°)",
      "  Thulamahashi: (-24.72°, 31.20°)",
      "  Ginowan: (26.26°, 127.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ginowan: 8201.2 km from centroid",
      "  Thulamahashi: 4153.9 km from centroid",
      "  Maḩallat Damanah: 3562.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ginowan",
      "FINAL ANSWER: Ginowan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -14.865,
        "lon": -39.5875,
        "name": "Ibicaraí"
      },
      {
        "lat": -3.89,
        "lon": -38.45056,
        "name": "Eusébio"
      },
      {
        "lat": -22.88583,
        "lon": -48.445,
        "name": "Botucatu"
      },
      {
        "lat": -23.87833,
        "lon": -47.99722,
        "name": "São Miguel Arcanjo"
      },
      {
        "lat": 18.15056,
        "lon": -94.5525,
        "name": "Fraccionamiento Ciudad Olmeca"
      }
    ],
    "question": "Which location is the geographic outlier among: Ibicaraí, Eusébio, Botucatu, São Miguel Arcanjo, Fraccionamiento Ciudad Olmeca?",
    "ground_truth": {
      "answer": "Fraccionamiento Ciudad Olmeca",
      "outlier_distance_km": 5425.2,
      "second_furthest_km": 1805.3,
      "clarity_ratio": 3.01,
      "median_distance_km": 1716.3,
      "distances_to_centroid": {
        "Ibicaraí": 1657.0,
        "Eusébio": 1805.3,
        "Botucatu": 1596.9,
        "São Miguel Arcanjo": 1716.3,
        "Fraccionamiento Ciudad Olmeca": 5425.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ibicaraí: (-14.87°, -39.59°)",
      "  Eusébio: (-3.89°, -38.45°)",
      "  Botucatu: (-22.89°, -48.45°)",
      "  São Miguel Arcanjo: (-23.88°, -48.00°)",
      "  Fraccionamiento Ciudad Olmeca: (18.15°, -94.55°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Fraccionamiento Ciudad Olmeca: 5425.2 km from centroid",
      "  Eusébio: 1805.3 km from centroid",
      "  São Miguel Arcanjo: 1716.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Fraccionamiento Ciudad Olmeca",
      "FINAL ANSWER: Fraccionamiento Ciudad Olmeca"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.45389,
        "lon": 4.1975,
        "name": "Birnin Kebbi"
      },
      {
        "lat": 6.73156,
        "lon": -1.6137,
        "name": "Tafo"
      },
      {
        "lat": 30.71524,
        "lon": 31.2592,
        "name": "Mīt Ghamr"
      },
      {
        "lat": 6.81944,
        "lon": 3.91731,
        "name": "Ijebu Ode"
      },
      {
        "lat": -38.15912,
        "lon": 145.93118,
        "name": "Warragul"
      }
    ],
    "question": "Which location is the geographic outlier among: Birnin Kebbi, Tafo, Mīt Ghamr, Ijebu Ode, Warragul?",
    "ground_truth": {
      "answer": "Warragul",
      "outlier_distance_km": 11935.1,
      "second_furthest_km": 4258.9,
      "clarity_ratio": 2.8,
      "median_distance_km": 3707.4,
      "distances_to_centroid": {
        "Birnin Kebbi": 3707.4,
        "Tafo": 4258.9,
        "Mīt Ghamr": 3057.1,
        "Ijebu Ode": 3649.6,
        "Warragul": 11935.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Birnin Kebbi: (12.45°, 4.20°)",
      "  Tafo: (6.73°, -1.61°)",
      "  Mīt Ghamr: (30.72°, 31.26°)",
      "  Ijebu Ode: (6.82°, 3.92°)",
      "  Warragul: (-38.16°, 145.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Warragul: 11935.1 km from centroid",
      "  Tafo: 4258.9 km from centroid",
      "  Birnin Kebbi: 3707.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Warragul",
      "FINAL ANSWER: Warragul"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.0646,
        "lon": 174.94212,
        "name": "Papakura"
      },
      {
        "lat": -37.87811,
        "lon": 145.16476,
        "name": "Glen Waverley"
      },
      {
        "lat": -32.92953,
        "lon": 151.7801,
        "name": "Newcastle"
      },
      {
        "lat": -37.63333,
        "lon": 144.86667,
        "name": "Greenvale"
      },
      {
        "lat": 42.3751,
        "lon": -70.98283,
        "name": "Winthrop"
      }
    ],
    "question": "Which location is the geographic outlier among: Papakura, Glen Waverley, Newcastle, Greenvale, Winthrop?",
    "ground_truth": {
      "answer": "Winthrop",
      "outlier_distance_km": 17596.7,
      "second_furthest_km": 6534.0,
      "clarity_ratio": 2.69,
      "median_distance_km": 4413.6,
      "distances_to_centroid": {
        "Papakura": 6534.0,
        "Glen Waverley": 3950.4,
        "Newcastle": 4413.6,
        "Greenvale": 3916.8,
        "Winthrop": 17596.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Papakura: (-37.06°, 174.94°)",
      "  Glen Waverley: (-37.88°, 145.16°)",
      "  Newcastle: (-32.93°, 151.78°)",
      "  Greenvale: (-37.63°, 144.87°)",
      "  Winthrop: (42.38°, -70.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Winthrop: 17596.7 km from centroid",
      "  Papakura: 6534.0 km from centroid",
      "  Newcastle: 4413.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Winthrop",
      "FINAL ANSWER: Winthrop"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.16667,
        "lon": 145.16667,
        "name": "Langwarrin"
      },
      {
        "lat": -31.84062,
        "lon": 115.89549,
        "name": "Ballajura"
      },
      {
        "lat": -27.35364,
        "lon": 152.96848,
        "name": "Albany Creek"
      },
      {
        "lat": -36.8282,
        "lon": 174.62019,
        "name": "Massey East"
      },
      {
        "lat": -18.75639,
        "lon": -44.43083,
        "name": "Curvelo"
      }
    ],
    "question": "Which location is the geographic outlier among: Langwarrin, Ballajura, Albany Creek, Massey East, Curvelo?",
    "ground_truth": {
      "answer": "Curvelo",
      "outlier_distance_km": 13828.4,
      "second_furthest_km": 6004.8,
      "clarity_ratio": 2.3,
      "median_distance_km": 4280.5,
      "distances_to_centroid": {
        "Langwarrin": 3414.8,
        "Ballajura": 684.7,
        "Albany Creek": 4280.5,
        "Massey East": 6004.8,
        "Curvelo": 13828.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Langwarrin: (-38.17°, 145.17°)",
      "  Ballajura: (-31.84°, 115.90°)",
      "  Albany Creek: (-27.35°, 152.97°)",
      "  Massey East: (-36.83°, 174.62°)",
      "  Curvelo: (-18.76°, -44.43°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Curvelo: 13828.4 km from centroid",
      "  Massey East: 6004.8 km from centroid",
      "  Albany Creek: 4280.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Curvelo",
      "FINAL ANSWER: Curvelo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.32674,
        "lon": -78.92197,
        "name": "Johnstown"
      },
      {
        "lat": 38.25424,
        "lon": -85.75941,
        "name": "Louisville"
      },
      {
        "lat": 34.81521,
        "lon": -102.39932,
        "name": "Hereford"
      },
      {
        "lat": 43.81205,
        "lon": -79.33082,
        "name": "Steeles"
      },
      {
        "lat": 31.00205,
        "lon": 31.62626,
        "name": "Aş Şalāḩāt"
      }
    ],
    "question": "Which location is the geographic outlier among: Johnstown, Louisville, Hereford, Steeles, Aş Şalāḩāt?",
    "ground_truth": {
      "answer": "Aş Şalāḩāt",
      "outlier_distance_km": 8329.7,
      "second_furthest_km": 3525.8,
      "clarity_ratio": 2.36,
      "median_distance_km": 1995.5,
      "distances_to_centroid": {
        "Johnstown": 1409.7,
        "Louisville": 1995.5,
        "Hereford": 3525.8,
        "Steeles": 1537.2,
        "Aş Şalāḩāt": 8329.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Johnstown: (40.33°, -78.92°)",
      "  Louisville: (38.25°, -85.76°)",
      "  Hereford: (34.82°, -102.40°)",
      "  Steeles: (43.81°, -79.33°)",
      "  Aş Şalāḩāt: (31.00°, 31.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Aş Şalāḩāt: 8329.7 km from centroid",
      "  Hereford: 3525.8 km from centroid",
      "  Louisville: 1995.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Aş Şalāḩāt",
      "FINAL ANSWER: Aş Şalāḩāt"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.11531,
        "lon": 145.29814,
        "name": "Cranbourne East"
      },
      {
        "lat": -27.49325,
        "lon": 153.05826,
        "name": "Coorparoo"
      },
      {
        "lat": -36.99282,
        "lon": 174.87986,
        "name": "Manukau City"
      },
      {
        "lat": -42.87936,
        "lon": 147.32941,
        "name": "Hobart"
      },
      {
        "lat": 2.7717,
        "lon": -77.66536,
        "name": "Timbiquí"
      }
    ],
    "question": "Which location is the geographic outlier among: Cranbourne East, Coorparoo, Manukau City, Hobart, Timbiquí?",
    "ground_truth": {
      "answer": "Timbiquí",
      "outlier_distance_km": 17074.2,
      "second_furthest_km": 6147.2,
      "clarity_ratio": 2.78,
      "median_distance_km": 4342.2,
      "distances_to_centroid": {
        "Cranbourne East": 3547.5,
        "Coorparoo": 4342.2,
        "Manukau City": 6147.2,
        "Hobart": 3801.9,
        "Timbiquí": 17074.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cranbourne East: (-38.12°, 145.30°)",
      "  Coorparoo: (-27.49°, 153.06°)",
      "  Manukau City: (-36.99°, 174.88°)",
      "  Hobart: (-42.88°, 147.33°)",
      "  Timbiquí: (2.77°, -77.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Timbiquí: 17074.2 km from centroid",
      "  Manukau City: 6147.2 km from centroid",
      "  Coorparoo: 4342.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Timbiquí",
      "FINAL ANSWER: Timbiquí"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -0.33316,
        "lon": 37.64587,
        "name": "Chuka"
      },
      {
        "lat": -28.52423,
        "lon": 28.81582,
        "name": "Phuthaditjhaba"
      },
      {
        "lat": -28.78301,
        "lon": 32.03768,
        "name": "Richards Bay"
      },
      {
        "lat": 6.66819,
        "lon": 9.16453,
        "name": "Obudu"
      },
      {
        "lat": -9.33806,
        "lon": -38.25472,
        "name": "Glória"
      }
    ],
    "question": "Which location is the geographic outlier among: Chuka, Phuthaditjhaba, Richards Bay, Obudu, Glória?",
    "ground_truth": {
      "answer": "Glória",
      "outlier_distance_km": 5696.6,
      "second_furthest_km": 2928.4,
      "clarity_ratio": 1.95,
      "median_distance_km": 2645.1,
      "distances_to_centroid": {
        "Chuka": 2928.4,
        "Phuthaditjhaba": 2398.2,
        "Richards Bay": 2645.1,
        "Obudu": 2147.0,
        "Glória": 5696.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chuka: (-0.33°, 37.65°)",
      "  Phuthaditjhaba: (-28.52°, 28.82°)",
      "  Richards Bay: (-28.78°, 32.04°)",
      "  Obudu: (6.67°, 9.16°)",
      "  Glória: (-9.34°, -38.25°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glória: 5696.6 km from centroid",
      "  Chuka: 2928.4 km from centroid",
      "  Richards Bay: 2645.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glória",
      "FINAL ANSWER: Glória"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.56839,
        "lon": -73.20568,
        "name": "Beloeil"
      },
      {
        "lat": 17.98625,
        "lon": -92.93928,
        "name": "Villahermosa"
      },
      {
        "lat": 37.90631,
        "lon": -122.06496,
        "name": "Walnut Creek"
      },
      {
        "lat": 44.82774,
        "lon": -92.94382,
        "name": "Cottage Grove"
      },
      {
        "lat": 48.85029,
        "lon": 2.14523,
        "name": "La Celle-Saint-Cloud"
      }
    ],
    "question": "Which location is the geographic outlier among: Beloeil, Villahermosa, Walnut Creek, Cottage Grove, La Celle-Saint-Cloud?",
    "ground_truth": {
      "answer": "La Celle-Saint-Cloud",
      "outlier_distance_km": 6058.6,
      "second_furthest_km": 3985.6,
      "clarity_ratio": 1.52,
      "median_distance_km": 2866.0,
      "distances_to_centroid": {
        "Beloeil": 757.9,
        "Villahermosa": 2866.0,
        "Walnut Creek": 3985.6,
        "Cottage Grove": 1553.8,
        "La Celle-Saint-Cloud": 6058.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Beloeil: (45.57°, -73.21°)",
      "  Villahermosa: (17.99°, -92.94°)",
      "  Walnut Creek: (37.91°, -122.06°)",
      "  Cottage Grove: (44.83°, -92.94°)",
      "  La Celle-Saint-Cloud: (48.85°, 2.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  La Celle-Saint-Cloud: 6058.6 km from centroid",
      "  Walnut Creek: 3985.6 km from centroid",
      "  Villahermosa: 2866.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: La Celle-Saint-Cloud",
      "FINAL ANSWER: La Celle-Saint-Cloud"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.52806,
        "lon": 37.59917,
        "name": "Drozhzhino"
      },
      {
        "lat": 50.14264,
        "lon": 19.13149,
        "name": "Lędziny"
      },
      {
        "lat": 51.3025,
        "lon": 37.84613,
        "name": "Staryy Oskol"
      },
      {
        "lat": 46.37049,
        "lon": 6.47985,
        "name": "Thonon-les-Bains"
      },
      {
        "lat": 7.43636,
        "lon": 5.45925,
        "name": "Emure-Ekiti"
      }
    ],
    "question": "Which location is the geographic outlier among: Drozhzhino, Lędziny, Staryy Oskol, Thonon-les-Bains, Emure-Ekiti?",
    "ground_truth": {
      "answer": "Emure-Ekiti",
      "outlier_distance_km": 4162.8,
      "second_furthest_km": 1896.3,
      "clarity_ratio": 2.2,
      "median_distance_km": 1613.5,
      "distances_to_centroid": {
        "Drozhzhino": 1896.3,
        "Lędziny": 903.6,
        "Staryy Oskol": 1613.5,
        "Thonon-les-Bains": 1267.6,
        "Emure-Ekiti": 4162.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Drozhzhino: (55.53°, 37.60°)",
      "  Lędziny: (50.14°, 19.13°)",
      "  Staryy Oskol: (51.30°, 37.85°)",
      "  Thonon-les-Bains: (46.37°, 6.48°)",
      "  Emure-Ekiti: (7.44°, 5.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Emure-Ekiti: 4162.8 km from centroid",
      "  Drozhzhino: 1896.3 km from centroid",
      "  Staryy Oskol: 1613.5 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": -38.11342,
        "lon": 145.28326,
        "name": "Cranbourne"
      },
      {
        "lat": -39.93333,
        "lon": 175.05,
        "name": "Whanganui"
      },
      {
        "lat": -37.71667,
        "lon": 145.0,
        "name": "Reservoir"
      },
      {
        "lat": -34.75155,
        "lon": 149.72086,
        "name": "Goulburn"
      },
      {
        "lat": -34.64203,
        "lon": -60.47124,
        "name": "Chacabuco"
      }
    ],
    "question": "Which location is the geographic outlier among: Cranbourne, Whanganui, Reservoir, Goulburn, Chacabuco?",
    "ground_truth": {
      "answer": "Chacabuco",
      "outlier_distance_km": 11995.7,
      "second_furthest_km": 5468.9,
      "clarity_ratio": 2.19,
      "median_distance_km": 3480.6,
      "distances_to_centroid": {
        "Cranbourne": 3013.8,
        "Whanganui": 5468.9,
        "Reservoir": 2996.0,
        "Goulburn": 3480.6,
        "Chacabuco": 11995.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cranbourne: (-38.11°, 145.28°)",
      "  Whanganui: (-39.93°, 175.05°)",
      "  Reservoir: (-37.72°, 145.00°)",
      "  Goulburn: (-34.75°, 149.72°)",
      "  Chacabuco: (-34.64°, -60.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chacabuco: 11995.7 km from centroid",
      "  Whanganui: 5468.9 km from centroid",
      "  Goulburn: 3480.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chacabuco",
      "FINAL ANSWER: Chacabuco"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -29.63806,
        "lon": -51.00694,
        "name": "Sapiranga"
      },
      {
        "lat": -5.61278,
        "lon": -38.76694,
        "name": "Jaguaretama"
      },
      {
        "lat": -35.6593,
        "lon": -63.75787,
        "name": "General Pico"
      },
      {
        "lat": -25.51626,
        "lon": -48.52537,
        "name": "Paranaguá"
      },
      {
        "lat": 46.23958,
        "lon": -119.10057,
        "name": "Pasco"
      }
    ],
    "question": "Which location is the geographic outlier among: Sapiranga, Jaguaretama, General Pico, Paranaguá, Pasco?",
    "ground_truth": {
      "answer": "Pasco",
      "outlier_distance_km": 8292.0,
      "second_furthest_km": 2849.4,
      "clarity_ratio": 2.91,
      "median_distance_km": 2846.8,
      "distances_to_centroid": {
        "Sapiranga": 2576.1,
        "Jaguaretama": 2846.8,
        "General Pico": 2849.4,
        "Paranaguá": 2388.4,
        "Pasco": 8292.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sapiranga: (-29.64°, -51.01°)",
      "  Jaguaretama: (-5.61°, -38.77°)",
      "  General Pico: (-35.66°, -63.76°)",
      "  Paranaguá: (-25.52°, -48.53°)",
      "  Pasco: (46.24°, -119.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pasco: 8292.0 km from centroid",
      "  General Pico: 2849.4 km from centroid",
      "  Jaguaretama: 2846.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pasco",
      "FINAL ANSWER: Pasco"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.785,
        "lon": -53.07333,
        "name": "Cruzeiro do Oeste"
      },
      {
        "lat": -19.76694,
        "lon": -44.08667,
        "name": "Ribeirão das Neves"
      },
      {
        "lat": -35.63884,
        "lon": -59.77938,
        "name": "Saladillo"
      },
      {
        "lat": -33.59473,
        "lon": -71.60746,
        "name": "San Antonio"
      },
      {
        "lat": 54.46405,
        "lon": 17.02872,
        "name": "Słupsk"
      }
    ],
    "question": "Which location is the geographic outlier among: Cruzeiro do Oeste, Ribeirão das Neves, Saladillo, San Antonio, Słupsk?",
    "ground_truth": {
      "answer": "Słupsk",
      "outlier_distance_km": 9203.9,
      "second_furthest_km": 3846.1,
      "clarity_ratio": 2.39,
      "median_distance_km": 3193.4,
      "distances_to_centroid": {
        "Cruzeiro do Oeste": 1763.8,
        "Ribeirão das Neves": 920.9,
        "Saladillo": 3193.4,
        "San Antonio": 3846.1,
        "Słupsk": 9203.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cruzeiro do Oeste: (-23.79°, -53.07°)",
      "  Ribeirão das Neves: (-19.77°, -44.09°)",
      "  Saladillo: (-35.64°, -59.78°)",
      "  San Antonio: (-33.59°, -71.61°)",
      "  Słupsk: (54.46°, 17.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Słupsk: 9203.9 km from centroid",
      "  San Antonio: 3846.1 km from centroid",
      "  Saladillo: 3193.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Słupsk",
      "FINAL ANSWER: Słupsk"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.45278,
        "lon": -2.50833,
        "name": "Kingswood"
      },
      {
        "lat": 43.72254,
        "lon": 7.11183,
        "name": "Vence"
      },
      {
        "lat": 55.1611,
        "lon": 61.42877,
        "name": "Chelyabinsk"
      },
      {
        "lat": 58.07756,
        "lon": 60.7202,
        "name": "Nizhnyaya Salda"
      },
      {
        "lat": -27.53221,
        "lon": 153.22889,
        "name": "Alexandra Hills"
      }
    ],
    "question": "Which location is the geographic outlier among: Kingswood, Vence, Chelyabinsk, Nizhnyaya Salda, Alexandra Hills?",
    "ground_truth": {
      "answer": "Alexandra Hills",
      "outlier_distance_km": 12374.1,
      "second_furthest_km": 4845.6,
      "clarity_ratio": 2.55,
      "median_distance_km": 4188.3,
      "distances_to_centroid": {
        "Kingswood": 4845.6,
        "Vence": 4188.3,
        "Chelyabinsk": 2151.2,
        "Nizhnyaya Salda": 2459.9,
        "Alexandra Hills": 12374.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kingswood: (51.45°, -2.51°)",
      "  Vence: (43.72°, 7.11°)",
      "  Chelyabinsk: (55.16°, 61.43°)",
      "  Nizhnyaya Salda: (58.08°, 60.72°)",
      "  Alexandra Hills: (-27.53°, 153.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alexandra Hills: 12374.1 km from centroid",
      "  Kingswood: 4845.6 km from centroid",
      "  Vence: 4188.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alexandra Hills",
      "FINAL ANSWER: Alexandra Hills"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -15.79444,
        "lon": -48.77583,
        "name": "Cocalzinho de Goiás"
      },
      {
        "lat": -21.51472,
        "lon": -51.43361,
        "name": "Junqueirópolis"
      },
      {
        "lat": -34.47513,
        "lon": -58.75367,
        "name": "Tortuguitas"
      },
      {
        "lat": -3.12873,
        "lon": -58.15501,
        "name": "Urucurituba"
      },
      {
        "lat": 52.40881,
        "lon": 7.97288,
        "name": "Bramsche"
      }
    ],
    "question": "Which location is the geographic outlier among: Cocalzinho de Goiás, Junqueirópolis, Tortuguitas, Urucurituba, Bramsche?",
    "ground_truth": {
      "answer": "Bramsche",
      "outlier_distance_km": 7862.7,
      "second_furthest_km": 3762.2,
      "clarity_ratio": 2.09,
      "median_distance_km": 2157.0,
      "distances_to_centroid": {
        "Cocalzinho de Goiás": 1467.3,
        "Junqueirópolis": 2157.0,
        "Tortuguitas": 3762.2,
        "Urucurituba": 1817.7,
        "Bramsche": 7862.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cocalzinho de Goiás: (-15.79°, -48.78°)",
      "  Junqueirópolis: (-21.51°, -51.43°)",
      "  Tortuguitas: (-34.48°, -58.75°)",
      "  Urucurituba: (-3.13°, -58.16°)",
      "  Bramsche: (52.41°, 7.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bramsche: 7862.7 km from centroid",
      "  Tortuguitas: 3762.2 km from centroid",
      "  Junqueirópolis: 2157.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bramsche",
      "FINAL ANSWER: Bramsche"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.80413,
        "lon": -93.16689,
        "name": "Eagan"
      },
      {
        "lat": 20.73072,
        "lon": -105.28257,
        "name": "Mezcales"
      },
      {
        "lat": 34.01949,
        "lon": -118.49138,
        "name": "Santa Monica"
      },
      {
        "lat": 37.5841,
        "lon": -122.36608,
        "name": "Burlingame"
      },
      {
        "lat": 24.8,
        "lon": 113.58333,
        "name": "Shaoguan"
      }
    ],
    "question": "Which location is the geographic outlier among: Eagan, Mezcales, Santa Monica, Burlingame, Shaoguan?",
    "ground_truth": {
      "answer": "Shaoguan",
      "outlier_distance_km": 13654.7,
      "second_furthest_km": 5164.9,
      "clarity_ratio": 2.64,
      "median_distance_km": 4909.3,
      "distances_to_centroid": {
        "Eagan": 2778.9,
        "Mezcales": 4169.5,
        "Santa Monica": 4909.3,
        "Burlingame": 5164.9,
        "Shaoguan": 13654.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Eagan: (44.80°, -93.17°)",
      "  Mezcales: (20.73°, -105.28°)",
      "  Santa Monica: (34.02°, -118.49°)",
      "  Burlingame: (37.58°, -122.37°)",
      "  Shaoguan: (24.80°, 113.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shaoguan: 13654.7 km from centroid",
      "  Burlingame: 5164.9 km from centroid",
      "  Santa Monica: 4909.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shaoguan",
      "FINAL ANSWER: Shaoguan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.8327,
        "lon": 5.7934,
        "name": "Lindenholt"
      },
      {
        "lat": 39.85316,
        "lon": 3.12138,
        "name": "Alcúdia"
      },
      {
        "lat": 42.69764,
        "lon": 2.89541,
        "name": "Perpignan"
      },
      {
        "lat": 40.45178,
        "lon": -3.58667,
        "name": "Alameda de Osuna"
      },
      {
        "lat": 39.7,
        "lon": 141.15,
        "name": "Morioka"
      }
    ],
    "question": "Which location is the geographic outlier among: Lindenholt, Alcúdia, Perpignan, Alameda de Osuna, Morioka?",
    "ground_truth": {
      "answer": "Morioka",
      "outlier_distance_km": 8526.4,
      "second_furthest_km": 2773.9,
      "clarity_ratio": 3.07,
      "median_distance_km": 2248.1,
      "distances_to_centroid": {
        "Lindenholt": 2053.6,
        "Alcúdia": 2248.1,
        "Perpignan": 2191.7,
        "Alameda de Osuna": 2773.9,
        "Morioka": 8526.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lindenholt: (51.83°, 5.79°)",
      "  Alcúdia: (39.85°, 3.12°)",
      "  Perpignan: (42.70°, 2.90°)",
      "  Alameda de Osuna: (40.45°, -3.59°)",
      "  Morioka: (39.70°, 141.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Morioka: 8526.4 km from centroid",
      "  Alameda de Osuna: 2773.9 km from centroid",
      "  Alcúdia: 2248.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Morioka",
      "FINAL ANSWER: Morioka"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.96014,
        "lon": 2.87885,
        "name": "Meaux"
      },
      {
        "lat": 43.64561,
        "lon": 0.58856,
        "name": "Auch"
      },
      {
        "lat": 51.33705,
        "lon": -0.74261,
        "name": "Camberley"
      },
      {
        "lat": 50.68135,
        "lon": 8.30369,
        "name": "Herborn"
      },
      {
        "lat": -37.75819,
        "lon": 145.00583,
        "name": "Thornbury"
      }
    ],
    "question": "Which location is the geographic outlier among: Meaux, Auch, Camberley, Herborn, Thornbury?",
    "ground_truth": {
      "answer": "Thornbury",
      "outlier_distance_km": 14037.3,
      "second_furthest_km": 3423.0,
      "clarity_ratio": 4.1,
      "median_distance_km": 3070.0,
      "distances_to_centroid": {
        "Meaux": 3070.0,
        "Auch": 3002.2,
        "Camberley": 3423.0,
        "Herborn": 2857.3,
        "Thornbury": 14037.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Meaux: (48.96°, 2.88°)",
      "  Auch: (43.65°, 0.59°)",
      "  Camberley: (51.34°, -0.74°)",
      "  Herborn: (50.68°, 8.30°)",
      "  Thornbury: (-37.76°, 145.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Thornbury: 14037.3 km from centroid",
      "  Camberley: 3423.0 km from centroid",
      "  Meaux: 3070.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Thornbury",
      "FINAL ANSWER: Thornbury"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -0.15667,
        "lon": -50.38667,
        "name": "Afuá"
      },
      {
        "lat": -28.93575,
        "lon": -49.49538,
        "name": "Araranguá"
      },
      {
        "lat": -39.64355,
        "lon": -72.33269,
        "name": "Panguipulli"
      },
      {
        "lat": -34.46971,
        "lon": -58.52111,
        "name": "San Isidro"
      },
      {
        "lat": 47.80527,
        "lon": -122.24064,
        "name": "Bothell West"
      }
    ],
    "question": "Which location is the geographic outlier among: Afuá, Araranguá, Panguipulli, San Isidro, Bothell West?",
    "ground_truth": {
      "answer": "Bothell West",
      "outlier_distance_km": 8288.0,
      "second_furthest_km": 3180.7,
      "clarity_ratio": 2.61,
      "median_distance_km": 2956.4,
      "distances_to_centroid": {
        "Afuá": 2541.7,
        "Araranguá": 2956.4,
        "Panguipulli": 3180.7,
        "San Isidro": 2874.5,
        "Bothell West": 8288.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Afuá: (-0.16°, -50.39°)",
      "  Araranguá: (-28.94°, -49.50°)",
      "  Panguipulli: (-39.64°, -72.33°)",
      "  San Isidro: (-34.47°, -58.52°)",
      "  Bothell West: (47.81°, -122.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bothell West: 8288.0 km from centroid",
      "  Panguipulli: 3180.7 km from centroid",
      "  Araranguá: 2956.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bothell West",
      "FINAL ANSWER: Bothell West"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 60.15328,
        "lon": 59.95205,
        "name": "Severoural’sk"
      },
      {
        "lat": 42.66123,
        "lon": 13.69901,
        "name": "Teramo"
      },
      {
        "lat": 37.65896,
        "lon": -5.52751,
        "name": "Lora del Río"
      },
      {
        "lat": 49.11624,
        "lon": -1.09031,
        "name": "Saint-Lô"
      },
      {
        "lat": 36.16667,
        "lon": 139.53333,
        "name": "Hanyū"
      }
    ],
    "question": "Which location is the geographic outlier among: Severoural’sk, Teramo, Lora del Río, Saint-Lô, Hanyū?",
    "ground_truth": {
      "answer": "Hanyū",
      "outlier_distance_km": 7817.7,
      "second_furthest_km": 3937.1,
      "clarity_ratio": 1.99,
      "median_distance_km": 3195.1,
      "distances_to_centroid": {
        "Severoural’sk": 2073.4,
        "Teramo": 2218.5,
        "Lora del Río": 3937.1,
        "Saint-Lô": 3195.1,
        "Hanyū": 7817.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Severoural’sk: (60.15°, 59.95°)",
      "  Teramo: (42.66°, 13.70°)",
      "  Lora del Río: (37.66°, -5.53°)",
      "  Saint-Lô: (49.12°, -1.09°)",
      "  Hanyū: (36.17°, 139.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hanyū: 7817.7 km from centroid",
      "  Lora del Río: 3937.1 km from centroid",
      "  Saint-Lô: 3195.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hanyū",
      "FINAL ANSWER: Hanyū"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.40639,
        "lon": -70.85834,
        "name": "Rengo"
      },
      {
        "lat": -27.39184,
        "lon": -55.92379,
        "name": "Posadas"
      },
      {
        "lat": -9.93361,
        "lon": -36.55417,
        "name": "São Sebastião"
      },
      {
        "lat": 9.7174,
        "lon": -75.12023,
        "name": "El Carmen de Bolívar"
      },
      {
        "lat": 26.65817,
        "lon": 31.67137,
        "name": "Sāqultah"
      }
    ],
    "question": "Which location is the geographic outlier among: Rengo, Posadas, São Sebastião, El Carmen de Bolívar, Sāqultah?",
    "ground_truth": {
      "answer": "Sāqultah",
      "outlier_distance_km": 8700.9,
      "second_furthest_km": 4285.4,
      "clarity_ratio": 2.03,
      "median_distance_km": 4179.7,
      "distances_to_centroid": {
        "Rengo": 4285.4,
        "Posadas": 2732.3,
        "São Sebastião": 616.6,
        "El Carmen de Bolívar": 4179.7,
        "Sāqultah": 8700.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rengo: (-34.41°, -70.86°)",
      "  Posadas: (-27.39°, -55.92°)",
      "  São Sebastião: (-9.93°, -36.55°)",
      "  El Carmen de Bolívar: (9.72°, -75.12°)",
      "  Sāqultah: (26.66°, 31.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sāqultah: 8700.9 km from centroid",
      "  Rengo: 4285.4 km from centroid",
      "  El Carmen de Bolívar: 4179.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sāqultah",
      "FINAL ANSWER: Sāqultah"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.07758,
        "lon": 145.29871,
        "name": "Cranbourne North"
      },
      {
        "lat": -34.91119,
        "lon": 138.70735,
        "name": "Adelaide Hills"
      },
      {
        "lat": -33.73333,
        "lon": 150.88333,
        "name": "Quakers Hill"
      },
      {
        "lat": -37.74981,
        "lon": 144.9109,
        "name": "Essendon"
      },
      {
        "lat": 47.51659,
        "lon": -52.78135,
        "name": "Mount Pearl"
      }
    ],
    "question": "Which location is the geographic outlier among: Cranbourne North, Adelaide Hills, Quakers Hill, Essendon, Mount Pearl?",
    "ground_truth": {
      "answer": "Mount Pearl",
      "outlier_distance_km": 16318.0,
      "second_furthest_km": 4752.8,
      "clarity_ratio": 3.43,
      "median_distance_km": 4363.9,
      "distances_to_centroid": {
        "Cranbourne North": 4363.9,
        "Adelaide Hills": 3694.7,
        "Quakers Hill": 4752.8,
        "Essendon": 4320.7,
        "Mount Pearl": 16318.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cranbourne North: (-38.08°, 145.30°)",
      "  Adelaide Hills: (-34.91°, 138.71°)",
      "  Quakers Hill: (-33.73°, 150.88°)",
      "  Essendon: (-37.75°, 144.91°)",
      "  Mount Pearl: (47.52°, -52.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mount Pearl: 16318.0 km from centroid",
      "  Quakers Hill: 4752.8 km from centroid",
      "  Cranbourne North: 4363.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mount Pearl",
      "FINAL ANSWER: Mount Pearl"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -0.75675,
        "lon": 34.59833,
        "name": "Rongo"
      },
      {
        "lat": -30.64966,
        "lon": 24.0123,
        "name": "De Aar"
      },
      {
        "lat": -33.83136,
        "lon": 20.05595,
        "name": "Ashton"
      },
      {
        "lat": 10.48536,
        "lon": 5.14501,
        "name": "Ibeto"
      },
      {
        "lat": -33.73333,
        "lon": 150.93284,
        "name": "Glenwood"
      }
    ],
    "question": "Which location is the geographic outlier among: Rongo, De Aar, Ashton, Ibeto, Glenwood?",
    "ground_truth": {
      "answer": "Glenwood",
      "outlier_distance_km": 10151.8,
      "second_furthest_km": 5558.2,
      "clarity_ratio": 1.83,
      "median_distance_km": 3219.3,
      "distances_to_centroid": {
        "Rongo": 2317.6,
        "De Aar": 2727.4,
        "Ashton": 3219.3,
        "Ibeto": 5558.2,
        "Glenwood": 10151.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rongo: (-0.76°, 34.60°)",
      "  De Aar: (-30.65°, 24.01°)",
      "  Ashton: (-33.83°, 20.06°)",
      "  Ibeto: (10.49°, 5.15°)",
      "  Glenwood: (-33.73°, 150.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glenwood: 10151.8 km from centroid",
      "  Ibeto: 5558.2 km from centroid",
      "  Ashton: 3219.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glenwood",
      "FINAL ANSWER: Glenwood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.64637,
        "lon": 130.99068,
        "name": "Soo"
      },
      {
        "lat": 10.455,
        "lon": 124.0106,
        "name": "Compostela"
      },
      {
        "lat": 36.36417,
        "lon": 119.07694,
        "name": "Linghe"
      },
      {
        "lat": 5.48333,
        "lon": 100.38333,
        "name": "Kampung Teluk Air Tawar"
      },
      {
        "lat": -3.8325,
        "lon": -45.1525,
        "name": "Pio XII"
      }
    ],
    "question": "Which location is the geographic outlier among: Soo, Compostela, Linghe, Kampung Teluk Air Tawar, Pio XII?",
    "ground_truth": {
      "answer": "Pio XII",
      "outlier_distance_km": 14497.1,
      "second_furthest_km": 4867.2,
      "clarity_ratio": 2.98,
      "median_distance_km": 4169.4,
      "distances_to_centroid": {
        "Soo": 4867.2,
        "Compostela": 4169.4,
        "Linghe": 3979.4,
        "Kampung Teluk Air Tawar": 1970.2,
        "Pio XII": 14497.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Soo: (31.65°, 130.99°)",
      "  Compostela: (10.46°, 124.01°)",
      "  Linghe: (36.36°, 119.08°)",
      "  Kampung Teluk Air Tawar: (5.48°, 100.38°)",
      "  Pio XII: (-3.83°, -45.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pio XII: 14497.1 km from centroid",
      "  Soo: 4867.2 km from centroid",
      "  Compostela: 4169.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pio XII",
      "FINAL ANSWER: Pio XII"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.40304,
        "lon": 134.77118,
        "name": "Yabu"
      },
      {
        "lat": -7.61278,
        "lon": 110.78389,
        "name": "Baki"
      },
      {
        "lat": 21.65921,
        "lon": 109.20011,
        "name": "Hepu"
      },
      {
        "lat": 34.20442,
        "lon": 117.28386,
        "name": "Xuzhou"
      },
      {
        "lat": -13.03667,
        "lon": -46.77167,
        "name": "Campos Belos"
      }
    ],
    "question": "Which location is the geographic outlier among: Yabu, Baki, Hepu, Xuzhou, Campos Belos?",
    "ground_truth": {
      "answer": "Campos Belos",
      "outlier_distance_km": 14815.8,
      "second_furthest_km": 5479.1,
      "clarity_ratio": 2.7,
      "median_distance_km": 3930.9,
      "distances_to_centroid": {
        "Yabu": 5479.1,
        "Baki": 3728.4,
        "Hepu": 2685.0,
        "Xuzhou": 3930.9,
        "Campos Belos": 14815.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yabu: (35.40°, 134.77°)",
      "  Baki: (-7.61°, 110.78°)",
      "  Hepu: (21.66°, 109.20°)",
      "  Xuzhou: (34.20°, 117.28°)",
      "  Campos Belos: (-13.04°, -46.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Campos Belos: 14815.8 km from centroid",
      "  Yabu: 5479.1 km from centroid",
      "  Xuzhou: 3930.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Campos Belos",
      "FINAL ANSWER: Campos Belos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.68866,
        "lon": 21.77058,
        "name": "Krosno"
      },
      {
        "lat": 53.16495,
        "lon": -1.19384,
        "name": "Mansfield Woodhouse"
      },
      {
        "lat": 52.96572,
        "lon": 10.56111,
        "name": "Uelzen"
      },
      {
        "lat": 41.19997,
        "lon": 1.5683,
        "name": "Calafell"
      },
      {
        "lat": 41.1476,
        "lon": -73.98931,
        "name": "New City"
      }
    ],
    "question": "Which location is the geographic outlier among: Krosno, Mansfield Woodhouse, Uelzen, Calafell, New City?",
    "ground_truth": {
      "answer": "New City",
      "outlier_distance_km": 5114.5,
      "second_furthest_km": 2202.3,
      "clarity_ratio": 2.32,
      "median_distance_km": 1456.6,
      "distances_to_centroid": {
        "Krosno": 2202.3,
        "Mansfield Woodhouse": 792.3,
        "Uelzen": 1456.6,
        "Calafell": 1057.1,
        "New City": 5114.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Krosno: (49.69°, 21.77°)",
      "  Mansfield Woodhouse: (53.16°, -1.19°)",
      "  Uelzen: (52.97°, 10.56°)",
      "  Calafell: (41.20°, 1.57°)",
      "  New City: (41.15°, -73.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  New City: 5114.5 km from centroid",
      "  Krosno: 2202.3 km from centroid",
      "  Uelzen: 1456.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: New City",
      "FINAL ANSWER: New City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.66819,
        "lon": 9.16453,
        "name": "Obudu"
      },
      {
        "lat": -28.78301,
        "lon": 32.03768,
        "name": "Richards Bay"
      },
      {
        "lat": 27.25738,
        "lon": 33.81291,
        "name": "Hurghada"
      },
      {
        "lat": -1.08083,
        "lon": 35.87111,
        "name": "Narok"
      },
      {
        "lat": 34.97528,
        "lon": 127.58917,
        "name": "Kwangyang"
      }
    ],
    "question": "Which location is the geographic outlier among: Obudu, Richards Bay, Hurghada, Narok, Kwangyang?",
    "ground_truth": {
      "answer": "Kwangyang",
      "outlier_distance_km": 8592.3,
      "second_furthest_km": 4401.5,
      "clarity_ratio": 1.95,
      "median_distance_km": 4250.7,
      "distances_to_centroid": {
        "Obudu": 4250.7,
        "Richards Bay": 4401.5,
        "Hurghada": 2610.7,
        "Narok": 1641.9,
        "Kwangyang": 8592.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Obudu: (6.67°, 9.16°)",
      "  Richards Bay: (-28.78°, 32.04°)",
      "  Hurghada: (27.26°, 33.81°)",
      "  Narok: (-1.08°, 35.87°)",
      "  Kwangyang: (34.98°, 127.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kwangyang: 8592.3 km from centroid",
      "  Richards Bay: 4401.5 km from centroid",
      "  Obudu: 4250.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kwangyang",
      "FINAL ANSWER: Kwangyang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.70773,
        "lon": 6.43402,
        "name": "Kwale"
      },
      {
        "lat": 30.03103,
        "lon": 31.11109,
        "name": "Kirdāsah"
      },
      {
        "lat": 7.50251,
        "lon": 5.06258,
        "name": "Igbara-Odo"
      },
      {
        "lat": 4.92675,
        "lon": 6.26764,
        "name": "Yenagoa"
      },
      {
        "lat": 41.51198,
        "lon": -87.96561,
        "name": "New Lenox"
      }
    ],
    "question": "Which location is the geographic outlier among: Kwale, Kirdāsah, Igbara-Odo, Yenagoa, New Lenox?",
    "ground_truth": {
      "answer": "New Lenox",
      "outlier_distance_km": 7891.9,
      "second_furthest_km": 4153.8,
      "clarity_ratio": 1.9,
      "median_distance_km": 2106.5,
      "distances_to_centroid": {
        "Kwale": 2060.1,
        "Kirdāsah": 4153.8,
        "Igbara-Odo": 1814.2,
        "Yenagoa": 2106.5,
        "New Lenox": 7891.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kwale: (5.71°, 6.43°)",
      "  Kirdāsah: (30.03°, 31.11°)",
      "  Igbara-Odo: (7.50°, 5.06°)",
      "  Yenagoa: (4.93°, 6.27°)",
      "  New Lenox: (41.51°, -87.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  New Lenox: 7891.9 km from centroid",
      "  Kirdāsah: 4153.8 km from centroid",
      "  Yenagoa: 2106.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: New Lenox",
      "FINAL ANSWER: New Lenox"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.88165,
        "lon": 47.63919,
        "name": "Kaspiysk"
      },
      {
        "lat": 41.3845,
        "lon": 2.18152,
        "name": "Sant Pere, Santa Caterina i La Ribera"
      },
      {
        "lat": 43.30047,
        "lon": 5.40563,
        "name": "La Blancarde"
      },
      {
        "lat": 53.50291,
        "lon": -1.3458,
        "name": "Wath upon Dearne"
      },
      {
        "lat": 26.8589,
        "lon": 100.914,
        "name": "Zhanhe"
      }
    ],
    "question": "Which location is the geographic outlier among: Kaspiysk, Sant Pere, Santa Caterina i La Ribera, La Blancarde, Wath upon Dearne, Zhanhe?",
    "ground_truth": {
      "answer": "Zhanhe",
      "outlier_distance_km": 6459.3,
      "second_furthest_km": 2730.0,
      "clarity_ratio": 2.37,
      "median_distance_km": 2386.0,
      "distances_to_centroid": {
        "Kaspiysk": 1378.5,
        "Sant Pere, Santa Caterina i La Ribera": 2386.0,
        "La Blancarde": 2097.2,
        "Wath upon Dearne": 2730.0,
        "Zhanhe": 6459.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kaspiysk: (42.88°, 47.64°)",
      "  Sant Pere, Santa Caterina i La Ribera: (41.38°, 2.18°)",
      "  La Blancarde: (43.30°, 5.41°)",
      "  Wath upon Dearne: (53.50°, -1.35°)",
      "  Zhanhe: (26.86°, 100.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zhanhe: 6459.3 km from centroid",
      "  Wath upon Dearne: 2730.0 km from centroid",
      "  Sant Pere, Santa Caterina i La Ribera: 2386.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zhanhe",
      "FINAL ANSWER: Zhanhe"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.81843,
        "lon": -73.14372,
        "name": "West Torrington"
      },
      {
        "lat": 19.27127,
        "lon": -99.45787,
        "name": "Ocoyoacac"
      },
      {
        "lat": 19.32932,
        "lon": -98.1664,
        "name": "Contla"
      },
      {
        "lat": 27.50641,
        "lon": -99.50754,
        "name": "Laredo"
      },
      {
        "lat": 4.75477,
        "lon": 115.01011,
        "name": "Limbang"
      }
    ],
    "question": "Which location is the geographic outlier among: West Torrington, Ocoyoacac, Contla, Laredo, Limbang?",
    "ground_truth": {
      "answer": "Limbang",
      "outlier_distance_km": 16623.2,
      "second_furthest_km": 5020.0,
      "clarity_ratio": 3.31,
      "median_distance_km": 4886.4,
      "distances_to_centroid": {
        "West Torrington": 2968.9,
        "Ocoyoacac": 5020.0,
        "Contla": 4886.4,
        "Laredo": 4883.4,
        "Limbang": 16623.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  West Torrington: (41.82°, -73.14°)",
      "  Ocoyoacac: (19.27°, -99.46°)",
      "  Contla: (19.33°, -98.17°)",
      "  Laredo: (27.51°, -99.51°)",
      "  Limbang: (4.75°, 115.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Limbang: 16623.2 km from centroid",
      "  Ocoyoacac: 5020.0 km from centroid",
      "  Contla: 4886.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Limbang",
      "FINAL ANSWER: Limbang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.88076,
        "lon": 27.39377,
        "name": "Qonce"
      },
      {
        "lat": 9.61524,
        "lon": 6.54776,
        "name": "Minna"
      },
      {
        "lat": 31.01887,
        "lon": 33.0098,
        "name": "Bi’r al ‘Abd"
      },
      {
        "lat": 26.33721,
        "lon": 31.89295,
        "name": "Girga"
      },
      {
        "lat": -38.07758,
        "lon": 145.29871,
        "name": "Cranbourne North"
      }
    ],
    "question": "Which location is the geographic outlier among: Qonce, Minna, Bi’r al ‘Abd, Girga, Cranbourne North?",
    "ground_truth": {
      "answer": "Cranbourne North",
      "outlier_distance_km": 10518.5,
      "second_furthest_km": 4821.3,
      "clarity_ratio": 2.18,
      "median_distance_km": 4213.1,
      "distances_to_centroid": {
        "Qonce": 4213.1,
        "Minna": 4821.3,
        "Bi’r al ‘Abd": 3912.5,
        "Girga": 3521.7,
        "Cranbourne North": 10518.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Qonce: (-32.88°, 27.39°)",
      "  Minna: (9.62°, 6.55°)",
      "  Bi’r al ‘Abd: (31.02°, 33.01°)",
      "  Girga: (26.34°, 31.89°)",
      "  Cranbourne North: (-38.08°, 145.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cranbourne North: 10518.5 km from centroid",
      "  Minna: 4821.3 km from centroid",
      "  Qonce: 4213.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cranbourne North",
      "FINAL ANSWER: Cranbourne North"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.7068,
        "lon": 123.2087,
        "name": "Calabanga"
      },
      {
        "lat": 35.405,
        "lon": 116.58139,
        "name": "Jining"
      },
      {
        "lat": 34.36861,
        "lon": 117.115,
        "name": "Liuxin"
      },
      {
        "lat": 29.15196,
        "lon": 108.74289,
        "name": "Apengjiang"
      },
      {
        "lat": -23.83322,
        "lon": 30.16351,
        "name": "Tzaneen"
      }
    ],
    "question": "Which location is the geographic outlier among: Calabanga, Jining, Liuxin, Apengjiang, Tzaneen?",
    "ground_truth": {
      "answer": "Tzaneen",
      "outlier_distance_km": 8796.5,
      "second_furthest_km": 2610.8,
      "clarity_ratio": 3.37,
      "median_distance_km": 2608.4,
      "distances_to_centroid": {
        "Calabanga": 2610.8,
        "Jining": 2608.4,
        "Liuxin": 2565.6,
        "Apengjiang": 1598.3,
        "Tzaneen": 8796.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Calabanga: (13.71°, 123.21°)",
      "  Jining: (35.41°, 116.58°)",
      "  Liuxin: (34.37°, 117.11°)",
      "  Apengjiang: (29.15°, 108.74°)",
      "  Tzaneen: (-23.83°, 30.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tzaneen: 8796.5 km from centroid",
      "  Calabanga: 2610.8 km from centroid",
      "  Jining: 2608.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tzaneen",
      "FINAL ANSWER: Tzaneen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.12617,
        "lon": -82.92907,
        "name": "Westerville"
      },
      {
        "lat": 49.28333,
        "lon": -123.03333,
        "name": "Hastings-Sunrise"
      },
      {
        "lat": 25.87972,
        "lon": -97.50417,
        "name": "Heroica Matamoros"
      },
      {
        "lat": 41.13998,
        "lon": -104.82025,
        "name": "Cheyenne"
      },
      {
        "lat": -27.45556,
        "lon": -53.93194,
        "name": "Três Passos"
      }
    ],
    "question": "Which location is the geographic outlier among: Westerville, Hastings-Sunrise, Heroica Matamoros, Cheyenne, Três Passos?",
    "ground_truth": {
      "answer": "Três Passos",
      "outlier_distance_km": 7214.2,
      "second_furthest_km": 3707.5,
      "clarity_ratio": 1.95,
      "median_distance_km": 2051.7,
      "distances_to_centroid": {
        "Westerville": 1821.4,
        "Hastings-Sunrise": 3707.5,
        "Heroica Matamoros": 506.5,
        "Cheyenne": 2051.7,
        "Três Passos": 7214.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Westerville: (40.13°, -82.93°)",
      "  Hastings-Sunrise: (49.28°, -123.03°)",
      "  Heroica Matamoros: (25.88°, -97.50°)",
      "  Cheyenne: (41.14°, -104.82°)",
      "  Três Passos: (-27.46°, -53.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Três Passos: 7214.2 km from centroid",
      "  Hastings-Sunrise: 3707.5 km from centroid",
      "  Cheyenne: 2051.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Três Passos",
      "FINAL ANSWER: Três Passos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.52278,
        "lon": -36.44444,
        "name": "São Bento do Una"
      },
      {
        "lat": -18.03111,
        "lon": -41.685,
        "name": "Itambacuri"
      },
      {
        "lat": -29.71671,
        "lon": -52.50321,
        "name": "Vera Cruz"
      },
      {
        "lat": -29.44806,
        "lon": -50.58361,
        "name": "São Francisco de Paula"
      },
      {
        "lat": 29.21081,
        "lon": -81.02283,
        "name": "Daytona Beach"
      }
    ],
    "question": "Which location is the geographic outlier among: São Bento do Una, Itambacuri, Vera Cruz, São Francisco de Paula, Daytona Beach?",
    "ground_truth": {
      "answer": "Daytona Beach",
      "outlier_distance_km": 5449.0,
      "second_furthest_km": 2047.7,
      "clarity_ratio": 2.66,
      "median_distance_km": 2027.0,
      "distances_to_centroid": {
        "São Bento do Una": 1779.6,
        "Itambacuri": 1377.8,
        "Vera Cruz": 2047.7,
        "São Francisco de Paula": 2027.0,
        "Daytona Beach": 5449.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  São Bento do Una: (-8.52°, -36.44°)",
      "  Itambacuri: (-18.03°, -41.69°)",
      "  Vera Cruz: (-29.72°, -52.50°)",
      "  São Francisco de Paula: (-29.45°, -50.58°)",
      "  Daytona Beach: (29.21°, -81.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Daytona Beach: 5449.0 km from centroid",
      "  Vera Cruz: 2047.7 km from centroid",
      "  São Francisco de Paula: 2027.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Daytona Beach",
      "FINAL ANSWER: Daytona Beach"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.62028,
        "lon": -45.41306,
        "name": "Caraguatatuba"
      },
      {
        "lat": -16.70806,
        "lon": -49.09306,
        "name": "Senador Canedo"
      },
      {
        "lat": -25.11364,
        "lon": -64.12628,
        "name": "Joaquín V. González"
      },
      {
        "lat": -3.63333,
        "lon": -44.37667,
        "name": "Cantanhede"
      },
      {
        "lat": 14.05603,
        "lon": 101.37218,
        "name": "Thambon Na Mueang"
      }
    ],
    "question": "Which location is the geographic outlier among: Caraguatatuba, Senador Canedo, Joaquín V. González, Cantanhede, Thambon Na Mueang?",
    "ground_truth": {
      "answer": "Thambon Na Mueang",
      "outlier_distance_km": 13692.8,
      "second_furthest_km": 4863.2,
      "clarity_ratio": 2.82,
      "median_distance_km": 3166.3,
      "distances_to_centroid": {
        "Caraguatatuba": 3002.1,
        "Senador Canedo": 3166.3,
        "Joaquín V. González": 4863.2,
        "Cantanhede": 2774.0,
        "Thambon Na Mueang": 13692.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caraguatatuba: (-23.62°, -45.41°)",
      "  Senador Canedo: (-16.71°, -49.09°)",
      "  Joaquín V. González: (-25.11°, -64.13°)",
      "  Cantanhede: (-3.63°, -44.38°)",
      "  Thambon Na Mueang: (14.06°, 101.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Thambon Na Mueang: 13692.8 km from centroid",
      "  Joaquín V. González: 4863.2 km from centroid",
      "  Senador Canedo: 3166.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Thambon Na Mueang",
      "FINAL ANSWER: Thambon Na Mueang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.86667,
        "lon": 145.06667,
        "name": "Glen Iris"
      },
      {
        "lat": -34.91119,
        "lon": 138.70735,
        "name": "Adelaide Hills"
      },
      {
        "lat": -33.83902,
        "lon": 151.23956,
        "name": "Mosman"
      },
      {
        "lat": -37.66667,
        "lon": 145.06667,
        "name": "Mill Park"
      },
      {
        "lat": 8.71742,
        "lon": 76.72582,
        "name": "Vettūr"
      }
    ],
    "question": "Which location is the geographic outlier among: Glen Iris, Adelaide Hills, Mosman, Mill Park, Vettūr?",
    "ground_truth": {
      "answer": "Vettūr",
      "outlier_distance_km": 7103.9,
      "second_furthest_km": 2042.1,
      "clarity_ratio": 3.48,
      "median_distance_km": 1751.9,
      "distances_to_centroid": {
        "Glen Iris": 1751.9,
        "Adelaide Hills": 1113.7,
        "Mosman": 2042.1,
        "Mill Park": 1738.0,
        "Vettūr": 7103.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Glen Iris: (-37.87°, 145.07°)",
      "  Adelaide Hills: (-34.91°, 138.71°)",
      "  Mosman: (-33.84°, 151.24°)",
      "  Mill Park: (-37.67°, 145.07°)",
      "  Vettūr: (8.72°, 76.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vettūr: 7103.9 km from centroid",
      "  Mosman: 2042.1 km from centroid",
      "  Glen Iris: 1751.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vettūr",
      "FINAL ANSWER: Vettūr"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.5391,
        "lon": 121.0726,
        "name": "Pateros"
      },
      {
        "lat": 30.65723,
        "lon": 109.44599,
        "name": "Xinglong"
      },
      {
        "lat": 38.55258,
        "lon": 106.34805,
        "name": "Xigang"
      },
      {
        "lat": 10.81942,
        "lon": 76.0064,
        "name": "Kāladi"
      },
      {
        "lat": 38.44047,
        "lon": -122.71443,
        "name": "Santa Rosa"
      }
    ],
    "question": "Which location is the geographic outlier among: Pateros, Xinglong, Xigang, Kāladi, Santa Rosa?",
    "ground_truth": {
      "answer": "Santa Rosa",
      "outlier_distance_km": 12782.3,
      "second_furthest_km": 6636.4,
      "clarity_ratio": 1.93,
      "median_distance_km": 4995.3,
      "distances_to_centroid": {
        "Pateros": 6636.4,
        "Xinglong": 4995.3,
        "Xigang": 4661.2,
        "Kāladi": 2574.8,
        "Santa Rosa": 12782.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pateros: (14.54°, 121.07°)",
      "  Xinglong: (30.66°, 109.45°)",
      "  Xigang: (38.55°, 106.35°)",
      "  Kāladi: (10.82°, 76.01°)",
      "  Santa Rosa: (38.44°, -122.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Santa Rosa: 12782.3 km from centroid",
      "  Pateros: 6636.4 km from centroid",
      "  Xinglong: 4995.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Santa Rosa",
      "FINAL ANSWER: Santa Rosa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.93245,
        "lon": -95.38021,
        "name": "Aldine"
      },
      {
        "lat": 40.82927,
        "lon": -73.90653,
        "name": "Morrisania"
      },
      {
        "lat": 46.34515,
        "lon": -72.5477,
        "name": "Trois-Rivières"
      },
      {
        "lat": 46.09454,
        "lon": -64.7965,
        "name": "Moncton"
      },
      {
        "lat": 24.63881,
        "lon": 93.99639,
        "name": "Thoubāl"
      }
    ],
    "question": "Which location is the geographic outlier among: Aldine, Morrisania, Trois-Rivières, Moncton, Thoubāl?",
    "ground_truth": {
      "answer": "Thoubāl",
      "outlier_distance_km": 11740.2,
      "second_furthest_km": 4895.5,
      "clarity_ratio": 2.4,
      "median_distance_km": 2713.5,
      "distances_to_centroid": {
        "Aldine": 4895.5,
        "Morrisania": 2713.5,
        "Trois-Rivières": 2647.6,
        "Moncton": 2064.6,
        "Thoubāl": 11740.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aldine: (29.93°, -95.38°)",
      "  Morrisania: (40.83°, -73.91°)",
      "  Trois-Rivières: (46.35°, -72.55°)",
      "  Moncton: (46.09°, -64.80°)",
      "  Thoubāl: (24.64°, 94.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Thoubāl: 11740.2 km from centroid",
      "  Aldine: 4895.5 km from centroid",
      "  Morrisania: 2713.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Thoubāl",
      "FINAL ANSWER: Thoubāl"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 2.43986,
        "lon": -60.91146,
        "name": "Mucajaí"
      },
      {
        "lat": -29.33528,
        "lon": -49.72694,
        "name": "Torres"
      },
      {
        "lat": -11.04404,
        "lon": -41.97102,
        "name": "Jussara"
      },
      {
        "lat": -34.5664,
        "lon": -59.11478,
        "name": "Luján"
      },
      {
        "lat": -37.83961,
        "lon": 144.94228,
        "name": "Port Melbourne"
      }
    ],
    "question": "Which location is the geographic outlier among: Mucajaí, Torres, Jussara, Luján, Port Melbourne?",
    "ground_truth": {
      "answer": "Port Melbourne",
      "outlier_distance_km": 12977.8,
      "second_furthest_km": 5836.8,
      "clarity_ratio": 2.22,
      "median_distance_km": 4646.8,
      "distances_to_centroid": {
        "Mucajaí": 5836.8,
        "Torres": 3716.9,
        "Jussara": 3279.0,
        "Luján": 4646.8,
        "Port Melbourne": 12977.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mucajaí: (2.44°, -60.91°)",
      "  Torres: (-29.34°, -49.73°)",
      "  Jussara: (-11.04°, -41.97°)",
      "  Luján: (-34.57°, -59.11°)",
      "  Port Melbourne: (-37.84°, 144.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Port Melbourne: 12977.8 km from centroid",
      "  Mucajaí: 5836.8 km from centroid",
      "  Luján: 4646.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Port Melbourne",
      "FINAL ANSWER: Port Melbourne"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.61366,
        "lon": -86.10665,
        "name": "Greenwood"
      },
      {
        "lat": 40.40816,
        "lon": -74.35432,
        "name": "South Old Bridge"
      },
      {
        "lat": 19.20959,
        "lon": -98.75636,
        "name": "San Rafael"
      },
      {
        "lat": 33.976,
        "lon": -118.06909,
        "name": "West Whittier-Los Nietos"
      },
      {
        "lat": 27.25738,
        "lon": 33.81291,
        "name": "Hurghada"
      }
    ],
    "question": "Which location is the geographic outlier among: Greenwood, South Old Bridge, San Rafael, West Whittier-Los Nietos, Hurghada?",
    "ground_truth": {
      "answer": "Hurghada",
      "outlier_distance_km": 9495.9,
      "second_furthest_km": 4562.5,
      "clarity_ratio": 2.08,
      "median_distance_km": 3320.7,
      "distances_to_centroid": {
        "Greenwood": 1773.8,
        "South Old Bridge": 1054.1,
        "San Rafael": 3320.7,
        "West Whittier-Los Nietos": 4562.5,
        "Hurghada": 9495.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Greenwood: (39.61°, -86.11°)",
      "  South Old Bridge: (40.41°, -74.35°)",
      "  San Rafael: (19.21°, -98.76°)",
      "  West Whittier-Los Nietos: (33.98°, -118.07°)",
      "  Hurghada: (27.26°, 33.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hurghada: 9495.9 km from centroid",
      "  West Whittier-Los Nietos: 4562.5 km from centroid",
      "  San Rafael: 3320.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hurghada",
      "FINAL ANSWER: Hurghada"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.21667,
        "lon": -2.73333,
        "name": "Amorebieta"
      },
      {
        "lat": 40.49367,
        "lon": -3.6359,
        "name": "Valdefuentes"
      },
      {
        "lat": 59.15838,
        "lon": 57.5705,
        "name": "Aleksandrovsk"
      },
      {
        "lat": 56.33169,
        "lon": 36.7292,
        "name": "Klin"
      },
      {
        "lat": 31.30862,
        "lon": -110.94217,
        "name": "Nogales"
      }
    ],
    "question": "Which location is the geographic outlier among: Amorebieta, Valdefuentes, Aleksandrovsk, Klin, Nogales?",
    "ground_truth": {
      "answer": "Nogales",
      "outlier_distance_km": 8674.1,
      "second_furthest_km": 4260.5,
      "clarity_ratio": 2.04,
      "median_distance_km": 3039.3,
      "distances_to_centroid": {
        "Amorebieta": 353.2,
        "Valdefuentes": 628.5,
        "Aleksandrovsk": 4260.5,
        "Klin": 3039.3,
        "Nogales": 8674.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Amorebieta: (43.22°, -2.73°)",
      "  Valdefuentes: (40.49°, -3.64°)",
      "  Aleksandrovsk: (59.16°, 57.57°)",
      "  Klin: (56.33°, 36.73°)",
      "  Nogales: (31.31°, -110.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nogales: 8674.1 km from centroid",
      "  Aleksandrovsk: 4260.5 km from centroid",
      "  Klin: 3039.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nogales",
      "FINAL ANSWER: Nogales"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.52392,
        "lon": 6.9285,
        "name": "Bottrop"
      },
      {
        "lat": 40.85907,
        "lon": 14.17314,
        "name": "Pianura"
      },
      {
        "lat": 49.50126,
        "lon": 11.74598,
        "name": "Sulzbach-Rosenberg"
      },
      {
        "lat": 51.46,
        "lon": -2.12472,
        "name": "Chippenham"
      },
      {
        "lat": -23.15306,
        "lon": -47.05778,
        "name": "Itupeva"
      }
    ],
    "question": "Which location is the geographic outlier among: Bottrop, Pianura, Sulzbach-Rosenberg, Chippenham, Itupeva?",
    "ground_truth": {
      "answer": "Itupeva",
      "outlier_distance_km": 7865.5,
      "second_furthest_km": 2114.4,
      "clarity_ratio": 3.72,
      "median_distance_km": 2110.1,
      "distances_to_centroid": {
        "Bottrop": 2110.1,
        "Pianura": 1712.0,
        "Sulzbach-Rosenberg": 2114.4,
        "Chippenham": 1939.4,
        "Itupeva": 7865.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bottrop: (51.52°, 6.93°)",
      "  Pianura: (40.86°, 14.17°)",
      "  Sulzbach-Rosenberg: (49.50°, 11.75°)",
      "  Chippenham: (51.46°, -2.12°)",
      "  Itupeva: (-23.15°, -47.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Itupeva: 7865.5 km from centroid",
      "  Sulzbach-Rosenberg: 2114.4 km from centroid",
      "  Bottrop: 2110.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Itupeva",
      "FINAL ANSWER: Itupeva"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.25318,
        "lon": 108.65785,
        "name": "Shangchong"
      },
      {
        "lat": 25.36379,
        "lon": 82.18655,
        "name": "Handiā"
      },
      {
        "lat": 14.67611,
        "lon": 120.53611,
        "name": "Balanga"
      },
      {
        "lat": 34.71667,
        "lon": 116.76667,
        "name": "Lulou"
      },
      {
        "lat": 51.76263,
        "lon": 6.39778,
        "name": "Rees"
      }
    ],
    "question": "Which location is the geographic outlier among: Shangchong, Handiā, Balanga, Lulou, Rees?",
    "ground_truth": {
      "answer": "Rees",
      "outlier_distance_km": 6765.8,
      "second_furthest_km": 3855.1,
      "clarity_ratio": 1.76,
      "median_distance_km": 2823.3,
      "distances_to_centroid": {
        "Shangchong": 2176.6,
        "Handiā": 740.2,
        "Balanga": 3855.1,
        "Lulou": 2823.3,
        "Rees": 6765.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shangchong: (26.25°, 108.66°)",
      "  Handiā: (25.36°, 82.19°)",
      "  Balanga: (14.68°, 120.54°)",
      "  Lulou: (34.72°, 116.77°)",
      "  Rees: (51.76°, 6.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rees: 6765.8 km from centroid",
      "  Balanga: 3855.1 km from centroid",
      "  Lulou: 2823.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rees",
      "FINAL ANSWER: Rees"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 8.3,
        "lon": 38.95,
        "name": "‘Alem T’ēna"
      },
      {
        "lat": 8.4939,
        "lon": 8.51532,
        "name": "Lafia"
      },
      {
        "lat": 30.71524,
        "lon": 31.2592,
        "name": "Mīt Ghamr"
      },
      {
        "lat": 11.71391,
        "lon": 11.08108,
        "name": "Potiskum"
      },
      {
        "lat": 34.93873,
        "lon": -82.22706,
        "name": "Greer"
      }
    ],
    "question": "Which location is the geographic outlier among: ‘Alem T’ēna, Lafia, Mīt Ghamr, Potiskum, Greer?",
    "ground_truth": {
      "answer": "Greer",
      "outlier_distance_km": 8269.5,
      "second_furthest_km": 4202.0,
      "clarity_ratio": 1.97,
      "median_distance_km": 3267.1,
      "distances_to_centroid": {
        "‘Alem T’ēna": 4202.0,
        "Lafia": 1375.4,
        "Mīt Ghamr": 3267.1,
        "Potiskum": 1295.2,
        "Greer": 8269.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  ‘Alem T’ēna: (8.30°, 38.95°)",
      "  Lafia: (8.49°, 8.52°)",
      "  Mīt Ghamr: (30.72°, 31.26°)",
      "  Potiskum: (11.71°, 11.08°)",
      "  Greer: (34.94°, -82.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Greer: 8269.5 km from centroid",
      "  ‘Alem T’ēna: 4202.0 km from centroid",
      "  Mīt Ghamr: 3267.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Greer",
      "FINAL ANSWER: Greer"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.32745,
        "lon": -119.64568,
        "name": "Hanford"
      },
      {
        "lat": 16.09007,
        "lon": -93.7546,
        "name": "Tonalá"
      },
      {
        "lat": 40.84829,
        "lon": -74.58148,
        "name": "Randolph"
      },
      {
        "lat": 40.68677,
        "lon": -73.37345,
        "name": "Lindenhurst"
      },
      {
        "lat": 2.80922,
        "lon": 40.92885,
        "name": "El Wak"
      }
    ],
    "question": "Which location is the geographic outlier among: Hanford, Tonalá, Randolph, Lindenhurst, El Wak?",
    "ground_truth": {
      "answer": "El Wak",
      "outlier_distance_km": 11337.9,
      "second_furthest_km": 5270.7,
      "clarity_ratio": 2.15,
      "median_distance_km": 3299.6,
      "distances_to_centroid": {
        "Hanford": 5270.7,
        "Tonalá": 3299.6,
        "Randolph": 1781.8,
        "Lindenhurst": 1709.6,
        "El Wak": 11337.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hanford: (36.33°, -119.65°)",
      "  Tonalá: (16.09°, -93.75°)",
      "  Randolph: (40.85°, -74.58°)",
      "  Lindenhurst: (40.69°, -73.37°)",
      "  El Wak: (2.81°, 40.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  El Wak: 11337.9 km from centroid",
      "  Hanford: 5270.7 km from centroid",
      "  Tonalá: 3299.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: El Wak",
      "FINAL ANSWER: El Wak"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.4165,
        "lon": -3.70256,
        "name": "Madrid"
      },
      {
        "lat": 51.69868,
        "lon": 17.43738,
        "name": "Krotoszyn"
      },
      {
        "lat": 56.63877,
        "lon": 47.89078,
        "name": "Yoshkar-Ola"
      },
      {
        "lat": 48.84258,
        "lon": 2.40014,
        "name": "Picpus"
      },
      {
        "lat": 0.00624,
        "lon": 37.07398,
        "name": "Nanyuki"
      }
    ],
    "question": "Which location is the geographic outlier among: Madrid, Krotoszyn, Yoshkar-Ola, Picpus, Nanyuki?",
    "ground_truth": {
      "answer": "Nanyuki",
      "outlier_distance_km": 4715.8,
      "second_furthest_km": 2766.6,
      "clarity_ratio": 1.7,
      "median_distance_km": 2034.9,
      "distances_to_centroid": {
        "Madrid": 2034.9,
        "Krotoszyn": 1371.1,
        "Yoshkar-Ola": 2766.6,
        "Picpus": 1751.7,
        "Nanyuki": 4715.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Madrid: (40.42°, -3.70°)",
      "  Krotoszyn: (51.70°, 17.44°)",
      "  Yoshkar-Ola: (56.64°, 47.89°)",
      "  Picpus: (48.84°, 2.40°)",
      "  Nanyuki: (0.01°, 37.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nanyuki: 4715.8 km from centroid",
      "  Yoshkar-Ola: 2766.6 km from centroid",
      "  Madrid: 2034.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nanyuki",
      "FINAL ANSWER: Nanyuki"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.6103,
        "lon": -114.59635,
        "name": "Blythe"
      },
      {
        "lat": 29.56523,
        "lon": -98.3364,
        "name": "Live Oak"
      },
      {
        "lat": 29.95465,
        "lon": -90.07507,
        "name": "New Orleans"
      },
      {
        "lat": 44.08054,
        "lon": -103.23101,
        "name": "Rapid City"
      },
      {
        "lat": 3.7899,
        "lon": 101.857,
        "name": "Raub"
      }
    ],
    "question": "Which location is the geographic outlier among: Blythe, Live Oak, New Orleans, Rapid City, Raub?",
    "ground_truth": {
      "answer": "Raub",
      "outlier_distance_km": 16006.6,
      "second_furthest_km": 5104.1,
      "clarity_ratio": 3.14,
      "median_distance_km": 4135.8,
      "distances_to_centroid": {
        "Blythe": 5104.1,
        "Live Oak": 3634.6,
        "New Orleans": 2836.6,
        "Rapid City": 4135.8,
        "Raub": 16006.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Blythe: (33.61°, -114.60°)",
      "  Live Oak: (29.57°, -98.34°)",
      "  New Orleans: (29.95°, -90.08°)",
      "  Rapid City: (44.08°, -103.23°)",
      "  Raub: (3.79°, 101.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Raub: 16006.6 km from centroid",
      "  Blythe: 5104.1 km from centroid",
      "  Rapid City: 4135.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Raub",
      "FINAL ANSWER: Raub"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.11278,
        "lon": -35.01472,
        "name": "Jaboatão dos Guararapes"
      },
      {
        "lat": -28.4602,
        "lon": -62.83354,
        "name": "Añatuya"
      },
      {
        "lat": -1.15194,
        "lon": -48.12944,
        "name": "Santo Antônio do Tauá"
      },
      {
        "lat": -22.72306,
        "lon": -44.13556,
        "name": "Rio Claro"
      },
      {
        "lat": -33.83333,
        "lon": 150.98333,
        "name": "Merrylands"
      }
    ],
    "question": "Which location is the geographic outlier among: Jaboatão dos Guararapes, Añatuya, Santo Antônio do Tauá, Rio Claro, Merrylands?",
    "ground_truth": {
      "answer": "Merrylands",
      "outlier_distance_km": 13740.5,
      "second_furthest_km": 5656.1,
      "clarity_ratio": 2.43,
      "median_distance_km": 4812.1,
      "distances_to_centroid": {
        "Jaboatão dos Guararapes": 3167.2,
        "Añatuya": 5656.1,
        "Santo Antônio do Tauá": 4812.1,
        "Rio Claro": 3789.8,
        "Merrylands": 13740.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jaboatão dos Guararapes: (-8.11°, -35.01°)",
      "  Añatuya: (-28.46°, -62.83°)",
      "  Santo Antônio do Tauá: (-1.15°, -48.13°)",
      "  Rio Claro: (-22.72°, -44.14°)",
      "  Merrylands: (-33.83°, 150.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Merrylands: 13740.5 km from centroid",
      "  Añatuya: 5656.1 km from centroid",
      "  Santo Antônio do Tauá: 4812.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Merrylands",
      "FINAL ANSWER: Merrylands"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.13874,
        "lon": 176.24516,
        "name": "Rotorua"
      },
      {
        "lat": -37.81667,
        "lon": 144.75,
        "name": "Truganina"
      },
      {
        "lat": -37.80639,
        "lon": 145.03086,
        "name": "Kew"
      },
      {
        "lat": -28.21298,
        "lon": 153.53634,
        "name": "Banora Point"
      },
      {
        "lat": 27.93789,
        "lon": -82.23644,
        "name": "Valrico"
      }
    ],
    "question": "Which location is the geographic outlier among: Rotorua, Truganina, Kew, Banora Point, Valrico?",
    "ground_truth": {
      "answer": "Valrico",
      "outlier_distance_km": 18886.4,
      "second_furthest_km": 6658.4,
      "clarity_ratio": 2.84,
      "median_distance_km": 4635.3,
      "distances_to_centroid": {
        "Rotorua": 6658.4,
        "Truganina": 3915.0,
        "Kew": 3938.6,
        "Banora Point": 4635.3,
        "Valrico": 18886.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rotorua: (-38.14°, 176.25°)",
      "  Truganina: (-37.82°, 144.75°)",
      "  Kew: (-37.81°, 145.03°)",
      "  Banora Point: (-28.21°, 153.54°)",
      "  Valrico: (27.94°, -82.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Valrico: 18886.4 km from centroid",
      "  Rotorua: 6658.4 km from centroid",
      "  Banora Point: 4635.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Valrico",
      "FINAL ANSWER: Valrico"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.25204,
        "lon": 152.99226,
        "name": "Kallangur"
      },
      {
        "lat": -27.10876,
        "lon": 152.94907,
        "name": "Morayfield"
      },
      {
        "lat": -38.14458,
        "lon": 145.12291,
        "name": "Frankston"
      },
      {
        "lat": -26.65682,
        "lon": 153.07955,
        "name": "Sunshine Coast"
      },
      {
        "lat": 5.53711,
        "lon": -0.69984,
        "name": "Swedru"
      }
    ],
    "question": "Which location is the geographic outlier among: Kallangur, Morayfield, Frankston, Sunshine Coast, Swedru?",
    "ground_truth": {
      "answer": "Swedru",
      "outlier_distance_km": 13457.6,
      "second_furthest_km": 3292.7,
      "clarity_ratio": 4.09,
      "median_distance_km": 3285.2,
      "distances_to_centroid": {
        "Kallangur": 3285.2,
        "Morayfield": 3280.6,
        "Frankston": 2887.6,
        "Sunshine Coast": 3292.7,
        "Swedru": 13457.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kallangur: (-27.25°, 152.99°)",
      "  Morayfield: (-27.11°, 152.95°)",
      "  Frankston: (-38.14°, 145.12°)",
      "  Sunshine Coast: (-26.66°, 153.08°)",
      "  Swedru: (5.54°, -0.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Swedru: 13457.6 km from centroid",
      "  Sunshine Coast: 3292.7 km from centroid",
      "  Kallangur: 3285.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Swedru",
      "FINAL ANSWER: Swedru"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.0888,
        "lon": 9.06455,
        "name": "Alzenau in Unterfranken"
      },
      {
        "lat": 50.91485,
        "lon": 6.8118,
        "name": "Frechen"
      },
      {
        "lat": 41.32784,
        "lon": 2.09472,
        "name": "El Prat de Llobregat"
      },
      {
        "lat": 55.67344,
        "lon": 84.39463,
        "name": "Bolotnoye"
      },
      {
        "lat": -33.73333,
        "lon": 150.93284,
        "name": "Glenwood"
      }
    ],
    "question": "Which location is the geographic outlier among: Alzenau in Unterfranken, Frechen, El Prat de Llobregat, Bolotnoye, Glenwood?",
    "ground_truth": {
      "answer": "Glenwood",
      "outlier_distance_km": 12810.2,
      "second_furthest_km": 4351.0,
      "clarity_ratio": 2.94,
      "median_distance_km": 4067.2,
      "distances_to_centroid": {
        "Alzenau in Unterfranken": 3891.3,
        "Frechen": 4067.2,
        "El Prat de Llobregat": 4351.0,
        "Bolotnoye": 3630.7,
        "Glenwood": 12810.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Alzenau in Unterfranken: (50.09°, 9.06°)",
      "  Frechen: (50.91°, 6.81°)",
      "  El Prat de Llobregat: (41.33°, 2.09°)",
      "  Bolotnoye: (55.67°, 84.39°)",
      "  Glenwood: (-33.73°, 150.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glenwood: 12810.2 km from centroid",
      "  El Prat de Llobregat: 4351.0 km from centroid",
      "  Frechen: 4067.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glenwood",
      "FINAL ANSWER: Glenwood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.11342,
        "lon": 145.28326,
        "name": "Cranbourne"
      },
      {
        "lat": -38.14458,
        "lon": 145.12291,
        "name": "Frankston"
      },
      {
        "lat": -27.25204,
        "lon": 152.99226,
        "name": "Kallangur"
      },
      {
        "lat": -37.9,
        "lon": 144.66667,
        "name": "Werribee"
      },
      {
        "lat": 14.71694,
        "lon": 120.95806,
        "name": "Malanday"
      }
    ],
    "question": "Which location is the geographic outlier among: Cranbourne, Frankston, Kallangur, Werribee, Malanday?",
    "ground_truth": {
      "answer": "Malanday",
      "outlier_distance_km": 4993.9,
      "second_furthest_km": 1457.8,
      "clarity_ratio": 3.43,
      "median_distance_km": 1457.8,
      "distances_to_centroid": {
        "Cranbourne": 1457.8,
        "Frankston": 1457.8,
        "Kallangur": 1135.0,
        "Werribee": 1422.6,
        "Malanday": 4993.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cranbourne: (-38.11°, 145.28°)",
      "  Frankston: (-38.14°, 145.12°)",
      "  Kallangur: (-27.25°, 152.99°)",
      "  Werribee: (-37.90°, 144.67°)",
      "  Malanday: (14.72°, 120.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Malanday: 4993.9 km from centroid",
      "  Cranbourne: 1457.8 km from centroid",
      "  Frankston: 1457.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Malanday",
      "FINAL ANSWER: Malanday"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.40793,
        "lon": 108.21732,
        "name": "Xituo"
      },
      {
        "lat": 24.00826,
        "lon": 76.7325,
        "name": "Rājgarh"
      },
      {
        "lat": 26.44212,
        "lon": 92.03047,
        "name": "Mangaldai"
      },
      {
        "lat": 22.42347,
        "lon": 71.19641,
        "name": "Chotila"
      },
      {
        "lat": 31.5084,
        "lon": 31.84106,
        "name": "‘Izbat al Burj"
      }
    ],
    "question": "Which location is the geographic outlier among: Xituo, Rājgarh, Mangaldai, Chotila, ‘Izbat al Burj?",
    "ground_truth": {
      "answer": "‘Izbat al Burj",
      "outlier_distance_km": 4286.5,
      "second_furthest_km": 3155.2,
      "clarity_ratio": 1.36,
      "median_distance_km": 1592.1,
      "distances_to_centroid": {
        "Xituo": 3155.2,
        "Rājgarh": 336.1,
        "Mangaldai": 1592.1,
        "Chotila": 699.9,
        "‘Izbat al Burj": 4286.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Xituo: (30.41°, 108.22°)",
      "  Rājgarh: (24.01°, 76.73°)",
      "  Mangaldai: (26.44°, 92.03°)",
      "  Chotila: (22.42°, 71.20°)",
      "  ‘Izbat al Burj: (31.51°, 31.84°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  ‘Izbat al Burj: 4286.5 km from centroid",
      "  Xituo: 3155.2 km from centroid",
      "  Mangaldai: 1592.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: ‘Izbat al Burj",
      "FINAL ANSWER: ‘Izbat al Burj"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.93422,
        "lon": -80.09421,
        "name": "Jupiter"
      },
      {
        "lat": 36.50921,
        "lon": -86.885,
        "name": "Springfield"
      },
      {
        "lat": 38.52005,
        "lon": -89.98399,
        "name": "Belleville"
      },
      {
        "lat": 41.47892,
        "lon": -87.45476,
        "name": "Schererville"
      },
      {
        "lat": -4.05466,
        "lon": 39.66359,
        "name": "Mombasa"
      }
    ],
    "question": "Which location is the geographic outlier among: Jupiter, Springfield, Belleville, Schererville, Mombasa?",
    "ground_truth": {
      "answer": "Mombasa",
      "outlier_distance_km": 11261.0,
      "second_furthest_km": 2933.0,
      "clarity_ratio": 3.84,
      "median_distance_km": 2838.9,
      "distances_to_centroid": {
        "Jupiter": 1890.7,
        "Springfield": 2612.0,
        "Belleville": 2933.0,
        "Schererville": 2838.9,
        "Mombasa": 11261.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jupiter: (26.93°, -80.09°)",
      "  Springfield: (36.51°, -86.89°)",
      "  Belleville: (38.52°, -89.98°)",
      "  Schererville: (41.48°, -87.45°)",
      "  Mombasa: (-4.05°, 39.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mombasa: 11261.0 km from centroid",
      "  Belleville: 2933.0 km from centroid",
      "  Schererville: 2838.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mombasa",
      "FINAL ANSWER: Mombasa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 3.0693,
        "lon": 101.6074,
        "name": "Bandar Sunway"
      },
      {
        "lat": 33.66972,
        "lon": 118.18889,
        "name": "Guiren"
      },
      {
        "lat": 19.33159,
        "lon": 79.46605,
        "name": "Kagaznāgār"
      },
      {
        "lat": 2.3125,
        "lon": 102.2805,
        "name": "Durian Tunggal"
      },
      {
        "lat": 40.93064,
        "lon": -73.10179,
        "name": "Setauket-East Setauket"
      }
    ],
    "question": "Which location is the geographic outlier among: Bandar Sunway, Guiren, Kagaznāgār, Durian Tunggal, Setauket-East Setauket?",
    "ground_truth": {
      "answer": "Setauket-East Setauket",
      "outlier_distance_km": 12028.7,
      "second_furthest_km": 5373.9,
      "clarity_ratio": 2.24,
      "median_distance_km": 4426.1,
      "distances_to_centroid": {
        "Bandar Sunway": 4320.2,
        "Guiren": 5373.9,
        "Kagaznāgār": 1444.1,
        "Durian Tunggal": 4426.1,
        "Setauket-East Setauket": 12028.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bandar Sunway: (3.07°, 101.61°)",
      "  Guiren: (33.67°, 118.19°)",
      "  Kagaznāgār: (19.33°, 79.47°)",
      "  Durian Tunggal: (2.31°, 102.28°)",
      "  Setauket-East Setauket: (40.93°, -73.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Setauket-East Setauket: 12028.7 km from centroid",
      "  Guiren: 5373.9 km from centroid",
      "  Durian Tunggal: 4426.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Setauket-East Setauket",
      "FINAL ANSWER: Setauket-East Setauket"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.18461,
        "lon": -75.59913,
        "name": "Itagüí"
      },
      {
        "lat": -4.02694,
        "lon": -38.305,
        "name": "Pindoretama"
      },
      {
        "lat": -9.72283,
        "lon": -63.31022,
        "name": "Alto Paraíso"
      },
      {
        "lat": -11.61667,
        "lon": -38.8,
        "name": "Biritinga"
      },
      {
        "lat": 31.13159,
        "lon": 33.79844,
        "name": "Arīsh"
      }
    ],
    "question": "Which location is the geographic outlier among: Itagüí, Pindoretama, Alto Paraíso, Biritinga, Arīsh?",
    "ground_truth": {
      "answer": "Arīsh",
      "outlier_distance_km": 7994.9,
      "second_furthest_km": 4360.9,
      "clarity_ratio": 1.83,
      "median_distance_km": 3266.2,
      "distances_to_centroid": {
        "Itagüí": 4360.9,
        "Pindoretama": 742.9,
        "Alto Paraíso": 3266.2,
        "Biritinga": 1579.1,
        "Arīsh": 7994.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Itagüí: (6.18°, -75.60°)",
      "  Pindoretama: (-4.03°, -38.30°)",
      "  Alto Paraíso: (-9.72°, -63.31°)",
      "  Biritinga: (-11.62°, -38.80°)",
      "  Arīsh: (31.13°, 33.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Arīsh: 7994.9 km from centroid",
      "  Itagüí: 4360.9 km from centroid",
      "  Alto Paraíso: 3266.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Arīsh",
      "FINAL ANSWER: Arīsh"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.33732,
        "lon": -75.55795,
        "name": "Bello"
      },
      {
        "lat": -23.87833,
        "lon": -47.99722,
        "name": "São Miguel Arcanjo"
      },
      {
        "lat": -21.77389,
        "lon": -47.08639,
        "name": "Casa Branca"
      },
      {
        "lat": -34.45867,
        "lon": -58.91398,
        "name": "Pilar"
      },
      {
        "lat": -27.56056,
        "lon": 151.95386,
        "name": "Toowoomba"
      }
    ],
    "question": "Which location is the geographic outlier among: Bello, São Miguel Arcanjo, Casa Branca, Pilar, Toowoomba?",
    "ground_truth": {
      "answer": "Toowoomba",
      "outlier_distance_km": 14528.8,
      "second_furthest_km": 7193.9,
      "clarity_ratio": 2.02,
      "median_distance_km": 4526.5,
      "distances_to_centroid": {
        "Bello": 7193.9,
        "São Miguel Arcanjo": 3363.3,
        "Casa Branca": 3275.1,
        "Pilar": 4526.5,
        "Toowoomba": 14528.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bello: (6.34°, -75.56°)",
      "  São Miguel Arcanjo: (-23.88°, -48.00°)",
      "  Casa Branca: (-21.77°, -47.09°)",
      "  Pilar: (-34.46°, -58.91°)",
      "  Toowoomba: (-27.56°, 151.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Toowoomba: 14528.8 km from centroid",
      "  Bello: 7193.9 km from centroid",
      "  Pilar: 4526.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Toowoomba",
      "FINAL ANSWER: Toowoomba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.59368,
        "lon": 10.01123,
        "name": "Winterhude"
      },
      {
        "lat": 52.43367,
        "lon": 8.61263,
        "name": "Rahden"
      },
      {
        "lat": 41.62965,
        "lon": -0.93873,
        "name": "Montecanal"
      },
      {
        "lat": 49.2144,
        "lon": 8.36687,
        "name": "Germersheim"
      },
      {
        "lat": 6.41667,
        "lon": 39.85,
        "name": "Mena"
      }
    ],
    "question": "Which location is the geographic outlier among: Winterhude, Rahden, Montecanal, Germersheim, Mena?",
    "ground_truth": {
      "answer": "Mena",
      "outlier_distance_km": 4638.4,
      "second_furthest_km": 1457.9,
      "clarity_ratio": 3.18,
      "median_distance_km": 1354.5,
      "distances_to_centroid": {
        "Winterhude": 1457.9,
        "Rahden": 1354.5,
        "Montecanal": 1185.9,
        "Germersheim": 1023.6,
        "Mena": 4638.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Winterhude: (53.59°, 10.01°)",
      "  Rahden: (52.43°, 8.61°)",
      "  Montecanal: (41.63°, -0.94°)",
      "  Germersheim: (49.21°, 8.37°)",
      "  Mena: (6.42°, 39.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mena: 4638.4 km from centroid",
      "  Winterhude: 1457.9 km from centroid",
      "  Rahden: 1354.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mena",
      "FINAL ANSWER: Mena"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.99694,
        "lon": -40.27194,
        "name": "Lagoa Grande"
      },
      {
        "lat": -3.14306,
        "lon": -58.44417,
        "name": "Itacoatiara"
      },
      {
        "lat": -5.895,
        "lon": -35.76278,
        "name": "São Paulo do Potengi"
      },
      {
        "lat": -21.01778,
        "lon": -47.76389,
        "name": "Jardinópolis"
      },
      {
        "lat": 11.21836,
        "lon": 75.83248,
        "name": "Olavanna"
      }
    ],
    "question": "Which location is the geographic outlier among: Lagoa Grande, Itacoatiara, São Paulo do Potengi, Jardinópolis, Olavanna?",
    "ground_truth": {
      "answer": "Olavanna",
      "outlier_distance_km": 10901.0,
      "second_furthest_km": 4128.4,
      "clarity_ratio": 2.64,
      "median_distance_km": 3331.4,
      "distances_to_centroid": {
        "Lagoa Grande": 2128.5,
        "Itacoatiara": 4128.4,
        "São Paulo do Potengi": 1602.5,
        "Jardinópolis": 3331.4,
        "Olavanna": 10901.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lagoa Grande: (-9.00°, -40.27°)",
      "  Itacoatiara: (-3.14°, -58.44°)",
      "  São Paulo do Potengi: (-5.89°, -35.76°)",
      "  Jardinópolis: (-21.02°, -47.76°)",
      "  Olavanna: (11.22°, 75.83°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Olavanna: 10901.0 km from centroid",
      "  Itacoatiara: 4128.4 km from centroid",
      "  Jardinópolis: 3331.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Olavanna",
      "FINAL ANSWER: Olavanna"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -0.62099,
        "lon": -47.35422,
        "name": "Salinópolis"
      },
      {
        "lat": -6.40111,
        "lon": -38.86222,
        "name": "Icó"
      },
      {
        "lat": -23.49032,
        "lon": -46.6387,
        "name": "Santana"
      },
      {
        "lat": -20.43278,
        "lon": -51.3425,
        "name": "Ilha Solteira"
      },
      {
        "lat": 34.26695,
        "lon": -118.3023,
        "name": "Sunland"
      }
    ],
    "question": "Which location is the geographic outlier among: Salinópolis, Icó, Santana, Ilha Solteira, Sunland?",
    "ground_truth": {
      "answer": "Sunland",
      "outlier_distance_km": 7338.1,
      "second_furthest_km": 2691.2,
      "clarity_ratio": 2.73,
      "median_distance_km": 2421.0,
      "distances_to_centroid": {
        "Salinópolis": 1491.6,
        "Icó": 2421.0,
        "Santana": 2691.2,
        "Ilha Solteira": 2144.5,
        "Sunland": 7338.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Salinópolis: (-0.62°, -47.35°)",
      "  Icó: (-6.40°, -38.86°)",
      "  Santana: (-23.49°, -46.64°)",
      "  Ilha Solteira: (-20.43°, -51.34°)",
      "  Sunland: (34.27°, -118.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sunland: 7338.1 km from centroid",
      "  Santana: 2691.2 km from centroid",
      "  Icó: 2421.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sunland",
      "FINAL ANSWER: Sunland"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.93182,
        "lon": 6.99469,
        "name": "Humboldtkolonie"
      },
      {
        "lat": 54.11896,
        "lon": 37.54459,
        "name": "Kosaya Gora"
      },
      {
        "lat": 52.74328,
        "lon": 23.58122,
        "name": "Hajnówka"
      },
      {
        "lat": 51.57558,
        "lon": 8.10619,
        "name": "Soest"
      },
      {
        "lat": 8.33069,
        "lon": 77.26732,
        "name": "Tiruvattār"
      }
    ],
    "question": "Which location is the geographic outlier among: Humboldtkolonie, Kosaya Gora, Hajnówka, Soest, Tiruvattār?",
    "ground_truth": {
      "answer": "Tiruvattār",
      "outlier_distance_km": 5964.1,
      "second_furthest_km": 1958.0,
      "clarity_ratio": 3.05,
      "median_distance_km": 1905.4,
      "distances_to_centroid": {
        "Humboldtkolonie": 1958.0,
        "Kosaya Gora": 1277.2,
        "Hajnówka": 1150.3,
        "Soest": 1905.4,
        "Tiruvattār": 5964.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Humboldtkolonie: (50.93°, 6.99°)",
      "  Kosaya Gora: (54.12°, 37.54°)",
      "  Hajnówka: (52.74°, 23.58°)",
      "  Soest: (51.58°, 8.11°)",
      "  Tiruvattār: (8.33°, 77.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tiruvattār: 5964.1 km from centroid",
      "  Humboldtkolonie: 1958.0 km from centroid",
      "  Soest: 1905.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tiruvattār",
      "FINAL ANSWER: Tiruvattār"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -6.25444,
        "lon": -39.20194,
        "name": "Quixelô"
      },
      {
        "lat": -41.31946,
        "lon": -72.98538,
        "name": "Puerto Varas"
      },
      {
        "lat": -15.73948,
        "lon": -47.85686,
        "name": "Lago Norte"
      },
      {
        "lat": -8.37915,
        "lon": -74.55387,
        "name": "Pucallpa"
      },
      {
        "lat": -38.07758,
        "lon": 145.29871,
        "name": "Cranbourne North"
      }
    ],
    "question": "Which location is the geographic outlier among: Quixelô, Puerto Varas, Lago Norte, Pucallpa, Cranbourne North?",
    "ground_truth": {
      "answer": "Cranbourne North",
      "outlier_distance_km": 13111.9,
      "second_furthest_km": 6233.5,
      "clarity_ratio": 2.1,
      "median_distance_km": 5540.2,
      "distances_to_centroid": {
        "Quixelô": 2881.2,
        "Puerto Varas": 5540.2,
        "Lago Norte": 3225.6,
        "Pucallpa": 6233.5,
        "Cranbourne North": 13111.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Quixelô: (-6.25°, -39.20°)",
      "  Puerto Varas: (-41.32°, -72.99°)",
      "  Lago Norte: (-15.74°, -47.86°)",
      "  Pucallpa: (-8.38°, -74.55°)",
      "  Cranbourne North: (-38.08°, 145.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cranbourne North: 13111.9 km from centroid",
      "  Pucallpa: 6233.5 km from centroid",
      "  Puerto Varas: 5540.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cranbourne North",
      "FINAL ANSWER: Cranbourne North"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.96519,
        "lon": 8.95129,
        "name": "Babenhausen"
      },
      {
        "lat": 51.43218,
        "lon": 6.87967,
        "name": "Mülheim"
      },
      {
        "lat": 49.43333,
        "lon": 6.85,
        "name": "Schmelz"
      },
      {
        "lat": 50.79899,
        "lon": -1.09125,
        "name": "Portsmouth"
      },
      {
        "lat": -36.8582,
        "lon": 174.62019,
        "name": "Lincoln"
      }
    ],
    "question": "Which location is the geographic outlier among: Babenhausen, Mülheim, Schmelz, Portsmouth, Lincoln?",
    "ground_truth": {
      "answer": "Lincoln",
      "outlier_distance_km": 15959.7,
      "second_furthest_km": 3817.1,
      "clarity_ratio": 4.18,
      "median_distance_km": 3320.9,
      "distances_to_centroid": {
        "Babenhausen": 3118.7,
        "Mülheim": 3320.9,
        "Schmelz": 3232.6,
        "Portsmouth": 3817.1,
        "Lincoln": 15959.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Babenhausen: (49.97°, 8.95°)",
      "  Mülheim: (51.43°, 6.88°)",
      "  Schmelz: (49.43°, 6.85°)",
      "  Portsmouth: (50.80°, -1.09°)",
      "  Lincoln: (-36.86°, 174.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lincoln: 15959.7 km from centroid",
      "  Portsmouth: 3817.1 km from centroid",
      "  Mülheim: 3320.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lincoln",
      "FINAL ANSWER: Lincoln"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.63371,
        "lon": -74.40737,
        "name": "Plainfield"
      },
      {
        "lat": 34.50083,
        "lon": -117.18588,
        "name": "Apple Valley"
      },
      {
        "lat": 45.63076,
        "lon": -72.95699,
        "name": "Saint-Hyacinthe"
      },
      {
        "lat": 51.03341,
        "lon": -113.81867,
        "name": "Chestermere"
      },
      {
        "lat": 26.37345,
        "lon": 84.33489,
        "name": "Mirganj"
      }
    ],
    "question": "Which location is the geographic outlier among: Plainfield, Apple Valley, Saint-Hyacinthe, Chestermere, Mirganj?",
    "ground_truth": {
      "answer": "Mirganj",
      "outlier_distance_km": 11740.7,
      "second_furthest_km": 5120.2,
      "clarity_ratio": 2.29,
      "median_distance_km": 4371.7,
      "distances_to_centroid": {
        "Plainfield": 1329.1,
        "Apple Valley": 5120.2,
        "Saint-Hyacinthe": 1333.1,
        "Chestermere": 4371.7,
        "Mirganj": 11740.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Plainfield: (40.63°, -74.41°)",
      "  Apple Valley: (34.50°, -117.19°)",
      "  Saint-Hyacinthe: (45.63°, -72.96°)",
      "  Chestermere: (51.03°, -113.82°)",
      "  Mirganj: (26.37°, 84.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mirganj: 11740.7 km from centroid",
      "  Apple Valley: 5120.2 km from centroid",
      "  Chestermere: 4371.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mirganj",
      "FINAL ANSWER: Mirganj"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.83861,
        "lon": -44.80833,
        "name": "Cruzília"
      },
      {
        "lat": -14.97583,
        "lon": -41.41083,
        "name": "Tremedal"
      },
      {
        "lat": -18.16583,
        "lon": -47.94639,
        "name": "Catalão"
      },
      {
        "lat": -23.785,
        "lon": -53.07333,
        "name": "Cruzeiro do Oeste"
      },
      {
        "lat": 57.5888,
        "lon": 34.56854,
        "name": "Vyshniy Volochëk"
      }
    ],
    "question": "Which location is the geographic outlier among: Cruzília, Tremedal, Catalão, Cruzeiro do Oeste, Vyshniy Volochëk?",
    "ground_truth": {
      "answer": "Vyshniy Volochëk",
      "outlier_distance_km": 8966.4,
      "second_furthest_km": 3250.5,
      "clarity_ratio": 2.76,
      "median_distance_km": 2490.0,
      "distances_to_centroid": {
        "Cruzília": 2490.0,
        "Tremedal": 1686.3,
        "Catalão": 2446.6,
        "Cruzeiro do Oeste": 3250.5,
        "Vyshniy Volochëk": 8966.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cruzília: (-21.84°, -44.81°)",
      "  Tremedal: (-14.98°, -41.41°)",
      "  Catalão: (-18.17°, -47.95°)",
      "  Cruzeiro do Oeste: (-23.79°, -53.07°)",
      "  Vyshniy Volochëk: (57.59°, 34.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vyshniy Volochëk: 8966.4 km from centroid",
      "  Cruzeiro do Oeste: 3250.5 km from centroid",
      "  Cruzília: 2490.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vyshniy Volochëk",
      "FINAL ANSWER: Vyshniy Volochëk"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.5,
        "lon": 35.5,
        "name": "Nejo"
      },
      {
        "lat": -33.96333,
        "lon": 18.47639,
        "name": "Rondebosch"
      },
      {
        "lat": 12.92475,
        "lon": 13.56617,
        "name": "Kukawa"
      },
      {
        "lat": 29.60018,
        "lon": 32.31671,
        "name": "Ain Sukhna"
      },
      {
        "lat": 3.38333,
        "lon": 101.41667,
        "name": "Batang Berjuntai"
      }
    ],
    "question": "Which location is the geographic outlier among: Nejo, Rondebosch, Kukawa, Ain Sukhna, Batang Berjuntai?",
    "ground_truth": {
      "answer": "Batang Berjuntai",
      "outlier_distance_km": 6784.7,
      "second_furthest_km": 4828.8,
      "clarity_ratio": 1.41,
      "median_distance_km": 3084.0,
      "distances_to_centroid": {
        "Nejo": 781.7,
        "Rondebosch": 4828.8,
        "Kukawa": 3084.0,
        "Ain Sukhna": 2935.9,
        "Batang Berjuntai": 6784.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nejo: (9.50°, 35.50°)",
      "  Rondebosch: (-33.96°, 18.48°)",
      "  Kukawa: (12.92°, 13.57°)",
      "  Ain Sukhna: (29.60°, 32.32°)",
      "  Batang Berjuntai: (3.38°, 101.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Batang Berjuntai: 6784.7 km from centroid",
      "  Rondebosch: 4828.8 km from centroid",
      "  Kukawa: 3084.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Batang Berjuntai",
      "FINAL ANSWER: Batang Berjuntai"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.71667,
        "lon": 116.4,
        "name": "Tambunan"
      },
      {
        "lat": 10.07431,
        "lon": 105.73974,
        "name": "Bình Thủy"
      },
      {
        "lat": 16.58534,
        "lon": 79.32046,
        "name": "Vijayapuri North"
      },
      {
        "lat": 9.53539,
        "lon": 76.32205,
        "name": "Pathirappally"
      },
      {
        "lat": 39.02861,
        "lon": -96.8314,
        "name": "Junction City"
      }
    ],
    "question": "Which location is the geographic outlier among: Tambunan, Bình Thủy, Vijayapuri North, Pathirappally, Junction City?",
    "ground_truth": {
      "answer": "Junction City",
      "outlier_distance_km": 13264.9,
      "second_furthest_km": 6653.1,
      "clarity_ratio": 1.99,
      "median_distance_km": 5396.3,
      "distances_to_centroid": {
        "Tambunan": 6653.1,
        "Bình Thủy": 5396.3,
        "Vijayapuri North": 2466.5,
        "Pathirappally": 2302.5,
        "Junction City": 13264.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tambunan: (5.72°, 116.40°)",
      "  Bình Thủy: (10.07°, 105.74°)",
      "  Vijayapuri North: (16.59°, 79.32°)",
      "  Pathirappally: (9.54°, 76.32°)",
      "  Junction City: (39.03°, -96.83°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Junction City: 13264.9 km from centroid",
      "  Tambunan: 6653.1 km from centroid",
      "  Bình Thủy: 5396.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Junction City",
      "FINAL ANSWER: Junction City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.22683,
        "lon": 8.61816,
        "name": "Bad Homburg vor der Höhe"
      },
      {
        "lat": 36.73028,
        "lon": 14.84672,
        "name": "Pozzallo"
      },
      {
        "lat": 51.845,
        "lon": 4.32917,
        "name": "Spijkenisse"
      },
      {
        "lat": 43.48451,
        "lon": -8.23293,
        "name": "Ferrol"
      },
      {
        "lat": 4.81367,
        "lon": -74.35453,
        "name": "Facatativá"
      }
    ],
    "question": "Which location is the geographic outlier among: Bad Homburg vor der Höhe, Pozzallo, Spijkenisse, Ferrol, Facatativá?",
    "ground_truth": {
      "answer": "Facatativá",
      "outlier_distance_km": 7348.2,
      "second_furthest_km": 2283.5,
      "clarity_ratio": 3.22,
      "median_distance_km": 2108.1,
      "distances_to_centroid": {
        "Bad Homburg vor der Höhe": 2108.1,
        "Pozzallo": 2283.5,
        "Spijkenisse": 2000.4,
        "Ferrol": 712.6,
        "Facatativá": 7348.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bad Homburg vor der Höhe: (50.23°, 8.62°)",
      "  Pozzallo: (36.73°, 14.85°)",
      "  Spijkenisse: (51.84°, 4.33°)",
      "  Ferrol: (43.48°, -8.23°)",
      "  Facatativá: (4.81°, -74.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Facatativá: 7348.2 km from centroid",
      "  Pozzallo: 2283.5 km from centroid",
      "  Bad Homburg vor der Höhe: 2108.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Facatativá",
      "FINAL ANSWER: Facatativá"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.14711,
        "lon": 144.36069,
        "name": "Geelong"
      },
      {
        "lat": -33.9049,
        "lon": 151.01996,
        "name": "Yagoona"
      },
      {
        "lat": -31.95224,
        "lon": 115.8614,
        "name": "Perth"
      },
      {
        "lat": -41.33333,
        "lon": 173.18333,
        "name": "Richmond"
      },
      {
        "lat": 50.91667,
        "lon": 8.1,
        "name": "Netphen"
      }
    ],
    "question": "Which location is the geographic outlier among: Geelong, Yagoona, Perth, Richmond, Netphen?",
    "ground_truth": {
      "answer": "Netphen",
      "outlier_distance_km": 13047.2,
      "second_furthest_km": 5710.2,
      "clarity_ratio": 2.28,
      "median_distance_km": 3621.6,
      "distances_to_centroid": {
        "Geelong": 3291.0,
        "Yagoona": 3621.6,
        "Perth": 1477.0,
        "Richmond": 5710.2,
        "Netphen": 13047.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Geelong: (-38.15°, 144.36°)",
      "  Yagoona: (-33.90°, 151.02°)",
      "  Perth: (-31.95°, 115.86°)",
      "  Richmond: (-41.33°, 173.18°)",
      "  Netphen: (50.92°, 8.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Netphen: 13047.2 km from centroid",
      "  Richmond: 5710.2 km from centroid",
      "  Yagoona: 3621.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Netphen",
      "FINAL ANSWER: Netphen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.25,
        "lon": 37.56667,
        "name": "Ch’ench’a"
      },
      {
        "lat": 31.0475,
        "lon": 30.85487,
        "name": "Qillīn"
      },
      {
        "lat": 7.83879,
        "lon": 4.48672,
        "name": "Ilobu"
      },
      {
        "lat": 25.75089,
        "lon": 32.6776,
        "name": "Az Zaynīyah Qiblī"
      },
      {
        "lat": 31.05601,
        "lon": -97.46445,
        "name": "Belton"
      }
    ],
    "question": "Which location is the geographic outlier among: Ch’ench’a, Qillīn, Ilobu, Az Zaynīyah Qiblī, Belton?",
    "ground_truth": {
      "answer": "Belton",
      "outlier_distance_km": 9670.5,
      "second_furthest_km": 4180.8,
      "clarity_ratio": 2.31,
      "median_distance_km": 3224.5,
      "distances_to_centroid": {
        "Ch’ench’a": 4180.8,
        "Qillīn": 3146.7,
        "Ilobu": 1429.1,
        "Az Zaynīyah Qiblī": 3224.5,
        "Belton": 9670.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ch’ench’a: (6.25°, 37.57°)",
      "  Qillīn: (31.05°, 30.85°)",
      "  Ilobu: (7.84°, 4.49°)",
      "  Az Zaynīyah Qiblī: (25.75°, 32.68°)",
      "  Belton: (31.06°, -97.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Belton: 9670.5 km from centroid",
      "  Ch’ench’a: 4180.8 km from centroid",
      "  Az Zaynīyah Qiblī: 3224.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Belton",
      "FINAL ANSWER: Belton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.35753,
        "lon": 11.78725,
        "name": "Abano Terme"
      },
      {
        "lat": 43.64229,
        "lon": 5.09478,
        "name": "Salon-de-Provence"
      },
      {
        "lat": 52.0,
        "lon": 8.4,
        "name": "Steinhagen"
      },
      {
        "lat": 45.44694,
        "lon": 8.62118,
        "name": "Novara"
      },
      {
        "lat": 28.68012,
        "lon": 77.02975,
        "name": "Mūndka"
      }
    ],
    "question": "Which location is the geographic outlier among: Abano Terme, Salon-de-Provence, Steinhagen, Novara, Mūndka?",
    "ground_truth": {
      "answer": "Mūndka",
      "outlier_distance_km": 5096.3,
      "second_furthest_km": 1433.6,
      "clarity_ratio": 3.55,
      "median_distance_km": 1381.6,
      "distances_to_centroid": {
        "Abano Terme": 868.0,
        "Salon-de-Provence": 1381.6,
        "Steinhagen": 1433.6,
        "Novara": 1112.3,
        "Mūndka": 5096.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Abano Terme: (45.36°, 11.79°)",
      "  Salon-de-Provence: (43.64°, 5.09°)",
      "  Steinhagen: (52.00°, 8.40°)",
      "  Novara: (45.45°, 8.62°)",
      "  Mūndka: (28.68°, 77.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mūndka: 5096.3 km from centroid",
      "  Steinhagen: 1433.6 km from centroid",
      "  Salon-de-Provence: 1381.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mūndka",
      "FINAL ANSWER: Mūndka"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81667,
        "lon": 144.75,
        "name": "Truganina"
      },
      {
        "lat": -36.93754,
        "lon": 174.65584,
        "name": "Titirangi"
      },
      {
        "lat": -33.95222,
        "lon": 150.89949,
        "name": "Casula"
      },
      {
        "lat": -40.35636,
        "lon": 175.61113,
        "name": "Palmerston North"
      },
      {
        "lat": 24.98773,
        "lon": 118.3858,
        "name": "Ximeicun"
      }
    ],
    "question": "Which location is the geographic outlier among: Truganina, Titirangi, Casula, Palmerston North, Ximeicun?",
    "ground_truth": {
      "answer": "Ximeicun",
      "outlier_distance_km": 6664.8,
      "second_furthest_km": 2729.5,
      "clarity_ratio": 2.44,
      "median_distance_km": 2469.1,
      "distances_to_centroid": {
        "Truganina": 1636.5,
        "Titirangi": 2469.1,
        "Casula": 1033.6,
        "Palmerston North": 2729.5,
        "Ximeicun": 6664.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Truganina: (-37.82°, 144.75°)",
      "  Titirangi: (-36.94°, 174.66°)",
      "  Casula: (-33.95°, 150.90°)",
      "  Palmerston North: (-40.36°, 175.61°)",
      "  Ximeicun: (24.99°, 118.39°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ximeicun: 6664.8 km from centroid",
      "  Palmerston North: 2729.5 km from centroid",
      "  Titirangi: 2469.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ximeicun",
      "FINAL ANSWER: Ximeicun"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.22661,
        "lon": -121.97468,
        "name": "Los Gatos"
      },
      {
        "lat": 34.28195,
        "lon": -118.43897,
        "name": "San Fernando"
      },
      {
        "lat": 45.53338,
        "lon": -73.28246,
        "name": "Saint-Basile-le-Grand"
      },
      {
        "lat": 32.22174,
        "lon": -110.92648,
        "name": "Tucson"
      },
      {
        "lat": -37.6,
        "lon": 145.15,
        "name": "Doreen"
      }
    ],
    "question": "Which location is the geographic outlier among: Los Gatos, San Fernando, Saint-Basile-le-Grand, Tucson, Doreen?",
    "ground_truth": {
      "answer": "Doreen",
      "outlier_distance_km": 17382.4,
      "second_furthest_km": 6459.9,
      "clarity_ratio": 2.69,
      "median_distance_km": 6171.2,
      "distances_to_centroid": {
        "Los Gatos": 6459.9,
        "San Fernando": 6171.2,
        "Saint-Basile-le-Grand": 3023.0,
        "Tucson": 5490.4,
        "Doreen": 17382.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Los Gatos: (37.23°, -121.97°)",
      "  San Fernando: (34.28°, -118.44°)",
      "  Saint-Basile-le-Grand: (45.53°, -73.28°)",
      "  Tucson: (32.22°, -110.93°)",
      "  Doreen: (-37.60°, 145.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Doreen: 17382.4 km from centroid",
      "  Los Gatos: 6459.9 km from centroid",
      "  San Fernando: 6171.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Doreen",
      "FINAL ANSWER: Doreen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.50597,
        "lon": 133.50391,
        "name": "Kasaoka"
      },
      {
        "lat": 36.08333,
        "lon": 140.11667,
        "name": "Tsukuba"
      },
      {
        "lat": 37.75266,
        "lon": 128.87239,
        "name": "Gangneung"
      },
      {
        "lat": 25.59474,
        "lon": 79.5666,
        "name": "Rāth"
      },
      {
        "lat": 42.6987,
        "lon": -71.13506,
        "name": "North Andover"
      }
    ],
    "question": "Which location is the geographic outlier among: Kasaoka, Tsukuba, Gangneung, Rāth, North Andover?",
    "ground_truth": {
      "answer": "North Andover",
      "outlier_distance_km": 10925.8,
      "second_furthest_km": 5150.5,
      "clarity_ratio": 2.12,
      "median_distance_km": 4626.0,
      "distances_to_centroid": {
        "Kasaoka": 4626.0,
        "Tsukuba": 5150.5,
        "Gangneung": 4136.4,
        "Rāth": 1110.8,
        "North Andover": 10925.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kasaoka: (34.51°, 133.50°)",
      "  Tsukuba: (36.08°, 140.12°)",
      "  Gangneung: (37.75°, 128.87°)",
      "  Rāth: (25.59°, 79.57°)",
      "  North Andover: (42.70°, -71.14°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  North Andover: 10925.8 km from centroid",
      "  Tsukuba: 5150.5 km from centroid",
      "  Kasaoka: 4626.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: North Andover",
      "FINAL ANSWER: North Andover"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -5.14556,
        "lon": -38.09806,
        "name": "Limoeiro do Norte"
      },
      {
        "lat": -10.16931,
        "lon": -54.93439,
        "name": "Matupá"
      },
      {
        "lat": -8.09056,
        "lon": -39.57833,
        "name": "Parnamirim"
      },
      {
        "lat": -23.66778,
        "lon": -46.46139,
        "name": "Mauá"
      },
      {
        "lat": -37.84205,
        "lon": 145.0694,
        "name": "Camberwell"
      }
    ],
    "question": "Which location is the geographic outlier among: Limoeiro do Norte, Matupá, Parnamirim, Mauá, Camberwell?",
    "ground_truth": {
      "answer": "Camberwell",
      "outlier_distance_km": 13247.2,
      "second_furthest_km": 5245.0,
      "clarity_ratio": 2.53,
      "median_distance_km": 4188.2,
      "distances_to_centroid": {
        "Limoeiro do Norte": 3652.4,
        "Matupá": 5245.0,
        "Parnamirim": 3686.4,
        "Mauá": 4188.2,
        "Camberwell": 13247.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Limoeiro do Norte: (-5.15°, -38.10°)",
      "  Matupá: (-10.17°, -54.93°)",
      "  Parnamirim: (-8.09°, -39.58°)",
      "  Mauá: (-23.67°, -46.46°)",
      "  Camberwell: (-37.84°, 145.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Camberwell: 13247.2 km from centroid",
      "  Matupá: 5245.0 km from centroid",
      "  Mauá: 4188.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Camberwell",
      "FINAL ANSWER: Camberwell"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      },
      {
        "lat": -31.8075,
        "lon": 115.86599,
        "name": "Landsdale"
      },
      {
        "lat": -38.11531,
        "lon": 145.29814,
        "name": "Cranbourne East"
      },
      {
        "lat": -26.66008,
        "lon": 153.09953,
        "name": "Maroochydore"
      },
      {
        "lat": 28.6678,
        "lon": 77.02011,
        "name": "Bakarwāla"
      }
    ],
    "question": "Which location is the geographic outlier among: Maroubra, Landsdale, Cranbourne East, Maroochydore, Bakarwāla?",
    "ground_truth": {
      "answer": "Bakarwāla",
      "outlier_distance_km": 7762.0,
      "second_furthest_km": 2698.0,
      "clarity_ratio": 2.88,
      "median_distance_km": 2598.5,
      "distances_to_centroid": {
        "Maroubra": 2698.0,
        "Landsdale": 1788.6,
        "Cranbourne East": 2549.8,
        "Maroochydore": 2598.5,
        "Bakarwāla": 7762.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maroubra: (-33.95°, 151.23°)",
      "  Landsdale: (-31.81°, 115.87°)",
      "  Cranbourne East: (-38.12°, 145.30°)",
      "  Maroochydore: (-26.66°, 153.10°)",
      "  Bakarwāla: (28.67°, 77.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bakarwāla: 7762.0 km from centroid",
      "  Maroubra: 2698.0 km from centroid",
      "  Maroochydore: 2598.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bakarwāla",
      "FINAL ANSWER: Bakarwāla"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.002,
        "lon": 29.034,
        "name": "Phola"
      },
      {
        "lat": -32.72173,
        "lon": 25.58804,
        "name": "Somerset East"
      },
      {
        "lat": 6.17811,
        "lon": 6.52461,
        "name": "Ogwashi-Uku"
      },
      {
        "lat": 25.29336,
        "lon": 32.55402,
        "name": "Esna"
      },
      {
        "lat": -9.95051,
        "lon": -54.90822,
        "name": "Guarantã do Norte"
      }
    ],
    "question": "Which location is the geographic outlier among: Phola, Somerset East, Ogwashi-Uku, Esna, Guarantã do Norte?",
    "ground_truth": {
      "answer": "Guarantã do Norte",
      "outlier_distance_km": 6884.3,
      "second_furthest_km": 4521.7,
      "clarity_ratio": 1.52,
      "median_distance_km": 3359.6,
      "distances_to_centroid": {
        "Phola": 3054.6,
        "Somerset East": 3359.6,
        "Ogwashi-Uku": 1520.5,
        "Esna": 4521.7,
        "Guarantã do Norte": 6884.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Phola: (-26.00°, 29.03°)",
      "  Somerset East: (-32.72°, 25.59°)",
      "  Ogwashi-Uku: (6.18°, 6.52°)",
      "  Esna: (25.29°, 32.55°)",
      "  Guarantã do Norte: (-9.95°, -54.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Guarantã do Norte: 6884.3 km from centroid",
      "  Esna: 4521.7 km from centroid",
      "  Somerset East: 3359.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Guarantã do Norte",
      "FINAL ANSWER: Guarantã do Norte"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.2973,
        "lon": 121.4598,
        "name": "Lumbang"
      },
      {
        "lat": 38.10472,
        "lon": 140.85944,
        "name": "Iwanuma"
      },
      {
        "lat": 33.45737,
        "lon": 132.4328,
        "name": "Yawatahama"
      },
      {
        "lat": 14.42922,
        "lon": 120.87989,
        "name": "Noveleta"
      },
      {
        "lat": 40.00112,
        "lon": 3.84144,
        "name": "Ciutadella"
      }
    ],
    "question": "Which location is the geographic outlier among: Lumbang, Iwanuma, Yawatahama, Noveleta, Ciutadella?",
    "ground_truth": {
      "answer": "Ciutadella",
      "outlier_distance_km": 8826.3,
      "second_furthest_km": 3593.6,
      "clarity_ratio": 2.46,
      "median_distance_km": 2782.9,
      "distances_to_centroid": {
        "Lumbang": 2373.1,
        "Iwanuma": 3593.6,
        "Yawatahama": 2782.9,
        "Noveleta": 2317.5,
        "Ciutadella": 8826.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lumbang: (14.30°, 121.46°)",
      "  Iwanuma: (38.10°, 140.86°)",
      "  Yawatahama: (33.46°, 132.43°)",
      "  Noveleta: (14.43°, 120.88°)",
      "  Ciutadella: (40.00°, 3.84°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ciutadella: 8826.3 km from centroid",
      "  Iwanuma: 3593.6 km from centroid",
      "  Yawatahama: 2782.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ciutadella",
      "FINAL ANSWER: Ciutadella"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.92595,
        "lon": 115.21907,
        "name": "Xinji"
      },
      {
        "lat": 30.84134,
        "lon": 75.98547,
        "name": "Sānehwāl"
      },
      {
        "lat": 36.85,
        "lon": 138.36667,
        "name": "Iiyama"
      },
      {
        "lat": 17.28937,
        "lon": 74.18183,
        "name": "Karād"
      },
      {
        "lat": -41.13827,
        "lon": 175.0502,
        "name": "Upper Hutt"
      }
    ],
    "question": "Which location is the geographic outlier among: Xinji, Sānehwāl, Iiyama, Karād, Upper Hutt?",
    "ground_truth": {
      "answer": "Upper Hutt",
      "outlier_distance_km": 8829.7,
      "second_furthest_km": 4418.1,
      "clarity_ratio": 2.0,
      "median_distance_km": 4332.7,
      "distances_to_centroid": {
        "Xinji": 2399.3,
        "Sānehwāl": 4332.7,
        "Iiyama": 3183.9,
        "Karād": 4418.1,
        "Upper Hutt": 8829.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Xinji: (37.93°, 115.22°)",
      "  Sānehwāl: (30.84°, 75.99°)",
      "  Iiyama: (36.85°, 138.37°)",
      "  Karād: (17.29°, 74.18°)",
      "  Upper Hutt: (-41.14°, 175.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Upper Hutt: 8829.7 km from centroid",
      "  Karād: 4418.1 km from centroid",
      "  Sānehwāl: 4332.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Upper Hutt",
      "FINAL ANSWER: Upper Hutt"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.1176,
        "lon": -73.4079,
        "name": "Norwalk"
      },
      {
        "lat": 40.84235,
        "lon": -124.06367,
        "name": "Bayside"
      },
      {
        "lat": 20.99165,
        "lon": -101.28434,
        "name": "Marfil"
      },
      {
        "lat": 26.2173,
        "lon": -80.22588,
        "name": "North Lauderdale"
      },
      {
        "lat": -21.09083,
        "lon": -45.09139,
        "name": "Perdões"
      }
    ],
    "question": "Which location is the geographic outlier among: Norwalk, Bayside, Marfil, North Lauderdale, Perdões?",
    "ground_truth": {
      "answer": "Perdões",
      "outlier_distance_km": 6414.1,
      "second_furthest_km": 4250.7,
      "clarity_ratio": 1.51,
      "median_distance_km": 2418.7,
      "distances_to_centroid": {
        "Norwalk": 2418.7,
        "Bayside": 4250.7,
        "Marfil": 1706.8,
        "North Lauderdale": 692.2,
        "Perdões": 6414.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Norwalk: (41.12°, -73.41°)",
      "  Bayside: (40.84°, -124.06°)",
      "  Marfil: (20.99°, -101.28°)",
      "  North Lauderdale: (26.22°, -80.23°)",
      "  Perdões: (-21.09°, -45.09°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Perdões: 6414.1 km from centroid",
      "  Bayside: 4250.7 km from centroid",
      "  Norwalk: 2418.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Perdões",
      "FINAL ANSWER: Perdões"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.32059,
        "lon": 45.04903,
        "name": "Sunzha"
      },
      {
        "lat": 55.75,
        "lon": 37.56667,
        "name": "Dorogomilovo"
      },
      {
        "lat": 51.21338,
        "lon": 17.38986,
        "name": "Oleśnica"
      },
      {
        "lat": 48.64244,
        "lon": 12.49283,
        "name": "Dingolfing"
      },
      {
        "lat": 5.28515,
        "lon": -2.76658,
        "name": "Elubo"
      }
    ],
    "question": "Which location is the geographic outlier among: Sunzha, Dorogomilovo, Oleśnica, Dingolfing, Elubo?",
    "ground_truth": {
      "answer": "Elubo",
      "outlier_distance_km": 4656.8,
      "second_furthest_km": 2010.6,
      "clarity_ratio": 2.32,
      "median_distance_km": 1920.1,
      "distances_to_centroid": {
        "Sunzha": 1920.1,
        "Dorogomilovo": 2010.6,
        "Oleśnica": 1205.1,
        "Dingolfing": 1142.7,
        "Elubo": 4656.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sunzha: (43.32°, 45.05°)",
      "  Dorogomilovo: (55.75°, 37.57°)",
      "  Oleśnica: (51.21°, 17.39°)",
      "  Dingolfing: (48.64°, 12.49°)",
      "  Elubo: (5.29°, -2.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Elubo: 4656.8 km from centroid",
      "  Dorogomilovo: 2010.6 km from centroid",
      "  Sunzha: 1920.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Elubo",
      "FINAL ANSWER: Elubo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 46.73239,
        "lon": -117.00017,
        "name": "Moscow"
      },
      {
        "lat": 34.23087,
        "lon": -111.32514,
        "name": "Payson"
      },
      {
        "lat": 44.76306,
        "lon": -85.62063,
        "name": "Traverse City"
      },
      {
        "lat": 24.80209,
        "lon": -107.39421,
        "name": "Culiacán"
      },
      {
        "lat": -11.61667,
        "lon": -38.8,
        "name": "Biritinga"
      }
    ],
    "question": "Which location is the geographic outlier among: Moscow, Payson, Traverse City, Culiacán, Biritinga?",
    "ground_truth": {
      "answer": "Biritinga",
      "outlier_distance_km": 7211.5,
      "second_furthest_km": 3028.7,
      "clarity_ratio": 2.38,
      "median_distance_km": 1972.0,
      "distances_to_centroid": {
        "Moscow": 3028.7,
        "Payson": 1969.9,
        "Traverse City": 1972.0,
        "Culiacán": 1566.1,
        "Biritinga": 7211.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Moscow: (46.73°, -117.00°)",
      "  Payson: (34.23°, -111.33°)",
      "  Traverse City: (44.76°, -85.62°)",
      "  Culiacán: (24.80°, -107.39°)",
      "  Biritinga: (-11.62°, -38.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Biritinga: 7211.5 km from centroid",
      "  Moscow: 3028.7 km from centroid",
      "  Traverse City: 1972.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Biritinga",
      "FINAL ANSWER: Biritinga"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.76667,
        "lon": 150.81667,
        "name": "Mount Druitt"
      },
      {
        "lat": -42.87936,
        "lon": 147.32941,
        "name": "Hobart"
      },
      {
        "lat": -38.14458,
        "lon": 145.12291,
        "name": "Frankston"
      },
      {
        "lat": -38.07758,
        "lon": 145.29871,
        "name": "Cranbourne North"
      },
      {
        "lat": 29.891,
        "lon": 107.21971,
        "name": "Linfeng"
      }
    ],
    "question": "Which location is the geographic outlier among: Mount Druitt, Hobart, Frankston, Cranbourne North, Linfeng?",
    "ground_truth": {
      "answer": "Linfeng",
      "outlier_distance_km": 6951.0,
      "second_furthest_km": 2166.3,
      "clarity_ratio": 3.21,
      "median_distance_km": 1608.5,
      "distances_to_centroid": {
        "Mount Druitt": 1521.5,
        "Hobart": 2166.3,
        "Frankston": 1608.5,
        "Cranbourne North": 1607.6,
        "Linfeng": 6951.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mount Druitt: (-33.77°, 150.82°)",
      "  Hobart: (-42.88°, 147.33°)",
      "  Frankston: (-38.14°, 145.12°)",
      "  Cranbourne North: (-38.08°, 145.30°)",
      "  Linfeng: (29.89°, 107.22°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Linfeng: 6951.0 km from centroid",
      "  Hobart: 2166.3 km from centroid",
      "  Frankston: 1608.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Linfeng",
      "FINAL ANSWER: Linfeng"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.93333,
        "lon": 145.23333,
        "name": "Rowville"
      },
      {
        "lat": -37.75819,
        "lon": 145.00583,
        "name": "Thornbury"
      },
      {
        "lat": -37.91928,
        "lon": 145.05301,
        "name": "Bentleigh East"
      },
      {
        "lat": -33.95,
        "lon": 151.13333,
        "name": "Rockdale"
      },
      {
        "lat": 42.41843,
        "lon": -71.10616,
        "name": "Medford"
      }
    ],
    "question": "Which location is the geographic outlier among: Rowville, Thornbury, Bentleigh East, Rockdale, Medford?",
    "ground_truth": {
      "answer": "Medford",
      "outlier_distance_km": 17575.1,
      "second_furthest_km": 4906.7,
      "clarity_ratio": 3.58,
      "median_distance_km": 4445.9,
      "distances_to_centroid": {
        "Rowville": 4445.9,
        "Thornbury": 4422.1,
        "Bentleigh East": 4430.2,
        "Rockdale": 4906.7,
        "Medford": 17575.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rowville: (-37.93°, 145.23°)",
      "  Thornbury: (-37.76°, 145.01°)",
      "  Bentleigh East: (-37.92°, 145.05°)",
      "  Rockdale: (-33.95°, 151.13°)",
      "  Medford: (42.42°, -71.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Medford: 17575.1 km from centroid",
      "  Rockdale: 4906.7 km from centroid",
      "  Rowville: 4445.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Medford",
      "FINAL ANSWER: Medford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.26237,
        "lon": -62.71128,
        "name": "Rufino"
      },
      {
        "lat": -25.43998,
        "lon": -54.40161,
        "name": "Santa Terezinha de Itaipu"
      },
      {
        "lat": -17.69139,
        "lon": -42.51583,
        "name": "Capelinha"
      },
      {
        "lat": -8.48639,
        "lon": -36.23306,
        "name": "Cachoeirinha"
      },
      {
        "lat": 40.90751,
        "lon": 14.293,
        "name": "Casoria"
      }
    ],
    "question": "Which location is the geographic outlier among: Rufino, Santa Terezinha de Itaipu, Capelinha, Cachoeirinha, Casoria?",
    "ground_truth": {
      "answer": "Casoria",
      "outlier_distance_km": 7583.5,
      "second_furthest_km": 3891.2,
      "clarity_ratio": 1.95,
      "median_distance_km": 2645.6,
      "distances_to_centroid": {
        "Rufino": 3891.2,
        "Santa Terezinha de Itaipu": 2645.6,
        "Capelinha": 1176.6,
        "Cachoeirinha": 57.2,
        "Casoria": 7583.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rufino: (-34.26°, -62.71°)",
      "  Santa Terezinha de Itaipu: (-25.44°, -54.40°)",
      "  Capelinha: (-17.69°, -42.52°)",
      "  Cachoeirinha: (-8.49°, -36.23°)",
      "  Casoria: (40.91°, 14.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Casoria: 7583.5 km from centroid",
      "  Rufino: 3891.2 km from centroid",
      "  Santa Terezinha de Itaipu: 2645.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Casoria",
      "FINAL ANSWER: Casoria"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.14816,
        "lon": 31.12733,
        "name": "Būsh"
      },
      {
        "lat": 5.88333,
        "lon": 38.98333,
        "name": "Kibre Mengist"
      },
      {
        "lat": 11.60462,
        "lon": 40.01662,
        "name": "Sifra"
      },
      {
        "lat": -1.69405,
        "lon": 40.17015,
        "name": "Masalani"
      },
      {
        "lat": 35.85,
        "lon": 117.7,
        "name": "Dongdu"
      }
    ],
    "question": "Which location is the geographic outlier among: Būsh, Kibre Mengist, Sifra, Masalani, Dongdu?",
    "ground_truth": {
      "answer": "Dongdu",
      "outlier_distance_km": 6649.3,
      "second_furthest_km": 2712.7,
      "clarity_ratio": 2.45,
      "median_distance_km": 2473.1,
      "distances_to_centroid": {
        "Būsh": 2712.7,
        "Kibre Mengist": 1960.1,
        "Sifra": 1550.6,
        "Masalani": 2473.1,
        "Dongdu": 6649.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Būsh: (29.15°, 31.13°)",
      "  Kibre Mengist: (5.88°, 38.98°)",
      "  Sifra: (11.60°, 40.02°)",
      "  Masalani: (-1.69°, 40.17°)",
      "  Dongdu: (35.85°, 117.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dongdu: 6649.3 km from centroid",
      "  Būsh: 2712.7 km from centroid",
      "  Masalani: 2473.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dongdu",
      "FINAL ANSWER: Dongdu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.44722,
        "lon": -40.77111,
        "name": "Dormentes"
      },
      {
        "lat": -29.22694,
        "lon": -53.68167,
        "name": "Júlio de Castilhos"
      },
      {
        "lat": -16.805,
        "lon": -49.92583,
        "name": "Palmeiras de Goiás"
      },
      {
        "lat": -20.15139,
        "lon": -41.62278,
        "name": "Lajinha"
      },
      {
        "lat": 7.75537,
        "lon": -0.98085,
        "name": "Atebubu"
      }
    ],
    "question": "Which location is the geographic outlier among: Dormentes, Júlio de Castilhos, Palmeiras de Goiás, Lajinha, Atebubu?",
    "ground_truth": {
      "answer": "Atebubu",
      "outlier_distance_km": 4657.0,
      "second_furthest_km": 2434.0,
      "clarity_ratio": 1.91,
      "median_distance_km": 1397.8,
      "distances_to_centroid": {
        "Dormentes": 660.2,
        "Júlio de Castilhos": 2434.0,
        "Palmeiras de Goiás": 1397.8,
        "Lajinha": 877.5,
        "Atebubu": 4657.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dormentes: (-8.45°, -40.77°)",
      "  Júlio de Castilhos: (-29.23°, -53.68°)",
      "  Palmeiras de Goiás: (-16.80°, -49.93°)",
      "  Lajinha: (-20.15°, -41.62°)",
      "  Atebubu: (7.76°, -0.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Atebubu: 4657.0 km from centroid",
      "  Júlio de Castilhos: 2434.0 km from centroid",
      "  Palmeiras de Goiás: 1397.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Atebubu",
      "FINAL ANSWER: Atebubu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.96944,
        "lon": 117.88056,
        "name": "Qing’an"
      },
      {
        "lat": 33.7722,
        "lon": 120.26176,
        "name": "Hede"
      },
      {
        "lat": 16.28053,
        "lon": 101.95422,
        "name": "Kaset Sombun"
      },
      {
        "lat": 34.20488,
        "lon": 105.33651,
        "name": "Changdao"
      },
      {
        "lat": -33.98219,
        "lon": -70.7104,
        "name": "San Francisco de Mostazal"
      }
    ],
    "question": "Which location is the geographic outlier among: Qing’an, Hede, Kaset Sombun, Changdao, San Francisco de Mostazal?",
    "ground_truth": {
      "answer": "San Francisco de Mostazal",
      "outlier_distance_km": 16102.3,
      "second_furthest_km": 4881.4,
      "clarity_ratio": 3.3,
      "median_distance_km": 4671.0,
      "distances_to_centroid": {
        "Qing’an": 4671.0,
        "Hede": 4881.4,
        "Kaset Sombun": 2877.2,
        "Changdao": 3586.3,
        "San Francisco de Mostazal": 16102.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Qing’an: (33.97°, 117.88°)",
      "  Hede: (33.77°, 120.26°)",
      "  Kaset Sombun: (16.28°, 101.95°)",
      "  Changdao: (34.20°, 105.34°)",
      "  San Francisco de Mostazal: (-33.98°, -70.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Francisco de Mostazal: 16102.3 km from centroid",
      "  Hede: 4881.4 km from centroid",
      "  Qing’an: 4671.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Francisco de Mostazal",
      "FINAL ANSWER: San Francisco de Mostazal"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.5498,
        "lon": 8.72366,
        "name": "Nagold"
      },
      {
        "lat": 48.13743,
        "lon": 11.57549,
        "name": "Munich"
      },
      {
        "lat": 54.60343,
        "lon": 86.27577,
        "name": "Polysayevo"
      },
      {
        "lat": 50.58286,
        "lon": 22.05334,
        "name": "Stalowa Wola"
      },
      {
        "lat": -33.72197,
        "lon": 151.04607,
        "name": "Cherrybrook"
      }
    ],
    "question": "Which location is the geographic outlier among: Nagold, Munich, Polysayevo, Stalowa Wola, Cherrybrook?",
    "ground_truth": {
      "answer": "Cherrybrook",
      "outlier_distance_km": 12416.5,
      "second_furthest_km": 4209.7,
      "clarity_ratio": 2.95,
      "median_distance_km": 3995.2,
      "distances_to_centroid": {
        "Nagold": 4209.7,
        "Munich": 3995.2,
        "Polysayevo": 3314.5,
        "Stalowa Wola": 3326.3,
        "Cherrybrook": 12416.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nagold: (48.55°, 8.72°)",
      "  Munich: (48.14°, 11.58°)",
      "  Polysayevo: (54.60°, 86.28°)",
      "  Stalowa Wola: (50.58°, 22.05°)",
      "  Cherrybrook: (-33.72°, 151.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cherrybrook: 12416.5 km from centroid",
      "  Nagold: 4209.7 km from centroid",
      "  Munich: 3995.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cherrybrook",
      "FINAL ANSWER: Cherrybrook"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -39.4926,
        "lon": 176.91233,
        "name": "Napier"
      },
      {
        "lat": -33.79176,
        "lon": 151.08057,
        "name": "Eastwood"
      },
      {
        "lat": -27.62329,
        "lon": 153.04785,
        "name": "Calamvale"
      },
      {
        "lat": -27.08465,
        "lon": 152.9511,
        "name": "Caboolture"
      },
      {
        "lat": 38.06084,
        "lon": -97.92977,
        "name": "Hutchinson"
      }
    ],
    "question": "Which location is the geographic outlier among: Napier, Eastwood, Calamvale, Caboolture, Hutchinson?",
    "ground_truth": {
      "answer": "Hutchinson",
      "outlier_distance_km": 16708.3,
      "second_furthest_km": 7026.4,
      "clarity_ratio": 2.38,
      "median_distance_km": 4791.1,
      "distances_to_centroid": {
        "Napier": 7026.4,
        "Eastwood": 4684.8,
        "Calamvale": 4791.1,
        "Caboolture": 4778.9,
        "Hutchinson": 16708.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Napier: (-39.49°, 176.91°)",
      "  Eastwood: (-33.79°, 151.08°)",
      "  Calamvale: (-27.62°, 153.05°)",
      "  Caboolture: (-27.08°, 152.95°)",
      "  Hutchinson: (38.06°, -97.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hutchinson: 16708.3 km from centroid",
      "  Napier: 7026.4 km from centroid",
      "  Calamvale: 4791.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hutchinson",
      "FINAL ANSWER: Hutchinson"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.98922,
        "lon": 9.57223,
        "name": "Lohr am Main"
      },
      {
        "lat": 48.83864,
        "lon": 2.41579,
        "name": "Saint-Mandé"
      },
      {
        "lat": 48.89148,
        "lon": 2.46451,
        "name": "Noisy-le-Sec"
      },
      {
        "lat": 50.80019,
        "lon": 7.20769,
        "name": "Siegburg"
      },
      {
        "lat": -27.64613,
        "lon": 152.85965,
        "name": "Redbank Plains"
      }
    ],
    "question": "Which location is the geographic outlier among: Lohr am Main, Saint-Mandé, Noisy-le-Sec, Siegburg, Redbank Plains?",
    "ground_truth": {
      "answer": "Redbank Plains",
      "outlier_distance_km": 14140.8,
      "second_furthest_km": 3123.5,
      "clarity_ratio": 4.53,
      "median_distance_km": 3122.1,
      "distances_to_centroid": {
        "Lohr am Main": 2708.2,
        "Saint-Mandé": 3123.5,
        "Noisy-le-Sec": 3122.1,
        "Siegburg": 2898.5,
        "Redbank Plains": 14140.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lohr am Main: (49.99°, 9.57°)",
      "  Saint-Mandé: (48.84°, 2.42°)",
      "  Noisy-le-Sec: (48.89°, 2.46°)",
      "  Siegburg: (50.80°, 7.21°)",
      "  Redbank Plains: (-27.65°, 152.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Redbank Plains: 14140.8 km from centroid",
      "  Saint-Mandé: 3123.5 km from centroid",
      "  Noisy-le-Sec: 3122.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Redbank Plains",
      "FINAL ANSWER: Redbank Plains"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.56188,
        "lon": 73.22317,
        "name": "Sāvli"
      },
      {
        "lat": -6.8922,
        "lon": 109.619,
        "name": "Wiradesa"
      },
      {
        "lat": 5.203,
        "lon": 96.7009,
        "name": "Bireun"
      },
      {
        "lat": 21.3851,
        "lon": 78.92155,
        "name": "Saoner"
      },
      {
        "lat": -36.84853,
        "lon": 174.76349,
        "name": "Auckland"
      }
    ],
    "question": "Which location is the geographic outlier among: Sāvli, Wiradesa, Bireun, Saoner, Auckland?",
    "ground_truth": {
      "answer": "Auckland",
      "outlier_distance_km": 8153.9,
      "second_furthest_km": 4329.4,
      "clarity_ratio": 1.88,
      "median_distance_km": 3758.3,
      "distances_to_centroid": {
        "Sāvli": 4329.4,
        "Wiradesa": 946.1,
        "Bireun": 1195.2,
        "Saoner": 3758.3,
        "Auckland": 8153.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sāvli: (22.56°, 73.22°)",
      "  Wiradesa: (-6.89°, 109.62°)",
      "  Bireun: (5.20°, 96.70°)",
      "  Saoner: (21.39°, 78.92°)",
      "  Auckland: (-36.85°, 174.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Auckland: 8153.9 km from centroid",
      "  Sāvli: 4329.4 km from centroid",
      "  Saoner: 3758.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Auckland",
      "FINAL ANSWER: Auckland"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.84711,
        "lon": -1.78785,
        "name": "Baildon"
      },
      {
        "lat": 52.53711,
        "lon": 31.93659,
        "name": "Novozybkov"
      },
      {
        "lat": 53.18463,
        "lon": 18.60466,
        "name": "Chełmża"
      },
      {
        "lat": 53.5303,
        "lon": 49.3461,
        "name": "Tolyatti"
      },
      {
        "lat": -24.50944,
        "lon": -50.41361,
        "name": "Tibagi"
      }
    ],
    "question": "Which location is the geographic outlier among: Baildon, Novozybkov, Chełmża, Tolyatti, Tibagi?",
    "ground_truth": {
      "answer": "Tibagi",
      "outlier_distance_km": 9327.0,
      "second_furthest_km": 3496.3,
      "clarity_ratio": 2.67,
      "median_distance_km": 2390.4,
      "distances_to_centroid": {
        "Baildon": 1991.3,
        "Novozybkov": 2390.4,
        "Chełmża": 1856.1,
        "Tolyatti": 3496.3,
        "Tibagi": 9327.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Baildon: (53.85°, -1.79°)",
      "  Novozybkov: (52.54°, 31.94°)",
      "  Chełmża: (53.18°, 18.60°)",
      "  Tolyatti: (53.53°, 49.35°)",
      "  Tibagi: (-24.51°, -50.41°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tibagi: 9327.0 km from centroid",
      "  Tolyatti: 3496.3 km from centroid",
      "  Novozybkov: 2390.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tibagi",
      "FINAL ANSWER: Tibagi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.0415,
        "lon": 8.24878,
        "name": "Biebrich"
      },
      {
        "lat": 40.01131,
        "lon": 18.16237,
        "name": "Casarano"
      },
      {
        "lat": 55.7,
        "lon": 37.5,
        "name": "Ramenki"
      },
      {
        "lat": 53.9165,
        "lon": 15.20027,
        "name": "Gryfice"
      },
      {
        "lat": -13.54639,
        "lon": -42.49139,
        "name": "Tanque Novo"
      }
    ],
    "question": "Which location is the geographic outlier among: Biebrich, Casarano, Ramenki, Gryfice, Tanque Novo?",
    "ground_truth": {
      "answer": "Tanque Novo",
      "outlier_distance_km": 7676.3,
      "second_furthest_km": 3049.0,
      "clarity_ratio": 2.52,
      "median_distance_km": 1951.8,
      "distances_to_centroid": {
        "Biebrich": 1427.1,
        "Casarano": 990.5,
        "Ramenki": 3049.0,
        "Gryfice": 1951.8,
        "Tanque Novo": 7676.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Biebrich: (50.04°, 8.25°)",
      "  Casarano: (40.01°, 18.16°)",
      "  Ramenki: (55.70°, 37.50°)",
      "  Gryfice: (53.92°, 15.20°)",
      "  Tanque Novo: (-13.55°, -42.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tanque Novo: 7676.3 km from centroid",
      "  Ramenki: 3049.0 km from centroid",
      "  Gryfice: 1951.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tanque Novo",
      "FINAL ANSWER: Tanque Novo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.14264,
        "lon": 19.13149,
        "name": "Lędziny"
      },
      {
        "lat": 43.8245,
        "lon": 11.13027,
        "name": "Campi Bisenzio"
      },
      {
        "lat": 52.15051,
        "lon": 21.05041,
        "name": "Ursynów"
      },
      {
        "lat": 52.40881,
        "lon": 7.97288,
        "name": "Bramsche"
      },
      {
        "lat": 20.67675,
        "lon": -101.35628,
        "name": "Irapuato"
      }
    ],
    "question": "Which location is the geographic outlier among: Lędziny, Campi Bisenzio, Ursynów, Bramsche, Irapuato?",
    "ground_truth": {
      "answer": "Irapuato",
      "outlier_distance_km": 8660.0,
      "second_furthest_km": 2358.5,
      "clarity_ratio": 3.67,
      "median_distance_km": 2188.9,
      "distances_to_centroid": {
        "Lędziny": 2188.9,
        "Campi Bisenzio": 1564.0,
        "Ursynów": 2358.5,
        "Bramsche": 1539.0,
        "Irapuato": 8660.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lędziny: (50.14°, 19.13°)",
      "  Campi Bisenzio: (43.82°, 11.13°)",
      "  Ursynów: (52.15°, 21.05°)",
      "  Bramsche: (52.41°, 7.97°)",
      "  Irapuato: (20.68°, -101.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Irapuato: 8660.0 km from centroid",
      "  Ursynów: 2358.5 km from centroid",
      "  Lędziny: 2188.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Irapuato",
      "FINAL ANSWER: Irapuato"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.15345,
        "lon": 149.16554,
        "name": "Mackay"
      },
      {
        "lat": -27.62329,
        "lon": 153.04785,
        "name": "Calamvale"
      },
      {
        "lat": -32.92953,
        "lon": 151.7801,
        "name": "Newcastle"
      },
      {
        "lat": -38.38176,
        "lon": 142.48799,
        "name": "Warrnambool"
      },
      {
        "lat": 48.93964,
        "lon": 9.25995,
        "name": "Marbach am Neckar"
      }
    ],
    "question": "Which location is the geographic outlier among: Mackay, Calamvale, Newcastle, Warrnambool, Marbach am Neckar?",
    "ground_truth": {
      "answer": "Marbach am Neckar",
      "outlier_distance_km": 12788.0,
      "second_furthest_km": 3727.4,
      "clarity_ratio": 3.43,
      "median_distance_km": 3617.3,
      "distances_to_centroid": {
        "Mackay": 3061.3,
        "Calamvale": 3617.3,
        "Newcastle": 3727.4,
        "Warrnambool": 3407.2,
        "Marbach am Neckar": 12788.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mackay: (-21.15°, 149.17°)",
      "  Calamvale: (-27.62°, 153.05°)",
      "  Newcastle: (-32.93°, 151.78°)",
      "  Warrnambool: (-38.38°, 142.49°)",
      "  Marbach am Neckar: (48.94°, 9.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Marbach am Neckar: 12788.0 km from centroid",
      "  Newcastle: 3727.4 km from centroid",
      "  Calamvale: 3617.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Marbach am Neckar",
      "FINAL ANSWER: Marbach am Neckar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.09639,
        "lon": -3.77786,
        "name": "Bailén"
      },
      {
        "lat": 41.05562,
        "lon": 16.70321,
        "name": "Palo del Colle"
      },
      {
        "lat": 50.06187,
        "lon": 43.23335,
        "name": "Mikhaylovka"
      },
      {
        "lat": 37.32955,
        "lon": 14.74474,
        "name": "Palagonia"
      },
      {
        "lat": -33.71816,
        "lon": 151.11561,
        "name": "Wahroonga"
      }
    ],
    "question": "Which location is the geographic outlier among: Bailén, Palo del Colle, Mikhaylovka, Palagonia, Wahroonga?",
    "ground_truth": {
      "answer": "Wahroonga",
      "outlier_distance_km": 13068.5,
      "second_furthest_km": 4650.0,
      "clarity_ratio": 2.81,
      "median_distance_km": 3027.2,
      "distances_to_centroid": {
        "Bailén": 4650.0,
        "Palo del Colle": 3003.9,
        "Mikhaylovka": 2614.6,
        "Palagonia": 3027.2,
        "Wahroonga": 13068.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bailén: (38.10°, -3.78°)",
      "  Palo del Colle: (41.06°, 16.70°)",
      "  Mikhaylovka: (50.06°, 43.23°)",
      "  Palagonia: (37.33°, 14.74°)",
      "  Wahroonga: (-33.72°, 151.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wahroonga: 13068.5 km from centroid",
      "  Bailén: 4650.0 km from centroid",
      "  Palagonia: 3027.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wahroonga",
      "FINAL ANSWER: Wahroonga"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.58759,
        "lon": -72.59953,
        "name": "Greenfield"
      },
      {
        "lat": 21.99631,
        "lon": -99.01093,
        "name": "Ciudad Valles"
      },
      {
        "lat": 38.78928,
        "lon": -77.1872,
        "name": "Springfield"
      },
      {
        "lat": 31.15013,
        "lon": -81.49147,
        "name": "Brunswick"
      },
      {
        "lat": 7.85,
        "lon": 36.65,
        "name": "Āgaro"
      }
    ],
    "question": "Which location is the geographic outlier among: Greenfield, Ciudad Valles, Springfield, Brunswick, Āgaro?",
    "ground_truth": {
      "answer": "Āgaro",
      "outlier_distance_km": 10112.6,
      "second_furthest_km": 4096.2,
      "clarity_ratio": 2.47,
      "median_distance_km": 2212.3,
      "distances_to_centroid": {
        "Greenfield": 2003.9,
        "Ciudad Valles": 4096.2,
        "Springfield": 2051.8,
        "Brunswick": 2212.3,
        "Āgaro": 10112.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Greenfield: (42.59°, -72.60°)",
      "  Ciudad Valles: (22.00°, -99.01°)",
      "  Springfield: (38.79°, -77.19°)",
      "  Brunswick: (31.15°, -81.49°)",
      "  Āgaro: (7.85°, 36.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Āgaro: 10112.6 km from centroid",
      "  Ciudad Valles: 4096.2 km from centroid",
      "  Brunswick: 2212.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Āgaro",
      "FINAL ANSWER: Āgaro"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.19543,
        "lon": -79.46948,
        "name": "Pinehurst"
      },
      {
        "lat": 21.14972,
        "lon": -101.6225,
        "name": "Medina"
      },
      {
        "lat": 40.80482,
        "lon": -73.33623,
        "name": "Dix Hills"
      },
      {
        "lat": 32.32931,
        "lon": -96.62527,
        "name": "Ennis"
      },
      {
        "lat": -33.79176,
        "lon": 151.08057,
        "name": "Eastwood"
      }
    ],
    "question": "Which location is the geographic outlier among: Pinehurst, Medina, Dix Hills, Ennis, Eastwood?",
    "ground_truth": {
      "answer": "Eastwood",
      "outlier_distance_km": 18050.8,
      "second_furthest_km": 6396.1,
      "clarity_ratio": 2.82,
      "median_distance_km": 5792.3,
      "distances_to_centroid": {
        "Pinehurst": 4257.6,
        "Medina": 6396.1,
        "Dix Hills": 3974.5,
        "Ennis": 5792.3,
        "Eastwood": 18050.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pinehurst: (35.20°, -79.47°)",
      "  Medina: (21.15°, -101.62°)",
      "  Dix Hills: (40.80°, -73.34°)",
      "  Ennis: (32.33°, -96.63°)",
      "  Eastwood: (-33.79°, 151.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Eastwood: 18050.8 km from centroid",
      "  Medina: 6396.1 km from centroid",
      "  Ennis: 5792.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Eastwood",
      "FINAL ANSWER: Eastwood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.4279,
        "lon": 150.89268,
        "name": "Wollongong city centre"
      },
      {
        "lat": -39.4926,
        "lon": 176.91233,
        "name": "Napier"
      },
      {
        "lat": -36.9482,
        "lon": 174.87019,
        "name": "Otara"
      },
      {
        "lat": -34.91119,
        "lon": 138.70735,
        "name": "Adelaide Hills"
      },
      {
        "lat": 12.45389,
        "lon": 4.1975,
        "name": "Birnin Kebbi"
      }
    ],
    "question": "Which location is the geographic outlier among: Wollongong city centre, Napier, Otara, Adelaide Hills, Birnin Kebbi?",
    "ground_truth": {
      "answer": "Birnin Kebbi",
      "outlier_distance_km": 14077.7,
      "second_furthest_km": 4617.2,
      "clarity_ratio": 3.05,
      "median_distance_km": 4427.7,
      "distances_to_centroid": {
        "Wollongong city centre": 2250.9,
        "Napier": 4617.2,
        "Otara": 4427.7,
        "Adelaide Hills": 1294.9,
        "Birnin Kebbi": 14077.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wollongong city centre: (-34.43°, 150.89°)",
      "  Napier: (-39.49°, 176.91°)",
      "  Otara: (-36.95°, 174.87°)",
      "  Adelaide Hills: (-34.91°, 138.71°)",
      "  Birnin Kebbi: (12.45°, 4.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Birnin Kebbi: 14077.7 km from centroid",
      "  Napier: 4617.2 km from centroid",
      "  Otara: 4427.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Birnin Kebbi",
      "FINAL ANSWER: Birnin Kebbi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.42412,
        "lon": -98.49363,
        "name": "San Antonio"
      },
      {
        "lat": 26.2173,
        "lon": -80.22588,
        "name": "North Lauderdale"
      },
      {
        "lat": 34.05195,
        "lon": -118.47397,
        "name": "Brentwood"
      },
      {
        "lat": 17.06025,
        "lon": -96.72544,
        "name": "Oaxaca"
      },
      {
        "lat": 2.67375,
        "lon": 101.8721,
        "name": "Bandar Sri Sendayan"
      }
    ],
    "question": "Which location is the geographic outlier among: San Antonio, North Lauderdale, Brentwood, Oaxaca, Bandar Sri Sendayan?",
    "ground_truth": {
      "answer": "Bandar Sri Sendayan",
      "outlier_distance_km": 16543.5,
      "second_furthest_km": 5968.3,
      "clarity_ratio": 2.77,
      "median_distance_km": 4083.8,
      "distances_to_centroid": {
        "San Antonio": 4083.8,
        "North Lauderdale": 2264.0,
        "Brentwood": 5968.3,
        "Oaxaca": 4042.3,
        "Bandar Sri Sendayan": 16543.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Antonio: (29.42°, -98.49°)",
      "  North Lauderdale: (26.22°, -80.23°)",
      "  Brentwood: (34.05°, -118.47°)",
      "  Oaxaca: (17.06°, -96.73°)",
      "  Bandar Sri Sendayan: (2.67°, 101.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bandar Sri Sendayan: 16543.5 km from centroid",
      "  Brentwood: 5968.3 km from centroid",
      "  San Antonio: 4083.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bandar Sri Sendayan",
      "FINAL ANSWER: Bandar Sri Sendayan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.77806,
        "lon": -45.35806,
        "name": "Ilhabela"
      },
      {
        "lat": -16.08222,
        "lon": -48.50722,
        "name": "Alexânia"
      },
      {
        "lat": -19.32556,
        "lon": -41.25528,
        "name": "Resplendor"
      },
      {
        "lat": -7.60333,
        "lon": -35.23083,
        "name": "Aliança"
      },
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      }
    ],
    "question": "Which location is the geographic outlier among: Ilhabela, Alexânia, Resplendor, Aliança, Taylors Lakes?",
    "ground_truth": {
      "answer": "Taylors Lakes",
      "outlier_distance_km": 12778.7,
      "second_furthest_km": 4594.0,
      "clarity_ratio": 2.78,
      "median_distance_km": 4138.2,
      "distances_to_centroid": {
        "Ilhabela": 4138.2,
        "Alexânia": 4594.0,
        "Resplendor": 3770.0,
        "Aliança": 3556.6,
        "Taylors Lakes": 12778.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ilhabela: (-23.78°, -45.36°)",
      "  Alexânia: (-16.08°, -48.51°)",
      "  Resplendor: (-19.33°, -41.26°)",
      "  Aliança: (-7.60°, -35.23°)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Taylors Lakes: 12778.7 km from centroid",
      "  Alexânia: 4594.0 km from centroid",
      "  Ilhabela: 4138.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Taylors Lakes",
      "FINAL ANSWER: Taylors Lakes"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.40353,
        "lon": -2.46635,
        "name": "Nsoatre"
      },
      {
        "lat": 7.68287,
        "lon": 4.81769,
        "name": "Ijebu-Jesa"
      },
      {
        "lat": 6.63105,
        "lon": 8.05814,
        "name": "Effium"
      },
      {
        "lat": -26.39015,
        "lon": 30.78742,
        "name": "Fernie"
      },
      {
        "lat": 28.71974,
        "lon": 77.26781,
        "name": "Mustafābād"
      }
    ],
    "question": "Which location is the geographic outlier among: Nsoatre, Ijebu-Jesa, Effium, Fernie, Mustafābād?",
    "ground_truth": {
      "answer": "Mustafābād",
      "outlier_distance_km": 6227.0,
      "second_furthest_km": 3552.4,
      "clarity_ratio": 1.75,
      "median_distance_km": 2906.1,
      "distances_to_centroid": {
        "Nsoatre": 2906.1,
        "Ijebu-Jesa": 2110.4,
        "Effium": 1741.5,
        "Fernie": 3552.4,
        "Mustafābād": 6227.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nsoatre: (7.40°, -2.47°)",
      "  Ijebu-Jesa: (7.68°, 4.82°)",
      "  Effium: (6.63°, 8.06°)",
      "  Fernie: (-26.39°, 30.79°)",
      "  Mustafābād: (28.72°, 77.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mustafābād: 6227.0 km from centroid",
      "  Fernie: 3552.4 km from centroid",
      "  Nsoatre: 2906.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mustafābād",
      "FINAL ANSWER: Mustafābād"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.95633,
        "lon": 140.32356,
        "name": "Inashiki"
      },
      {
        "lat": 12.79163,
        "lon": 78.71644,
        "name": "Ambur"
      },
      {
        "lat": 8.24521,
        "lon": 77.301,
        "name": "Tiruvankod"
      },
      {
        "lat": 27.29191,
        "lon": 81.11775,
        "name": "Mahmudābād"
      },
      {
        "lat": -37.76667,
        "lon": 145.0,
        "name": "Northcote"
      }
    ],
    "question": "Which location is the geographic outlier among: Inashiki, Ambur, Tiruvankod, Mahmudābād, Northcote?",
    "ground_truth": {
      "answer": "Northcote",
      "outlier_distance_km": 6714.9,
      "second_furthest_km": 4675.8,
      "clarity_ratio": 1.44,
      "median_distance_km": 3164.6,
      "distances_to_centroid": {
        "Inashiki": 4675.8,
        "Ambur": 2838.2,
        "Tiruvankod": 2989.7,
        "Mahmudābād": 3164.6,
        "Northcote": 6714.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Inashiki: (35.96°, 140.32°)",
      "  Ambur: (12.79°, 78.72°)",
      "  Tiruvankod: (8.25°, 77.30°)",
      "  Mahmudābād: (27.29°, 81.12°)",
      "  Northcote: (-37.77°, 145.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Northcote: 6714.9 km from centroid",
      "  Inashiki: 4675.8 km from centroid",
      "  Mahmudābād: 3164.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Northcote",
      "FINAL ANSWER: Northcote"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81992,
        "lon": 145.0358,
        "name": "Hawthorn"
      },
      {
        "lat": -33.28397,
        "lon": 149.10018,
        "name": "Orange"
      },
      {
        "lat": -33.91972,
        "lon": 151.07592,
        "name": "Lakemba"
      },
      {
        "lat": -37.88264,
        "lon": 144.7003,
        "name": "Hoppers Crossing"
      },
      {
        "lat": 13.98411,
        "lon": 77.77224,
        "name": "Gorantla"
      }
    ],
    "question": "Which location is the geographic outlier among: Hawthorn, Orange, Lakemba, Hoppers Crossing, Gorantla?",
    "ground_truth": {
      "answer": "Gorantla",
      "outlier_distance_km": 7479.7,
      "second_furthest_km": 1914.2,
      "clarity_ratio": 3.91,
      "median_distance_km": 1720.9,
      "distances_to_centroid": {
        "Hawthorn": 1720.9,
        "Orange": 1718.4,
        "Lakemba": 1914.2,
        "Hoppers Crossing": 1706.5,
        "Gorantla": 7479.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hawthorn: (-37.82°, 145.04°)",
      "  Orange: (-33.28°, 149.10°)",
      "  Lakemba: (-33.92°, 151.08°)",
      "  Hoppers Crossing: (-37.88°, 144.70°)",
      "  Gorantla: (13.98°, 77.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gorantla: 7479.7 km from centroid",
      "  Lakemba: 1914.2 km from centroid",
      "  Hawthorn: 1720.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gorantla",
      "FINAL ANSWER: Gorantla"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.16095,
        "lon": -75.04811,
        "name": "Galeras"
      },
      {
        "lat": 5.25397,
        "lon": -75.15403,
        "name": "Manzanares"
      },
      {
        "lat": -22.85222,
        "lon": -43.77528,
        "name": "Itaguaí"
      },
      {
        "lat": -27.50766,
        "lon": -58.55625,
        "name": "San Luis del Palmar"
      },
      {
        "lat": 52.4581,
        "lon": 13.28702,
        "name": "Dahlem"
      }
    ],
    "question": "Which location is the geographic outlier among: Galeras, Manzanares, Itaguaí, San Luis del Palmar, Dahlem?",
    "ground_truth": {
      "answer": "Dahlem",
      "outlier_distance_km": 7801.8,
      "second_furthest_km": 3613.1,
      "clarity_ratio": 2.16,
      "median_distance_km": 3074.6,
      "distances_to_centroid": {
        "Galeras": 3074.6,
        "Manzanares": 3035.1,
        "Itaguaí": 2941.7,
        "San Luis del Palmar": 3613.1,
        "Dahlem": 7801.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Galeras: (9.16°, -75.05°)",
      "  Manzanares: (5.25°, -75.15°)",
      "  Itaguaí: (-22.85°, -43.78°)",
      "  San Luis del Palmar: (-27.51°, -58.56°)",
      "  Dahlem: (52.46°, 13.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dahlem: 7801.8 km from centroid",
      "  San Luis del Palmar: 3613.1 km from centroid",
      "  Galeras: 3074.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dahlem",
      "FINAL ANSWER: Dahlem"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.22861,
        "lon": -52.67056,
        "name": "Pato Branco"
      },
      {
        "lat": -7.09167,
        "lon": -39.68056,
        "name": "Nova Olinda"
      },
      {
        "lat": -9.02306,
        "lon": -78.61556,
        "name": "Coishco"
      },
      {
        "lat": -13.53306,
        "lon": -48.22,
        "name": "Minaçu"
      },
      {
        "lat": -21.15345,
        "lon": 149.16554,
        "name": "Mackay"
      }
    ],
    "question": "Which location is the geographic outlier among: Pato Branco, Nova Olinda, Coishco, Minaçu, Mackay?",
    "ground_truth": {
      "answer": "Mackay",
      "outlier_distance_km": 15554.3,
      "second_furthest_km": 7034.5,
      "clarity_ratio": 2.21,
      "median_distance_km": 4177.2,
      "distances_to_centroid": {
        "Pato Branco": 4177.2,
        "Nova Olinda": 2945.4,
        "Coishco": 7034.5,
        "Minaçu": 3686.1,
        "Mackay": 15554.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pato Branco: (-26.23°, -52.67°)",
      "  Nova Olinda: (-7.09°, -39.68°)",
      "  Coishco: (-9.02°, -78.62°)",
      "  Minaçu: (-13.53°, -48.22°)",
      "  Mackay: (-21.15°, 149.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mackay: 15554.3 km from centroid",
      "  Coishco: 7034.5 km from centroid",
      "  Pato Branco: 4177.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mackay",
      "FINAL ANSWER: Mackay"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.99913,
        "lon": -94.6359,
        "name": "Cosoleacaque"
      },
      {
        "lat": 43.73917,
        "lon": -79.24576,
        "name": "Eglinton East"
      },
      {
        "lat": 44.52358,
        "lon": -89.57456,
        "name": "Stevens Point"
      },
      {
        "lat": 41.8092,
        "lon": -87.59755,
        "name": "Kenwood"
      },
      {
        "lat": -33.22795,
        "lon": -60.32994,
        "name": "Villa Constitución"
      }
    ],
    "question": "Which location is the geographic outlier among: Cosoleacaque, Eglinton East, Stevens Point, Kenwood, Villa Constitución?",
    "ground_truth": {
      "answer": "Villa Constitución",
      "outlier_distance_km": 6667.8,
      "second_furthest_km": 2487.4,
      "clarity_ratio": 2.68,
      "median_distance_km": 2326.2,
      "distances_to_centroid": {
        "Cosoleacaque": 1400.2,
        "Eglinton East": 2326.2,
        "Stevens Point": 2487.4,
        "Kenwood": 2152.6,
        "Villa Constitución": 6667.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cosoleacaque: (18.00°, -94.64°)",
      "  Eglinton East: (43.74°, -79.25°)",
      "  Stevens Point: (44.52°, -89.57°)",
      "  Kenwood: (41.81°, -87.60°)",
      "  Villa Constitución: (-33.23°, -60.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Villa Constitución: 6667.8 km from centroid",
      "  Stevens Point: 2487.4 km from centroid",
      "  Eglinton East: 2326.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Villa Constitución",
      "FINAL ANSWER: Villa Constitución"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.2422,
        "lon": 12.45666,
        "name": "Ribnitz-Damgarten"
      },
      {
        "lat": 61.09979,
        "lon": 72.60349,
        "name": "Nefteyugansk"
      },
      {
        "lat": 37.38594,
        "lon": -6.05258,
        "name": "Castilleja de la Cuesta"
      },
      {
        "lat": 50.81137,
        "lon": -0.54078,
        "name": "Littlehampton"
      },
      {
        "lat": -38.18333,
        "lon": 145.08333,
        "name": "Mount Eliza"
      }
    ],
    "question": "Which location is the geographic outlier among: Ribnitz-Damgarten, Nefteyugansk, Castilleja de la Cuesta, Littlehampton, Mount Eliza?",
    "ground_truth": {
      "answer": "Mount Eliza",
      "outlier_distance_km": 13023.7,
      "second_furthest_km": 4580.5,
      "clarity_ratio": 2.84,
      "median_distance_km": 4145.0,
      "distances_to_centroid": {
        "Ribnitz-Damgarten": 3449.8,
        "Nefteyugansk": 3704.5,
        "Castilleja de la Cuesta": 4580.5,
        "Littlehampton": 4145.0,
        "Mount Eliza": 13023.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ribnitz-Damgarten: (54.24°, 12.46°)",
      "  Nefteyugansk: (61.10°, 72.60°)",
      "  Castilleja de la Cuesta: (37.39°, -6.05°)",
      "  Littlehampton: (50.81°, -0.54°)",
      "  Mount Eliza: (-38.18°, 145.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mount Eliza: 13023.7 km from centroid",
      "  Castilleja de la Cuesta: 4580.5 km from centroid",
      "  Littlehampton: 4145.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mount Eliza",
      "FINAL ANSWER: Mount Eliza"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.56523,
        "lon": -98.3364,
        "name": "Live Oak"
      },
      {
        "lat": 42.16558,
        "lon": -88.29425,
        "name": "Algonquin"
      },
      {
        "lat": 40.56233,
        "lon": -74.13986,
        "name": "Staten Island"
      },
      {
        "lat": 39.07506,
        "lon": -84.44716,
        "name": "Fort Thomas"
      },
      {
        "lat": -32.5269,
        "lon": 115.7217,
        "name": "Mandurah"
      }
    ],
    "question": "Which location is the geographic outlier among: Live Oak, Algonquin, Staten Island, Fort Thomas, Mandurah?",
    "ground_truth": {
      "answer": "Mandurah",
      "outlier_distance_km": 17971.2,
      "second_furthest_km": 5207.4,
      "clarity_ratio": 3.45,
      "median_distance_km": 4393.3,
      "distances_to_centroid": {
        "Live Oak": 5207.4,
        "Algonquin": 4393.3,
        "Staten Island": 3225.0,
        "Fort Thomas": 3995.6,
        "Mandurah": 17971.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Live Oak: (29.57°, -98.34°)",
      "  Algonquin: (42.17°, -88.29°)",
      "  Staten Island: (40.56°, -74.14°)",
      "  Fort Thomas: (39.08°, -84.45°)",
      "  Mandurah: (-32.53°, 115.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mandurah: 17971.2 km from centroid",
      "  Live Oak: 5207.4 km from centroid",
      "  Algonquin: 4393.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mandurah",
      "FINAL ANSWER: Mandurah"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.14477,
        "lon": -84.24244,
        "name": "Piqua"
      },
      {
        "lat": 38.42102,
        "lon": -121.42384,
        "name": "Laguna"
      },
      {
        "lat": 36.80553,
        "lon": -114.06719,
        "name": "Mesquite"
      },
      {
        "lat": 40.7251,
        "lon": -73.24539,
        "name": "Bay Shore"
      },
      {
        "lat": -23.98222,
        "lon": -48.87556,
        "name": "Itapeva"
      }
    ],
    "question": "Which location is the geographic outlier among: Piqua, Laguna, Mesquite, Bay Shore, Itapeva?",
    "ground_truth": {
      "answer": "Itapeva",
      "outlier_distance_km": 7030.0,
      "second_furthest_km": 3353.9,
      "clarity_ratio": 2.1,
      "median_distance_km": 2681.7,
      "distances_to_centroid": {
        "Piqua": 1572.8,
        "Laguna": 3353.9,
        "Mesquite": 2681.7,
        "Bay Shore": 2113.2,
        "Itapeva": 7030.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Piqua: (40.14°, -84.24°)",
      "  Laguna: (38.42°, -121.42°)",
      "  Mesquite: (36.81°, -114.07°)",
      "  Bay Shore: (40.73°, -73.25°)",
      "  Itapeva: (-23.98°, -48.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Itapeva: 7030.0 km from centroid",
      "  Laguna: 3353.9 km from centroid",
      "  Mesquite: 2681.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Itapeva",
      "FINAL ANSWER: Itapeva"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.86667,
        "lon": 145.28333,
        "name": "Boronia"
      },
      {
        "lat": -34.424,
        "lon": 150.89345,
        "name": "Wollongong"
      },
      {
        "lat": -27.10876,
        "lon": 152.94907,
        "name": "Morayfield"
      },
      {
        "lat": -38.38176,
        "lon": 142.48799,
        "name": "Warrnambool"
      },
      {
        "lat": 43.05923,
        "lon": -77.61222,
        "name": "Henrietta"
      }
    ],
    "question": "Which location is the geographic outlier among: Boronia, Wollongong, Morayfield, Warrnambool, Henrietta?",
    "ground_truth": {
      "answer": "Henrietta",
      "outlier_distance_km": 17333.4,
      "second_furthest_km": 5178.6,
      "clarity_ratio": 3.35,
      "median_distance_km": 5026.0,
      "distances_to_centroid": {
        "Boronia": 4605.1,
        "Wollongong": 5026.0,
        "Morayfield": 5178.6,
        "Warrnambool": 4387.1,
        "Henrietta": 17333.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Boronia: (-37.87°, 145.28°)",
      "  Wollongong: (-34.42°, 150.89°)",
      "  Morayfield: (-27.11°, 152.95°)",
      "  Warrnambool: (-38.38°, 142.49°)",
      "  Henrietta: (43.06°, -77.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Henrietta: 17333.4 km from centroid",
      "  Morayfield: 5178.6 km from centroid",
      "  Wollongong: 5026.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Henrietta",
      "FINAL ANSWER: Henrietta"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.48742,
        "lon": 28.97918,
        "name": "Mūţ"
      },
      {
        "lat": 5.6698,
        "lon": -0.01657,
        "name": "Tema"
      },
      {
        "lat": 8.58679,
        "lon": 39.12111,
        "name": "Mojo"
      },
      {
        "lat": 9.6053,
        "lon": 3.94101,
        "name": "Kaiama"
      },
      {
        "lat": -37.84205,
        "lon": 145.0694,
        "name": "Camberwell"
      }
    ],
    "question": "Which location is the geographic outlier among: Mūţ, Tema, Mojo, Kaiama, Camberwell?",
    "ground_truth": {
      "answer": "Camberwell",
      "outlier_distance_km": 11186.4,
      "second_furthest_km": 4831.4,
      "clarity_ratio": 2.32,
      "median_distance_km": 4437.0,
      "distances_to_centroid": {
        "Mūţ": 3006.0,
        "Tema": 4831.4,
        "Mojo": 845.3,
        "Kaiama": 4437.0,
        "Camberwell": 11186.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mūţ: (25.49°, 28.98°)",
      "  Tema: (5.67°, -0.02°)",
      "  Mojo: (8.59°, 39.12°)",
      "  Kaiama: (9.61°, 3.94°)",
      "  Camberwell: (-37.84°, 145.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Camberwell: 11186.4 km from centroid",
      "  Tema: 4831.4 km from centroid",
      "  Kaiama: 4437.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Camberwell",
      "FINAL ANSWER: Camberwell"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.88413,
        "lon": 144.78367,
        "name": "Altona Meadows"
      },
      {
        "lat": -33.88374,
        "lon": 151.21282,
        "name": "Surry Hills"
      },
      {
        "lat": -41.31667,
        "lon": 173.23333,
        "name": "Stoke"
      },
      {
        "lat": -43.30437,
        "lon": 172.58356,
        "name": "Rangiora"
      },
      {
        "lat": -22.18556,
        "lon": -47.39028,
        "name": "Leme"
      }
    ],
    "question": "Which location is the geographic outlier among: Altona Meadows, Surry Hills, Stoke, Rangiora, Leme?",
    "ground_truth": {
      "answer": "Leme",
      "outlier_distance_km": 13416.6,
      "second_furthest_km": 4692.1,
      "clarity_ratio": 2.86,
      "median_distance_km": 4602.8,
      "distances_to_centroid": {
        "Altona Meadows": 2311.1,
        "Surry Hills": 2945.6,
        "Stoke": 4692.1,
        "Rangiora": 4602.8,
        "Leme": 13416.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Altona Meadows: (-37.88°, 144.78°)",
      "  Surry Hills: (-33.88°, 151.21°)",
      "  Stoke: (-41.32°, 173.23°)",
      "  Rangiora: (-43.30°, 172.58°)",
      "  Leme: (-22.19°, -47.39°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Leme: 13416.6 km from centroid",
      "  Stoke: 4692.1 km from centroid",
      "  Rangiora: 4602.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Leme",
      "FINAL ANSWER: Leme"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.68104,
        "lon": -122.12441,
        "name": "San Lorenzo"
      },
      {
        "lat": 32.73569,
        "lon": -97.10807,
        "name": "Arlington"
      },
      {
        "lat": 49.68657,
        "lon": -124.9936,
        "name": "Courtenay"
      },
      {
        "lat": 47.92526,
        "lon": -97.03285,
        "name": "Grand Forks"
      },
      {
        "lat": 49.34449,
        "lon": 7.18045,
        "name": "Neunkirchen"
      }
    ],
    "question": "Which location is the geographic outlier among: San Lorenzo, Arlington, Courtenay, Grand Forks, Neunkirchen?",
    "ground_truth": {
      "answer": "Neunkirchen",
      "outlier_distance_km": 6752.2,
      "second_furthest_km": 3026.9,
      "clarity_ratio": 2.23,
      "median_distance_km": 2964.2,
      "distances_to_centroid": {
        "San Lorenzo": 3026.9,
        "Arlington": 1493.1,
        "Courtenay": 2964.2,
        "Grand Forks": 934.0,
        "Neunkirchen": 6752.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Lorenzo: (37.68°, -122.12°)",
      "  Arlington: (32.74°, -97.11°)",
      "  Courtenay: (49.69°, -124.99°)",
      "  Grand Forks: (47.93°, -97.03°)",
      "  Neunkirchen: (49.34°, 7.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Neunkirchen: 6752.2 km from centroid",
      "  San Lorenzo: 3026.9 km from centroid",
      "  Courtenay: 2964.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Neunkirchen",
      "FINAL ANSWER: Neunkirchen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81667,
        "lon": 144.9,
        "name": "Yarraville"
      },
      {
        "lat": -32.24295,
        "lon": 148.60484,
        "name": "Dubbo"
      },
      {
        "lat": -32.23013,
        "lon": 115.78128,
        "name": "Kwinana"
      },
      {
        "lat": -37.74124,
        "lon": 144.73631,
        "name": "Caroline Springs"
      },
      {
        "lat": 40.04837,
        "lon": -86.46917,
        "name": "Lebanon"
      }
    ],
    "question": "Which location is the geographic outlier among: Yarraville, Dubbo, Kwinana, Caroline Springs, Lebanon?",
    "ground_truth": {
      "answer": "Lebanon",
      "outlier_distance_km": 17785.4,
      "second_furthest_km": 5605.7,
      "clarity_ratio": 3.17,
      "median_distance_km": 5304.8,
      "distances_to_centroid": {
        "Yarraville": 5304.8,
        "Dubbo": 5605.7,
        "Kwinana": 2598.1,
        "Caroline Springs": 5289.5,
        "Lebanon": 17785.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yarraville: (-37.82°, 144.90°)",
      "  Dubbo: (-32.24°, 148.60°)",
      "  Kwinana: (-32.23°, 115.78°)",
      "  Caroline Springs: (-37.74°, 144.74°)",
      "  Lebanon: (40.05°, -86.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lebanon: 17785.4 km from centroid",
      "  Dubbo: 5605.7 km from centroid",
      "  Yarraville: 5304.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lebanon",
      "FINAL ANSWER: Lebanon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.59412,
        "lon": -119.34095,
        "name": "Wasco"
      },
      {
        "lat": 45.2333,
        "lon": -93.29134,
        "name": "Andover"
      },
      {
        "lat": 37.22957,
        "lon": -80.41394,
        "name": "Blacksburg"
      },
      {
        "lat": 16.84942,
        "lon": -99.90891,
        "name": "Acapulco de Juárez"
      },
      {
        "lat": 8.13373,
        "lon": 4.24014,
        "name": "Ogbomoso"
      }
    ],
    "question": "Which location is the geographic outlier among: Wasco, Andover, Blacksburg, Acapulco de Juárez, Ogbomoso?",
    "ground_truth": {
      "answer": "Ogbomoso",
      "outlier_distance_km": 8796.5,
      "second_furthest_km": 3964.6,
      "clarity_ratio": 2.22,
      "median_distance_km": 2615.3,
      "distances_to_centroid": {
        "Wasco": 3964.6,
        "Andover": 2299.4,
        "Blacksburg": 990.4,
        "Acapulco de Juárez": 2615.3,
        "Ogbomoso": 8796.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wasco: (35.59°, -119.34°)",
      "  Andover: (45.23°, -93.29°)",
      "  Blacksburg: (37.23°, -80.41°)",
      "  Acapulco de Juárez: (16.85°, -99.91°)",
      "  Ogbomoso: (8.13°, 4.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ogbomoso: 8796.5 km from centroid",
      "  Wasco: 3964.6 km from centroid",
      "  Acapulco de Juárez: 2615.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ogbomoso",
      "FINAL ANSWER: Ogbomoso"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.00176,
        "lon": -73.66568,
        "name": "Port Chester"
      },
      {
        "lat": 18.9378,
        "lon": -103.96417,
        "name": "Ciudad de Armería"
      },
      {
        "lat": 36.58597,
        "lon": -79.39502,
        "name": "Danville"
      },
      {
        "lat": 43.6135,
        "lon": -116.20345,
        "name": "Boise"
      },
      {
        "lat": -2.00082,
        "lon": -54.08102,
        "name": "Monte Alegre"
      }
    ],
    "question": "Which location is the geographic outlier among: Port Chester, Ciudad de Armería, Danville, Boise, Monte Alegre?",
    "ground_truth": {
      "answer": "Monte Alegre",
      "outlier_distance_km": 4702.6,
      "second_furthest_km": 3269.4,
      "clarity_ratio": 1.44,
      "median_distance_km": 2118.9,
      "distances_to_centroid": {
        "Port Chester": 1836.1,
        "Ciudad de Armería": 2118.9,
        "Danville": 1147.7,
        "Boise": 3269.4,
        "Monte Alegre": 4702.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Port Chester: (41.00°, -73.67°)",
      "  Ciudad de Armería: (18.94°, -103.96°)",
      "  Danville: (36.59°, -79.40°)",
      "  Boise: (43.61°, -116.20°)",
      "  Monte Alegre: (-2.00°, -54.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Monte Alegre: 4702.6 km from centroid",
      "  Boise: 3269.4 km from centroid",
      "  Ciudad de Armería: 2118.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Monte Alegre",
      "FINAL ANSWER: Monte Alegre"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.81282,
        "lon": 126.39181,
        "name": "Mokpo"
      },
      {
        "lat": 26.75586,
        "lon": 83.12773,
        "name": "Maghar"
      },
      {
        "lat": 6.08838,
        "lon": 100.39167,
        "name": "Kampung Alor Mengkudu"
      },
      {
        "lat": 34.4,
        "lon": 132.45,
        "name": "Hiroshima"
      },
      {
        "lat": -26.89778,
        "lon": -49.23167,
        "name": "Indaial"
      }
    ],
    "question": "Which location is the geographic outlier among: Mokpo, Maghar, Kampung Alor Mengkudu, Hiroshima, Indaial?",
    "ground_truth": {
      "answer": "Indaial",
      "outlier_distance_km": 14481.4,
      "second_furthest_km": 5772.1,
      "clarity_ratio": 2.51,
      "median_distance_km": 5234.5,
      "distances_to_centroid": {
        "Mokpo": 5234.5,
        "Maghar": 1384.6,
        "Kampung Alor Mengkudu": 2575.8,
        "Hiroshima": 5772.1,
        "Indaial": 14481.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mokpo: (34.81°, 126.39°)",
      "  Maghar: (26.76°, 83.13°)",
      "  Kampung Alor Mengkudu: (6.09°, 100.39°)",
      "  Hiroshima: (34.40°, 132.45°)",
      "  Indaial: (-26.90°, -49.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Indaial: 14481.4 km from centroid",
      "  Hiroshima: 5772.1 km from centroid",
      "  Mokpo: 5234.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Indaial",
      "FINAL ANSWER: Indaial"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.00845,
        "lon": -75.10879,
        "name": "Juniata Park"
      },
      {
        "lat": 47.64995,
        "lon": -117.23991,
        "name": "Opportunity"
      },
      {
        "lat": 33.77391,
        "lon": -117.94145,
        "name": "Garden Grove"
      },
      {
        "lat": 42.15141,
        "lon": -87.95979,
        "name": "Buffalo Grove"
      },
      {
        "lat": -36.90694,
        "lon": 174.68704,
        "name": "New Lynn"
      }
    ],
    "question": "Which location is the geographic outlier among: Juniata Park, Opportunity, Garden Grove, Buffalo Grove, New Lynn?",
    "ground_truth": {
      "answer": "New Lynn",
      "outlier_distance_km": 16082.1,
      "second_furthest_km": 7000.4,
      "clarity_ratio": 2.3,
      "median_distance_km": 6678.6,
      "distances_to_centroid": {
        "Juniata Park": 3255.9,
        "Opportunity": 6678.6,
        "Garden Grove": 7000.4,
        "Buffalo Grove": 4355.8,
        "New Lynn": 16082.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Juniata Park: (40.01°, -75.11°)",
      "  Opportunity: (47.65°, -117.24°)",
      "  Garden Grove: (33.77°, -117.94°)",
      "  Buffalo Grove: (42.15°, -87.96°)",
      "  New Lynn: (-36.91°, 174.69°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  New Lynn: 16082.1 km from centroid",
      "  Garden Grove: 7000.4 km from centroid",
      "  Opportunity: 6678.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: New Lynn",
      "FINAL ANSWER: New Lynn"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.95224,
        "lon": 115.8614,
        "name": "Perth"
      },
      {
        "lat": -25.54073,
        "lon": 152.70493,
        "name": "Maryborough"
      },
      {
        "lat": -30.29626,
        "lon": 153.11351,
        "name": "Coffs Harbour"
      },
      {
        "lat": -33.90741,
        "lon": 151.15546,
        "name": "Marrickville"
      },
      {
        "lat": 16.43425,
        "lon": 81.69845,
        "name": "Narasapur"
      }
    ],
    "question": "Which location is the geographic outlier among: Perth, Maryborough, Coffs Harbour, Marrickville, Narasapur?",
    "ground_truth": {
      "answer": "Narasapur",
      "outlier_distance_km": 6794.9,
      "second_furthest_km": 2448.2,
      "clarity_ratio": 2.78,
      "median_distance_km": 2445.3,
      "distances_to_centroid": {
        "Perth": 1922.5,
        "Maryborough": 2278.5,
        "Coffs Harbour": 2445.3,
        "Marrickville": 2448.2,
        "Narasapur": 6794.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Perth: (-31.95°, 115.86°)",
      "  Maryborough: (-25.54°, 152.70°)",
      "  Coffs Harbour: (-30.30°, 153.11°)",
      "  Marrickville: (-33.91°, 151.16°)",
      "  Narasapur: (16.43°, 81.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Narasapur: 6794.9 km from centroid",
      "  Marrickville: 2448.2 km from centroid",
      "  Coffs Harbour: 2445.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Narasapur",
      "FINAL ANSWER: Narasapur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -10.32,
        "lon": -36.57944,
        "name": "Neópolis"
      },
      {
        "lat": -23.71636,
        "lon": -46.76872,
        "name": "Jardim Angela"
      },
      {
        "lat": 4.03078,
        "lon": -74.9701,
        "name": "Guamo"
      },
      {
        "lat": -19.82028,
        "lon": -40.27333,
        "name": "Aracruz"
      },
      {
        "lat": 52.20024,
        "lon": 18.63865,
        "name": "Koło"
      }
    ],
    "question": "Which location is the geographic outlier among: Neópolis, Jardim Angela, Guamo, Aracruz, Koło?",
    "ground_truth": {
      "answer": "Koło",
      "outlier_distance_km": 7652.3,
      "second_furthest_km": 4348.1,
      "clarity_ratio": 1.76,
      "median_distance_km": 2931.0,
      "distances_to_centroid": {
        "Neópolis": 1202.1,
        "Jardim Angela": 2931.0,
        "Guamo": 4348.1,
        "Aracruz": 2304.5,
        "Koło": 7652.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Neópolis: (-10.32°, -36.58°)",
      "  Jardim Angela: (-23.72°, -46.77°)",
      "  Guamo: (4.03°, -74.97°)",
      "  Aracruz: (-19.82°, -40.27°)",
      "  Koło: (52.20°, 18.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Koło: 7652.3 km from centroid",
      "  Guamo: 4348.1 km from centroid",
      "  Jardim Angela: 2931.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Koło",
      "FINAL ANSWER: Koło"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.57444,
        "lon": -55.94361,
        "name": "Trairão"
      },
      {
        "lat": -21.85389,
        "lon": -47.47917,
        "name": "Porto Ferreira"
      },
      {
        "lat": 5.26667,
        "lon": -73.91667,
        "name": "La Mesa"
      },
      {
        "lat": -19.75,
        "lon": -43.0375,
        "name": "Nova Era"
      },
      {
        "lat": -39.4926,
        "lon": 176.91233,
        "name": "Napier"
      }
    ],
    "question": "Which location is the geographic outlier among: Trairão, Porto Ferreira, La Mesa, Nova Era, Napier?",
    "ground_truth": {
      "answer": "Napier",
      "outlier_distance_km": 13808.3,
      "second_furthest_km": 7554.8,
      "clarity_ratio": 1.83,
      "median_distance_km": 5310.6,
      "distances_to_centroid": {
        "Trairão": 5310.6,
        "Porto Ferreira": 4118.1,
        "La Mesa": 7554.8,
        "Nova Era": 3650.5,
        "Napier": 13808.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Trairão: (-4.57°, -55.94°)",
      "  Porto Ferreira: (-21.85°, -47.48°)",
      "  La Mesa: (5.27°, -73.92°)",
      "  Nova Era: (-19.75°, -43.04°)",
      "  Napier: (-39.49°, 176.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Napier: 13808.3 km from centroid",
      "  La Mesa: 7554.8 km from centroid",
      "  Trairão: 5310.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Napier",
      "FINAL ANSWER: Napier"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 56.11254,
        "lon": 69.48722,
        "name": "Ishim"
      },
      {
        "lat": 36.643,
        "lon": -4.68728,
        "name": "Alhaurín el Grande"
      },
      {
        "lat": 48.93564,
        "lon": 2.35387,
        "name": "Saint-Denis"
      },
      {
        "lat": 47.51683,
        "lon": 40.80831,
        "name": "Semikarakorsk"
      },
      {
        "lat": 19.44506,
        "lon": -99.14612,
        "name": "Cuauhtémoc"
      }
    ],
    "question": "Which location is the geographic outlier among: Ishim, Alhaurín el Grande, Saint-Denis, Semikarakorsk, Cuauhtémoc?",
    "ground_truth": {
      "answer": "Cuauhtémoc",
      "outlier_distance_km": 9443.6,
      "second_furthest_km": 4975.0,
      "clarity_ratio": 1.9,
      "median_distance_km": 3121.8,
      "distances_to_centroid": {
        "Ishim": 4975.0,
        "Alhaurín el Grande": 792.7,
        "Saint-Denis": 802.5,
        "Semikarakorsk": 3121.8,
        "Cuauhtémoc": 9443.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ishim: (56.11°, 69.49°)",
      "  Alhaurín el Grande: (36.64°, -4.69°)",
      "  Saint-Denis: (48.94°, 2.35°)",
      "  Semikarakorsk: (47.52°, 40.81°)",
      "  Cuauhtémoc: (19.45°, -99.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cuauhtémoc: 9443.6 km from centroid",
      "  Ishim: 4975.0 km from centroid",
      "  Semikarakorsk: 3121.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cuauhtémoc",
      "FINAL ANSWER: Cuauhtémoc"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.2,
        "lon": 174.95,
        "name": "Pukekohe East"
      },
      {
        "lat": -38.11531,
        "lon": 145.29814,
        "name": "Cranbourne East"
      },
      {
        "lat": -38.16667,
        "lon": 145.16667,
        "name": "Langwarrin"
      },
      {
        "lat": -37.91806,
        "lon": 145.03544,
        "name": "Bentleigh"
      },
      {
        "lat": -11.68472,
        "lon": -41.76889,
        "name": "Canarana"
      }
    ],
    "question": "Which location is the geographic outlier among: Pukekohe East, Cranbourne East, Langwarrin, Bentleigh, Canarana?",
    "ground_truth": {
      "answer": "Canarana",
      "outlier_distance_km": 14444.1,
      "second_furthest_km": 5508.2,
      "clarity_ratio": 2.62,
      "median_distance_km": 2911.7,
      "distances_to_centroid": {
        "Pukekohe East": 5508.2,
        "Cranbourne East": 2911.7,
        "Langwarrin": 2900.5,
        "Bentleigh": 2887.8,
        "Canarana": 14444.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pukekohe East: (-37.20°, 174.95°)",
      "  Cranbourne East: (-38.12°, 145.30°)",
      "  Langwarrin: (-38.17°, 145.17°)",
      "  Bentleigh: (-37.92°, 145.04°)",
      "  Canarana: (-11.68°, -41.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Canarana: 14444.1 km from centroid",
      "  Pukekohe East: 5508.2 km from centroid",
      "  Cranbourne East: 2911.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Canarana",
      "FINAL ANSWER: Canarana"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.53472,
        "lon": 135.70925,
        "name": "Kashiba"
      },
      {
        "lat": 23.76571,
        "lon": 85.93864,
        "name": "Jāridih"
      },
      {
        "lat": 36.83389,
        "lon": 118.89778,
        "name": "Daotian"
      },
      {
        "lat": 3.4506,
        "lon": 102.4176,
        "name": "Temerluh"
      },
      {
        "lat": -37.73333,
        "lon": 144.8,
        "name": "Saint Albans"
      }
    ],
    "question": "Which location is the geographic outlier among: Kashiba, Jāridih, Daotian, Temerluh, Saint Albans?",
    "ground_truth": {
      "answer": "Saint Albans",
      "outlier_distance_km": 6233.8,
      "second_furthest_km": 3572.9,
      "clarity_ratio": 1.74,
      "median_distance_km": 3089.8,
      "distances_to_centroid": {
        "Kashiba": 3089.8,
        "Jāridih": 3572.9,
        "Daotian": 2745.8,
        "Temerluh": 1927.2,
        "Saint Albans": 6233.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kashiba: (34.53°, 135.71°)",
      "  Jāridih: (23.77°, 85.94°)",
      "  Daotian: (36.83°, 118.90°)",
      "  Temerluh: (3.45°, 102.42°)",
      "  Saint Albans: (-37.73°, 144.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Saint Albans: 6233.8 km from centroid",
      "  Jāridih: 3572.9 km from centroid",
      "  Kashiba: 3089.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Saint Albans",
      "FINAL ANSWER: Saint Albans"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 59.83528,
        "lon": 30.14667,
        "name": "Sosnovaya Polyana"
      },
      {
        "lat": 40.94223,
        "lon": 14.23476,
        "name": "Sant'Antimo"
      },
      {
        "lat": 40.42478,
        "lon": -3.66379,
        "name": "Fuente del Berro"
      },
      {
        "lat": 45.5305,
        "lon": 9.13954,
        "name": "Novate Milanese"
      },
      {
        "lat": -37.91806,
        "lon": 145.03544,
        "name": "Bentleigh"
      }
    ],
    "question": "Which location is the geographic outlier among: Sosnovaya Polyana, Sant'Antimo, Fuente del Berro, Novate Milanese, Bentleigh?",
    "ground_truth": {
      "answer": "Bentleigh",
      "outlier_distance_km": 13302.9,
      "second_furthest_km": 4013.9,
      "clarity_ratio": 3.31,
      "median_distance_km": 3409.1,
      "distances_to_centroid": {
        "Sosnovaya Polyana": 3409.1,
        "Sant'Antimo": 2552.3,
        "Fuente del Berro": 4013.9,
        "Novate Milanese": 3129.6,
        "Bentleigh": 13302.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sosnovaya Polyana: (59.84°, 30.15°)",
      "  Sant'Antimo: (40.94°, 14.23°)",
      "  Fuente del Berro: (40.42°, -3.66°)",
      "  Novate Milanese: (45.53°, 9.14°)",
      "  Bentleigh: (-37.92°, 145.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bentleigh: 13302.9 km from centroid",
      "  Fuente del Berro: 4013.9 km from centroid",
      "  Sosnovaya Polyana: 3409.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bentleigh",
      "FINAL ANSWER: Bentleigh"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.62201,
        "lon": 74.65699,
        "name": "Shrirampur"
      },
      {
        "lat": 31.09407,
        "lon": 105.08731,
        "name": "Tongchuan"
      },
      {
        "lat": 6.53995,
        "lon": 101.28128,
        "name": "Yala"
      },
      {
        "lat": 29.95972,
        "lon": 107.20356,
        "name": "Shuanglong"
      },
      {
        "lat": -16.68528,
        "lon": -44.365,
        "name": "Coração de Jesus"
      }
    ],
    "question": "Which location is the geographic outlier among: Shrirampur, Tongchuan, Yala, Shuanglong, Coração de Jesus?",
    "ground_truth": {
      "answer": "Coração de Jesus",
      "outlier_distance_km": 12874.9,
      "second_furthest_km": 4308.3,
      "clarity_ratio": 2.99,
      "median_distance_km": 4151.9,
      "distances_to_centroid": {
        "Shrirampur": 876.3,
        "Tongchuan": 4151.9,
        "Yala": 3650.1,
        "Shuanglong": 4308.3,
        "Coração de Jesus": 12874.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shrirampur: (19.62°, 74.66°)",
      "  Tongchuan: (31.09°, 105.09°)",
      "  Yala: (6.54°, 101.28°)",
      "  Shuanglong: (29.96°, 107.20°)",
      "  Coração de Jesus: (-16.69°, -44.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Coração de Jesus: 12874.9 km from centroid",
      "  Shuanglong: 4308.3 km from centroid",
      "  Tongchuan: 4151.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Coração de Jesus",
      "FINAL ANSWER: Coração de Jesus"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.56056,
        "lon": 151.95386,
        "name": "Toowoomba"
      },
      {
        "lat": -33.78333,
        "lon": 150.93333,
        "name": "Seven Hills"
      },
      {
        "lat": -35.73167,
        "lon": 174.32391,
        "name": "Whangarei"
      },
      {
        "lat": -33.9049,
        "lon": 151.01996,
        "name": "Yagoona"
      },
      {
        "lat": 44.54804,
        "lon": 129.62594,
        "name": "Mudanjiang"
      }
    ],
    "question": "Which location is the geographic outlier among: Toowoomba, Seven Hills, Whangarei, Yagoona, Mudanjiang?",
    "ground_truth": {
      "answer": "Mudanjiang",
      "outlier_distance_km": 7227.0,
      "second_furthest_km": 3039.9,
      "clarity_ratio": 2.38,
      "median_distance_km": 1848.7,
      "distances_to_centroid": {
        "Toowoomba": 1143.1,
        "Seven Hills": 1835.5,
        "Whangarei": 3039.9,
        "Yagoona": 1848.7,
        "Mudanjiang": 7227.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Toowoomba: (-27.56°, 151.95°)",
      "  Seven Hills: (-33.78°, 150.93°)",
      "  Whangarei: (-35.73°, 174.32°)",
      "  Yagoona: (-33.90°, 151.02°)",
      "  Mudanjiang: (44.55°, 129.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mudanjiang: 7227.0 km from centroid",
      "  Whangarei: 3039.9 km from centroid",
      "  Yagoona: 1848.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mudanjiang",
      "FINAL ANSWER: Mudanjiang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.58056,
        "lon": -47.51861,
        "name": "Iracemápolis"
      },
      {
        "lat": 3.40671,
        "lon": -76.34819,
        "name": "Candelaria"
      },
      {
        "lat": -15.80976,
        "lon": -47.97202,
        "name": "Guará"
      },
      {
        "lat": -15.94861,
        "lon": -44.86444,
        "name": "São Francisco"
      },
      {
        "lat": 44.49381,
        "lon": 11.33875,
        "name": "Bologna"
      }
    ],
    "question": "Which location is the geographic outlier among: Iracemápolis, Candelaria, Guará, São Francisco, Bologna?",
    "ground_truth": {
      "answer": "Bologna",
      "outlier_distance_km": 7251.3,
      "second_furthest_km": 3955.2,
      "clarity_ratio": 1.83,
      "median_distance_km": 2468.0,
      "distances_to_centroid": {
        "Iracemápolis": 2468.0,
        "Candelaria": 3955.2,
        "Guará": 1783.2,
        "São Francisco": 1682.4,
        "Bologna": 7251.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Iracemápolis: (-22.58°, -47.52°)",
      "  Candelaria: (3.41°, -76.35°)",
      "  Guará: (-15.81°, -47.97°)",
      "  São Francisco: (-15.95°, -44.86°)",
      "  Bologna: (44.49°, 11.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bologna: 7251.3 km from centroid",
      "  Candelaria: 3955.2 km from centroid",
      "  Iracemápolis: 2468.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bologna",
      "FINAL ANSWER: Bologna"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.66354,
        "lon": 76.00326,
        "name": "Vadakkēkkād"
      },
      {
        "lat": 29.15196,
        "lon": 108.74289,
        "name": "Apengjiang"
      },
      {
        "lat": 20.43353,
        "lon": 99.87617,
        "name": "Mae Sai"
      },
      {
        "lat": 14.05723,
        "lon": 78.75056,
        "name": "Rayachoti"
      },
      {
        "lat": 38.95627,
        "lon": -5.86162,
        "name": "Don Benito"
      }
    ],
    "question": "Which location is the geographic outlier among: Vadakkēkkād, Apengjiang, Mae Sai, Rayachoti, Don Benito?",
    "ground_truth": {
      "answer": "Don Benito",
      "outlier_distance_km": 7391.8,
      "second_furthest_km": 3778.3,
      "clarity_ratio": 1.96,
      "median_distance_km": 2940.6,
      "distances_to_centroid": {
        "Vadakkēkkād": 1416.3,
        "Apengjiang": 3778.3,
        "Mae Sai": 2940.6,
        "Rayachoti": 1223.6,
        "Don Benito": 7391.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vadakkēkkād: (10.66°, 76.00°)",
      "  Apengjiang: (29.15°, 108.74°)",
      "  Mae Sai: (20.43°, 99.88°)",
      "  Rayachoti: (14.06°, 78.75°)",
      "  Don Benito: (38.96°, -5.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Don Benito: 7391.8 km from centroid",
      "  Apengjiang: 3778.3 km from centroid",
      "  Mae Sai: 2940.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Don Benito",
      "FINAL ANSWER: Don Benito"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.86414,
        "lon": -118.16341,
        "name": "Rosamond"
      },
      {
        "lat": 41.76593,
        "lon": -72.23369,
        "name": "Mansfield City"
      },
      {
        "lat": 45.16024,
        "lon": -93.08883,
        "name": "Lino Lakes"
      },
      {
        "lat": 39.15017,
        "lon": -123.20778,
        "name": "Ukiah"
      },
      {
        "lat": -37.83382,
        "lon": 144.93834,
        "name": "City of Port Phillip"
      }
    ],
    "question": "Which location is the geographic outlier among: Rosamond, Mansfield City, Lino Lakes, Ukiah, City of Port Phillip?",
    "ground_truth": {
      "answer": "City of Port Phillip",
      "outlier_distance_km": 17817.3,
      "second_furthest_km": 6714.1,
      "clarity_ratio": 2.65,
      "median_distance_km": 6344.7,
      "distances_to_centroid": {
        "Rosamond": 6344.7,
        "Mansfield City": 2643.5,
        "Lino Lakes": 4296.2,
        "Ukiah": 6714.1,
        "City of Port Phillip": 17817.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rosamond: (34.86°, -118.16°)",
      "  Mansfield City: (41.77°, -72.23°)",
      "  Lino Lakes: (45.16°, -93.09°)",
      "  Ukiah: (39.15°, -123.21°)",
      "  City of Port Phillip: (-37.83°, 144.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  City of Port Phillip: 17817.3 km from centroid",
      "  Ukiah: 6714.1 km from centroid",
      "  Rosamond: 6344.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: City of Port Phillip",
      "FINAL ANSWER: City of Port Phillip"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.99028,
        "lon": 139.07639,
        "name": "Chichibu"
      },
      {
        "lat": 28.23995,
        "lon": 78.43994,
        "name": "Gunnaur"
      },
      {
        "lat": 30.4225,
        "lon": 120.29722,
        "name": "Linping"
      },
      {
        "lat": 36.93833,
        "lon": 114.50583,
        "name": "Shahecheng"
      },
      {
        "lat": 53.42631,
        "lon": 11.84875,
        "name": "Parchim"
      }
    ],
    "question": "Which location is the geographic outlier among: Chichibu, Gunnaur, Linping, Shahecheng, Parchim?",
    "ground_truth": {
      "answer": "Parchim",
      "outlier_distance_km": 6236.7,
      "second_furthest_km": 4093.7,
      "clarity_ratio": 1.52,
      "median_distance_km": 2633.1,
      "distances_to_centroid": {
        "Chichibu": 4093.7,
        "Gunnaur": 1660.1,
        "Linping": 2633.1,
        "Shahecheng": 1921.1,
        "Parchim": 6236.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chichibu: (35.99°, 139.08°)",
      "  Gunnaur: (28.24°, 78.44°)",
      "  Linping: (30.42°, 120.30°)",
      "  Shahecheng: (36.94°, 114.51°)",
      "  Parchim: (53.43°, 11.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Parchim: 6236.7 km from centroid",
      "  Chichibu: 4093.7 km from centroid",
      "  Linping: 2633.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Parchim",
      "FINAL ANSWER: Parchim"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.41278,
        "lon": -40.68306,
        "name": "Marechal Floriano"
      },
      {
        "lat": -2.00082,
        "lon": -54.08102,
        "name": "Monte Alegre"
      },
      {
        "lat": -12.43028,
        "lon": -39.25139,
        "name": "Santo Estêvão"
      },
      {
        "lat": -3.76585,
        "lon": -49.67923,
        "name": "Tucuruí"
      },
      {
        "lat": -33.41665,
        "lon": 149.5806,
        "name": "Bathurst"
      }
    ],
    "question": "Which location is the geographic outlier among: Marechal Floriano, Monte Alegre, Santo Estêvão, Tucuruí, Bathurst?",
    "ground_truth": {
      "answer": "Bathurst",
      "outlier_distance_km": 14137.9,
      "second_furthest_km": 5367.2,
      "clarity_ratio": 2.63,
      "median_distance_km": 4842.1,
      "distances_to_centroid": {
        "Marechal Floriano": 3647.3,
        "Monte Alegre": 5367.2,
        "Santo Estêvão": 3511.5,
        "Tucuruí": 4842.1,
        "Bathurst": 14137.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Marechal Floriano: (-20.41°, -40.68°)",
      "  Monte Alegre: (-2.00°, -54.08°)",
      "  Santo Estêvão: (-12.43°, -39.25°)",
      "  Tucuruí: (-3.77°, -49.68°)",
      "  Bathurst: (-33.42°, 149.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bathurst: 14137.9 km from centroid",
      "  Monte Alegre: 5367.2 km from centroid",
      "  Tucuruí: 4842.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bathurst",
      "FINAL ANSWER: Bathurst"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.38047,
        "lon": 145.39867,
        "name": "Shepparton"
      },
      {
        "lat": -33.9681,
        "lon": 151.13564,
        "name": "Kogarah"
      },
      {
        "lat": -19.30323,
        "lon": 146.72531,
        "name": "Kirwan"
      },
      {
        "lat": -37.68333,
        "lon": 145.01667,
        "name": "Thomastown"
      },
      {
        "lat": 49.34449,
        "lon": 7.18045,
        "name": "Neunkirchen"
      }
    ],
    "question": "Which location is the geographic outlier among: Shepparton, Kogarah, Kirwan, Thomastown, Neunkirchen?",
    "ground_truth": {
      "answer": "Neunkirchen",
      "outlier_distance_km": 12897.1,
      "second_furthest_km": 3800.0,
      "clarity_ratio": 3.39,
      "median_distance_km": 3535.7,
      "distances_to_centroid": {
        "Shepparton": 3478.4,
        "Kogarah": 3800.0,
        "Kirwan": 2956.9,
        "Thomastown": 3535.7,
        "Neunkirchen": 12897.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shepparton: (-36.38°, 145.40°)",
      "  Kogarah: (-33.97°, 151.14°)",
      "  Kirwan: (-19.30°, 146.73°)",
      "  Thomastown: (-37.68°, 145.02°)",
      "  Neunkirchen: (49.34°, 7.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Neunkirchen: 12897.1 km from centroid",
      "  Kogarah: 3800.0 km from centroid",
      "  Thomastown: 3535.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Neunkirchen",
      "FINAL ANSWER: Neunkirchen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -41.28374,
        "lon": 174.74141,
        "name": "Karori"
      },
      {
        "lat": -41.43876,
        "lon": 147.13467,
        "name": "Launceston"
      },
      {
        "lat": -27.49325,
        "lon": 153.05826,
        "name": "Coorparoo"
      },
      {
        "lat": -33.2792,
        "lon": 115.71504,
        "name": "Australind"
      },
      {
        "lat": -1.35528,
        "lon": -48.34194,
        "name": "Marituba"
      }
    ],
    "question": "Which location is the geographic outlier among: Karori, Launceston, Coorparoo, Australind, Marituba?",
    "ground_truth": {
      "answer": "Marituba",
      "outlier_distance_km": 15836.0,
      "second_furthest_km": 6034.0,
      "clarity_ratio": 2.62,
      "median_distance_km": 4346.1,
      "distances_to_centroid": {
        "Karori": 6034.0,
        "Launceston": 3739.9,
        "Coorparoo": 4346.1,
        "Australind": 840.0,
        "Marituba": 15836.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Karori: (-41.28°, 174.74°)",
      "  Launceston: (-41.44°, 147.13°)",
      "  Coorparoo: (-27.49°, 153.06°)",
      "  Australind: (-33.28°, 115.72°)",
      "  Marituba: (-1.36°, -48.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Marituba: 15836.0 km from centroid",
      "  Karori: 6034.0 km from centroid",
      "  Coorparoo: 4346.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Marituba",
      "FINAL ANSWER: Marituba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.08843,
        "lon": 31.28351,
        "name": "Ḩadā’iq al Qubbah"
      },
      {
        "lat": 7.10168,
        "lon": 7.65945,
        "name": "Otukpa"
      },
      {
        "lat": -25.47512,
        "lon": 30.96935,
        "name": "Mbombela"
      },
      {
        "lat": -27.3887,
        "lon": 26.61701,
        "name": "Bothaville"
      },
      {
        "lat": 17.83498,
        "lon": -93.38902,
        "name": "Huimanguillo"
      }
    ],
    "question": "Which location is the geographic outlier among: Ḩadā’iq al Qubbah, Otukpa, Mbombela, Bothaville, Huimanguillo?",
    "ground_truth": {
      "answer": "Huimanguillo",
      "outlier_distance_km": 10418.0,
      "second_furthest_km": 4622.9,
      "clarity_ratio": 2.25,
      "median_distance_km": 4349.7,
      "distances_to_centroid": {
        "Ḩadā’iq al Qubbah": 4622.9,
        "Otukpa": 1076.1,
        "Mbombela": 4349.7,
        "Bothaville": 4156.5,
        "Huimanguillo": 10418.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ḩadā’iq al Qubbah: (30.09°, 31.28°)",
      "  Otukpa: (7.10°, 7.66°)",
      "  Mbombela: (-25.48°, 30.97°)",
      "  Bothaville: (-27.39°, 26.62°)",
      "  Huimanguillo: (17.83°, -93.39°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Huimanguillo: 10418.0 km from centroid",
      "  Ḩadā’iq al Qubbah: 4622.9 km from centroid",
      "  Mbombela: 4349.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Huimanguillo",
      "FINAL ANSWER: Huimanguillo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.3,
        "lon": 139.11667,
        "name": "Tamamura"
      },
      {
        "lat": 36.63246,
        "lon": 136.63726,
        "name": "Mukai-awagasaki"
      },
      {
        "lat": 8.52218,
        "lon": 77.04001,
        "name": "Vilappil"
      },
      {
        "lat": 29.48684,
        "lon": 105.58863,
        "name": "Guchang"
      },
      {
        "lat": -37.71667,
        "lon": 145.0,
        "name": "Reservoir"
      }
    ],
    "question": "Which location is the geographic outlier among: Tamamura, Mukai-awagasaki, Vilappil, Guchang, Reservoir?",
    "ground_truth": {
      "answer": "Reservoir",
      "outlier_distance_km": 6352.5,
      "second_furthest_km": 4794.4,
      "clarity_ratio": 1.32,
      "median_distance_km": 3024.9,
      "distances_to_centroid": {
        "Tamamura": 3024.9,
        "Mukai-awagasaki": 2912.2,
        "Vilappil": 4794.4,
        "Guchang": 2262.5,
        "Reservoir": 6352.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tamamura: (36.30°, 139.12°)",
      "  Mukai-awagasaki: (36.63°, 136.64°)",
      "  Vilappil: (8.52°, 77.04°)",
      "  Guchang: (29.49°, 105.59°)",
      "  Reservoir: (-37.72°, 145.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Reservoir: 6352.5 km from centroid",
      "  Vilappil: 4794.4 km from centroid",
      "  Tamamura: 3024.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Reservoir",
      "FINAL ANSWER: Reservoir"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.88333,
        "lon": 151.1,
        "name": "Burwood"
      },
      {
        "lat": -28.00029,
        "lon": 153.43088,
        "name": "Gold Coast"
      },
      {
        "lat": -37.86667,
        "lon": 145.06667,
        "name": "Glen Iris"
      },
      {
        "lat": -32.06003,
        "lon": 115.955,
        "name": "Thornlie"
      },
      {
        "lat": 22.0,
        "lon": 103.13333,
        "name": "Mường Lay"
      }
    ],
    "question": "Which location is the geographic outlier among: Burwood, Gold Coast, Glen Iris, Thornlie, Mường Lay?",
    "ground_truth": {
      "answer": "Mường Lay",
      "outlier_distance_km": 5907.6,
      "second_furthest_km": 2154.7,
      "clarity_ratio": 2.74,
      "median_distance_km": 2092.3,
      "distances_to_centroid": {
        "Burwood": 2154.7,
        "Gold Coast": 2092.3,
        "Glen Iris": 2074.5,
        "Thornlie": 2084.3,
        "Mường Lay": 5907.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Burwood: (-33.88°, 151.10°)",
      "  Gold Coast: (-28.00°, 153.43°)",
      "  Glen Iris: (-37.87°, 145.07°)",
      "  Thornlie: (-32.06°, 115.95°)",
      "  Mường Lay: (22.00°, 103.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mường Lay: 5907.6 km from centroid",
      "  Burwood: 2154.7 km from centroid",
      "  Gold Coast: 2092.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mường Lay",
      "FINAL ANSWER: Mường Lay"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 46.84158,
        "lon": -0.49042,
        "name": "Bressuire"
      },
      {
        "lat": 40.43355,
        "lon": -3.68429,
        "name": "Castellana"
      },
      {
        "lat": 50.93333,
        "lon": 9.21667,
        "name": "Schwalmstadt"
      },
      {
        "lat": 38.99915,
        "lon": -3.36991,
        "name": "Manzanares"
      },
      {
        "lat": 8.55142,
        "lon": 76.96079,
        "name": "Kudappanakkunnu"
      }
    ],
    "question": "Which location is the geographic outlier among: Bressuire, Castellana, Schwalmstadt, Manzanares, Kudappanakkunnu?",
    "ground_truth": {
      "answer": "Kudappanakkunnu",
      "outlier_distance_km": 6896.8,
      "second_furthest_km": 1717.6,
      "clarity_ratio": 4.02,
      "median_distance_km": 1713.7,
      "distances_to_centroid": {
        "Bressuire": 1713.7,
        "Castellana": 1717.6,
        "Schwalmstadt": 1616.8,
        "Manzanares": 1681.0,
        "Kudappanakkunnu": 6896.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bressuire: (46.84°, -0.49°)",
      "  Castellana: (40.43°, -3.68°)",
      "  Schwalmstadt: (50.93°, 9.22°)",
      "  Manzanares: (39.00°, -3.37°)",
      "  Kudappanakkunnu: (8.55°, 76.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kudappanakkunnu: 6896.8 km from centroid",
      "  Castellana: 1717.6 km from centroid",
      "  Bressuire: 1713.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kudappanakkunnu",
      "FINAL ANSWER: Kudappanakkunnu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.06003,
        "lon": 115.955,
        "name": "Thornlie"
      },
      {
        "lat": -33.76667,
        "lon": 150.81667,
        "name": "Mount Druitt"
      },
      {
        "lat": -41.13827,
        "lon": 175.0502,
        "name": "Upper Hutt"
      },
      {
        "lat": -27.56056,
        "lon": 151.95386,
        "name": "Toowoomba"
      },
      {
        "lat": 31.55371,
        "lon": 25.15793,
        "name": "As Sallūm"
      }
    ],
    "question": "Which location is the geographic outlier among: Thornlie, Mount Druitt, Upper Hutt, Toowoomba, As Sallūm?",
    "ground_truth": {
      "answer": "As Sallūm",
      "outlier_distance_km": 11973.8,
      "second_furthest_km": 5308.0,
      "clarity_ratio": 2.26,
      "median_distance_km": 3034.6,
      "distances_to_centroid": {
        "Thornlie": 1493.6,
        "Mount Druitt": 3034.6,
        "Upper Hutt": 5308.0,
        "Toowoomba": 2955.1,
        "As Sallūm": 11973.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Thornlie: (-32.06°, 115.95°)",
      "  Mount Druitt: (-33.77°, 150.82°)",
      "  Upper Hutt: (-41.14°, 175.05°)",
      "  Toowoomba: (-27.56°, 151.95°)",
      "  As Sallūm: (31.55°, 25.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  As Sallūm: 11973.8 km from centroid",
      "  Upper Hutt: 5308.0 km from centroid",
      "  Mount Druitt: 3034.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: As Sallūm",
      "FINAL ANSWER: As Sallūm"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.03972,
        "lon": -38.63722,
        "name": "Guaiúba"
      },
      {
        "lat": -7.14,
        "lon": -35.08639,
        "name": "Cruz do Espírito Santo"
      },
      {
        "lat": -26.56472,
        "lon": -52.32833,
        "name": "Abelardo Luz"
      },
      {
        "lat": -17.345,
        "lon": -44.94194,
        "name": "Pirapora"
      },
      {
        "lat": 60.91,
        "lon": 34.16188,
        "name": "Podporozh’ye"
      }
    ],
    "question": "Which location is the geographic outlier among: Guaiúba, Cruz do Espírito Santo, Abelardo Luz, Pirapora, Podporozh’ye?",
    "ground_truth": {
      "answer": "Podporozh’ye",
      "outlier_distance_km": 8401.1,
      "second_furthest_km": 4082.4,
      "clarity_ratio": 2.06,
      "median_distance_km": 2818.6,
      "distances_to_centroid": {
        "Guaiúba": 1379.6,
        "Cruz do Espírito Santo": 1259.4,
        "Abelardo Luz": 4082.4,
        "Pirapora": 2818.6,
        "Podporozh’ye": 8401.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Guaiúba: (-4.04°, -38.64°)",
      "  Cruz do Espírito Santo: (-7.14°, -35.09°)",
      "  Abelardo Luz: (-26.56°, -52.33°)",
      "  Pirapora: (-17.34°, -44.94°)",
      "  Podporozh’ye: (60.91°, 34.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Podporozh’ye: 8401.1 km from centroid",
      "  Abelardo Luz: 4082.4 km from centroid",
      "  Pirapora: 2818.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Podporozh’ye",
      "FINAL ANSWER: Podporozh’ye"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.60251,
        "lon": 138.74902,
        "name": "Gawler"
      },
      {
        "lat": -32.32889,
        "lon": 115.83047,
        "name": "Baldivis"
      },
      {
        "lat": -37.89359,
        "lon": 145.05534,
        "name": "Carnegie"
      },
      {
        "lat": -27.08465,
        "lon": 152.9511,
        "name": "Caboolture"
      },
      {
        "lat": 40.75566,
        "lon": -73.58763,
        "name": "Westbury"
      }
    ],
    "question": "Which location is the geographic outlier among: Gawler, Baldivis, Carnegie, Caboolture, Westbury?",
    "ground_truth": {
      "answer": "Westbury",
      "outlier_distance_km": 17313.1,
      "second_furthest_km": 5898.8,
      "clarity_ratio": 2.94,
      "median_distance_km": 5231.7,
      "distances_to_centroid": {
        "Gawler": 4605.5,
        "Baldivis": 2544.0,
        "Carnegie": 5231.7,
        "Caboolture": 5898.8,
        "Westbury": 17313.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gawler: (-34.60°, 138.75°)",
      "  Baldivis: (-32.33°, 115.83°)",
      "  Carnegie: (-37.89°, 145.06°)",
      "  Caboolture: (-27.08°, 152.95°)",
      "  Westbury: (40.76°, -73.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Westbury: 17313.1 km from centroid",
      "  Caboolture: 5898.8 km from centroid",
      "  Carnegie: 5231.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Westbury",
      "FINAL ANSWER: Westbury"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.50291,
        "lon": -1.3458,
        "name": "Wath upon Dearne"
      },
      {
        "lat": 51.14312,
        "lon": 23.4716,
        "name": "Chełm"
      },
      {
        "lat": 57.41435,
        "lon": 56.97157,
        "name": "Kungur"
      },
      {
        "lat": 44.10083,
        "lon": 39.08326,
        "name": "Tuapse"
      },
      {
        "lat": -31.95224,
        "lon": 115.8614,
        "name": "Perth"
      }
    ],
    "question": "Which location is the geographic outlier among: Wath upon Dearne, Chełm, Kungur, Tuapse, Perth?",
    "ground_truth": {
      "answer": "Perth",
      "outlier_distance_km": 10347.8,
      "second_furthest_km": 4257.1,
      "clarity_ratio": 2.43,
      "median_distance_km": 2622.7,
      "distances_to_centroid": {
        "Wath upon Dearne": 4257.1,
        "Chełm": 2603.2,
        "Kungur": 2622.7,
        "Tuapse": 1223.3,
        "Perth": 10347.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wath upon Dearne: (53.50°, -1.35°)",
      "  Chełm: (51.14°, 23.47°)",
      "  Kungur: (57.41°, 56.97°)",
      "  Tuapse: (44.10°, 39.08°)",
      "  Perth: (-31.95°, 115.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Perth: 10347.8 km from centroid",
      "  Wath upon Dearne: 4257.1 km from centroid",
      "  Kungur: 2622.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Perth",
      "FINAL ANSWER: Perth"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.75361,
        "lon": -47.41361,
        "name": "Santa Bárbara d'Oeste"
      },
      {
        "lat": -6.45833,
        "lon": -37.09778,
        "name": "Caicó"
      },
      {
        "lat": -25.59912,
        "lon": -54.57355,
        "name": "Puerto Iguazú"
      },
      {
        "lat": -34.06863,
        "lon": -70.72747,
        "name": "Graneros"
      },
      {
        "lat": 13.73058,
        "lon": 100.52388,
        "name": "Bang Rak"
      }
    ],
    "question": "Which location is the geographic outlier among: Santa Bárbara d'Oeste, Caicó, Puerto Iguazú, Graneros, Bang Rak?",
    "ground_truth": {
      "answer": "Bang Rak",
      "outlier_distance_km": 13825.2,
      "second_furthest_km": 5317.0,
      "clarity_ratio": 2.6,
      "median_distance_km": 3596.4,
      "distances_to_centroid": {
        "Santa Bárbara d'Oeste": 2817.6,
        "Caicó": 1916.8,
        "Puerto Iguazú": 3596.4,
        "Graneros": 5317.0,
        "Bang Rak": 13825.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santa Bárbara d'Oeste: (-22.75°, -47.41°)",
      "  Caicó: (-6.46°, -37.10°)",
      "  Puerto Iguazú: (-25.60°, -54.57°)",
      "  Graneros: (-34.07°, -70.73°)",
      "  Bang Rak: (13.73°, 100.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bang Rak: 13825.2 km from centroid",
      "  Graneros: 5317.0 km from centroid",
      "  Puerto Iguazú: 3596.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bang Rak",
      "FINAL ANSWER: Bang Rak"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.3242,
        "lon": -83.40021,
        "name": "Westland"
      },
      {
        "lat": 38.81084,
        "lon": -94.92719,
        "name": "Gardner"
      },
      {
        "lat": 32.54044,
        "lon": -82.90375,
        "name": "Dublin"
      },
      {
        "lat": 42.7262,
        "lon": -71.19089,
        "name": "Methuen"
      },
      {
        "lat": 5.65396,
        "lon": 0.0264,
        "name": "Tema New Town"
      }
    ],
    "question": "Which location is the geographic outlier among: Westland, Gardner, Dublin, Methuen, Tema New Town?",
    "ground_truth": {
      "answer": "Tema New Town",
      "outlier_distance_km": 7470.8,
      "second_furthest_km": 2656.3,
      "clarity_ratio": 2.81,
      "median_distance_km": 1852.0,
      "distances_to_centroid": {
        "Westland": 1852.0,
        "Gardner": 2656.3,
        "Dublin": 1539.3,
        "Methuen": 1219.3,
        "Tema New Town": 7470.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Westland: (42.32°, -83.40°)",
      "  Gardner: (38.81°, -94.93°)",
      "  Dublin: (32.54°, -82.90°)",
      "  Methuen: (42.73°, -71.19°)",
      "  Tema New Town: (5.65°, 0.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tema New Town: 7470.8 km from centroid",
      "  Gardner: 2656.3 km from centroid",
      "  Westland: 1852.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tema New Town",
      "FINAL ANSWER: Tema New Town"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.48862,
        "lon": 78.60208,
        "name": "Nāgāvaram"
      },
      {
        "lat": 1.72837,
        "lon": 128.00948,
        "name": "Tobelo"
      },
      {
        "lat": 17.83564,
        "lon": 78.06811,
        "name": "Jogipet"
      },
      {
        "lat": 14.55027,
        "lon": 121.03269,
        "name": "Makati City"
      },
      {
        "lat": 10.53689,
        "lon": -2.70155,
        "name": "Jirapa"
      }
    ],
    "question": "Which location is the geographic outlier among: Nāgāvaram, Tobelo, Jogipet, Makati City, Jirapa?",
    "ground_truth": {
      "answer": "Jirapa",
      "outlier_distance_km": 9039.8,
      "second_furthest_km": 5354.6,
      "clarity_ratio": 1.69,
      "median_distance_km": 4372.6,
      "distances_to_centroid": {
        "Nāgāvaram": 602.3,
        "Tobelo": 5354.6,
        "Jogipet": 659.9,
        "Makati City": 4372.6,
        "Jirapa": 9039.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nāgāvaram: (17.49°, 78.60°)",
      "  Tobelo: (1.73°, 128.01°)",
      "  Jogipet: (17.84°, 78.07°)",
      "  Makati City: (14.55°, 121.03°)",
      "  Jirapa: (10.54°, -2.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jirapa: 9039.8 km from centroid",
      "  Tobelo: 5354.6 km from centroid",
      "  Makati City: 4372.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jirapa",
      "FINAL ANSWER: Jirapa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.80639,
        "lon": 145.03086,
        "name": "Kew"
      },
      {
        "lat": -23.84852,
        "lon": 151.25775,
        "name": "Gladstone"
      },
      {
        "lat": -38.14711,
        "lon": 144.36069,
        "name": "Geelong"
      },
      {
        "lat": -33.91938,
        "lon": 150.92588,
        "name": "Liverpool"
      },
      {
        "lat": 37.40458,
        "lon": 136.89912,
        "name": "Wajima"
      }
    ],
    "question": "Which location is the geographic outlier among: Kew, Gladstone, Geelong, Liverpool, Wajima?",
    "ground_truth": {
      "answer": "Wajima",
      "outlier_distance_km": 6368.2,
      "second_furthest_km": 2103.7,
      "clarity_ratio": 3.03,
      "median_distance_km": 2062.9,
      "distances_to_centroid": {
        "Kew": 2062.9,
        "Gladstone": 768.5,
        "Geelong": 2103.7,
        "Liverpool": 1709.9,
        "Wajima": 6368.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kew: (-37.81°, 145.03°)",
      "  Gladstone: (-23.85°, 151.26°)",
      "  Geelong: (-38.15°, 144.36°)",
      "  Liverpool: (-33.92°, 150.93°)",
      "  Wajima: (37.40°, 136.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wajima: 6368.2 km from centroid",
      "  Geelong: 2103.7 km from centroid",
      "  Kew: 2062.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wajima",
      "FINAL ANSWER: Wajima"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.98911,
        "lon": -97.87723,
        "name": "Kyle"
      },
      {
        "lat": 42.12922,
        "lon": -80.08506,
        "name": "Erie"
      },
      {
        "lat": 40.76844,
        "lon": -73.77708,
        "name": "Bayside"
      },
      {
        "lat": 36.02153,
        "lon": -80.382,
        "name": "Clemmons"
      },
      {
        "lat": -24.61778,
        "lon": -53.32,
        "name": "Cafelândia"
      }
    ],
    "question": "Which location is the geographic outlier among: Kyle, Erie, Bayside, Clemmons, Cafelândia?",
    "ground_truth": {
      "answer": "Cafelândia",
      "outlier_distance_km": 6067.2,
      "second_furthest_km": 2126.2,
      "clarity_ratio": 2.85,
      "median_distance_km": 1940.1,
      "distances_to_centroid": {
        "Kyle": 2126.2,
        "Erie": 1940.1,
        "Bayside": 1795.6,
        "Clemmons": 1280.6,
        "Cafelândia": 6067.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kyle: (29.99°, -97.88°)",
      "  Erie: (42.13°, -80.09°)",
      "  Bayside: (40.77°, -73.78°)",
      "  Clemmons: (36.02°, -80.38°)",
      "  Cafelândia: (-24.62°, -53.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cafelândia: 6067.2 km from centroid",
      "  Kyle: 2126.2 km from centroid",
      "  Erie: 1940.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cafelândia",
      "FINAL ANSWER: Cafelândia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.65333,
        "lon": 5.2875,
        "name": "Vught"
      },
      {
        "lat": 54.83373,
        "lon": 37.61138,
        "name": "Pushchino"
      },
      {
        "lat": 52.1653,
        "lon": 8.85996,
        "name": "Vlotho"
      },
      {
        "lat": 49.98738,
        "lon": 20.06473,
        "name": "Wieliczka"
      },
      {
        "lat": -31.88822,
        "lon": 115.87186,
        "name": "Dianella"
      }
    ],
    "question": "Which location is the geographic outlier among: Vught, Pushchino, Vlotho, Wieliczka, Dianella?",
    "ground_truth": {
      "answer": "Dianella",
      "outlier_distance_km": 11067.4,
      "second_furthest_km": 3130.1,
      "clarity_ratio": 3.54,
      "median_distance_km": 2933.3,
      "distances_to_centroid": {
        "Vught": 3130.1,
        "Pushchino": 2166.5,
        "Vlotho": 2933.3,
        "Wieliczka": 2154.8,
        "Dianella": 11067.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vught: (51.65°, 5.29°)",
      "  Pushchino: (54.83°, 37.61°)",
      "  Vlotho: (52.17°, 8.86°)",
      "  Wieliczka: (49.99°, 20.06°)",
      "  Dianella: (-31.89°, 115.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dianella: 11067.4 km from centroid",
      "  Vught: 3130.1 km from centroid",
      "  Vlotho: 2933.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dianella",
      "FINAL ANSWER: Dianella"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.09978,
        "lon": -82.45426,
        "name": "Venice"
      },
      {
        "lat": 20.3914,
        "lon": -101.19222,
        "name": "Valle de Santiago"
      },
      {
        "lat": 44.79884,
        "lon": -68.77265,
        "name": "Bangor"
      },
      {
        "lat": 22.18912,
        "lon": -100.93792,
        "name": "Soledad de Graciano Sánchez"
      },
      {
        "lat": 20.81408,
        "lon": 77.98015,
        "name": "Chāndūr"
      }
    ],
    "question": "Which location is the geographic outlier among: Venice, Valle de Santiago, Bangor, Soledad de Graciano Sánchez, Chāndūr?",
    "ground_truth": {
      "answer": "Chāndūr",
      "outlier_distance_km": 12675.7,
      "second_furthest_km": 4727.2,
      "clarity_ratio": 2.68,
      "median_distance_km": 4642.6,
      "distances_to_centroid": {
        "Venice": 2705.2,
        "Valle de Santiago": 4727.2,
        "Bangor": 2319.1,
        "Soledad de Graciano Sánchez": 4642.6,
        "Chāndūr": 12675.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Venice: (27.10°, -82.45°)",
      "  Valle de Santiago: (20.39°, -101.19°)",
      "  Bangor: (44.80°, -68.77°)",
      "  Soledad de Graciano Sánchez: (22.19°, -100.94°)",
      "  Chāndūr: (20.81°, 77.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chāndūr: 12675.7 km from centroid",
      "  Valle de Santiago: 4727.2 km from centroid",
      "  Soledad de Graciano Sánchez: 4642.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chāndūr",
      "FINAL ANSWER: Chāndūr"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -43.58333,
        "lon": 172.38333,
        "name": "Rolleston"
      },
      {
        "lat": -37.8318,
        "lon": 140.77919,
        "name": "Mount Gambier"
      },
      {
        "lat": -37.91806,
        "lon": 145.03544,
        "name": "Bentleigh"
      },
      {
        "lat": -41.05584,
        "lon": 145.90375,
        "name": "Burnie"
      },
      {
        "lat": 5.71434,
        "lon": -72.93391,
        "name": "Sogamoso"
      }
    ],
    "question": "Which location is the geographic outlier among: Rolleston, Mount Gambier, Bentleigh, Burnie, Sogamoso?",
    "ground_truth": {
      "answer": "Sogamoso",
      "outlier_distance_km": 17209.3,
      "second_furthest_km": 5862.8,
      "clarity_ratio": 2.94,
      "median_distance_km": 3706.3,
      "distances_to_centroid": {
        "Rolleston": 5862.8,
        "Mount Gambier": 3241.8,
        "Bentleigh": 3615.5,
        "Burnie": 3706.3,
        "Sogamoso": 17209.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rolleston: (-43.58°, 172.38°)",
      "  Mount Gambier: (-37.83°, 140.78°)",
      "  Bentleigh: (-37.92°, 145.04°)",
      "  Burnie: (-41.06°, 145.90°)",
      "  Sogamoso: (5.71°, -72.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sogamoso: 17209.3 km from centroid",
      "  Rolleston: 5862.8 km from centroid",
      "  Burnie: 3706.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sogamoso",
      "FINAL ANSWER: Sogamoso"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -9.97472,
        "lon": -67.81,
        "name": "Rio Branco"
      },
      {
        "lat": -24.24423,
        "lon": -49.70932,
        "name": "Jaguariaíva"
      },
      {
        "lat": -6.495,
        "lon": -43.70222,
        "name": "São João dos Patos"
      },
      {
        "lat": -6.26617,
        "lon": -35.20969,
        "name": "Goianinha"
      },
      {
        "lat": 8.15,
        "lon": 39.35,
        "name": "Huruta"
      }
    ],
    "question": "Which location is the geographic outlier among: Rio Branco, Jaguariaíva, São João dos Patos, Goianinha, Huruta?",
    "ground_truth": {
      "answer": "Huruta",
      "outlier_distance_km": 8040.0,
      "second_furthest_km": 4004.0,
      "clarity_ratio": 2.01,
      "median_distance_km": 2673.0,
      "distances_to_centroid": {
        "Rio Branco": 4004.0,
        "Jaguariaíva": 2673.0,
        "São João dos Patos": 1362.9,
        "Goianinha": 450.6,
        "Huruta": 8040.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rio Branco: (-9.97°, -67.81°)",
      "  Jaguariaíva: (-24.24°, -49.71°)",
      "  São João dos Patos: (-6.50°, -43.70°)",
      "  Goianinha: (-6.27°, -35.21°)",
      "  Huruta: (8.15°, 39.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Huruta: 8040.0 km from centroid",
      "  Rio Branco: 4004.0 km from centroid",
      "  Jaguariaíva: 2673.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Huruta",
      "FINAL ANSWER: Huruta"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.84853,
        "lon": 174.76349,
        "name": "Auckland"
      },
      {
        "lat": -36.84103,
        "lon": 174.65223,
        "name": "Te Atatu Peninsula"
      },
      {
        "lat": -33.73333,
        "lon": 150.88333,
        "name": "Quakers Hill"
      },
      {
        "lat": -37.9,
        "lon": 144.66667,
        "name": "Werribee"
      },
      {
        "lat": -12.16028,
        "lon": -39.33167,
        "name": "Serra Preta"
      }
    ],
    "question": "Which location is the geographic outlier among: Auckland, Te Atatu Peninsula, Quakers Hill, Werribee, Serra Preta?",
    "ground_truth": {
      "answer": "Serra Preta",
      "outlier_distance_km": 14732.3,
      "second_furthest_km": 4906.1,
      "clarity_ratio": 3.0,
      "median_distance_km": 4896.4,
      "distances_to_centroid": {
        "Auckland": 4906.1,
        "Te Atatu Peninsula": 4896.4,
        "Quakers Hill": 2788.5,
        "Werribee": 2259.4,
        "Serra Preta": 14732.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Auckland: (-36.85°, 174.76°)",
      "  Te Atatu Peninsula: (-36.84°, 174.65°)",
      "  Quakers Hill: (-33.73°, 150.88°)",
      "  Werribee: (-37.90°, 144.67°)",
      "  Serra Preta: (-12.16°, -39.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Serra Preta: 14732.3 km from centroid",
      "  Auckland: 4906.1 km from centroid",
      "  Te Atatu Peninsula: 4896.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Serra Preta",
      "FINAL ANSWER: Serra Preta"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.83211,
        "lon": 151.35623,
        "name": "Cessnock"
      },
      {
        "lat": -37.74981,
        "lon": 144.9109,
        "name": "Essendon"
      },
      {
        "lat": -37.8,
        "lon": 144.9,
        "name": "Footscray"
      },
      {
        "lat": -33.91439,
        "lon": 151.24895,
        "name": "Randwick"
      },
      {
        "lat": 7.85868,
        "lon": 10.97187,
        "name": "Beli"
      }
    ],
    "question": "Which location is the geographic outlier among: Cessnock, Essendon, Footscray, Randwick, Beli?",
    "ground_truth": {
      "answer": "Beli",
      "outlier_distance_km": 12352.1,
      "second_furthest_km": 3021.9,
      "clarity_ratio": 4.09,
      "median_distance_km": 3020.1,
      "distances_to_centroid": {
        "Cessnock": 3020.1,
        "Essendon": 2566.7,
        "Footscray": 2567.8,
        "Randwick": 3021.9,
        "Beli": 12352.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cessnock: (-32.83°, 151.36°)",
      "  Essendon: (-37.75°, 144.91°)",
      "  Footscray: (-37.80°, 144.90°)",
      "  Randwick: (-33.91°, 151.25°)",
      "  Beli: (7.86°, 10.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Beli: 12352.1 km from centroid",
      "  Randwick: 3021.9 km from centroid",
      "  Cessnock: 3020.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Beli",
      "FINAL ANSWER: Beli"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.35934,
        "lon": -1.48759,
        "name": "Nether Edge"
      },
      {
        "lat": 46.66817,
        "lon": 11.15953,
        "name": "Merano"
      },
      {
        "lat": 40.38432,
        "lon": -3.74575,
        "name": "Vista Alegre"
      },
      {
        "lat": 28.31122,
        "lon": -16.41276,
        "name": "Güimar"
      },
      {
        "lat": 43.64111,
        "lon": 81.87,
        "name": "Kax"
      }
    ],
    "question": "Which location is the geographic outlier among: Nether Edge, Merano, Vista Alegre, Güimar, Kax?",
    "ground_truth": {
      "answer": "Kax",
      "outlier_distance_km": 5334.4,
      "second_furthest_km": 3171.1,
      "clarity_ratio": 1.68,
      "median_distance_km": 1679.7,
      "distances_to_centroid": {
        "Nether Edge": 1679.7,
        "Merano": 527.7,
        "Vista Alegre": 1517.4,
        "Güimar": 3171.1,
        "Kax": 5334.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nether Edge: (53.36°, -1.49°)",
      "  Merano: (46.67°, 11.16°)",
      "  Vista Alegre: (40.38°, -3.75°)",
      "  Güimar: (28.31°, -16.41°)",
      "  Kax: (43.64°, 81.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kax: 5334.4 km from centroid",
      "  Güimar: 3171.1 km from centroid",
      "  Nether Edge: 1679.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kax",
      "FINAL ANSWER: Kax"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -30.50123,
        "lon": 151.66553,
        "name": "Armidale"
      },
      {
        "lat": -41.43876,
        "lon": 147.13467,
        "name": "Launceston"
      },
      {
        "lat": -27.25204,
        "lon": 152.99226,
        "name": "Kallangur"
      },
      {
        "lat": -32.32889,
        "lon": 115.83047,
        "name": "Baldivis"
      },
      {
        "lat": 31.16757,
        "lon": 31.80125,
        "name": "Mīt Salsīl"
      }
    ],
    "question": "Which location is the geographic outlier among: Armidale, Launceston, Kallangur, Baldivis, Mīt Salsīl?",
    "ground_truth": {
      "answer": "Mīt Salsīl",
      "outlier_distance_km": 10971.5,
      "second_furthest_km": 3496.9,
      "clarity_ratio": 3.14,
      "median_distance_km": 3454.2,
      "distances_to_centroid": {
        "Armidale": 3385.1,
        "Launceston": 3496.9,
        "Kallangur": 3454.2,
        "Baldivis": 1421.4,
        "Mīt Salsīl": 10971.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Armidale: (-30.50°, 151.67°)",
      "  Launceston: (-41.44°, 147.13°)",
      "  Kallangur: (-27.25°, 152.99°)",
      "  Baldivis: (-32.33°, 115.83°)",
      "  Mīt Salsīl: (31.17°, 31.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mīt Salsīl: 10971.5 km from centroid",
      "  Launceston: 3496.9 km from centroid",
      "  Kallangur: 3454.2 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": -41.51603,
        "lon": 173.9528,
        "name": "Blenheim"
      },
      {
        "lat": -36.88745,
        "lon": 174.77059,
        "name": "Epsom"
      },
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      },
      {
        "lat": -26.68443,
        "lon": 153.05705,
        "name": "Buderim"
      },
      {
        "lat": 40.75566,
        "lon": -73.58763,
        "name": "Westbury"
      }
    ],
    "question": "Which location is the geographic outlier among: Blenheim, Epsom, Ashburton, Buderim, Westbury?",
    "ground_truth": {
      "answer": "Westbury",
      "outlier_distance_km": 17535.8,
      "second_furthest_km": 5498.8,
      "clarity_ratio": 3.19,
      "median_distance_km": 5466.8,
      "distances_to_centroid": {
        "Blenheim": 5466.8,
        "Epsom": 5498.8,
        "Ashburton": 5326.0,
        "Buderim": 3392.0,
        "Westbury": 17535.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Blenheim: (-41.52°, 173.95°)",
      "  Epsom: (-36.89°, 174.77°)",
      "  Ashburton: (-43.90°, 171.73°)",
      "  Buderim: (-26.68°, 153.06°)",
      "  Westbury: (40.76°, -73.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Westbury: 17535.8 km from centroid",
      "  Epsom: 5498.8 km from centroid",
      "  Blenheim: 5466.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Westbury",
      "FINAL ANSWER: Westbury"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 32.85727,
        "lon": -116.92225,
        "name": "Lakeside"
      },
      {
        "lat": 46.74064,
        "lon": -71.45131,
        "name": "Saint-Augustin-de-Desmaures"
      },
      {
        "lat": 41.52614,
        "lon": -87.88922,
        "name": "Mokena"
      },
      {
        "lat": 39.18316,
        "lon": -76.64024,
        "name": "Ferndale"
      },
      {
        "lat": 10.02737,
        "lon": 77.47815,
        "name": "Allinagaram"
      }
    ],
    "question": "Which location is the geographic outlier among: Lakeside, Saint-Augustin-de-Desmaures, Mokena, Ferndale, Allinagaram?",
    "ground_truth": {
      "answer": "Allinagaram",
      "outlier_distance_km": 13011.5,
      "second_furthest_km": 5646.1,
      "clarity_ratio": 2.3,
      "median_distance_km": 2979.3,
      "distances_to_centroid": {
        "Lakeside": 5646.1,
        "Saint-Augustin-de-Desmaures": 1968.8,
        "Mokena": 2979.3,
        "Ferndale": 2000.4,
        "Allinagaram": 13011.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lakeside: (32.86°, -116.92°)",
      "  Saint-Augustin-de-Desmaures: (46.74°, -71.45°)",
      "  Mokena: (41.53°, -87.89°)",
      "  Ferndale: (39.18°, -76.64°)",
      "  Allinagaram: (10.03°, 77.48°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Allinagaram: 13011.5 km from centroid",
      "  Lakeside: 5646.1 km from centroid",
      "  Mokena: 2979.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Allinagaram",
      "FINAL ANSWER: Allinagaram"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.48178,
        "lon": 118.61119,
        "name": "Semporna"
      },
      {
        "lat": 11.31984,
        "lon": 77.70971,
        "name": "Kāsipālaiyam"
      },
      {
        "lat": 23.7,
        "lon": 113.03333,
        "name": "Qingyuan"
      },
      {
        "lat": 22.36544,
        "lon": 88.4325,
        "name": "Baruipur"
      },
      {
        "lat": 40.11059,
        "lon": -88.20727,
        "name": "Urbana"
      }
    ],
    "question": "Which location is the geographic outlier among: Semporna, Kāsipālaiyam, Qingyuan, Baruipur, Urbana?",
    "ground_truth": {
      "answer": "Urbana",
      "outlier_distance_km": 12608.9,
      "second_furthest_km": 6370.8,
      "clarity_ratio": 1.98,
      "median_distance_km": 5253.7,
      "distances_to_centroid": {
        "Semporna": 6370.8,
        "Kāsipālaiyam": 1965.6,
        "Qingyuan": 5253.7,
        "Baruipur": 2750.8,
        "Urbana": 12608.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Semporna: (4.48°, 118.61°)",
      "  Kāsipālaiyam: (11.32°, 77.71°)",
      "  Qingyuan: (23.70°, 113.03°)",
      "  Baruipur: (22.37°, 88.43°)",
      "  Urbana: (40.11°, -88.21°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Urbana: 12608.9 km from centroid",
      "  Semporna: 6370.8 km from centroid",
      "  Qingyuan: 5253.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Urbana",
      "FINAL ANSWER: Urbana"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.51801,
        "lon": -98.31612,
        "name": "Converse"
      },
      {
        "lat": 37.05828,
        "lon": -120.84992,
        "name": "Los Banos"
      },
      {
        "lat": 20.39833,
        "lon": -89.53541,
        "name": "Ticul"
      },
      {
        "lat": 22.00554,
        "lon": -98.77972,
        "name": "Tamuín"
      },
      {
        "lat": -26.26786,
        "lon": 28.12225,
        "name": "Alberton"
      }
    ],
    "question": "Which location is the geographic outlier among: Converse, Los Banos, Ticul, Tamuín, Alberton?",
    "ground_truth": {
      "answer": "Alberton",
      "outlier_distance_km": 12176.4,
      "second_furthest_km": 4953.0,
      "clarity_ratio": 2.46,
      "median_distance_km": 2704.0,
      "distances_to_centroid": {
        "Converse": 2704.0,
        "Los Banos": 4953.0,
        "Ticul": 1502.8,
        "Tamuín": 2477.1,
        "Alberton": 12176.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Converse: (29.52°, -98.32°)",
      "  Los Banos: (37.06°, -120.85°)",
      "  Ticul: (20.40°, -89.54°)",
      "  Tamuín: (22.01°, -98.78°)",
      "  Alberton: (-26.27°, 28.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alberton: 12176.4 km from centroid",
      "  Los Banos: 4953.0 km from centroid",
      "  Converse: 2704.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alberton",
      "FINAL ANSWER: Alberton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.41528,
        "lon": 128.16056,
        "name": "Sangju"
      },
      {
        "lat": 16.8632,
        "lon": 120.7829,
        "name": "Mankayan"
      },
      {
        "lat": 34.29341,
        "lon": 117.34436,
        "name": "Dahuangshan"
      },
      {
        "lat": 16.22291,
        "lon": 74.3501,
        "name": "Gadhinglaj"
      },
      {
        "lat": -43.58333,
        "lon": 172.38333,
        "name": "Rolleston"
      }
    ],
    "question": "Which location is the geographic outlier among: Sangju, Mankayan, Dahuangshan, Gadhinglaj, Rolleston?",
    "ground_truth": {
      "answer": "Rolleston",
      "outlier_distance_km": 7975.1,
      "second_furthest_km": 5212.8,
      "clarity_ratio": 1.53,
      "median_distance_km": 2766.7,
      "distances_to_centroid": {
        "Sangju": 2766.7,
        "Mankayan": 570.8,
        "Dahuangshan": 2530.8,
        "Gadhinglaj": 5212.8,
        "Rolleston": 7975.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sangju: (36.42°, 128.16°)",
      "  Mankayan: (16.86°, 120.78°)",
      "  Dahuangshan: (34.29°, 117.34°)",
      "  Gadhinglaj: (16.22°, 74.35°)",
      "  Rolleston: (-43.58°, 172.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rolleston: 7975.1 km from centroid",
      "  Gadhinglaj: 5212.8 km from centroid",
      "  Sangju: 2766.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rolleston",
      "FINAL ANSWER: Rolleston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.4901,
        "lon": -71.31283,
        "name": "Newport"
      },
      {
        "lat": 18.98196,
        "lon": -97.78363,
        "name": "Acatzingo"
      },
      {
        "lat": 19.58867,
        "lon": -98.56972,
        "name": "Calpulalpan"
      },
      {
        "lat": 35.22257,
        "lon": -97.43948,
        "name": "Norman"
      },
      {
        "lat": 52.525,
        "lon": 5.71806,
        "name": "Dronten"
      }
    ],
    "question": "Which location is the geographic outlier among: Newport, Acatzingo, Calpulalpan, Norman, Dronten?",
    "ground_truth": {
      "answer": "Dronten",
      "outlier_distance_km": 6315.2,
      "second_furthest_km": 3061.5,
      "clarity_ratio": 2.06,
      "median_distance_km": 3035.6,
      "distances_to_centroid": {
        "Newport": 883.0,
        "Acatzingo": 3035.6,
        "Calpulalpan": 3061.5,
        "Norman": 2346.3,
        "Dronten": 6315.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Newport: (41.49°, -71.31°)",
      "  Acatzingo: (18.98°, -97.78°)",
      "  Calpulalpan: (19.59°, -98.57°)",
      "  Norman: (35.22°, -97.44°)",
      "  Dronten: (52.52°, 5.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dronten: 6315.2 km from centroid",
      "  Calpulalpan: 3061.5 km from centroid",
      "  Acatzingo: 3035.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dronten",
      "FINAL ANSWER: Dronten"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.22886,
        "lon": 31.48149,
        "name": "Al-'Ubūr"
      },
      {
        "lat": 10.7,
        "lon": 37.26667,
        "name": "Finote Selam"
      },
      {
        "lat": -26.33172,
        "lon": 26.32065,
        "name": "Coligny"
      },
      {
        "lat": 6.01962,
        "lon": 6.91729,
        "name": "Nnewi"
      },
      {
        "lat": 7.16083,
        "lon": 124.475,
        "name": "Malingao"
      }
    ],
    "question": "Which location is the geographic outlier among: Al-'Ubūr, Finote Selam, Coligny, Nnewi, Malingao?",
    "ground_truth": {
      "answer": "Malingao",
      "outlier_distance_km": 8741.6,
      "second_furthest_km": 4244.8,
      "clarity_ratio": 2.06,
      "median_distance_km": 4093.0,
      "distances_to_centroid": {
        "Al-'Ubūr": 3101.3,
        "Finote Selam": 1052.2,
        "Coligny": 4093.0,
        "Nnewi": 4244.8,
        "Malingao": 8741.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Al-'Ubūr: (30.23°, 31.48°)",
      "  Finote Selam: (10.70°, 37.27°)",
      "  Coligny: (-26.33°, 26.32°)",
      "  Nnewi: (6.02°, 6.92°)",
      "  Malingao: (7.16°, 124.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Malingao: 8741.6 km from centroid",
      "  Nnewi: 4244.8 km from centroid",
      "  Coligny: 4093.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Malingao",
      "FINAL ANSWER: Malingao"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.04439,
        "lon": 6.57089,
        "name": "Lapai"
      },
      {
        "lat": 11.74697,
        "lon": 11.96083,
        "name": "Damaturu"
      },
      {
        "lat": -33.92584,
        "lon": 18.42322,
        "name": "Cape Town"
      },
      {
        "lat": 13.06269,
        "lon": 5.24322,
        "name": "Sokoto"
      },
      {
        "lat": -31.88822,
        "lon": 115.87186,
        "name": "Dianella"
      }
    ],
    "question": "Which location is the geographic outlier among: Lapai, Damaturu, Cape Town, Sokoto, Dianella?",
    "ground_truth": {
      "answer": "Dianella",
      "outlier_distance_km": 9091.8,
      "second_furthest_km": 3628.3,
      "clarity_ratio": 2.51,
      "median_distance_km": 3349.1,
      "distances_to_centroid": {
        "Lapai": 3263.3,
        "Damaturu": 2965.3,
        "Cape Town": 3349.1,
        "Sokoto": 3628.3,
        "Dianella": 9091.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lapai: (9.04°, 6.57°)",
      "  Damaturu: (11.75°, 11.96°)",
      "  Cape Town: (-33.93°, 18.42°)",
      "  Sokoto: (13.06°, 5.24°)",
      "  Dianella: (-31.89°, 115.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dianella: 9091.8 km from centroid",
      "  Sokoto: 3628.3 km from centroid",
      "  Cape Town: 3349.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dianella",
      "FINAL ANSWER: Dianella"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.07699,
        "lon": 1.17891,
        "name": "La Pineda"
      },
      {
        "lat": 51.2504,
        "lon": 6.97536,
        "name": "Mettmann"
      },
      {
        "lat": 41.11006,
        "lon": 16.69086,
        "name": "Bitonto"
      },
      {
        "lat": 52.10387,
        "lon": 20.6337,
        "name": "Grodzisk Mazowiecki"
      },
      {
        "lat": 35.49576,
        "lon": 135.74604,
        "name": "Obama"
      }
    ],
    "question": "Which location is the geographic outlier among: La Pineda, Mettmann, Bitonto, Grodzisk Mazowiecki, Obama?",
    "ground_truth": {
      "answer": "Obama",
      "outlier_distance_km": 8009.3,
      "second_furthest_km": 2867.2,
      "clarity_ratio": 2.79,
      "median_distance_km": 2306.6,
      "distances_to_centroid": {
        "La Pineda": 2867.2,
        "Mettmann": 2306.6,
        "Bitonto": 1631.5,
        "Grodzisk Mazowiecki": 1448.2,
        "Obama": 8009.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  La Pineda: (41.08°, 1.18°)",
      "  Mettmann: (51.25°, 6.98°)",
      "  Bitonto: (41.11°, 16.69°)",
      "  Grodzisk Mazowiecki: (52.10°, 20.63°)",
      "  Obama: (35.50°, 135.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Obama: 8009.3 km from centroid",
      "  La Pineda: 2867.2 km from centroid",
      "  Mettmann: 2306.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Obama",
      "FINAL ANSWER: Obama"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.8075,
        "lon": 115.86599,
        "name": "Landsdale"
      },
      {
        "lat": -26.66008,
        "lon": 153.09953,
        "name": "Maroochydore"
      },
      {
        "lat": -39.4926,
        "lon": 176.91233,
        "name": "Napier"
      },
      {
        "lat": -31.91099,
        "lon": 152.45387,
        "name": "Taree"
      },
      {
        "lat": 22.55213,
        "lon": 113.88288,
        "name": "Bao'an"
      }
    ],
    "question": "Which location is the geographic outlier among: Landsdale, Maroochydore, Napier, Taree, Bao'an?",
    "ground_truth": {
      "answer": "Bao'an",
      "outlier_distance_km": 5791.0,
      "second_furthest_km": 3828.6,
      "clarity_ratio": 1.51,
      "median_distance_km": 2870.9,
      "distances_to_centroid": {
        "Landsdale": 2870.9,
        "Maroochydore": 1225.9,
        "Napier": 3828.6,
        "Taree": 1527.5,
        "Bao'an": 5791.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Landsdale: (-31.81°, 115.87°)",
      "  Maroochydore: (-26.66°, 153.10°)",
      "  Napier: (-39.49°, 176.91°)",
      "  Taree: (-31.91°, 152.45°)",
      "  Bao'an: (22.55°, 113.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bao'an: 5791.0 km from centroid",
      "  Napier: 3828.6 km from centroid",
      "  Landsdale: 2870.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bao'an",
      "FINAL ANSWER: Bao'an"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.42505,
        "lon": -3.67442,
        "name": "Goya"
      },
      {
        "lat": 43.32059,
        "lon": 45.04903,
        "name": "Sunzha"
      },
      {
        "lat": 44.01759,
        "lon": 1.3542,
        "name": "Montauban"
      },
      {
        "lat": 50.95572,
        "lon": 6.63986,
        "name": "Bergheim"
      },
      {
        "lat": -38.99081,
        "lon": -64.09574,
        "name": "Río Colorado"
      }
    ],
    "question": "Which location is the geographic outlier among: Goya, Sunzha, Montauban, Bergheim, Río Colorado?",
    "ground_truth": {
      "answer": "Río Colorado",
      "outlier_distance_km": 9775.3,
      "second_furthest_km": 4589.0,
      "clarity_ratio": 2.13,
      "median_distance_km": 2682.4,
      "distances_to_centroid": {
        "Goya": 1389.3,
        "Sunzha": 4589.0,
        "Montauban": 1827.8,
        "Bergheim": 2682.4,
        "Río Colorado": 9775.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Goya: (40.43°, -3.67°)",
      "  Sunzha: (43.32°, 45.05°)",
      "  Montauban: (44.02°, 1.35°)",
      "  Bergheim: (50.96°, 6.64°)",
      "  Río Colorado: (-38.99°, -64.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Río Colorado: 9775.3 km from centroid",
      "  Sunzha: 4589.0 km from centroid",
      "  Bergheim: 2682.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Río Colorado",
      "FINAL ANSWER: Río Colorado"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.80058,
        "lon": -97.39638,
        "name": "Corpus Christi"
      },
      {
        "lat": 49.10635,
        "lon": -122.82509,
        "name": "Surrey"
      },
      {
        "lat": 33.43532,
        "lon": -112.35821,
        "name": "Goodyear"
      },
      {
        "lat": 42.10482,
        "lon": -70.94532,
        "name": "Abington"
      },
      {
        "lat": -27.96724,
        "lon": 153.39796,
        "name": "Southport"
      }
    ],
    "question": "Which location is the geographic outlier among: Corpus Christi, Surrey, Goodyear, Abington, Southport?",
    "ground_truth": {
      "answer": "Southport",
      "outlier_distance_km": 17661.6,
      "second_furthest_km": 6717.0,
      "clarity_ratio": 2.63,
      "median_distance_km": 6038.7,
      "distances_to_centroid": {
        "Corpus Christi": 4702.4,
        "Surrey": 6717.0,
        "Goodyear": 6038.7,
        "Abington": 2710.3,
        "Southport": 17661.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Corpus Christi: (27.80°, -97.40°)",
      "  Surrey: (49.11°, -122.83°)",
      "  Goodyear: (33.44°, -112.36°)",
      "  Abington: (42.10°, -70.95°)",
      "  Southport: (-27.97°, 153.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Southport: 17661.6 km from centroid",
      "  Surrey: 6717.0 km from centroid",
      "  Goodyear: 6038.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Southport",
      "FINAL ANSWER: Southport"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.60444,
        "lon": -122.03768,
        "name": "City of Sammamish"
      },
      {
        "lat": 33.52253,
        "lon": -117.70755,
        "name": "Laguna Niguel"
      },
      {
        "lat": 20.70551,
        "lon": -102.34514,
        "name": "Arandas"
      },
      {
        "lat": 41.24006,
        "lon": -81.44067,
        "name": "Hudson"
      },
      {
        "lat": -41.27078,
        "lon": 173.28404,
        "name": "Nelson"
      }
    ],
    "question": "Which location is the geographic outlier among: City of Sammamish, Laguna Niguel, Arandas, Hudson, Nelson?",
    "ground_truth": {
      "answer": "Nelson",
      "outlier_distance_km": 15334.3,
      "second_furthest_km": 7016.6,
      "clarity_ratio": 2.19,
      "median_distance_km": 6750.5,
      "distances_to_centroid": {
        "City of Sammamish": 7016.6,
        "Laguna Niguel": 6750.5,
        "Arandas": 5420.7,
        "Hudson": 3756.6,
        "Nelson": 15334.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  City of Sammamish: (47.60°, -122.04°)",
      "  Laguna Niguel: (33.52°, -117.71°)",
      "  Arandas: (20.71°, -102.35°)",
      "  Hudson: (41.24°, -81.44°)",
      "  Nelson: (-41.27°, 173.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nelson: 15334.3 km from centroid",
      "  City of Sammamish: 7016.6 km from centroid",
      "  Laguna Niguel: 6750.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nelson",
      "FINAL ANSWER: Nelson"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.74981,
        "lon": 144.9109,
        "name": "Essendon"
      },
      {
        "lat": -33.78333,
        "lon": 150.93333,
        "name": "Seven Hills"
      },
      {
        "lat": -37.74496,
        "lon": 144.80049,
        "name": "St Albans"
      },
      {
        "lat": -37.94853,
        "lon": 145.15274,
        "name": "Springvale"
      },
      {
        "lat": 37.28942,
        "lon": 13.52494,
        "name": "Porto Empedocle"
      }
    ],
    "question": "Which location is the geographic outlier among: Essendon, Seven Hills, St Albans, Springvale, Porto Empedocle?",
    "ground_truth": {
      "answer": "Porto Empedocle",
      "outlier_distance_km": 12870.3,
      "second_furthest_km": 3306.4,
      "clarity_ratio": 3.89,
      "median_distance_km": 2997.1,
      "distances_to_centroid": {
        "Essendon": 2967.8,
        "Seven Hills": 3306.4,
        "St Albans": 2959.0,
        "Springvale": 2997.1,
        "Porto Empedocle": 12870.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Essendon: (-37.75°, 144.91°)",
      "  Seven Hills: (-33.78°, 150.93°)",
      "  St Albans: (-37.74°, 144.80°)",
      "  Springvale: (-37.95°, 145.15°)",
      "  Porto Empedocle: (37.29°, 13.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Porto Empedocle: 12870.3 km from centroid",
      "  Seven Hills: 3306.4 km from centroid",
      "  Springvale: 2997.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Porto Empedocle",
      "FINAL ANSWER: Porto Empedocle"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.83333,
        "lon": 38.26667,
        "name": "Mertule Maryam"
      },
      {
        "lat": 5.0847,
        "lon": -1.35093,
        "name": "Elmina"
      },
      {
        "lat": 5.6698,
        "lon": -0.01657,
        "name": "Tema"
      },
      {
        "lat": 6.17146,
        "lon": 7.00525,
        "name": "Enugu-Ukwu"
      },
      {
        "lat": 10.53646,
        "lon": 76.98034,
        "name": "Kottur"
      }
    ],
    "question": "Which location is the geographic outlier among: Mertule Maryam, Elmina, Tema, Enugu-Ukwu, Kottur?",
    "ground_truth": {
      "answer": "Kottur",
      "outlier_distance_km": 5800.2,
      "second_furthest_km": 2835.0,
      "clarity_ratio": 2.05,
      "median_distance_km": 2680.7,
      "distances_to_centroid": {
        "Mertule Maryam": 1585.8,
        "Elmina": 2835.0,
        "Tema": 2680.7,
        "Enugu-Ukwu": 1902.6,
        "Kottur": 5800.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mertule Maryam: (10.83°, 38.27°)",
      "  Elmina: (5.08°, -1.35°)",
      "  Tema: (5.67°, -0.02°)",
      "  Enugu-Ukwu: (6.17°, 7.01°)",
      "  Kottur: (10.54°, 76.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kottur: 5800.2 km from centroid",
      "  Elmina: 2835.0 km from centroid",
      "  Tema: 2680.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kottur",
      "FINAL ANSWER: Kottur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.52579,
        "lon": -96.68451,
        "name": "Steinbach"
      },
      {
        "lat": 38.58894,
        "lon": -89.99038,
        "name": "Fairview Heights"
      },
      {
        "lat": 22.49396,
        "lon": -105.36369,
        "name": "Acaponeta"
      },
      {
        "lat": 41.27954,
        "lon": -72.8151,
        "name": "Branford"
      },
      {
        "lat": 11.48333,
        "lon": 37.58333,
        "name": "T’īs Isat"
      }
    ],
    "question": "Which location is the geographic outlier among: Steinbach, Fairview Heights, Acaponeta, Branford, T’īs Isat?",
    "ground_truth": {
      "answer": "T’īs Isat",
      "outlier_distance_km": 10508.9,
      "second_furthest_km": 4066.8,
      "clarity_ratio": 2.58,
      "median_distance_km": 3181.5,
      "distances_to_centroid": {
        "Steinbach": 3181.5,
        "Fairview Heights": 2305.0,
        "Acaponeta": 4066.8,
        "Branford": 1157.9,
        "T’īs Isat": 10508.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Steinbach: (49.53°, -96.68°)",
      "  Fairview Heights: (38.59°, -89.99°)",
      "  Acaponeta: (22.49°, -105.36°)",
      "  Branford: (41.28°, -72.82°)",
      "  T’īs Isat: (11.48°, 37.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  T’īs Isat: 10508.9 km from centroid",
      "  Acaponeta: 4066.8 km from centroid",
      "  Steinbach: 3181.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: T’īs Isat",
      "FINAL ANSWER: T’īs Isat"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -29.56822,
        "lon": 30.18618,
        "name": "Mpophomeni"
      },
      {
        "lat": -29.82068,
        "lon": 30.88674,
        "name": "Pinetown"
      },
      {
        "lat": -26.36094,
        "lon": 27.39767,
        "name": "Carletonville"
      },
      {
        "lat": -33.963,
        "lon": 22.46173,
        "name": "George"
      },
      {
        "lat": -18.72011,
        "lon": -39.85891,
        "name": "São Mateus"
      }
    ],
    "question": "Which location is the geographic outlier among: Mpophomeni, Pinetown, Carletonville, George, São Mateus?",
    "ground_truth": {
      "answer": "São Mateus",
      "outlier_distance_km": 5572.9,
      "second_furthest_km": 1641.0,
      "clarity_ratio": 3.4,
      "median_distance_km": 1571.5,
      "distances_to_centroid": {
        "Mpophomeni": 1571.5,
        "Pinetown": 1641.0,
        "Carletonville": 1313.5,
        "George": 1051.5,
        "São Mateus": 5572.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mpophomeni: (-29.57°, 30.19°)",
      "  Pinetown: (-29.82°, 30.89°)",
      "  Carletonville: (-26.36°, 27.40°)",
      "  George: (-33.96°, 22.46°)",
      "  São Mateus: (-18.72°, -39.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Mateus: 5572.9 km from centroid",
      "  Pinetown: 1641.0 km from centroid",
      "  Mpophomeni: 1571.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Mateus",
      "FINAL ANSWER: São Mateus"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.43321,
        "lon": 31.95478,
        "name": "Komatipoort"
      },
      {
        "lat": -26.14095,
        "lon": 28.15247,
        "name": "Edenvale"
      },
      {
        "lat": 27.06309,
        "lon": 31.34425,
        "name": "As Sāḩil"
      },
      {
        "lat": -0.52731,
        "lon": 34.45714,
        "name": "Homa Bay"
      },
      {
        "lat": 16.31281,
        "lon": -91.98224,
        "name": "Las Margaritas"
      }
    ],
    "question": "Which location is the geographic outlier among: Komatipoort, Edenvale, As Sāḩil, Homa Bay, Las Margaritas?",
    "ground_truth": {
      "answer": "Las Margaritas",
      "outlier_distance_km": 10997.6,
      "second_furthest_km": 4145.0,
      "clarity_ratio": 2.65,
      "median_distance_km": 3769.2,
      "distances_to_centroid": {
        "Komatipoort": 3769.2,
        "Edenvale": 3546.3,
        "As Sāḩil": 4145.0,
        "Homa Bay": 3079.3,
        "Las Margaritas": 10997.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Komatipoort: (-25.43°, 31.95°)",
      "  Edenvale: (-26.14°, 28.15°)",
      "  As Sāḩil: (27.06°, 31.34°)",
      "  Homa Bay: (-0.53°, 34.46°)",
      "  Las Margaritas: (16.31°, -91.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Las Margaritas: 10997.6 km from centroid",
      "  As Sāḩil: 4145.0 km from centroid",
      "  Komatipoort: 3769.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Las Margaritas",
      "FINAL ANSWER: Las Margaritas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.424,
        "lon": 150.89345,
        "name": "Wollongong"
      },
      {
        "lat": -19.30323,
        "lon": 146.72531,
        "name": "Kirwan"
      },
      {
        "lat": -37.69047,
        "lon": 144.74172,
        "name": "Hillside"
      },
      {
        "lat": -34.28853,
        "lon": 146.05093,
        "name": "Griffith"
      },
      {
        "lat": 43.25655,
        "lon": -79.08527,
        "name": "Niagara-on-the-Lake"
      }
    ],
    "question": "Which location is the geographic outlier among: Wollongong, Kirwan, Hillside, Griffith, Niagara-on-the-Lake?",
    "ground_truth": {
      "answer": "Niagara-on-the-Lake",
      "outlier_distance_km": 17037.4,
      "second_furthest_km": 5251.6,
      "clarity_ratio": 3.24,
      "median_distance_km": 4812.6,
      "distances_to_centroid": {
        "Wollongong": 5251.6,
        "Kirwan": 4744.4,
        "Hillside": 4797.8,
        "Griffith": 4812.6,
        "Niagara-on-the-Lake": 17037.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wollongong: (-34.42°, 150.89°)",
      "  Kirwan: (-19.30°, 146.73°)",
      "  Hillside: (-37.69°, 144.74°)",
      "  Griffith: (-34.29°, 146.05°)",
      "  Niagara-on-the-Lake: (43.26°, -79.09°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Niagara-on-the-Lake: 17037.4 km from centroid",
      "  Wollongong: 5251.6 km from centroid",
      "  Griffith: 4812.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Niagara-on-the-Lake",
      "FINAL ANSWER: Niagara-on-the-Lake"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.65825,
        "lon": -0.25223,
        "name": "Taifa"
      },
      {
        "lat": 11.52351,
        "lon": 7.31174,
        "name": "Funtua"
      },
      {
        "lat": -33.57565,
        "lon": 22.44391,
        "name": "Dysselsdorp"
      },
      {
        "lat": -24.5878,
        "lon": 31.09467,
        "name": "Acornhoek"
      },
      {
        "lat": -36.88041,
        "lon": 174.79819,
        "name": "Remuera"
      }
    ],
    "question": "Which location is the geographic outlier among: Taifa, Funtua, Dysselsdorp, Acornhoek, Remuera?",
    "ground_truth": {
      "answer": "Remuera",
      "outlier_distance_km": 12017.6,
      "second_furthest_km": 5720.7,
      "clarity_ratio": 2.1,
      "median_distance_km": 5313.8,
      "distances_to_centroid": {
        "Taifa": 5720.7,
        "Funtua": 5313.8,
        "Dysselsdorp": 3180.1,
        "Acornhoek": 1944.6,
        "Remuera": 12017.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taifa: (5.66°, -0.25°)",
      "  Funtua: (11.52°, 7.31°)",
      "  Dysselsdorp: (-33.58°, 22.44°)",
      "  Acornhoek: (-24.59°, 31.09°)",
      "  Remuera: (-36.88°, 174.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Remuera: 12017.6 km from centroid",
      "  Taifa: 5720.7 km from centroid",
      "  Funtua: 5313.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Remuera",
      "FINAL ANSWER: Remuera"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -29.68861,
        "lon": -51.46111,
        "name": "Montenegro"
      },
      {
        "lat": -28.28389,
        "lon": -52.78639,
        "name": "Carazinho"
      },
      {
        "lat": -18.97428,
        "lon": -49.46212,
        "name": "Ituiutaba"
      },
      {
        "lat": -28.93611,
        "lon": -51.54944,
        "name": "Veranópolis"
      },
      {
        "lat": 7.43383,
        "lon": 3.28788,
        "name": "Igbo-Ora"
      }
    ],
    "question": "Which location is the geographic outlier among: Montenegro, Carazinho, Ituiutaba, Veranópolis, Igbo-Ora?",
    "ground_truth": {
      "answer": "Igbo-Ora",
      "outlier_distance_km": 5652.4,
      "second_furthest_km": 1578.7,
      "clarity_ratio": 3.58,
      "median_distance_km": 1574.9,
      "distances_to_centroid": {
        "Montenegro": 1574.9,
        "Carazinho": 1578.7,
        "Ituiutaba": 954.7,
        "Veranópolis": 1526.3,
        "Igbo-Ora": 5652.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Montenegro: (-29.69°, -51.46°)",
      "  Carazinho: (-28.28°, -52.79°)",
      "  Ituiutaba: (-18.97°, -49.46°)",
      "  Veranópolis: (-28.94°, -51.55°)",
      "  Igbo-Ora: (7.43°, 3.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Igbo-Ora: 5652.4 km from centroid",
      "  Carazinho: 1578.7 km from centroid",
      "  Montenegro: 1574.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Igbo-Ora",
      "FINAL ANSWER: Igbo-Ora"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.34913,
        "lon": 127.38493,
        "name": "Daejeon"
      },
      {
        "lat": 11.73559,
        "lon": 108.3733,
        "name": "Đưc Trọng"
      },
      {
        "lat": 34.80361,
        "lon": 134.46806,
        "name": "Aioi"
      },
      {
        "lat": 40.76432,
        "lon": 120.85327,
        "name": "Lianshan"
      },
      {
        "lat": -37.96649,
        "lon": 145.2081,
        "name": "Dandenong North"
      }
    ],
    "question": "Which location is the geographic outlier among: Daejeon, Đưc Trọng, Aioi, Lianshan, Dandenong North?",
    "ground_truth": {
      "answer": "Dandenong North",
      "outlier_distance_km": 6407.9,
      "second_furthest_km": 2698.1,
      "clarity_ratio": 2.37,
      "median_distance_km": 2136.3,
      "distances_to_centroid": {
        "Daejeon": 2136.3,
        "Đưc Trọng": 2119.0,
        "Aioi": 2090.8,
        "Lianshan": 2698.1,
        "Dandenong North": 6407.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Daejeon: (36.35°, 127.38°)",
      "  Đưc Trọng: (11.74°, 108.37°)",
      "  Aioi: (34.80°, 134.47°)",
      "  Lianshan: (40.76°, 120.85°)",
      "  Dandenong North: (-37.97°, 145.21°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dandenong North: 6407.9 km from centroid",
      "  Lianshan: 2698.1 km from centroid",
      "  Daejeon: 2136.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dandenong North",
      "FINAL ANSWER: Dandenong North"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.11254,
        "lon": 6.0989,
        "name": "Drachten"
      },
      {
        "lat": 49.98596,
        "lon": 6.89308,
        "name": "Wittlich"
      },
      {
        "lat": 51.78333,
        "lon": 8.81683,
        "name": "Bad Lippspringe"
      },
      {
        "lat": 50.82261,
        "lon": 9.01294,
        "name": "Stadtallendorf"
      },
      {
        "lat": 7.95508,
        "lon": 98.28322,
        "name": "Ban Kamala"
      }
    ],
    "question": "Which location is the geographic outlier among: Drachten, Wittlich, Bad Lippspringe, Stadtallendorf, Ban Kamala?",
    "ground_truth": {
      "answer": "Ban Kamala",
      "outlier_distance_km": 7978.5,
      "second_furthest_km": 1858.1,
      "clarity_ratio": 4.29,
      "median_distance_km": 1654.8,
      "distances_to_centroid": {
        "Drachten": 1858.1,
        "Wittlich": 1654.8,
        "Bad Lippspringe": 1624.1,
        "Stadtallendorf": 1558.6,
        "Ban Kamala": 7978.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Drachten: (53.11°, 6.10°)",
      "  Wittlich: (49.99°, 6.89°)",
      "  Bad Lippspringe: (51.78°, 8.82°)",
      "  Stadtallendorf: (50.82°, 9.01°)",
      "  Ban Kamala: (7.96°, 98.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ban Kamala: 7978.5 km from centroid",
      "  Drachten: 1858.1 km from centroid",
      "  Wittlich: 1654.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ban Kamala",
      "FINAL ANSWER: Ban Kamala"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.78333,
        "lon": 150.93333,
        "name": "Seven Hills"
      },
      {
        "lat": -33.80383,
        "lon": 150.98768,
        "name": "Westmead"
      },
      {
        "lat": -36.88333,
        "lon": 174.7,
        "name": "Avondale"
      },
      {
        "lat": -33.89743,
        "lon": 150.93446,
        "name": "Cabramatta"
      },
      {
        "lat": 49.2846,
        "lon": -122.78217,
        "name": "Coquitlam"
      }
    ],
    "question": "Which location is the geographic outlier among: Seven Hills, Westmead, Avondale, Cabramatta, Coquitlam?",
    "ground_truth": {
      "answer": "Coquitlam",
      "outlier_distance_km": 14776.9,
      "second_furthest_km": 7408.1,
      "clarity_ratio": 1.99,
      "median_distance_km": 5257.6,
      "distances_to_centroid": {
        "Seven Hills": 5252.3,
        "Westmead": 5257.6,
        "Avondale": 7408.1,
        "Cabramatta": 5253.9,
        "Coquitlam": 14776.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Seven Hills: (-33.78°, 150.93°)",
      "  Westmead: (-33.80°, 150.99°)",
      "  Avondale: (-36.88°, 174.70°)",
      "  Cabramatta: (-33.90°, 150.93°)",
      "  Coquitlam: (49.28°, -122.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Coquitlam: 14776.9 km from centroid",
      "  Avondale: 7408.1 km from centroid",
      "  Westmead: 5257.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Coquitlam",
      "FINAL ANSWER: Coquitlam"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.45,
        "lon": 135.35,
        "name": "Kaizuka"
      },
      {
        "lat": 34.98975,
        "lon": 106.07205,
        "name": "Dayang"
      },
      {
        "lat": 35.84373,
        "lon": 139.88347,
        "name": "Misato, Saitama"
      },
      {
        "lat": 34.83475,
        "lon": 134.57803,
        "name": "Ikaruga"
      },
      {
        "lat": 41.5931,
        "lon": -81.52679,
        "name": "Euclid"
      }
    ],
    "question": "Which location is the geographic outlier among: Kaizuka, Dayang, Misato, Saitama, Ikaruga, Euclid?",
    "ground_truth": {
      "answer": "Euclid",
      "outlier_distance_km": 11269.0,
      "second_furthest_km": 4701.4,
      "clarity_ratio": 2.4,
      "median_distance_km": 4352.8,
      "distances_to_centroid": {
        "Kaizuka": 4352.8,
        "Dayang": 1738.2,
        "Misato, Saitama": 4701.4,
        "Ikaruga": 4272.8,
        "Euclid": 11269.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kaizuka: (34.45°, 135.35°)",
      "  Dayang: (34.99°, 106.07°)",
      "  Misato, Saitama: (35.84°, 139.88°)",
      "  Ikaruga: (34.83°, 134.58°)",
      "  Euclid: (41.59°, -81.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Euclid: 11269.0 km from centroid",
      "  Misato, Saitama: 4701.4 km from centroid",
      "  Kaizuka: 4352.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Euclid",
      "FINAL ANSWER: Euclid"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -43.11819,
        "lon": -73.61661,
        "name": "Quellón"
      },
      {
        "lat": -19.51889,
        "lon": -41.01583,
        "name": "Baixo Guandu"
      },
      {
        "lat": -34.46971,
        "lon": -58.52111,
        "name": "San Isidro"
      },
      {
        "lat": -11.73028,
        "lon": -40.55528,
        "name": "Piritiba"
      },
      {
        "lat": -33.78269,
        "lon": 151.04888,
        "name": "Carlingford"
      }
    ],
    "question": "Which location is the geographic outlier among: Quellón, Baixo Guandu, San Isidro, Piritiba, Carlingford?",
    "ground_truth": {
      "answer": "Carlingford",
      "outlier_distance_km": 12874.4,
      "second_furthest_km": 5611.9,
      "clarity_ratio": 2.29,
      "median_distance_km": 4372.9,
      "distances_to_centroid": {
        "Quellón": 5611.9,
        "Baixo Guandu": 3052.1,
        "San Isidro": 4372.9,
        "Piritiba": 3455.4,
        "Carlingford": 12874.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Quellón: (-43.12°, -73.62°)",
      "  Baixo Guandu: (-19.52°, -41.02°)",
      "  San Isidro: (-34.47°, -58.52°)",
      "  Piritiba: (-11.73°, -40.56°)",
      "  Carlingford: (-33.78°, 151.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carlingford: 12874.4 km from centroid",
      "  Quellón: 5611.9 km from centroid",
      "  San Isidro: 4372.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carlingford",
      "FINAL ANSWER: Carlingford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.39317,
        "lon": 2.00689,
        "name": "Sant Vicenç dels Horts"
      },
      {
        "lat": 54.03591,
        "lon": 19.0266,
        "name": "Malbork"
      },
      {
        "lat": 52.99667,
        "lon": 6.5625,
        "name": "Assen"
      },
      {
        "lat": 48.87563,
        "lon": 9.39819,
        "name": "Winnenden"
      },
      {
        "lat": 32.97623,
        "lon": -96.59527,
        "name": "Sachse"
      }
    ],
    "question": "Which location is the geographic outlier among: Sant Vicenç dels Horts, Malbork, Assen, Winnenden, Sachse?",
    "ground_truth": {
      "answer": "Sachse",
      "outlier_distance_km": 7062.8,
      "second_furthest_km": 2357.8,
      "clarity_ratio": 3.0,
      "median_distance_km": 1627.3,
      "distances_to_centroid": {
        "Sant Vicenç dels Horts": 1231.1,
        "Malbork": 2357.8,
        "Assen": 1534.7,
        "Winnenden": 1627.3,
        "Sachse": 7062.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sant Vicenç dels Horts: (41.39°, 2.01°)",
      "  Malbork: (54.04°, 19.03°)",
      "  Assen: (53.00°, 6.56°)",
      "  Winnenden: (48.88°, 9.40°)",
      "  Sachse: (32.98°, -96.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sachse: 7062.8 km from centroid",
      "  Malbork: 2357.8 km from centroid",
      "  Winnenden: 1627.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sachse",
      "FINAL ANSWER: Sachse"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.10569,
        "lon": -75.39812,
        "name": "Chinú"
      },
      {
        "lat": -13.11667,
        "lon": -60.54167,
        "name": "Colorado do Oeste"
      },
      {
        "lat": -22.36611,
        "lon": -48.38028,
        "name": "Dois Córregos"
      },
      {
        "lat": -1.81361,
        "lon": -49.79528,
        "name": "Curralinho"
      },
      {
        "lat": 47.76316,
        "lon": -3.3393,
        "name": "Lanester"
      }
    ],
    "question": "Which location is the geographic outlier among: Chinú, Colorado do Oeste, Dois Córregos, Curralinho, Lanester?",
    "ground_truth": {
      "answer": "Lanester",
      "outlier_distance_km": 6435.8,
      "second_furthest_km": 3135.2,
      "clarity_ratio": 2.05,
      "median_distance_km": 2923.9,
      "distances_to_centroid": {
        "Chinú": 3135.2,
        "Colorado do Oeste": 2379.7,
        "Dois Córregos": 2923.9,
        "Curralinho": 686.5,
        "Lanester": 6435.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chinú: (9.11°, -75.40°)",
      "  Colorado do Oeste: (-13.12°, -60.54°)",
      "  Dois Córregos: (-22.37°, -48.38°)",
      "  Curralinho: (-1.81°, -49.80°)",
      "  Lanester: (47.76°, -3.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lanester: 6435.8 km from centroid",
      "  Chinú: 3135.2 km from centroid",
      "  Dois Córregos: 2923.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lanester",
      "FINAL ANSWER: Lanester"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.95,
        "lon": 151.13333,
        "name": "Rockdale"
      },
      {
        "lat": -41.21667,
        "lon": 174.91667,
        "name": "Lower Hutt"
      },
      {
        "lat": -31.88822,
        "lon": 115.87186,
        "name": "Dianella"
      },
      {
        "lat": -31.84062,
        "lon": 115.89549,
        "name": "Ballajura"
      },
      {
        "lat": 7.3,
        "lon": 38.65,
        "name": "Kuyera"
      }
    ],
    "question": "Which location is the geographic outlier among: Rockdale, Lower Hutt, Dianella, Ballajura, Kuyera?",
    "ground_truth": {
      "answer": "Kuyera",
      "outlier_distance_km": 9444.8,
      "second_furthest_km": 5305.5,
      "clarity_ratio": 1.78,
      "median_distance_km": 3163.1,
      "distances_to_centroid": {
        "Rockdale": 3163.1,
        "Lower Hutt": 5305.5,
        "Dianella": 702.7,
        "Ballajura": 697.0,
        "Kuyera": 9444.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rockdale: (-33.95°, 151.13°)",
      "  Lower Hutt: (-41.22°, 174.92°)",
      "  Dianella: (-31.89°, 115.87°)",
      "  Ballajura: (-31.84°, 115.90°)",
      "  Kuyera: (7.30°, 38.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kuyera: 9444.8 km from centroid",
      "  Lower Hutt: 5305.5 km from centroid",
      "  Rockdale: 3163.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kuyera",
      "FINAL ANSWER: Kuyera"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.7706,
        "lon": -79.40148,
        "name": "Willowdale East"
      },
      {
        "lat": 43.66294,
        "lon": -116.68736,
        "name": "Caldwell"
      },
      {
        "lat": 20.28566,
        "lon": -103.42908,
        "name": "Jocotepec"
      },
      {
        "lat": 41.88087,
        "lon": -87.70283,
        "name": "East Garfield Park"
      },
      {
        "lat": -33.91972,
        "lon": 151.07592,
        "name": "Lakemba"
      }
    ],
    "question": "Which location is the geographic outlier among: Willowdale East, Caldwell, Jocotepec, East Garfield Park, Lakemba?",
    "ground_truth": {
      "answer": "Lakemba",
      "outlier_distance_km": 17867.6,
      "second_furthest_km": 6637.1,
      "clarity_ratio": 2.69,
      "median_distance_km": 5779.0,
      "distances_to_centroid": {
        "Willowdale East": 3725.1,
        "Caldwell": 6637.1,
        "Jocotepec": 5779.0,
        "East Garfield Park": 4275.7,
        "Lakemba": 17867.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Willowdale East: (43.77°, -79.40°)",
      "  Caldwell: (43.66°, -116.69°)",
      "  Jocotepec: (20.29°, -103.43°)",
      "  East Garfield Park: (41.88°, -87.70°)",
      "  Lakemba: (-33.92°, 151.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lakemba: 17867.6 km from centroid",
      "  Caldwell: 6637.1 km from centroid",
      "  Jocotepec: 5779.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lakemba",
      "FINAL ANSWER: Lakemba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.03867,
        "lon": -78.8642,
        "name": "North Tonawanda"
      },
      {
        "lat": 37.5841,
        "lon": -122.36608,
        "name": "Burlingame"
      },
      {
        "lat": 40.69538,
        "lon": -73.99375,
        "name": "Brooklyn Heights"
      },
      {
        "lat": 43.61558,
        "lon": -84.24721,
        "name": "Midland"
      },
      {
        "lat": -32.92953,
        "lon": 151.7801,
        "name": "Newcastle"
      }
    ],
    "question": "Which location is the geographic outlier among: North Tonawanda, Burlingame, Brooklyn Heights, Midland, Newcastle?",
    "ground_truth": {
      "answer": "Newcastle",
      "outlier_distance_km": 18539.4,
      "second_furthest_km": 7494.2,
      "clarity_ratio": 2.47,
      "median_distance_km": 4274.6,
      "distances_to_centroid": {
        "North Tonawanda": 3837.0,
        "Burlingame": 7494.2,
        "Brooklyn Heights": 3374.6,
        "Midland": 4274.6,
        "Newcastle": 18539.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  North Tonawanda: (43.04°, -78.86°)",
      "  Burlingame: (37.58°, -122.37°)",
      "  Brooklyn Heights: (40.70°, -73.99°)",
      "  Midland: (43.62°, -84.25°)",
      "  Newcastle: (-32.93°, 151.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Newcastle: 18539.4 km from centroid",
      "  Burlingame: 7494.2 km from centroid",
      "  Midland: 4274.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Newcastle",
      "FINAL ANSWER: Newcastle"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.08465,
        "lon": 152.9511,
        "name": "Caboolture"
      },
      {
        "lat": -37.75,
        "lon": 145.35,
        "name": "Lilydale"
      },
      {
        "lat": -39.4926,
        "lon": 176.91233,
        "name": "Napier"
      },
      {
        "lat": -39.06667,
        "lon": 174.08333,
        "name": "New Plymouth"
      },
      {
        "lat": 6.55504,
        "lon": 3.34363,
        "name": "Oshodi"
      }
    ],
    "question": "Which location is the geographic outlier among: Caboolture, Lilydale, Napier, New Plymouth, Oshodi?",
    "ground_truth": {
      "answer": "Oshodi",
      "outlier_distance_km": 13994.2,
      "second_furthest_km": 4457.0,
      "clarity_ratio": 3.14,
      "median_distance_km": 4210.9,
      "distances_to_centroid": {
        "Caboolture": 2214.3,
        "Lilydale": 1802.1,
        "Napier": 4457.0,
        "New Plymouth": 4210.9,
        "Oshodi": 13994.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caboolture: (-27.08°, 152.95°)",
      "  Lilydale: (-37.75°, 145.35°)",
      "  Napier: (-39.49°, 176.91°)",
      "  New Plymouth: (-39.07°, 174.08°)",
      "  Oshodi: (6.56°, 3.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Oshodi: 13994.2 km from centroid",
      "  Napier: 4457.0 km from centroid",
      "  New Plymouth: 4210.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Oshodi",
      "FINAL ANSWER: Oshodi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.92893,
        "lon": 151.05111,
        "name": "Punchbowl"
      },
      {
        "lat": -27.96724,
        "lon": 153.39796,
        "name": "Southport"
      },
      {
        "lat": -33.9681,
        "lon": 151.13564,
        "name": "Kogarah"
      },
      {
        "lat": -12.46113,
        "lon": 130.84185,
        "name": "Darwin"
      },
      {
        "lat": -6.10167,
        "lon": -49.59806,
        "name": "Curionópolis"
      }
    ],
    "question": "Which location is the geographic outlier among: Punchbowl, Southport, Kogarah, Darwin, Curionópolis?",
    "ground_truth": {
      "answer": "Curionópolis",
      "outlier_distance_km": 15933.2,
      "second_furthest_km": 4630.6,
      "clarity_ratio": 3.44,
      "median_distance_km": 4418.1,
      "distances_to_centroid": {
        "Punchbowl": 4410.0,
        "Southport": 4630.6,
        "Kogarah": 4418.1,
        "Darwin": 2738.5,
        "Curionópolis": 15933.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Punchbowl: (-33.93°, 151.05°)",
      "  Southport: (-27.97°, 153.40°)",
      "  Kogarah: (-33.97°, 151.14°)",
      "  Darwin: (-12.46°, 130.84°)",
      "  Curionópolis: (-6.10°, -49.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Curionópolis: 15933.2 km from centroid",
      "  Southport: 4630.6 km from centroid",
      "  Kogarah: 4418.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Curionópolis",
      "FINAL ANSWER: Curionópolis"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.55384,
        "lon": -71.60761,
        "name": "Cartagena"
      },
      {
        "lat": -19.75,
        "lon": -43.0375,
        "name": "Nova Era"
      },
      {
        "lat": -17.74431,
        "lon": -48.62789,
        "name": "Caldas Novas"
      },
      {
        "lat": -18.37028,
        "lon": -40.21333,
        "name": "Pinheiros"
      },
      {
        "lat": -41.43876,
        "lon": 147.13467,
        "name": "Launceston"
      }
    ],
    "question": "Which location is the geographic outlier among: Cartagena, Nova Era, Caldas Novas, Pinheiros, Launceston?",
    "ground_truth": {
      "answer": "Launceston",
      "outlier_distance_km": 12175.0,
      "second_furthest_km": 5796.1,
      "clarity_ratio": 2.1,
      "median_distance_km": 3950.3,
      "distances_to_centroid": {
        "Cartagena": 5796.1,
        "Nova Era": 3321.0,
        "Caldas Novas": 3950.3,
        "Pinheiros": 3094.2,
        "Launceston": 12175.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cartagena: (-33.55°, -71.61°)",
      "  Nova Era: (-19.75°, -43.04°)",
      "  Caldas Novas: (-17.74°, -48.63°)",
      "  Pinheiros: (-18.37°, -40.21°)",
      "  Launceston: (-41.44°, 147.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Launceston: 12175.0 km from centroid",
      "  Cartagena: 5796.1 km from centroid",
      "  Caldas Novas: 3950.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Launceston",
      "FINAL ANSWER: Launceston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.6658,
        "lon": -0.16307,
        "name": "Medina Estates"
      },
      {
        "lat": 10.28969,
        "lon": 11.16729,
        "name": "Gombe"
      },
      {
        "lat": 26.87524,
        "lon": 31.32963,
        "name": "Al Ghanāyim"
      },
      {
        "lat": 30.9128,
        "lon": 30.29019,
        "name": "Ḩawsh ‘Īsá"
      },
      {
        "lat": 11.29811,
        "lon": 124.67895,
        "name": "Carigara"
      }
    ],
    "question": "Which location is the geographic outlier among: Medina Estates, Gombe, Al Ghanāyim, Ḩawsh ‘Īsá, Carigara?",
    "ground_truth": {
      "answer": "Carigara",
      "outlier_distance_km": 9141.8,
      "second_furthest_km": 4489.3,
      "clarity_ratio": 2.04,
      "median_distance_km": 3143.4,
      "distances_to_centroid": {
        "Medina Estates": 4489.3,
        "Gombe": 3143.4,
        "Al Ghanāyim": 1380.0,
        "Ḩawsh ‘Īsá": 1803.2,
        "Carigara": 9141.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Medina Estates: (5.67°, -0.16°)",
      "  Gombe: (10.29°, 11.17°)",
      "  Al Ghanāyim: (26.88°, 31.33°)",
      "  Ḩawsh ‘Īsá: (30.91°, 30.29°)",
      "  Carigara: (11.30°, 124.68°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carigara: 9141.8 km from centroid",
      "  Medina Estates: 4489.3 km from centroid",
      "  Gombe: 3143.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carigara",
      "FINAL ANSWER: Carigara"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -19.26639,
        "lon": 146.80569,
        "name": "Townsville"
      },
      {
        "lat": -33.9205,
        "lon": 151.25522,
        "name": "Coogee"
      },
      {
        "lat": -27.3171,
        "lon": 153.03097,
        "name": "Bracken Ridge"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": -21.78778,
        "lon": -46.56139,
        "name": "Poços de Caldas"
      }
    ],
    "question": "Which location is the geographic outlier among: Townsville, Coogee, Bracken Ridge, Ellenbrook, Poços de Caldas?",
    "ground_truth": {
      "answer": "Poços de Caldas",
      "outlier_distance_km": 13756.2,
      "second_furthest_km": 4813.1,
      "clarity_ratio": 2.86,
      "median_distance_km": 4553.0,
      "distances_to_centroid": {
        "Townsville": 4428.9,
        "Coogee": 4553.0,
        "Bracken Ridge": 4813.1,
        "Ellenbrook": 1275.1,
        "Poços de Caldas": 13756.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Townsville: (-19.27°, 146.81°)",
      "  Coogee: (-33.92°, 151.26°)",
      "  Bracken Ridge: (-27.32°, 153.03°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  Poços de Caldas: (-21.79°, -46.56°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Poços de Caldas: 13756.2 km from centroid",
      "  Bracken Ridge: 4813.1 km from centroid",
      "  Coogee: 4553.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Poços de Caldas",
      "FINAL ANSWER: Poços de Caldas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -12.93333,
        "lon": -74.25,
        "name": "Huanta"
      },
      {
        "lat": -19.96722,
        "lon": -43.80417,
        "name": "Raposos"
      },
      {
        "lat": -15.3175,
        "lon": -49.1175,
        "name": "Goianésia"
      },
      {
        "lat": -23.58581,
        "lon": -46.68241,
        "name": "Itaim Bibi"
      },
      {
        "lat": 41.58948,
        "lon": -88.05784,
        "name": "Lockport"
      }
    ],
    "question": "Which location is the geographic outlier among: Huanta, Raposos, Goianésia, Itaim Bibi, Lockport?",
    "ground_truth": {
      "answer": "Lockport",
      "outlier_distance_km": 5996.6,
      "second_furthest_km": 2439.8,
      "clarity_ratio": 2.46,
      "median_distance_km": 2367.2,
      "distances_to_centroid": {
        "Huanta": 1702.0,
        "Raposos": 2367.2,
        "Goianésia": 1604.6,
        "Itaim Bibi": 2439.8,
        "Lockport": 5996.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Huanta: (-12.93°, -74.25°)",
      "  Raposos: (-19.97°, -43.80°)",
      "  Goianésia: (-15.32°, -49.12°)",
      "  Itaim Bibi: (-23.59°, -46.68°)",
      "  Lockport: (41.59°, -88.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lockport: 5996.6 km from centroid",
      "  Itaim Bibi: 2439.8 km from centroid",
      "  Raposos: 2367.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lockport",
      "FINAL ANSWER: Lockport"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.60333,
        "lon": -35.23083,
        "name": "Aliança"
      },
      {
        "lat": -30.75482,
        "lon": -57.98196,
        "name": "Chajarí"
      },
      {
        "lat": -22.58056,
        "lon": -47.51861,
        "name": "Iracemápolis"
      },
      {
        "lat": 1.81611,
        "lon": -61.12806,
        "name": "Caracaraí"
      },
      {
        "lat": 10.06667,
        "lon": 34.53333,
        "name": "Āsosa"
      }
    ],
    "question": "Which location is the geographic outlier among: Aliança, Chajarí, Iracemápolis, Caracaraí, Āsosa?",
    "ground_truth": {
      "answer": "Āsosa",
      "outlier_distance_km": 7840.1,
      "second_furthest_km": 3441.9,
      "clarity_ratio": 2.28,
      "median_distance_km": 3324.7,
      "distances_to_centroid": {
        "Aliança": 312.9,
        "Chajarí": 3441.9,
        "Iracemápolis": 2062.9,
        "Caracaraí": 3324.7,
        "Āsosa": 7840.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aliança: (-7.60°, -35.23°)",
      "  Chajarí: (-30.75°, -57.98°)",
      "  Iracemápolis: (-22.58°, -47.52°)",
      "  Caracaraí: (1.82°, -61.13°)",
      "  Āsosa: (10.07°, 34.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Āsosa: 7840.1 km from centroid",
      "  Chajarí: 3441.9 km from centroid",
      "  Caracaraí: 3324.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Āsosa",
      "FINAL ANSWER: Āsosa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.94162,
        "lon": 31.29039,
        "name": "Aga"
      },
      {
        "lat": 9.03528,
        "lon": 38.66083,
        "name": "Burayu"
      },
      {
        "lat": 10.58964,
        "lon": 39.43767,
        "name": "Were Īlu"
      },
      {
        "lat": 9.5725,
        "lon": 43.18139,
        "name": "Gedeb"
      },
      {
        "lat": -38.03333,
        "lon": 145.35,
        "name": "Berwick"
      }
    ],
    "question": "Which location is the geographic outlier among: Aga, Burayu, Were Īlu, Gedeb, Berwick?",
    "ground_truth": {
      "answer": "Berwick",
      "outlier_distance_km": 9940.7,
      "second_furthest_km": 4177.6,
      "clarity_ratio": 2.38,
      "median_distance_km": 2366.0,
      "distances_to_centroid": {
        "Aga": 4177.6,
        "Burayu": 2366.0,
        "Were Īlu": 2323.2,
        "Gedeb": 1898.1,
        "Berwick": 9940.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aga: (30.94°, 31.29°)",
      "  Burayu: (9.04°, 38.66°)",
      "  Were Īlu: (10.59°, 39.44°)",
      "  Gedeb: (9.57°, 43.18°)",
      "  Berwick: (-38.03°, 145.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Berwick: 9940.7 km from centroid",
      "  Aga: 4177.6 km from centroid",
      "  Burayu: 2366.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Berwick",
      "FINAL ANSWER: Berwick"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.08333,
        "lon": 38.03333,
        "name": "Kele"
      },
      {
        "lat": 6.97198,
        "lon": 3.99938,
        "name": "Ijebu-Igbo"
      },
      {
        "lat": -0.98169,
        "lon": 36.58642,
        "name": "Mai"
      },
      {
        "lat": 6.70608,
        "lon": 37.76966,
        "name": "Tebela"
      },
      {
        "lat": -25.21306,
        "lon": -50.97778,
        "name": "Prudentópolis"
      }
    ],
    "question": "Which location is the geographic outlier among: Kele, Ijebu-Igbo, Mai, Tebela, Prudentópolis?",
    "ground_truth": {
      "answer": "Prudentópolis",
      "outlier_distance_km": 7349.4,
      "second_furthest_km": 2888.7,
      "clarity_ratio": 2.54,
      "median_distance_km": 2880.3,
      "distances_to_centroid": {
        "Kele": 2888.7,
        "Ijebu-Igbo": 1363.5,
        "Mai": 2613.2,
        "Tebela": 2880.3,
        "Prudentópolis": 7349.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kele: (6.08°, 38.03°)",
      "  Ijebu-Igbo: (6.97°, 4.00°)",
      "  Mai: (-0.98°, 36.59°)",
      "  Tebela: (6.71°, 37.77°)",
      "  Prudentópolis: (-25.21°, -50.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Prudentópolis: 7349.4 km from centroid",
      "  Kele: 2888.7 km from centroid",
      "  Tebela: 2880.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Prudentópolis",
      "FINAL ANSWER: Prudentópolis"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -10.91111,
        "lon": -37.07167,
        "name": "Aracaju"
      },
      {
        "lat": -6.60667,
        "lon": -39.06222,
        "name": "Cedro"
      },
      {
        "lat": 8.09419,
        "lon": -74.77573,
        "name": "Nechí"
      },
      {
        "lat": -33.02457,
        "lon": -71.55183,
        "name": "Viña del Mar"
      },
      {
        "lat": 26.22375,
        "lon": 79.83739,
        "name": "Pukhrāyān"
      }
    ],
    "question": "Which location is the geographic outlier among: Aracaju, Cedro, Nechí, Viña del Mar, Pukhrāyān?",
    "ground_truth": {
      "answer": "Pukhrāyān",
      "outlier_distance_km": 11996.6,
      "second_furthest_km": 5559.7,
      "clarity_ratio": 2.16,
      "median_distance_km": 5282.1,
      "distances_to_centroid": {
        "Aracaju": 1270.7,
        "Cedro": 1225.6,
        "Nechí": 5282.1,
        "Viña del Mar": 5559.7,
        "Pukhrāyān": 11996.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aracaju: (-10.91°, -37.07°)",
      "  Cedro: (-6.61°, -39.06°)",
      "  Nechí: (8.09°, -74.78°)",
      "  Viña del Mar: (-33.02°, -71.55°)",
      "  Pukhrāyān: (26.22°, 79.84°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pukhrāyān: 11996.6 km from centroid",
      "  Viña del Mar: 5559.7 km from centroid",
      "  Nechí: 5282.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pukhrāyān",
      "FINAL ANSWER: Pukhrāyān"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.74124,
        "lon": 144.73631,
        "name": "Caroline Springs"
      },
      {
        "lat": -38.16604,
        "lon": 145.13643,
        "name": "Frankston South"
      },
      {
        "lat": -34.75155,
        "lon": 149.72086,
        "name": "Goulburn"
      },
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      },
      {
        "lat": 52.17333,
        "lon": 5.29167,
        "name": "Soest"
      }
    ],
    "question": "Which location is the geographic outlier among: Caroline Springs, Frankston South, Goulburn, Maroubra, Soest?",
    "ground_truth": {
      "answer": "Soest",
      "outlier_distance_km": 13243.8,
      "second_furthest_km": 3604.4,
      "clarity_ratio": 3.67,
      "median_distance_km": 3508.3,
      "distances_to_centroid": {
        "Caroline Springs": 3272.7,
        "Frankston South": 3328.2,
        "Goulburn": 3508.3,
        "Maroubra": 3604.4,
        "Soest": 13243.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caroline Springs: (-37.74°, 144.74°)",
      "  Frankston South: (-38.17°, 145.14°)",
      "  Goulburn: (-34.75°, 149.72°)",
      "  Maroubra: (-33.95°, 151.23°)",
      "  Soest: (52.17°, 5.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Soest: 13243.8 km from centroid",
      "  Maroubra: 3604.4 km from centroid",
      "  Goulburn: 3508.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Soest",
      "FINAL ANSWER: Soest"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.89138,
        "lon": 144.62368,
        "name": "Wyndham Vale"
      },
      {
        "lat": -37.8,
        "lon": 145.28333,
        "name": "Croydon"
      },
      {
        "lat": -37.88333,
        "lon": 145.21667,
        "name": "Wantirna South"
      },
      {
        "lat": -38.11531,
        "lon": 145.29814,
        "name": "Cranbourne East"
      },
      {
        "lat": 29.55605,
        "lon": 106.16002,
        "name": "Daxing"
      }
    ],
    "question": "Which location is the geographic outlier among: Wyndham Vale, Croydon, Wantirna South, Cranbourne East, Daxing?",
    "ground_truth": {
      "answer": "Daxing",
      "outlier_distance_km": 6862.9,
      "second_furthest_km": 1698.9,
      "clarity_ratio": 4.04,
      "median_distance_km": 1672.8,
      "distances_to_centroid": {
        "Wyndham Vale": 1649.3,
        "Croydon": 1667.6,
        "Wantirna South": 1672.8,
        "Cranbourne East": 1698.9,
        "Daxing": 6862.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wyndham Vale: (-37.89°, 144.62°)",
      "  Croydon: (-37.80°, 145.28°)",
      "  Wantirna South: (-37.88°, 145.22°)",
      "  Cranbourne East: (-38.12°, 145.30°)",
      "  Daxing: (29.56°, 106.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Daxing: 6862.9 km from centroid",
      "  Cranbourne East: 1698.9 km from centroid",
      "  Wantirna South: 1672.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Daxing",
      "FINAL ANSWER: Daxing"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -24.75722,
        "lon": -51.76139,
        "name": "Pitanga"
      },
      {
        "lat": -20.28389,
        "lon": -50.24639,
        "name": "Fernandópolis"
      },
      {
        "lat": -21.13361,
        "lon": -51.10167,
        "name": "Mirandópolis"
      },
      {
        "lat": 10.02502,
        "lon": -74.62279,
        "name": "Chivolo"
      },
      {
        "lat": 41.00954,
        "lon": -74.17292,
        "name": "Wyckoff"
      }
    ],
    "question": "Which location is the geographic outlier among: Pitanga, Fernandópolis, Mirandópolis, Chivolo, Wyckoff?",
    "ground_truth": {
      "answer": "Wyckoff",
      "outlier_distance_km": 5092.8,
      "second_furthest_km": 2586.7,
      "clarity_ratio": 1.97,
      "median_distance_km": 2249.8,
      "distances_to_centroid": {
        "Pitanga": 2586.7,
        "Fernandópolis": 2211.2,
        "Mirandópolis": 2249.8,
        "Chivolo": 2143.4,
        "Wyckoff": 5092.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pitanga: (-24.76°, -51.76°)",
      "  Fernandópolis: (-20.28°, -50.25°)",
      "  Mirandópolis: (-21.13°, -51.10°)",
      "  Chivolo: (10.03°, -74.62°)",
      "  Wyckoff: (41.01°, -74.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wyckoff: 5092.8 km from centroid",
      "  Pitanga: 2586.7 km from centroid",
      "  Mirandópolis: 2249.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wyckoff",
      "FINAL ANSWER: Wyckoff"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.73913,
        "lon": 13.951,
        "name": "Ischia Porto"
      },
      {
        "lat": 43.64561,
        "lon": 0.58856,
        "name": "Auch"
      },
      {
        "lat": 51.60794,
        "lon": 4.7915,
        "name": "Hoge Vucht"
      },
      {
        "lat": 49.64868,
        "lon": -1.65306,
        "name": "Équeurdreville-Hainneville"
      },
      {
        "lat": -27.42573,
        "lon": 29.16585,
        "name": "Vrede"
      }
    ],
    "question": "Which location is the geographic outlier among: Ischia Porto, Auch, Hoge Vucht, Équeurdreville-Hainneville, Vrede?",
    "ground_truth": {
      "answer": "Vrede",
      "outlier_distance_km": 6895.0,
      "second_furthest_km": 2251.2,
      "clarity_ratio": 3.06,
      "median_distance_km": 2202.1,
      "distances_to_centroid": {
        "Ischia Porto": 1091.4,
        "Auch": 1540.2,
        "Hoge Vucht": 2251.2,
        "Équeurdreville-Hainneville": 2202.1,
        "Vrede": 6895.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ischia Porto: (40.74°, 13.95°)",
      "  Auch: (43.65°, 0.59°)",
      "  Hoge Vucht: (51.61°, 4.79°)",
      "  Équeurdreville-Hainneville: (49.65°, -1.65°)",
      "  Vrede: (-27.43°, 29.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vrede: 6895.0 km from centroid",
      "  Hoge Vucht: 2251.2 km from centroid",
      "  Équeurdreville-Hainneville: 2202.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vrede",
      "FINAL ANSWER: Vrede"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.38047,
        "lon": 145.39867,
        "name": "Shepparton"
      },
      {
        "lat": -36.9482,
        "lon": 174.87019,
        "name": "Otara"
      },
      {
        "lat": -38.1,
        "lon": 145.13333,
        "name": "Seaford"
      },
      {
        "lat": -27.08465,
        "lon": 152.9511,
        "name": "Caboolture"
      },
      {
        "lat": 8.91667,
        "lon": 38.61667,
        "name": "Sebeta"
      }
    ],
    "question": "Which location is the geographic outlier among: Shepparton, Otara, Seaford, Caboolture, Sebeta?",
    "ground_truth": {
      "answer": "Sebeta",
      "outlier_distance_km": 10714.9,
      "second_furthest_km": 4263.3,
      "clarity_ratio": 2.51,
      "median_distance_km": 2146.5,
      "distances_to_centroid": {
        "Shepparton": 1765.4,
        "Otara": 4263.3,
        "Seaford": 1869.9,
        "Caboolture": 2146.5,
        "Sebeta": 10714.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shepparton: (-36.38°, 145.40°)",
      "  Otara: (-36.95°, 174.87°)",
      "  Seaford: (-38.10°, 145.13°)",
      "  Caboolture: (-27.08°, 152.95°)",
      "  Sebeta: (8.92°, 38.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sebeta: 10714.9 km from centroid",
      "  Otara: 4263.3 km from centroid",
      "  Caboolture: 2146.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sebeta",
      "FINAL ANSWER: Sebeta"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.61025,
        "lon": 153.05388,
        "name": "Sunnybank Hills"
      },
      {
        "lat": -46.4,
        "lon": 168.35,
        "name": "Invercargill"
      },
      {
        "lat": -31.09048,
        "lon": 150.92905,
        "name": "Tamworth"
      },
      {
        "lat": -33.9677,
        "lon": 151.10149,
        "name": "Hurstville"
      },
      {
        "lat": 39.74595,
        "lon": -75.54659,
        "name": "Wilmington"
      }
    ],
    "question": "Which location is the geographic outlier among: Sunnybank Hills, Invercargill, Tamworth, Hurstville, Wilmington?",
    "ground_truth": {
      "answer": "Wilmington",
      "outlier_distance_km": 17750.8,
      "second_furthest_km": 6047.4,
      "clarity_ratio": 2.94,
      "median_distance_km": 4485.4,
      "distances_to_centroid": {
        "Sunnybank Hills": 4485.4,
        "Invercargill": 6047.4,
        "Tamworth": 4307.0,
        "Hurstville": 4370.1,
        "Wilmington": 17750.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sunnybank Hills: (-27.61°, 153.05°)",
      "  Invercargill: (-46.40°, 168.35°)",
      "  Tamworth: (-31.09°, 150.93°)",
      "  Hurstville: (-33.97°, 151.10°)",
      "  Wilmington: (39.75°, -75.55°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wilmington: 17750.8 km from centroid",
      "  Invercargill: 6047.4 km from centroid",
      "  Sunnybank Hills: 4485.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wilmington",
      "FINAL ANSWER: Wilmington"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.08339,
        "lon": -88.60005,
        "name": "Paducah"
      },
      {
        "lat": 39.32796,
        "lon": -120.18325,
        "name": "Truckee"
      },
      {
        "lat": 28.54944,
        "lon": -81.77285,
        "name": "Clermont"
      },
      {
        "lat": 18.42131,
        "lon": -95.11398,
        "name": "Catemaco"
      },
      {
        "lat": 26.26584,
        "lon": 78.67108,
        "name": "Mau"
      }
    ],
    "question": "Which location is the geographic outlier among: Paducah, Truckee, Clermont, Catemaco, Mau?",
    "ground_truth": {
      "answer": "Mau",
      "outlier_distance_km": 12457.6,
      "second_furthest_km": 5384.3,
      "clarity_ratio": 2.31,
      "median_distance_km": 3634.9,
      "distances_to_centroid": {
        "Paducah": 2633.8,
        "Truckee": 5384.3,
        "Clermont": 1980.1,
        "Catemaco": 3634.9,
        "Mau": 12457.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Paducah: (37.08°, -88.60°)",
      "  Truckee: (39.33°, -120.18°)",
      "  Clermont: (28.55°, -81.77°)",
      "  Catemaco: (18.42°, -95.11°)",
      "  Mau: (26.27°, 78.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mau: 12457.6 km from centroid",
      "  Truckee: 5384.3 km from centroid",
      "  Catemaco: 3634.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mau",
      "FINAL ANSWER: Mau"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81992,
        "lon": 145.0358,
        "name": "Hawthorn"
      },
      {
        "lat": -37.8149,
        "lon": 144.95052,
        "name": "Docklands"
      },
      {
        "lat": -39.06667,
        "lon": 174.08333,
        "name": "New Plymouth"
      },
      {
        "lat": -27.98941,
        "lon": 153.33633,
        "name": "Nerang"
      },
      {
        "lat": 50.36463,
        "lon": 8.73859,
        "name": "Bad Nauheim"
      }
    ],
    "question": "Which location is the geographic outlier among: Hawthorn, Docklands, New Plymouth, Nerang, Bad Nauheim?",
    "ground_truth": {
      "answer": "Bad Nauheim",
      "outlier_distance_km": 13445.4,
      "second_furthest_km": 5207.2,
      "clarity_ratio": 2.58,
      "median_distance_km": 3052.0,
      "distances_to_centroid": {
        "Hawthorn": 2885.8,
        "Docklands": 2879.9,
        "New Plymouth": 5207.2,
        "Nerang": 3052.0,
        "Bad Nauheim": 13445.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hawthorn: (-37.82°, 145.04°)",
      "  Docklands: (-37.81°, 144.95°)",
      "  New Plymouth: (-39.07°, 174.08°)",
      "  Nerang: (-27.99°, 153.34°)",
      "  Bad Nauheim: (50.36°, 8.74°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bad Nauheim: 13445.4 km from centroid",
      "  New Plymouth: 5207.2 km from centroid",
      "  Nerang: 3052.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bad Nauheim",
      "FINAL ANSWER: Bad Nauheim"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.34239,
        "lon": -102.0305,
        "name": "La Piedad"
      },
      {
        "lat": 61.32139,
        "lon": -149.56778,
        "name": "Eagle River"
      },
      {
        "lat": 44.15011,
        "lon": -79.86635,
        "name": "Alliston"
      },
      {
        "lat": 35.97987,
        "lon": -78.50972,
        "name": "Wake Forest"
      },
      {
        "lat": 45.39402,
        "lon": 9.29109,
        "name": "San Giuliano Milanese"
      }
    ],
    "question": "Which location is the geographic outlier among: La Piedad, Eagle River, Alliston, Wake Forest, San Giuliano Milanese?",
    "ground_truth": {
      "answer": "San Giuliano Milanese",
      "outlier_distance_km": 6843.8,
      "second_furthest_km": 5004.6,
      "clarity_ratio": 1.37,
      "median_distance_km": 3122.4,
      "distances_to_centroid": {
        "La Piedad": 3122.4,
        "Eagle River": 5004.6,
        "Alliston": 302.4,
        "Wake Forest": 623.0,
        "San Giuliano Milanese": 6843.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  La Piedad: (20.34°, -102.03°)",
      "  Eagle River: (61.32°, -149.57°)",
      "  Alliston: (44.15°, -79.87°)",
      "  Wake Forest: (35.98°, -78.51°)",
      "  San Giuliano Milanese: (45.39°, 9.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Giuliano Milanese: 6843.8 km from centroid",
      "  Eagle River: 5004.6 km from centroid",
      "  La Piedad: 3122.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Giuliano Milanese",
      "FINAL ANSWER: San Giuliano Milanese"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.55177,
        "lon": 7.48087,
        "name": "Eving"
      },
      {
        "lat": 53.59245,
        "lon": -2.21941,
        "name": "Heywood"
      },
      {
        "lat": 51.50896,
        "lon": -0.3713,
        "name": "Southall"
      },
      {
        "lat": 51.62561,
        "lon": -0.05798,
        "name": "Edmonton"
      },
      {
        "lat": 37.44882,
        "lon": -77.47353,
        "name": "Meadowbrook"
      }
    ],
    "question": "Which location is the geographic outlier among: Eving, Heywood, Southall, Edmonton, Meadowbrook?",
    "ground_truth": {
      "answer": "Meadowbrook",
      "outlier_distance_km": 5102.0,
      "second_furthest_km": 1578.2,
      "clarity_ratio": 3.23,
      "median_distance_km": 1060.4,
      "distances_to_centroid": {
        "Eving": 1578.2,
        "Heywood": 985.3,
        "Southall": 1036.9,
        "Edmonton": 1060.4,
        "Meadowbrook": 5102.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Eving: (51.55°, 7.48°)",
      "  Heywood: (53.59°, -2.22°)",
      "  Southall: (51.51°, -0.37°)",
      "  Edmonton: (51.63°, -0.06°)",
      "  Meadowbrook: (37.45°, -77.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Meadowbrook: 5102.0 km from centroid",
      "  Eving: 1578.2 km from centroid",
      "  Edmonton: 1060.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Meadowbrook",
      "FINAL ANSWER: Meadowbrook"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.95,
        "lon": 39.13333,
        "name": "Āsela"
      },
      {
        "lat": 10.9992,
        "lon": 10.41062,
        "name": "Darazo"
      },
      {
        "lat": -28.73226,
        "lon": 24.76232,
        "name": "Kimberley"
      },
      {
        "lat": 7.7899,
        "lon": 5.7117,
        "name": "Ode"
      },
      {
        "lat": 29.02582,
        "lon": -80.927,
        "name": "New Smyrna Beach"
      }
    ],
    "question": "Which location is the geographic outlier among: Āsela, Darazo, Kimberley, Ode, New Smyrna Beach?",
    "ground_truth": {
      "answer": "New Smyrna Beach",
      "outlier_distance_km": 8817.4,
      "second_furthest_km": 4640.6,
      "clarity_ratio": 1.9,
      "median_distance_km": 4349.6,
      "distances_to_centroid": {
        "Āsela": 4349.6,
        "Darazo": 1320.8,
        "Kimberley": 4640.6,
        "Ode": 702.8,
        "New Smyrna Beach": 8817.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Āsela: (7.95°, 39.13°)",
      "  Darazo: (11.00°, 10.41°)",
      "  Kimberley: (-28.73°, 24.76°)",
      "  Ode: (7.79°, 5.71°)",
      "  New Smyrna Beach: (29.03°, -80.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  New Smyrna Beach: 8817.4 km from centroid",
      "  Kimberley: 4640.6 km from centroid",
      "  Āsela: 4349.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: New Smyrna Beach",
      "FINAL ANSWER: New Smyrna Beach"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -6.23122,
        "lon": -42.68691,
        "name": "Regeneração"
      },
      {
        "lat": -11.73028,
        "lon": -40.55528,
        "name": "Piritiba"
      },
      {
        "lat": -5.89056,
        "lon": -38.62194,
        "name": "Jaguaribe"
      },
      {
        "lat": -23.44361,
        "lon": -51.87389,
        "name": "Sarandi"
      },
      {
        "lat": 0.53392,
        "lon": 38.51878,
        "name": "Garba Tula"
      }
    ],
    "question": "Which location is the geographic outlier among: Regeneração, Piritiba, Jaguaribe, Sarandi, Garba Tula?",
    "ground_truth": {
      "answer": "Garba Tula",
      "outlier_distance_km": 7339.3,
      "second_furthest_km": 3068.7,
      "clarity_ratio": 2.39,
      "median_distance_km": 1757.6,
      "distances_to_centroid": {
        "Regeneração": 1757.6,
        "Piritiba": 1500.3,
        "Jaguaribe": 1332.6,
        "Sarandi": 3068.7,
        "Garba Tula": 7339.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Regeneração: (-6.23°, -42.69°)",
      "  Piritiba: (-11.73°, -40.56°)",
      "  Jaguaribe: (-5.89°, -38.62°)",
      "  Sarandi: (-23.44°, -51.87°)",
      "  Garba Tula: (0.53°, 38.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Garba Tula: 7339.3 km from centroid",
      "  Sarandi: 3068.7 km from centroid",
      "  Regeneração: 1757.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Garba Tula",
      "FINAL ANSWER: Garba Tula"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.41687,
        "lon": -98.90202,
        "name": "Chicoloapan"
      },
      {
        "lat": 47.67768,
        "lon": -116.78047,
        "name": "Coeur d'Alene"
      },
      {
        "lat": 32.9029,
        "lon": -96.56388,
        "name": "Rowlett"
      },
      {
        "lat": 49.8844,
        "lon": -97.14704,
        "name": "Winnipeg"
      },
      {
        "lat": 46.12709,
        "lon": 3.42577,
        "name": "Vichy"
      }
    ],
    "question": "Which location is the geographic outlier among: Chicoloapan, Coeur d'Alene, Rowlett, Winnipeg, Vichy?",
    "ground_truth": {
      "answer": "Vichy",
      "outlier_distance_km": 6627.5,
      "second_furthest_km": 2993.5,
      "clarity_ratio": 2.21,
      "median_distance_km": 2779.4,
      "distances_to_centroid": {
        "Chicoloapan": 2779.4,
        "Coeur d'Alene": 2993.5,
        "Rowlett": 1546.3,
        "Winnipeg": 1728.1,
        "Vichy": 6627.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chicoloapan: (19.42°, -98.90°)",
      "  Coeur d'Alene: (47.68°, -116.78°)",
      "  Rowlett: (32.90°, -96.56°)",
      "  Winnipeg: (49.88°, -97.15°)",
      "  Vichy: (46.13°, 3.43°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vichy: 6627.5 km from centroid",
      "  Coeur d'Alene: 2993.5 km from centroid",
      "  Chicoloapan: 2779.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vichy",
      "FINAL ANSWER: Vichy"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.03427,
        "lon": 75.23779,
        "name": "Mādāyi"
      },
      {
        "lat": 21.93053,
        "lon": 69.78081,
        "name": "Bhānvad"
      },
      {
        "lat": 36.16167,
        "lon": 119.26306,
        "name": "Shiqiaozi"
      },
      {
        "lat": 18.37725,
        "lon": 77.88007,
        "name": "Bānswāda"
      },
      {
        "lat": -36.84853,
        "lon": 174.76349,
        "name": "Auckland"
      }
    ],
    "question": "Which location is the geographic outlier among: Mādāyi, Bhānvad, Shiqiaozi, Bānswāda, Auckland?",
    "ground_truth": {
      "answer": "Auckland",
      "outlier_distance_km": 9088.0,
      "second_furthest_km": 3803.1,
      "clarity_ratio": 2.39,
      "median_distance_km": 3287.7,
      "distances_to_centroid": {
        "Mādāyi": 3074.9,
        "Bhānvad": 3803.1,
        "Shiqiaozi": 3287.7,
        "Bānswāda": 2885.6,
        "Auckland": 9088.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mādāyi: (12.03°, 75.24°)",
      "  Bhānvad: (21.93°, 69.78°)",
      "  Shiqiaozi: (36.16°, 119.26°)",
      "  Bānswāda: (18.38°, 77.88°)",
      "  Auckland: (-36.85°, 174.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Auckland: 9088.0 km from centroid",
      "  Bhānvad: 3803.1 km from centroid",
      "  Shiqiaozi: 3287.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Auckland",
      "FINAL ANSWER: Auckland"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -9.645,
        "lon": -36.49722,
        "name": "Taquarana"
      },
      {
        "lat": -15.88378,
        "lon": -48.01634,
        "name": "Riacho Fundo"
      },
      {
        "lat": -14.07538,
        "lon": -75.73422,
        "name": "Ica"
      },
      {
        "lat": 8.36361,
        "lon": -72.4063,
        "name": "Puerto Santander"
      },
      {
        "lat": 26.34992,
        "lon": 84.87086,
        "name": "Kesariyā"
      }
    ],
    "question": "Which location is the geographic outlier among: Taquarana, Riacho Fundo, Ica, Puerto Santander, Kesariyā?",
    "ground_truth": {
      "answer": "Kesariyā",
      "outlier_distance_km": 12477.8,
      "second_furthest_km": 5280.9,
      "clarity_ratio": 2.36,
      "median_distance_km": 4861.2,
      "distances_to_centroid": {
        "Taquarana": 1232.1,
        "Riacho Fundo": 2616.1,
        "Ica": 5280.9,
        "Puerto Santander": 4861.2,
        "Kesariyā": 12477.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taquarana: (-9.64°, -36.50°)",
      "  Riacho Fundo: (-15.88°, -48.02°)",
      "  Ica: (-14.08°, -75.73°)",
      "  Puerto Santander: (8.36°, -72.41°)",
      "  Kesariyā: (26.35°, 84.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kesariyā: 12477.8 km from centroid",
      "  Ica: 5280.9 km from centroid",
      "  Puerto Santander: 4861.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kesariyā",
      "FINAL ANSWER: Kesariyā"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -35.81081,
        "lon": -61.89897,
        "name": "Pehuajó"
      },
      {
        "lat": -3.22944,
        "lon": -40.125,
        "name": "Morrinhos"
      },
      {
        "lat": -7.41028,
        "lon": -35.11278,
        "name": "Itambé"
      },
      {
        "lat": -17.13806,
        "lon": -49.98806,
        "name": "Indiara"
      },
      {
        "lat": -39.4926,
        "lon": 176.91233,
        "name": "Napier"
      }
    ],
    "question": "Which location is the geographic outlier among: Pehuajó, Morrinhos, Itambé, Indiara, Napier?",
    "ground_truth": {
      "answer": "Napier",
      "outlier_distance_km": 13330.4,
      "second_furthest_km": 6009.3,
      "clarity_ratio": 2.22,
      "median_distance_km": 5041.9,
      "distances_to_centroid": {
        "Pehuajó": 6009.3,
        "Morrinhos": 4552.5,
        "Itambé": 3846.7,
        "Indiara": 5041.9,
        "Napier": 13330.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pehuajó: (-35.81°, -61.90°)",
      "  Morrinhos: (-3.23°, -40.12°)",
      "  Itambé: (-7.41°, -35.11°)",
      "  Indiara: (-17.14°, -49.99°)",
      "  Napier: (-39.49°, 176.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Napier: 13330.4 km from centroid",
      "  Pehuajó: 6009.3 km from centroid",
      "  Indiara: 5041.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Napier",
      "FINAL ANSWER: Napier"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.41665,
        "lon": 149.5806,
        "name": "Bathurst"
      },
      {
        "lat": -38.08333,
        "lon": 144.38333,
        "name": "Corio"
      },
      {
        "lat": -28.00274,
        "lon": 153.42999,
        "name": "Surfers Paradise"
      },
      {
        "lat": -33.65249,
        "lon": 115.3455,
        "name": "Busselton"
      },
      {
        "lat": 49.28333,
        "lon": 120.73333,
        "name": "Yakeshi"
      }
    ],
    "question": "Which location is the geographic outlier among: Bathurst, Corio, Surfers Paradise, Busselton, Yakeshi?",
    "ground_truth": {
      "answer": "Yakeshi",
      "outlier_distance_km": 7512.2,
      "second_furthest_km": 2840.7,
      "clarity_ratio": 2.64,
      "median_distance_km": 2485.5,
      "distances_to_centroid": {
        "Bathurst": 2255.5,
        "Corio": 2485.5,
        "Surfers Paradise": 2121.8,
        "Busselton": 2840.7,
        "Yakeshi": 7512.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bathurst: (-33.42°, 149.58°)",
      "  Corio: (-38.08°, 144.38°)",
      "  Surfers Paradise: (-28.00°, 153.43°)",
      "  Busselton: (-33.65°, 115.35°)",
      "  Yakeshi: (49.28°, 120.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yakeshi: 7512.2 km from centroid",
      "  Busselton: 2840.7 km from centroid",
      "  Corio: 2485.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yakeshi",
      "FINAL ANSWER: Yakeshi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -29.55028,
        "lon": -55.13111,
        "name": "São Francisco de Assis"
      },
      {
        "lat": 5.20856,
        "lon": -74.73584,
        "name": "Honda"
      },
      {
        "lat": -21.28861,
        "lon": -50.34,
        "name": "Birigui"
      },
      {
        "lat": -6.00306,
        "lon": -40.29278,
        "name": "Tauá"
      },
      {
        "lat": 32.78306,
        "lon": -96.80667,
        "name": "Dallas"
      }
    ],
    "question": "Which location is the geographic outlier among: São Francisco de Assis, Honda, Birigui, Tauá, Dallas?",
    "ground_truth": {
      "answer": "Dallas",
      "outlier_distance_km": 5371.0,
      "second_furthest_km": 2998.0,
      "clarity_ratio": 1.79,
      "median_distance_km": 2578.5,
      "distances_to_centroid": {
        "São Francisco de Assis": 2998.0,
        "Honda": 1601.6,
        "Birigui": 2409.3,
        "Tauá": 2578.5,
        "Dallas": 5371.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  São Francisco de Assis: (-29.55°, -55.13°)",
      "  Honda: (5.21°, -74.74°)",
      "  Birigui: (-21.29°, -50.34°)",
      "  Tauá: (-6.00°, -40.29°)",
      "  Dallas: (32.78°, -96.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dallas: 5371.0 km from centroid",
      "  São Francisco de Assis: 2998.0 km from centroid",
      "  Tauá: 2578.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dallas",
      "FINAL ANSWER: Dallas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -41.21667,
        "lon": 174.91667,
        "name": "Lower Hutt"
      },
      {
        "lat": -33.71816,
        "lon": 151.11561,
        "name": "Wahroonga"
      },
      {
        "lat": -46.4,
        "lon": 168.35,
        "name": "Invercargill"
      },
      {
        "lat": -33.79176,
        "lon": 151.08057,
        "name": "Eastwood"
      },
      {
        "lat": 50.23085,
        "lon": 7.58992,
        "name": "Boppard"
      }
    ],
    "question": "Which location is the geographic outlier among: Lower Hutt, Wahroonga, Invercargill, Eastwood, Boppard?",
    "ground_truth": {
      "answer": "Boppard",
      "outlier_distance_km": 14112.7,
      "second_furthest_km": 4714.0,
      "clarity_ratio": 2.99,
      "median_distance_km": 4423.6,
      "distances_to_centroid": {
        "Lower Hutt": 4714.0,
        "Wahroonga": 2463.3,
        "Invercargill": 4423.6,
        "Eastwood": 2464.6,
        "Boppard": 14112.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lower Hutt: (-41.22°, 174.92°)",
      "  Wahroonga: (-33.72°, 151.12°)",
      "  Invercargill: (-46.40°, 168.35°)",
      "  Eastwood: (-33.79°, 151.08°)",
      "  Boppard: (50.23°, 7.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Boppard: 14112.7 km from centroid",
      "  Lower Hutt: 4714.0 km from centroid",
      "  Invercargill: 4423.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Boppard",
      "FINAL ANSWER: Boppard"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.28333,
        "lon": -1.58333,
        "name": "Warwick"
      },
      {
        "lat": 52.52437,
        "lon": 13.41053,
        "name": "Berlin"
      },
      {
        "lat": 55.07108,
        "lon": 38.78399,
        "name": "Kolomna"
      },
      {
        "lat": 36.71522,
        "lon": 15.09019,
        "name": "Pachino"
      },
      {
        "lat": -32.22099,
        "lon": 116.009,
        "name": "Byford"
      }
    ],
    "question": "Which location is the geographic outlier among: Warwick, Berlin, Kolomna, Pachino, Byford?",
    "ground_truth": {
      "answer": "Byford",
      "outlier_distance_km": 11044.0,
      "second_furthest_km": 3716.0,
      "clarity_ratio": 2.97,
      "median_distance_km": 2853.2,
      "distances_to_centroid": {
        "Warwick": 3716.0,
        "Berlin": 2853.2,
        "Kolomna": 2475.5,
        "Pachino": 1982.6,
        "Byford": 11044.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Warwick: (52.28°, -1.58°)",
      "  Berlin: (52.52°, 13.41°)",
      "  Kolomna: (55.07°, 38.78°)",
      "  Pachino: (36.72°, 15.09°)",
      "  Byford: (-32.22°, 116.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Byford: 11044.0 km from centroid",
      "  Warwick: 3716.0 km from centroid",
      "  Berlin: 2853.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Byford",
      "FINAL ANSWER: Byford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.32643,
        "lon": 84.25983,
        "name": "Koāth"
      },
      {
        "lat": 33.50528,
        "lon": 105.04782,
        "name": "Anhua"
      },
      {
        "lat": 0.83194,
        "lon": 109.43589,
        "name": "Bengkayang"
      },
      {
        "lat": 30.28757,
        "lon": 112.22979,
        "name": "Buhe"
      },
      {
        "lat": -37.86667,
        "lon": 145.06667,
        "name": "Glen Iris"
      }
    ],
    "question": "Which location is the geographic outlier among: Koāth, Anhua, Bengkayang, Buhe, Glen Iris?",
    "ground_truth": {
      "answer": "Glen Iris",
      "outlier_distance_km": 6420.3,
      "second_furthest_km": 3287.4,
      "clarity_ratio": 1.95,
      "median_distance_km": 2643.2,
      "distances_to_centroid": {
        "Koāth": 3287.4,
        "Anhua": 2643.2,
        "Bengkayang": 1083.6,
        "Buhe": 2212.0,
        "Glen Iris": 6420.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Koāth: (25.33°, 84.26°)",
      "  Anhua: (33.51°, 105.05°)",
      "  Bengkayang: (0.83°, 109.44°)",
      "  Buhe: (30.29°, 112.23°)",
      "  Glen Iris: (-37.87°, 145.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glen Iris: 6420.3 km from centroid",
      "  Koāth: 3287.4 km from centroid",
      "  Anhua: 2643.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glen Iris",
      "FINAL ANSWER: Glen Iris"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 46.23958,
        "lon": -119.10057,
        "name": "Pasco"
      },
      {
        "lat": 40.59344,
        "lon": -74.1632,
        "name": "New Springville"
      },
      {
        "lat": 33.63967,
        "lon": -117.84164,
        "name": "UC Irvine"
      },
      {
        "lat": 42.27756,
        "lon": -83.74088,
        "name": "Ann Arbor"
      },
      {
        "lat": -25.76972,
        "lon": -49.71583,
        "name": "Lapa"
      }
    ],
    "question": "Which location is the geographic outlier among: Pasco, New Springville, UC Irvine, Ann Arbor, Lapa?",
    "ground_truth": {
      "answer": "Lapa",
      "outlier_distance_km": 7249.0,
      "second_furthest_km": 3372.6,
      "clarity_ratio": 2.15,
      "median_distance_km": 2846.6,
      "distances_to_centroid": {
        "Pasco": 3372.6,
        "New Springville": 1994.9,
        "UC Irvine": 2846.6,
        "Ann Arbor": 1719.8,
        "Lapa": 7249.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pasco: (46.24°, -119.10°)",
      "  New Springville: (40.59°, -74.16°)",
      "  UC Irvine: (33.64°, -117.84°)",
      "  Ann Arbor: (42.28°, -83.74°)",
      "  Lapa: (-25.77°, -49.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lapa: 7249.0 km from centroid",
      "  Pasco: 3372.6 km from centroid",
      "  UC Irvine: 2846.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lapa",
      "FINAL ANSWER: Lapa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.79728,
        "lon": 150.7847,
        "name": "St Clair"
      },
      {
        "lat": -36.8582,
        "lon": 174.62019,
        "name": "Lincoln"
      },
      {
        "lat": -37.88214,
        "lon": 144.98215,
        "name": "Elwood"
      },
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      },
      {
        "lat": 5.35328,
        "lon": 5.50826,
        "name": "Burutu"
      }
    ],
    "question": "Which location is the geographic outlier among: St Clair, Lincoln, Elwood, Ashburton, Burutu?",
    "ground_truth": {
      "answer": "Burutu",
      "outlier_distance_km": 13574.0,
      "second_furthest_km": 4239.8,
      "clarity_ratio": 3.2,
      "median_distance_km": 4041.0,
      "distances_to_centroid": {
        "St Clair": 2067.3,
        "Lincoln": 4239.8,
        "Elwood": 1709.0,
        "Ashburton": 4041.0,
        "Burutu": 13574.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  St Clair: (-33.80°, 150.78°)",
      "  Lincoln: (-36.86°, 174.62°)",
      "  Elwood: (-37.88°, 144.98°)",
      "  Ashburton: (-43.90°, 171.73°)",
      "  Burutu: (5.35°, 5.51°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Burutu: 13574.0 km from centroid",
      "  Lincoln: 4239.8 km from centroid",
      "  Ashburton: 4041.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Burutu",
      "FINAL ANSWER: Burutu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.96667,
        "lon": 145.16667,
        "name": "Noble Park"
      },
      {
        "lat": -38.21792,
        "lon": 145.03876,
        "name": "Mornington"
      },
      {
        "lat": -40.91667,
        "lon": 175.01667,
        "name": "Paraparaumu"
      },
      {
        "lat": -33.91667,
        "lon": 151.03333,
        "name": "Bankstown"
      },
      {
        "lat": -19.88639,
        "lon": -43.80667,
        "name": "Sabará"
      }
    ],
    "question": "Which location is the geographic outlier among: Noble Park, Mornington, Paraparaumu, Bankstown, Sabará?",
    "ground_truth": {
      "answer": "Sabará",
      "outlier_distance_km": 13579.1,
      "second_furthest_km": 5282.2,
      "clarity_ratio": 2.57,
      "median_distance_km": 3348.6,
      "distances_to_centroid": {
        "Noble Park": 2776.2,
        "Mornington": 2764.9,
        "Paraparaumu": 5282.2,
        "Bankstown": 3348.6,
        "Sabará": 13579.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Noble Park: (-37.97°, 145.17°)",
      "  Mornington: (-38.22°, 145.04°)",
      "  Paraparaumu: (-40.92°, 175.02°)",
      "  Bankstown: (-33.92°, 151.03°)",
      "  Sabará: (-19.89°, -43.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sabará: 13579.1 km from centroid",
      "  Paraparaumu: 5282.2 km from centroid",
      "  Bankstown: 3348.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sabará",
      "FINAL ANSWER: Sabará"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.80047,
        "lon": -64.26285,
        "name": "Santiago del Estero"
      },
      {
        "lat": -7.17697,
        "lon": -76.72774,
        "name": "Juanjuí"
      },
      {
        "lat": -22.84694,
        "lon": -45.22972,
        "name": "Aparecida"
      },
      {
        "lat": -5.70556,
        "lon": -35.30722,
        "name": "Extremoz"
      },
      {
        "lat": 43.30664,
        "lon": 44.98395,
        "name": "Troitskaya"
      }
    ],
    "question": "Which location is the geographic outlier among: Santiago del Estero, Juanjuí, Aparecida, Extremoz, Troitskaya?",
    "ground_truth": {
      "answer": "Troitskaya",
      "outlier_distance_km": 9535.6,
      "second_furthest_km": 4595.1,
      "clarity_ratio": 2.08,
      "median_distance_km": 4046.6,
      "distances_to_centroid": {
        "Santiago del Estero": 4046.6,
        "Juanjuí": 4595.1,
        "Aparecida": 2347.3,
        "Extremoz": 184.7,
        "Troitskaya": 9535.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santiago del Estero: (-27.80°, -64.26°)",
      "  Juanjuí: (-7.18°, -76.73°)",
      "  Aparecida: (-22.85°, -45.23°)",
      "  Extremoz: (-5.71°, -35.31°)",
      "  Troitskaya: (43.31°, 44.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Troitskaya: 9535.6 km from centroid",
      "  Juanjuí: 4595.1 km from centroid",
      "  Santiago del Estero: 4046.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Troitskaya",
      "FINAL ANSWER: Troitskaya"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.88145,
        "lon": -83.09296,
        "name": "Grove City"
      },
      {
        "lat": 39.18361,
        "lon": -96.57167,
        "name": "Manhattan"
      },
      {
        "lat": 48.41675,
        "lon": -71.06573,
        "name": "Saguenay"
      },
      {
        "lat": 26.93022,
        "lon": -105.6664,
        "name": "Parral"
      },
      {
        "lat": -24.73611,
        "lon": -48.12278,
        "name": "Cajati"
      }
    ],
    "question": "Which location is the geographic outlier among: Grove City, Manhattan, Saguenay, Parral, Cajati?",
    "ground_truth": {
      "answer": "Cajati",
      "outlier_distance_km": 6644.5,
      "second_furthest_km": 2642.2,
      "clarity_ratio": 2.51,
      "median_distance_km": 2464.2,
      "distances_to_centroid": {
        "Grove City": 1564.0,
        "Manhattan": 2073.9,
        "Saguenay": 2642.2,
        "Parral": 2464.2,
        "Cajati": 6644.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Grove City: (39.88°, -83.09°)",
      "  Manhattan: (39.18°, -96.57°)",
      "  Saguenay: (48.42°, -71.07°)",
      "  Parral: (26.93°, -105.67°)",
      "  Cajati: (-24.74°, -48.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cajati: 6644.5 km from centroid",
      "  Saguenay: 2642.2 km from centroid",
      "  Parral: 2464.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cajati",
      "FINAL ANSWER: Cajati"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.03333,
        "lon": 145.3,
        "name": "Narre Warren"
      },
      {
        "lat": -41.28664,
        "lon": 174.77557,
        "name": "Wellington"
      },
      {
        "lat": -28.00274,
        "lon": 153.42999,
        "name": "Surfers Paradise"
      },
      {
        "lat": -36.9482,
        "lon": 174.87019,
        "name": "Otara"
      },
      {
        "lat": 7.15109,
        "lon": 35.81703,
        "name": "Wacha"
      }
    ],
    "question": "Which location is the geographic outlier among: Narre Warren, Wellington, Surfers Paradise, Otara, Wacha?",
    "ground_truth": {
      "answer": "Wacha",
      "outlier_distance_km": 11458.0,
      "second_furthest_km": 3770.4,
      "clarity_ratio": 3.04,
      "median_distance_km": 3705.2,
      "distances_to_centroid": {
        "Narre Warren": 1419.1,
        "Wellington": 3770.4,
        "Surfers Paradise": 1633.3,
        "Otara": 3705.2,
        "Wacha": 11458.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Narre Warren: (-38.03°, 145.30°)",
      "  Wellington: (-41.29°, 174.78°)",
      "  Surfers Paradise: (-28.00°, 153.43°)",
      "  Otara: (-36.95°, 174.87°)",
      "  Wacha: (7.15°, 35.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wacha: 11458.0 km from centroid",
      "  Wellington: 3770.4 km from centroid",
      "  Otara: 3705.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wacha",
      "FINAL ANSWER: Wacha"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 21.45713,
        "lon": 110.76591,
        "name": "Wuchuan"
      },
      {
        "lat": 36.49889,
        "lon": 111.70472,
        "name": "Xinzhi"
      },
      {
        "lat": 11.80388,
        "lon": 77.85673,
        "name": "Pottaneri Nallakavundanpatti"
      },
      {
        "lat": 44.89334,
        "lon": 82.06993,
        "name": "Bole"
      },
      {
        "lat": 31.72024,
        "lon": -106.46084,
        "name": "Ciudad Juárez"
      }
    ],
    "question": "Which location is the geographic outlier among: Wuchuan, Xinzhi, Pottaneri Nallakavundanpatti, Bole, Ciudad Juárez?",
    "ground_truth": {
      "answer": "Ciudad Juárez",
      "outlier_distance_km": 12961.0,
      "second_furthest_km": 5601.2,
      "clarity_ratio": 2.31,
      "median_distance_km": 5263.5,
      "distances_to_centroid": {
        "Wuchuan": 5601.2,
        "Xinzhi": 5263.5,
        "Pottaneri Nallakavundanpatti": 3045.5,
        "Bole": 2927.2,
        "Ciudad Juárez": 12961.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wuchuan: (21.46°, 110.77°)",
      "  Xinzhi: (36.50°, 111.70°)",
      "  Pottaneri Nallakavundanpatti: (11.80°, 77.86°)",
      "  Bole: (44.89°, 82.07°)",
      "  Ciudad Juárez: (31.72°, -106.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ciudad Juárez: 12961.0 km from centroid",
      "  Wuchuan: 5601.2 km from centroid",
      "  Xinzhi: 5263.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ciudad Juárez",
      "FINAL ANSWER: Ciudad Juárez"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.8382,
        "lon": 174.61019,
        "name": "Massey"
      },
      {
        "lat": -34.60251,
        "lon": 138.74902,
        "name": "Gawler"
      },
      {
        "lat": -23.84852,
        "lon": 151.25775,
        "name": "Gladstone"
      },
      {
        "lat": -33.86785,
        "lon": 151.20732,
        "name": "Sydney"
      },
      {
        "lat": 51.54048,
        "lon": 45.9901,
        "name": "Saratov"
      }
    ],
    "question": "Which location is the geographic outlier among: Massey, Gawler, Gladstone, Sydney, Saratov?",
    "ground_truth": {
      "answer": "Saratov",
      "outlier_distance_km": 11106.6,
      "second_furthest_km": 4781.9,
      "clarity_ratio": 2.32,
      "median_distance_km": 2780.0,
      "distances_to_centroid": {
        "Massey": 4781.9,
        "Gawler": 2215.4,
        "Gladstone": 2181.0,
        "Sydney": 2780.0,
        "Saratov": 11106.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Massey: (-36.84°, 174.61°)",
      "  Gawler: (-34.60°, 138.75°)",
      "  Gladstone: (-23.85°, 151.26°)",
      "  Sydney: (-33.87°, 151.21°)",
      "  Saratov: (51.54°, 45.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Saratov: 11106.6 km from centroid",
      "  Massey: 4781.9 km from centroid",
      "  Sydney: 2780.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Saratov",
      "FINAL ANSWER: Saratov"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.84062,
        "lon": 115.89549,
        "name": "Ballajura"
      },
      {
        "lat": -37.91928,
        "lon": 145.05301,
        "name": "Bentleigh East"
      },
      {
        "lat": -38.26667,
        "lon": 145.01667,
        "name": "Mount Martha"
      },
      {
        "lat": -37.73333,
        "lon": 144.8,
        "name": "Saint Albans"
      },
      {
        "lat": 9.25778,
        "lon": -73.81228,
        "name": "Chimichagua"
      }
    ],
    "question": "Which location is the geographic outlier among: Ballajura, Bentleigh East, Mount Martha, Saint Albans, Chimichagua?",
    "ground_truth": {
      "answer": "Chimichagua",
      "outlier_distance_km": 17710.8,
      "second_furthest_km": 4741.4,
      "clarity_ratio": 3.74,
      "median_distance_km": 4737.9,
      "distances_to_centroid": {
        "Ballajura": 2042.8,
        "Bentleigh East": 4741.4,
        "Mount Martha": 4737.9,
        "Saint Albans": 4719.4,
        "Chimichagua": 17710.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ballajura: (-31.84°, 115.90°)",
      "  Bentleigh East: (-37.92°, 145.05°)",
      "  Mount Martha: (-38.27°, 145.02°)",
      "  Saint Albans: (-37.73°, 144.80°)",
      "  Chimichagua: (9.26°, -73.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chimichagua: 17710.8 km from centroid",
      "  Bentleigh East: 4741.4 km from centroid",
      "  Mount Martha: 4737.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chimichagua",
      "FINAL ANSWER: Chimichagua"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 32.7559,
        "lon": -111.55484,
        "name": "Eloy"
      },
      {
        "lat": 19.61387,
        "lon": -98.9364,
        "name": "Tepexpan"
      },
      {
        "lat": 41.64753,
        "lon": -88.08951,
        "name": "Romeoville"
      },
      {
        "lat": 34.23676,
        "lon": -84.49076,
        "name": "Canton"
      },
      {
        "lat": 14.46289,
        "lon": 78.81191,
        "name": "Chemmumiahpet"
      }
    ],
    "question": "Which location is the geographic outlier among: Eloy, Tepexpan, Romeoville, Canton, Chemmumiahpet?",
    "ground_truth": {
      "answer": "Chemmumiahpet",
      "outlier_distance_km": 13559.3,
      "second_furthest_km": 4827.3,
      "clarity_ratio": 2.81,
      "median_distance_km": 3973.7,
      "distances_to_centroid": {
        "Eloy": 4827.3,
        "Tepexpan": 3973.7,
        "Romeoville": 2856.3,
        "Canton": 2325.3,
        "Chemmumiahpet": 13559.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Eloy: (32.76°, -111.55°)",
      "  Tepexpan: (19.61°, -98.94°)",
      "  Romeoville: (41.65°, -88.09°)",
      "  Canton: (34.24°, -84.49°)",
      "  Chemmumiahpet: (14.46°, 78.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chemmumiahpet: 13559.3 km from centroid",
      "  Eloy: 4827.3 km from centroid",
      "  Tepexpan: 3973.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chemmumiahpet",
      "FINAL ANSWER: Chemmumiahpet"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.72371,
        "lon": -73.95097,
        "name": "Greenpoint"
      },
      {
        "lat": 35.41968,
        "lon": -119.01955,
        "name": "Oildale"
      },
      {
        "lat": 40.69983,
        "lon": -73.83125,
        "name": "Richmond Hill"
      },
      {
        "lat": 33.53865,
        "lon": -112.18599,
        "name": "Glendale"
      },
      {
        "lat": 10.61285,
        "lon": 12.19458,
        "name": "Biu"
      }
    ],
    "question": "Which location is the geographic outlier among: Greenpoint, Oildale, Richmond Hill, Glendale, Biu?",
    "ground_truth": {
      "answer": "Biu",
      "outlier_distance_km": 8966.8,
      "second_furthest_km": 4196.6,
      "clarity_ratio": 2.14,
      "median_distance_km": 3608.1,
      "distances_to_centroid": {
        "Greenpoint": 949.4,
        "Oildale": 4196.6,
        "Richmond Hill": 946.2,
        "Glendale": 3608.1,
        "Biu": 8966.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Greenpoint: (40.72°, -73.95°)",
      "  Oildale: (35.42°, -119.02°)",
      "  Richmond Hill: (40.70°, -73.83°)",
      "  Glendale: (33.54°, -112.19°)",
      "  Biu: (10.61°, 12.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Biu: 8966.8 km from centroid",
      "  Oildale: 4196.6 km from centroid",
      "  Glendale: 3608.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Biu",
      "FINAL ANSWER: Biu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.08889,
        "lon": 111.51889,
        "name": "Linfen"
      },
      {
        "lat": 24.64648,
        "lon": 75.94325,
        "name": "Rāmganj Mandi"
      },
      {
        "lat": 15.55877,
        "lon": 75.35305,
        "name": "Navalgund"
      },
      {
        "lat": -7.73333,
        "lon": 110.36667,
        "name": "Melati"
      },
      {
        "lat": 42.74702,
        "lon": -73.75901,
        "name": "Latham"
      }
    ],
    "question": "Which location is the geographic outlier among: Linfen, Rāmganj Mandi, Navalgund, Melati, Latham?",
    "ground_truth": {
      "answer": "Latham",
      "outlier_distance_km": 11368.0,
      "second_furthest_km": 6429.5,
      "clarity_ratio": 1.77,
      "median_distance_km": 5179.5,
      "distances_to_centroid": {
        "Linfen": 5179.5,
        "Rāmganj Mandi": 1658.4,
        "Navalgund": 1788.1,
        "Melati": 6429.5,
        "Latham": 11368.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Linfen: (36.09°, 111.52°)",
      "  Rāmganj Mandi: (24.65°, 75.94°)",
      "  Navalgund: (15.56°, 75.35°)",
      "  Melati: (-7.73°, 110.37°)",
      "  Latham: (42.75°, -73.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Latham: 11368.0 km from centroid",
      "  Melati: 6429.5 km from centroid",
      "  Linfen: 5179.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Latham",
      "FINAL ANSWER: Latham"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.72816,
        "lon": -74.07764,
        "name": "Jersey City"
      },
      {
        "lat": 47.02895,
        "lon": -65.50186,
        "name": "Miramichi"
      },
      {
        "lat": 40.75982,
        "lon": -74.4171,
        "name": "Madison"
      },
      {
        "lat": 33.85844,
        "lon": -84.3402,
        "name": "Brookhaven"
      },
      {
        "lat": 12.45347,
        "lon": 10.04115,
        "name": "Hadejia"
      }
    ],
    "question": "Which location is the geographic outlier among: Jersey City, Miramichi, Madison, Brookhaven, Hadejia?",
    "ground_truth": {
      "answer": "Hadejia",
      "outlier_distance_km": 7195.2,
      "second_furthest_km": 2443.4,
      "clarity_ratio": 2.94,
      "median_distance_km": 1602.6,
      "distances_to_centroid": {
        "Jersey City": 1574.3,
        "Miramichi": 1492.3,
        "Madison": 1602.6,
        "Brookhaven": 2443.4,
        "Hadejia": 7195.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jersey City: (40.73°, -74.08°)",
      "  Miramichi: (47.03°, -65.50°)",
      "  Madison: (40.76°, -74.42°)",
      "  Brookhaven: (33.86°, -84.34°)",
      "  Hadejia: (12.45°, 10.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hadejia: 7195.2 km from centroid",
      "  Brookhaven: 2443.4 km from centroid",
      "  Madison: 1602.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hadejia",
      "FINAL ANSWER: Hadejia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -2.24444,
        "lon": -49.49583,
        "name": "Cametá"
      },
      {
        "lat": 11.00703,
        "lon": -74.24765,
        "name": "Ciénaga"
      },
      {
        "lat": -5.25806,
        "lon": -44.64889,
        "name": "Tuntum"
      },
      {
        "lat": -26.23,
        "lon": -51.08639,
        "name": "União da Vitória"
      },
      {
        "lat": 14.98333,
        "lon": 102.65,
        "name": "Ban Huai Thalaeng"
      }
    ],
    "question": "Which location is the geographic outlier among: Cametá, Ciénaga, Tuntum, União da Vitória, Ban Huai Thalaeng?",
    "ground_truth": {
      "answer": "Ban Huai Thalaeng",
      "outlier_distance_km": 13908.8,
      "second_furthest_km": 5796.1,
      "clarity_ratio": 2.4,
      "median_distance_km": 4038.6,
      "distances_to_centroid": {
        "Cametá": 2904.9,
        "Ciénaga": 5796.1,
        "Tuntum": 2397.7,
        "União da Vitória": 4038.6,
        "Ban Huai Thalaeng": 13908.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cametá: (-2.24°, -49.50°)",
      "  Ciénaga: (11.01°, -74.25°)",
      "  Tuntum: (-5.26°, -44.65°)",
      "  União da Vitória: (-26.23°, -51.09°)",
      "  Ban Huai Thalaeng: (14.98°, 102.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ban Huai Thalaeng: 13908.8 km from centroid",
      "  Ciénaga: 5796.1 km from centroid",
      "  União da Vitória: 4038.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ban Huai Thalaeng",
      "FINAL ANSWER: Ban Huai Thalaeng"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.86617,
        "lon": 101.36894,
        "name": "Yaring"
      },
      {
        "lat": 35.59548,
        "lon": 139.66535,
        "name": "Den’enchōfu"
      },
      {
        "lat": 27.91132,
        "lon": 116.77637,
        "name": "Xiugu"
      },
      {
        "lat": 20.85865,
        "lon": 72.90648,
        "name": "Abrama"
      },
      {
        "lat": 4.43573,
        "lon": -75.20289,
        "name": "Ibagué"
      }
    ],
    "question": "Which location is the geographic outlier among: Yaring, Den’enchōfu, Xiugu, Abrama, Ibagué?",
    "ground_truth": {
      "answer": "Ibagué",
      "outlier_distance_km": 15491.5,
      "second_furthest_km": 6879.0,
      "clarity_ratio": 2.25,
      "median_distance_km": 4730.4,
      "distances_to_centroid": {
        "Yaring": 3543.0,
        "Den’enchōfu": 6879.0,
        "Xiugu": 4730.4,
        "Abrama": 268.9,
        "Ibagué": 15491.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yaring: (6.87°, 101.37°)",
      "  Den’enchōfu: (35.60°, 139.67°)",
      "  Xiugu: (27.91°, 116.78°)",
      "  Abrama: (20.86°, 72.91°)",
      "  Ibagué: (4.44°, -75.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ibagué: 15491.5 km from centroid",
      "  Den’enchōfu: 6879.0 km from centroid",
      "  Xiugu: 4730.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ibagué",
      "FINAL ANSWER: Ibagué"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.76296,
        "lon": 11.10941,
        "name": "Grosseto"
      },
      {
        "lat": 51.83537,
        "lon": 6.69602,
        "name": "Rhede"
      },
      {
        "lat": 54.9198,
        "lon": 37.41618,
        "name": "Serpukhov"
      },
      {
        "lat": 50.5752,
        "lon": 19.32461,
        "name": "Myszków"
      },
      {
        "lat": -37.93333,
        "lon": 145.23333,
        "name": "Rowville"
      }
    ],
    "question": "Which location is the geographic outlier among: Grosseto, Rhede, Serpukhov, Myszków, Rowville?",
    "ground_truth": {
      "answer": "Rowville",
      "outlier_distance_km": 13051.9,
      "second_furthest_km": 3691.8,
      "clarity_ratio": 3.54,
      "median_distance_km": 3089.3,
      "distances_to_centroid": {
        "Grosseto": 3089.3,
        "Rhede": 3691.8,
        "Serpukhov": 2552.6,
        "Myszków": 2851.4,
        "Rowville": 13051.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Grosseto: (42.76°, 11.11°)",
      "  Rhede: (51.84°, 6.70°)",
      "  Serpukhov: (54.92°, 37.42°)",
      "  Myszków: (50.58°, 19.32°)",
      "  Rowville: (-37.93°, 145.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rowville: 13051.9 km from centroid",
      "  Rhede: 3691.8 km from centroid",
      "  Grosseto: 3089.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rowville",
      "FINAL ANSWER: Rowville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.0646,
        "lon": 174.94212,
        "name": "Papakura"
      },
      {
        "lat": -33.85,
        "lon": 151.03333,
        "name": "Auburn"
      },
      {
        "lat": -36.75818,
        "lon": 144.28024,
        "name": "Bendigo"
      },
      {
        "lat": -20.72523,
        "lon": 139.49727,
        "name": "Mount Isa"
      },
      {
        "lat": 6.7,
        "lon": 6.33333,
        "name": "Uromi"
      }
    ],
    "question": "Which location is the geographic outlier among: Papakura, Auburn, Bendigo, Mount Isa, Uromi?",
    "ground_truth": {
      "answer": "Uromi",
      "outlier_distance_km": 13033.2,
      "second_furthest_km": 5078.6,
      "clarity_ratio": 2.57,
      "median_distance_km": 2890.7,
      "distances_to_centroid": {
        "Papakura": 5078.6,
        "Auburn": 2890.7,
        "Bendigo": 2435.3,
        "Mount Isa": 1718.5,
        "Uromi": 13033.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Papakura: (-37.06°, 174.94°)",
      "  Auburn: (-33.85°, 151.03°)",
      "  Bendigo: (-36.76°, 144.28°)",
      "  Mount Isa: (-20.73°, 139.50°)",
      "  Uromi: (6.70°, 6.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Uromi: 13033.2 km from centroid",
      "  Papakura: 5078.6 km from centroid",
      "  Auburn: 2890.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Uromi",
      "FINAL ANSWER: Uromi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.98002,
        "lon": 77.70636,
        "name": "Meerut"
      },
      {
        "lat": 16.07114,
        "lon": 80.54944,
        "name": "Ponnur"
      },
      {
        "lat": 19.47506,
        "lon": 75.38558,
        "name": "Paithan"
      },
      {
        "lat": 24.72094,
        "lon": 80.18772,
        "name": "Panna"
      },
      {
        "lat": -7.94083,
        "lon": -34.87306,
        "name": "Paulista"
      }
    ],
    "question": "Which location is the geographic outlier among: Meerut, Ponnur, Paithan, Panna, Paulista?",
    "ground_truth": {
      "answer": "Paulista",
      "outlier_distance_km": 10324.4,
      "second_furthest_km": 2704.3,
      "clarity_ratio": 3.82,
      "median_distance_km": 2649.3,
      "distances_to_centroid": {
        "Meerut": 2649.3,
        "Ponnur": 2642.6,
        "Paithan": 2103.0,
        "Panna": 2704.3,
        "Paulista": 10324.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Meerut: (28.98°, 77.71°)",
      "  Ponnur: (16.07°, 80.55°)",
      "  Paithan: (19.48°, 75.39°)",
      "  Panna: (24.72°, 80.19°)",
      "  Paulista: (-7.94°, -34.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Paulista: 10324.4 km from centroid",
      "  Panna: 2704.3 km from centroid",
      "  Meerut: 2649.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Paulista",
      "FINAL ANSWER: Paulista"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.814,
        "lon": 144.96332,
        "name": "Melbourne"
      },
      {
        "lat": -34.92873,
        "lon": 138.60334,
        "name": "Adelaide city centre"
      },
      {
        "lat": -38.07018,
        "lon": 145.47411,
        "name": "Pakenham"
      },
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      },
      {
        "lat": 50.61448,
        "lon": -2.45991,
        "name": "Weymouth"
      }
    ],
    "question": "Which location is the geographic outlier among: Melbourne, Adelaide city centre, Pakenham, Maroubra, Weymouth?",
    "ground_truth": {
      "answer": "Weymouth",
      "outlier_distance_km": 13578.6,
      "second_furthest_km": 3903.7,
      "clarity_ratio": 3.48,
      "median_distance_km": 3596.0,
      "distances_to_centroid": {
        "Melbourne": 3543.1,
        "Adelaide city centre": 2889.8,
        "Pakenham": 3596.0,
        "Maroubra": 3903.7,
        "Weymouth": 13578.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Melbourne: (-37.81°, 144.96°)",
      "  Adelaide city centre: (-34.93°, 138.60°)",
      "  Pakenham: (-38.07°, 145.47°)",
      "  Maroubra: (-33.95°, 151.23°)",
      "  Weymouth: (50.61°, -2.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Weymouth: 13578.6 km from centroid",
      "  Maroubra: 3903.7 km from centroid",
      "  Pakenham: 3596.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Weymouth",
      "FINAL ANSWER: Weymouth"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.54594,
        "lon": -80.25599,
        "name": "Guelph"
      },
      {
        "lat": 41.83892,
        "lon": -89.47955,
        "name": "Dixon"
      },
      {
        "lat": 32.35126,
        "lon": -95.30106,
        "name": "Tyler"
      },
      {
        "lat": 40.58654,
        "lon": -122.39168,
        "name": "Redding"
      },
      {
        "lat": -24.95583,
        "lon": -53.45528,
        "name": "Cascavel"
      }
    ],
    "question": "Which location is the geographic outlier among: Guelph, Dixon, Tyler, Redding, Cascavel?",
    "ground_truth": {
      "answer": "Cascavel",
      "outlier_distance_km": 6843.4,
      "second_furthest_km": 3495.6,
      "clarity_ratio": 1.96,
      "median_distance_km": 2007.3,
      "distances_to_centroid": {
        "Guelph": 2007.3,
        "Dixon": 1690.5,
        "Tyler": 934.3,
        "Redding": 3495.6,
        "Cascavel": 6843.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Guelph: (43.55°, -80.26°)",
      "  Dixon: (41.84°, -89.48°)",
      "  Tyler: (32.35°, -95.30°)",
      "  Redding: (40.59°, -122.39°)",
      "  Cascavel: (-24.96°, -53.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cascavel: 6843.4 km from centroid",
      "  Redding: 3495.6 km from centroid",
      "  Guelph: 2007.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cascavel",
      "FINAL ANSWER: Cascavel"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.32127,
        "lon": 20.97204,
        "name": "Białołeka"
      },
      {
        "lat": 45.19365,
        "lon": 11.30227,
        "name": "Legnago"
      },
      {
        "lat": 51.31917,
        "lon": 5.35833,
        "name": "Bergeijk"
      },
      {
        "lat": 45.55048,
        "lon": 9.07741,
        "name": "Arese"
      },
      {
        "lat": -7.35833,
        "lon": -35.89833,
        "name": "Queimadas"
      }
    ],
    "question": "Which location is the geographic outlier among: Białołeka, Legnago, Bergeijk, Arese, Queimadas?",
    "ground_truth": {
      "answer": "Queimadas",
      "outlier_distance_km": 6354.4,
      "second_furthest_km": 2211.2,
      "clarity_ratio": 2.87,
      "median_distance_km": 1567.5,
      "distances_to_centroid": {
        "Białołeka": 2211.2,
        "Legnago": 1153.0,
        "Bergeijk": 1567.5,
        "Arese": 1072.4,
        "Queimadas": 6354.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Białołeka: (52.32°, 20.97°)",
      "  Legnago: (45.19°, 11.30°)",
      "  Bergeijk: (51.32°, 5.36°)",
      "  Arese: (45.55°, 9.08°)",
      "  Queimadas: (-7.36°, -35.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Queimadas: 6354.4 km from centroid",
      "  Białołeka: 2211.2 km from centroid",
      "  Bergeijk: 1567.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Queimadas",
      "FINAL ANSWER: Queimadas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.05523,
        "lon": -97.05214,
        "name": "Villa Independencia"
      },
      {
        "lat": 21.36022,
        "lon": -157.91838,
        "name": "Aliamanu / Salt Lakes / Foster Village"
      },
      {
        "lat": 37.80437,
        "lon": -122.2708,
        "name": "Oakland"
      },
      {
        "lat": 19.06406,
        "lon": -98.30352,
        "name": "Cholula"
      },
      {
        "lat": -38.13333,
        "lon": 145.13333,
        "name": "Frankston East"
      }
    ],
    "question": "Which location is the geographic outlier among: Villa Independencia, Aliamanu / Salt Lakes / Foster Village, Oakland, Cholula, Frankston East?",
    "ground_truth": {
      "answer": "Frankston East",
      "outlier_distance_km": 15775.4,
      "second_furthest_km": 9709.7,
      "clarity_ratio": 1.62,
      "median_distance_km": 6237.9,
      "distances_to_centroid": {
        "Villa Independencia": 3421.4,
        "Aliamanu / Salt Lakes / Foster Village": 9709.7,
        "Oakland": 6237.9,
        "Cholula": 3533.3,
        "Frankston East": 15775.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Villa Independencia: (20.06°, -97.05°)",
      "  Aliamanu / Salt Lakes / Foster Village: (21.36°, -157.92°)",
      "  Oakland: (37.80°, -122.27°)",
      "  Cholula: (19.06°, -98.30°)",
      "  Frankston East: (-38.13°, 145.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Frankston East: 15775.4 km from centroid",
      "  Aliamanu / Salt Lakes / Foster Village: 9709.7 km from centroid",
      "  Oakland: 6237.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Frankston East",
      "FINAL ANSWER: Frankston East"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.71399,
        "lon": 130.4313,
        "name": "Shingū"
      },
      {
        "lat": 11.21259,
        "lon": 99.51167,
        "name": "Bang Saphan"
      },
      {
        "lat": 10.55869,
        "lon": 77.36597,
        "name": "Madattukkulam"
      },
      {
        "lat": 6.184,
        "lon": 100.37752,
        "name": "Anak Bukit"
      },
      {
        "lat": 40.39003,
        "lon": -3.66787,
        "name": "San Diego"
      }
    ],
    "question": "Which location is the geographic outlier among: Shingū, Bang Saphan, Madattukkulam, Anak Bukit, San Diego?",
    "ground_truth": {
      "answer": "San Diego",
      "outlier_distance_km": 8101.3,
      "second_furthest_km": 5080.3,
      "clarity_ratio": 1.59,
      "median_distance_km": 2638.2,
      "distances_to_centroid": {
        "Shingū": 5080.3,
        "Bang Saphan": 2244.8,
        "Madattukkulam": 1155.7,
        "Anak Bukit": 2638.2,
        "San Diego": 8101.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shingū: (33.71°, 130.43°)",
      "  Bang Saphan: (11.21°, 99.51°)",
      "  Madattukkulam: (10.56°, 77.37°)",
      "  Anak Bukit: (6.18°, 100.38°)",
      "  San Diego: (40.39°, -3.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Diego: 8101.3 km from centroid",
      "  Shingū: 5080.3 km from centroid",
      "  Anak Bukit: 2638.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Diego",
      "FINAL ANSWER: San Diego"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.05755,
        "lon": 12.56528,
        "name": "Rimini"
      },
      {
        "lat": 45.78693,
        "lon": 4.9251,
        "name": "Vaulx-en-Velin"
      },
      {
        "lat": 36.9838,
        "lon": -5.93933,
        "name": "Las Cabezas de San Juan"
      },
      {
        "lat": 60.01667,
        "lon": 30.35,
        "name": "Sosnovka"
      },
      {
        "lat": -37.87822,
        "lon": 175.4402,
        "name": "Cambridge"
      }
    ],
    "question": "Which location is the geographic outlier among: Rimini, Vaulx-en-Velin, Las Cabezas de San Juan, Sosnovka, Cambridge?",
    "ground_truth": {
      "answer": "Cambridge",
      "outlier_distance_km": 15538.9,
      "second_furthest_km": 4604.8,
      "clarity_ratio": 3.37,
      "median_distance_km": 3775.9,
      "distances_to_centroid": {
        "Rimini": 3144.7,
        "Vaulx-en-Velin": 3775.9,
        "Las Cabezas de San Juan": 4604.8,
        "Sosnovka": 3501.3,
        "Cambridge": 15538.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rimini: (44.06°, 12.57°)",
      "  Vaulx-en-Velin: (45.79°, 4.93°)",
      "  Las Cabezas de San Juan: (36.98°, -5.94°)",
      "  Sosnovka: (60.02°, 30.35°)",
      "  Cambridge: (-37.88°, 175.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cambridge: 15538.9 km from centroid",
      "  Las Cabezas de San Juan: 4604.8 km from centroid",
      "  Vaulx-en-Velin: 3775.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cambridge",
      "FINAL ANSWER: Cambridge"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.872,
        "lon": 27.87506,
        "name": "Ficksburg"
      },
      {
        "lat": 8.13373,
        "lon": 4.24014,
        "name": "Ogbomoso"
      },
      {
        "lat": 7.15109,
        "lon": 35.81703,
        "name": "Wacha"
      },
      {
        "lat": -25.7287,
        "lon": 27.87,
        "name": "Hartbeespoort"
      },
      {
        "lat": 42.77424,
        "lon": -73.70012,
        "name": "Cohoes"
      }
    ],
    "question": "Which location is the geographic outlier among: Ficksburg, Ogbomoso, Wacha, Hartbeespoort, Cohoes?",
    "ground_truth": {
      "answer": "Cohoes",
      "outlier_distance_km": 8988.4,
      "second_furthest_km": 4126.7,
      "clarity_ratio": 2.18,
      "median_distance_km": 3869.5,
      "distances_to_centroid": {
        "Ficksburg": 4126.7,
        "Ogbomoso": 827.8,
        "Wacha": 3554.2,
        "Hartbeespoort": 3869.5,
        "Cohoes": 8988.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ficksburg: (-28.87°, 27.88°)",
      "  Ogbomoso: (8.13°, 4.24°)",
      "  Wacha: (7.15°, 35.82°)",
      "  Hartbeespoort: (-25.73°, 27.87°)",
      "  Cohoes: (42.77°, -73.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cohoes: 8988.4 km from centroid",
      "  Ficksburg: 4126.7 km from centroid",
      "  Hartbeespoort: 3869.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cohoes",
      "FINAL ANSWER: Cohoes"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.8075,
        "lon": 115.86599,
        "name": "Landsdale"
      },
      {
        "lat": -31.09048,
        "lon": 150.92905,
        "name": "Tamworth"
      },
      {
        "lat": -27.25204,
        "lon": 152.99226,
        "name": "Kallangur"
      },
      {
        "lat": -33.86785,
        "lon": 151.20732,
        "name": "Sydney"
      },
      {
        "lat": 43.69468,
        "lon": -79.26509,
        "name": "Birchcliffe-Cliffside"
      }
    ],
    "question": "Which location is the geographic outlier among: Landsdale, Tamworth, Kallangur, Sydney, Birchcliffe-Cliffside?",
    "ground_truth": {
      "answer": "Birchcliffe-Cliffside",
      "outlier_distance_km": 16934.5,
      "second_furthest_km": 5738.7,
      "clarity_ratio": 2.95,
      "median_distance_km": 5616.5,
      "distances_to_centroid": {
        "Landsdale": 2489.8,
        "Tamworth": 5558.8,
        "Kallangur": 5738.7,
        "Sydney": 5616.5,
        "Birchcliffe-Cliffside": 16934.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Landsdale: (-31.81°, 115.87°)",
      "  Tamworth: (-31.09°, 150.93°)",
      "  Kallangur: (-27.25°, 152.99°)",
      "  Sydney: (-33.87°, 151.21°)",
      "  Birchcliffe-Cliffside: (43.69°, -79.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Birchcliffe-Cliffside: 16934.5 km from centroid",
      "  Kallangur: 5738.7 km from centroid",
      "  Sydney: 5616.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Birchcliffe-Cliffside",
      "FINAL ANSWER: Birchcliffe-Cliffside"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.6501,
        "lon": -63.91165,
        "name": "Río Segundo"
      },
      {
        "lat": -27.17806,
        "lon": -51.50472,
        "name": "Joaçaba"
      },
      {
        "lat": -6.05675,
        "lon": -77.16651,
        "name": "Rioja"
      },
      {
        "lat": -15.79444,
        "lon": -48.77583,
        "name": "Cocalzinho de Goiás"
      },
      {
        "lat": 39.09112,
        "lon": -94.41551,
        "name": "Independence"
      }
    ],
    "question": "Which location is the geographic outlier among: Río Segundo, Joaçaba, Rioja, Cocalzinho de Goiás, Independence?",
    "ground_truth": {
      "answer": "Independence",
      "outlier_distance_km": 5975.5,
      "second_furthest_km": 2666.6,
      "clarity_ratio": 2.24,
      "median_distance_km": 2616.1,
      "distances_to_centroid": {
        "Río Segundo": 2616.1,
        "Joaçaba": 2666.6,
        "Rioja": 1132.7,
        "Cocalzinho de Goiás": 2162.8,
        "Independence": 5975.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Río Segundo: (-31.65°, -63.91°)",
      "  Joaçaba: (-27.18°, -51.50°)",
      "  Rioja: (-6.06°, -77.17°)",
      "  Cocalzinho de Goiás: (-15.79°, -48.78°)",
      "  Independence: (39.09°, -94.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Independence: 5975.5 km from centroid",
      "  Joaçaba: 2666.6 km from centroid",
      "  Río Segundo: 2616.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Independence",
      "FINAL ANSWER: Independence"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.36301,
        "lon": 100.4667,
        "name": "Bukit Mertajam"
      },
      {
        "lat": 28.77549,
        "lon": 108.54646,
        "name": "Dingshi"
      },
      {
        "lat": 27.89196,
        "lon": 77.36744,
        "name": "Hodal"
      },
      {
        "lat": -0.94734,
        "lon": 114.8962,
        "name": "Muara Teweh"
      },
      {
        "lat": -7.19806,
        "lon": -37.92917,
        "name": "Piancó"
      }
    ],
    "question": "Which location is the geographic outlier among: Bukit Mertajam, Dingshi, Hodal, Muara Teweh, Piancó?",
    "ground_truth": {
      "answer": "Piancó",
      "outlier_distance_km": 12397.0,
      "second_furthest_km": 4847.5,
      "clarity_ratio": 2.56,
      "median_distance_km": 4228.6,
      "distances_to_centroid": {
        "Bukit Mertajam": 3117.2,
        "Dingshi": 4228.6,
        "Hodal": 1965.3,
        "Muara Teweh": 4847.5,
        "Piancó": 12397.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bukit Mertajam: (5.36°, 100.47°)",
      "  Dingshi: (28.78°, 108.55°)",
      "  Hodal: (27.89°, 77.37°)",
      "  Muara Teweh: (-0.95°, 114.90°)",
      "  Piancó: (-7.20°, -37.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Piancó: 12397.0 km from centroid",
      "  Muara Teweh: 4847.5 km from centroid",
      "  Dingshi: 4228.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Piancó",
      "FINAL ANSWER: Piancó"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.86333,
        "lon": 4.3625,
        "name": "Hoogvliet"
      },
      {
        "lat": 51.71905,
        "lon": 8.75439,
        "name": "Paderborn"
      },
      {
        "lat": 43.5283,
        "lon": 5.44973,
        "name": "Aix-en-Provence"
      },
      {
        "lat": 50.27875,
        "lon": 3.97267,
        "name": "Maubeuge"
      },
      {
        "lat": 48.26667,
        "lon": 126.6,
        "name": "Bei’an"
      }
    ],
    "question": "Which location is the geographic outlier among: Hoogvliet, Paderborn, Aix-en-Provence, Maubeuge, Bei’an?",
    "ground_truth": {
      "answer": "Bei’an",
      "outlier_distance_km": 6575.9,
      "second_furthest_km": 1962.6,
      "clarity_ratio": 3.35,
      "median_distance_km": 1854.3,
      "distances_to_centroid": {
        "Hoogvliet": 1817.0,
        "Paderborn": 1514.7,
        "Aix-en-Provence": 1962.6,
        "Maubeuge": 1854.3,
        "Bei’an": 6575.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hoogvliet: (51.86°, 4.36°)",
      "  Paderborn: (51.72°, 8.75°)",
      "  Aix-en-Provence: (43.53°, 5.45°)",
      "  Maubeuge: (50.28°, 3.97°)",
      "  Bei’an: (48.27°, 126.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bei’an: 6575.9 km from centroid",
      "  Aix-en-Provence: 1962.6 km from centroid",
      "  Maubeuge: 1854.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bei’an",
      "FINAL ANSWER: Bei’an"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 15.87944,
        "lon": 108.335,
        "name": "Hoi An"
      },
      {
        "lat": 30.421,
        "lon": 112.8919,
        "name": "Qianjiang"
      },
      {
        "lat": 26.31688,
        "lon": 89.66549,
        "name": "Tufānganj"
      },
      {
        "lat": 29.05028,
        "lon": 106.73639,
        "name": "Sanjiao"
      },
      {
        "lat": 31.70932,
        "lon": -98.99116,
        "name": "Brownwood"
      }
    ],
    "question": "Which location is the geographic outlier among: Hoi An, Qianjiang, Tufānganj, Sanjiao, Brownwood?",
    "ground_truth": {
      "answer": "Brownwood",
      "outlier_distance_km": 13269.3,
      "second_furthest_km": 4783.1,
      "clarity_ratio": 2.77,
      "median_distance_km": 4749.9,
      "distances_to_centroid": {
        "Hoi An": 4749.9,
        "Qianjiang": 4783.1,
        "Tufānganj": 2577.1,
        "Sanjiao": 4213.0,
        "Brownwood": 13269.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hoi An: (15.88°, 108.33°)",
      "  Qianjiang: (30.42°, 112.89°)",
      "  Tufānganj: (26.32°, 89.67°)",
      "  Sanjiao: (29.05°, 106.74°)",
      "  Brownwood: (31.71°, -98.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Brownwood: 13269.3 km from centroid",
      "  Qianjiang: 4783.1 km from centroid",
      "  Hoi An: 4749.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Brownwood",
      "FINAL ANSWER: Brownwood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.70211,
        "lon": 14.48685,
        "name": "Castellammare di Stabia"
      },
      {
        "lat": 51.48333,
        "lon": 0.08333,
        "name": "Plumstead"
      },
      {
        "lat": 43.70853,
        "lon": 10.4036,
        "name": "Pisa"
      },
      {
        "lat": 52.14,
        "lon": 5.58472,
        "name": "Barneveld"
      },
      {
        "lat": 29.9,
        "lon": 31.25,
        "name": "Al Ḩawāmidīyah"
      }
    ],
    "question": "Which location is the geographic outlier among: Castellammare di Stabia, Plumstead, Pisa, Barneveld, Al Ḩawāmidīyah?",
    "ground_truth": {
      "answer": "Al Ḩawāmidīyah",
      "outlier_distance_km": 2259.1,
      "second_furthest_km": 1269.9,
      "clarity_ratio": 1.78,
      "median_distance_km": 1076.0,
      "distances_to_centroid": {
        "Castellammare di Stabia": 365.5,
        "Plumstead": 1269.9,
        "Pisa": 158.1,
        "Barneveld": 1076.0,
        "Al Ḩawāmidīyah": 2259.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Castellammare di Stabia: (40.70°, 14.49°)",
      "  Plumstead: (51.48°, 0.08°)",
      "  Pisa: (43.71°, 10.40°)",
      "  Barneveld: (52.14°, 5.58°)",
      "  Al Ḩawāmidīyah: (29.90°, 31.25°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Al Ḩawāmidīyah: 2259.1 km from centroid",
      "  Plumstead: 1269.9 km from centroid",
      "  Barneveld: 1076.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Al Ḩawāmidīyah",
      "FINAL ANSWER: Al Ḩawāmidīyah"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.77271,
        "lon": 151.08184,
        "name": "Epping"
      },
      {
        "lat": -41.51603,
        "lon": 173.9528,
        "name": "Blenheim"
      },
      {
        "lat": -32.05251,
        "lon": 115.88782,
        "name": "Willetton"
      },
      {
        "lat": -33.8178,
        "lon": 151.00348,
        "name": "Parramatta"
      },
      {
        "lat": 49.68369,
        "lon": 8.61839,
        "name": "Bensheim"
      }
    ],
    "question": "Which location is the geographic outlier among: Epping, Blenheim, Willetton, Parramatta, Bensheim?",
    "ground_truth": {
      "answer": "Bensheim",
      "outlier_distance_km": 13084.5,
      "second_furthest_km": 5685.8,
      "clarity_ratio": 2.3,
      "median_distance_km": 3520.2,
      "distances_to_centroid": {
        "Epping": 3520.2,
        "Blenheim": 5685.8,
        "Willetton": 1587.2,
        "Parramatta": 3515.3,
        "Bensheim": 13084.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Epping: (-33.77°, 151.08°)",
      "  Blenheim: (-41.52°, 173.95°)",
      "  Willetton: (-32.05°, 115.89°)",
      "  Parramatta: (-33.82°, 151.00°)",
      "  Bensheim: (49.68°, 8.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bensheim: 13084.5 km from centroid",
      "  Blenheim: 5685.8 km from centroid",
      "  Epping: 3520.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bensheim",
      "FINAL ANSWER: Bensheim"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.75,
        "lon": 38.41667,
        "name": "Yirga ‘Alem"
      },
      {
        "lat": 5.85475,
        "lon": 6.85944,
        "name": "Ihiala"
      },
      {
        "lat": 8.27338,
        "lon": 5.83526,
        "name": "Isanlu-Itedoijowa"
      },
      {
        "lat": 29.03556,
        "lon": 31.11792,
        "name": "New Bani Sewif City"
      },
      {
        "lat": 49.22219,
        "lon": -123.00588,
        "name": "Maywood"
      }
    ],
    "question": "Which location is the geographic outlier among: Yirga ‘Alem, Ihiala, Isanlu-Itedoijowa, New Bani Sewif City, Maywood?",
    "ground_truth": {
      "answer": "Maywood",
      "outlier_distance_km": 10016.2,
      "second_furthest_km": 5225.5,
      "clarity_ratio": 1.92,
      "median_distance_km": 4085.5,
      "distances_to_centroid": {
        "Yirga ‘Alem": 5225.5,
        "Ihiala": 2246.7,
        "Isanlu-Itedoijowa": 1979.4,
        "New Bani Sewif City": 4085.5,
        "Maywood": 10016.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yirga ‘Alem: (6.75°, 38.42°)",
      "  Ihiala: (5.85°, 6.86°)",
      "  Isanlu-Itedoijowa: (8.27°, 5.84°)",
      "  New Bani Sewif City: (29.04°, 31.12°)",
      "  Maywood: (49.22°, -123.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maywood: 10016.2 km from centroid",
      "  Yirga ‘Alem: 5225.5 km from centroid",
      "  New Bani Sewif City: 4085.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maywood",
      "FINAL ANSWER: Maywood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.36889,
        "lon": 19.31095,
        "name": "Ceres"
      },
      {
        "lat": -23.88384,
        "lon": 29.70557,
        "name": "Mankweng"
      },
      {
        "lat": 8.75225,
        "lon": 38.97846,
        "name": "Bishoftu"
      },
      {
        "lat": 0.63513,
        "lon": 34.28165,
        "name": "Malaba"
      },
      {
        "lat": 55.76273,
        "lon": 37.86303,
        "name": "Reutov"
      }
    ],
    "question": "Which location is the geographic outlier among: Ceres, Mankweng, Bishoftu, Malaba, Reutov?",
    "ground_truth": {
      "answer": "Reutov",
      "outlier_distance_km": 6047.8,
      "second_furthest_km": 4108.3,
      "clarity_ratio": 1.47,
      "median_distance_km": 2842.5,
      "distances_to_centroid": {
        "Ceres": 4108.3,
        "Mankweng": 2842.5,
        "Bishoftu": 1108.1,
        "Malaba": 271.7,
        "Reutov": 6047.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ceres: (-33.37°, 19.31°)",
      "  Mankweng: (-23.88°, 29.71°)",
      "  Bishoftu: (8.75°, 38.98°)",
      "  Malaba: (0.64°, 34.28°)",
      "  Reutov: (55.76°, 37.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Reutov: 6047.8 km from centroid",
      "  Ceres: 4108.3 km from centroid",
      "  Mankweng: 2842.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Reutov",
      "FINAL ANSWER: Reutov"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 0.04626,
        "lon": 37.65587,
        "name": "Meru"
      },
      {
        "lat": 8.05627,
        "lon": -1.73058,
        "name": "Kintampo"
      },
      {
        "lat": 7.94783,
        "lon": 4.78836,
        "name": "Otan Ayegbaju"
      },
      {
        "lat": -34.05515,
        "lon": 18.47617,
        "name": "Retreat"
      },
      {
        "lat": -19.30323,
        "lon": 146.72531,
        "name": "Kirwan"
      }
    ],
    "question": "Which location is the geographic outlier among: Meru, Kintampo, Otan Ayegbaju, Retreat, Kirwan?",
    "ground_truth": {
      "answer": "Kirwan",
      "outlier_distance_km": 11341.3,
      "second_furthest_km": 5060.2,
      "clarity_ratio": 2.24,
      "median_distance_km": 4383.3,
      "distances_to_centroid": {
        "Meru": 921.9,
        "Kintampo": 5060.2,
        "Otan Ayegbaju": 4383.3,
        "Retreat": 3763.6,
        "Kirwan": 11341.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Meru: (0.05°, 37.66°)",
      "  Kintampo: (8.06°, -1.73°)",
      "  Otan Ayegbaju: (7.95°, 4.79°)",
      "  Retreat: (-34.06°, 18.48°)",
      "  Kirwan: (-19.30°, 146.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kirwan: 11341.3 km from centroid",
      "  Kintampo: 5060.2 km from centroid",
      "  Otan Ayegbaju: 4383.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kirwan",
      "FINAL ANSWER: Kirwan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.46,
        "lon": 4.65,
        "name": "Velsen-Zuid"
      },
      {
        "lat": 45.66019,
        "lon": 8.79164,
        "name": "Gallarate"
      },
      {
        "lat": 49.24686,
        "lon": 7.36977,
        "name": "Zweibrücken"
      },
      {
        "lat": 51.66667,
        "lon": -0.61667,
        "name": "Amersham"
      },
      {
        "lat": 37.97353,
        "lon": -122.53109,
        "name": "San Rafael"
      }
    ],
    "question": "Which location is the geographic outlier among: Velsen-Zuid, Gallarate, Zweibrücken, Amersham, San Rafael?",
    "ground_truth": {
      "answer": "San Rafael",
      "outlier_distance_km": 7787.8,
      "second_furthest_km": 2233.3,
      "clarity_ratio": 3.49,
      "median_distance_km": 2056.6,
      "distances_to_centroid": {
        "Velsen-Zuid": 1872.8,
        "Gallarate": 2233.3,
        "Zweibrücken": 2056.6,
        "Amersham": 1503.4,
        "San Rafael": 7787.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Velsen-Zuid: (52.46°, 4.65°)",
      "  Gallarate: (45.66°, 8.79°)",
      "  Zweibrücken: (49.25°, 7.37°)",
      "  Amersham: (51.67°, -0.62°)",
      "  San Rafael: (37.97°, -122.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Rafael: 7787.8 km from centroid",
      "  Gallarate: 2233.3 km from centroid",
      "  Zweibrücken: 2056.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Rafael",
      "FINAL ANSWER: San Rafael"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.28764,
        "lon": 5.37918,
        "name": "Marseille 06"
      },
      {
        "lat": 49.24686,
        "lon": 7.36977,
        "name": "Zweibrücken"
      },
      {
        "lat": 52.49637,
        "lon": -0.68939,
        "name": "Corby"
      },
      {
        "lat": 51.35,
        "lon": -0.2,
        "name": "Sutton"
      },
      {
        "lat": 0.28422,
        "lon": 34.75229,
        "name": "Kakamega"
      }
    ],
    "question": "Which location is the geographic outlier among: Marseille 06, Zweibrücken, Corby, Sutton, Kakamega?",
    "ground_truth": {
      "answer": "Kakamega",
      "outlier_distance_km": 5052.6,
      "second_furthest_km": 1652.4,
      "clarity_ratio": 3.06,
      "median_distance_km": 1526.6,
      "distances_to_centroid": {
        "Marseille 06": 549.2,
        "Zweibrücken": 1113.2,
        "Corby": 1652.4,
        "Sutton": 1526.6,
        "Kakamega": 5052.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Marseille 06: (43.29°, 5.38°)",
      "  Zweibrücken: (49.25°, 7.37°)",
      "  Corby: (52.50°, -0.69°)",
      "  Sutton: (51.35°, -0.20°)",
      "  Kakamega: (0.28°, 34.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kakamega: 5052.6 km from centroid",
      "  Corby: 1652.4 km from centroid",
      "  Sutton: 1526.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kakamega",
      "FINAL ANSWER: Kakamega"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.09823,
        "lon": -97.34278,
        "name": "Temple"
      },
      {
        "lat": 42.92924,
        "lon": -74.05207,
        "name": "Glenville"
      },
      {
        "lat": 36.61033,
        "lon": -88.31476,
        "name": "Murray"
      },
      {
        "lat": 41.08144,
        "lon": -81.51901,
        "name": "Akron"
      },
      {
        "lat": 28.50254,
        "lon": 77.23117,
        "name": "Deoli"
      }
    ],
    "question": "Which location is the geographic outlier among: Temple, Glenville, Murray, Akron, Deoli?",
    "ground_truth": {
      "answer": "Deoli",
      "outlier_distance_km": 11136.3,
      "second_furthest_km": 4127.5,
      "clarity_ratio": 2.7,
      "median_distance_km": 3163.9,
      "distances_to_centroid": {
        "Temple": 4127.5,
        "Glenville": 1971.0,
        "Murray": 3163.9,
        "Akron": 2546.7,
        "Deoli": 11136.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Temple: (31.10°, -97.34°)",
      "  Glenville: (42.93°, -74.05°)",
      "  Murray: (36.61°, -88.31°)",
      "  Akron: (41.08°, -81.52°)",
      "  Deoli: (28.50°, 77.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Deoli: 11136.3 km from centroid",
      "  Temple: 4127.5 km from centroid",
      "  Murray: 3163.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Deoli",
      "FINAL ANSWER: Deoli"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.34881,
        "lon": 30.04074,
        "name": "Musina"
      },
      {
        "lat": -28.33057,
        "lon": 28.99087,
        "name": "Tshiame"
      },
      {
        "lat": -26.1844,
        "lon": 27.70203,
        "name": "Randfontein"
      },
      {
        "lat": -24.88333,
        "lon": 28.28333,
        "name": "Bela Bela"
      },
      {
        "lat": -8.75333,
        "lon": -37.33972,
        "name": "Tupanatinga"
      }
    ],
    "question": "Which location is the geographic outlier among: Musina, Tshiame, Randfontein, Bela Bela, Tupanatinga?",
    "ground_truth": {
      "answer": "Tupanatinga",
      "outlier_distance_km": 5828.2,
      "second_furthest_km": 1519.1,
      "clarity_ratio": 3.84,
      "median_distance_km": 1492.8,
      "distances_to_centroid": {
        "Musina": 1492.8,
        "Tshiame": 1519.1,
        "Randfontein": 1314.7,
        "Bela Bela": 1335.7,
        "Tupanatinga": 5828.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Musina: (-22.35°, 30.04°)",
      "  Tshiame: (-28.33°, 28.99°)",
      "  Randfontein: (-26.18°, 27.70°)",
      "  Bela Bela: (-24.88°, 28.28°)",
      "  Tupanatinga: (-8.75°, -37.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tupanatinga: 5828.2 km from centroid",
      "  Tshiame: 1519.1 km from centroid",
      "  Musina: 1492.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tupanatinga",
      "FINAL ANSWER: Tupanatinga"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.29636,
        "lon": 31.74633,
        "name": "Al ‘Āshir min Ramaḑān"
      },
      {
        "lat": -0.56333,
        "lon": 34.93583,
        "name": "Nyamira"
      },
      {
        "lat": 28.92095,
        "lon": 30.85367,
        "name": "Sumusţā al Waqf"
      },
      {
        "lat": 8.91667,
        "lon": 38.61667,
        "name": "Sebeta"
      },
      {
        "lat": -21.03306,
        "lon": -44.75806,
        "name": "Bom Sucesso"
      }
    ],
    "question": "Which location is the geographic outlier among: Al ‘Āshir min Ramaḑān, Nyamira, Sumusţā al Waqf, Sebeta, Bom Sucesso?",
    "ground_truth": {
      "answer": "Bom Sucesso",
      "outlier_distance_km": 7664.1,
      "second_furthest_km": 2720.3,
      "clarity_ratio": 2.82,
      "median_distance_km": 2545.2,
      "distances_to_centroid": {
        "Al ‘Āshir min Ramaḑān": 2720.3,
        "Nyamira": 2146.3,
        "Sumusţā al Waqf": 2545.2,
        "Sebeta": 2233.0,
        "Bom Sucesso": 7664.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Al ‘Āshir min Ramaḑān: (30.30°, 31.75°)",
      "  Nyamira: (-0.56°, 34.94°)",
      "  Sumusţā al Waqf: (28.92°, 30.85°)",
      "  Sebeta: (8.92°, 38.62°)",
      "  Bom Sucesso: (-21.03°, -44.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bom Sucesso: 7664.1 km from centroid",
      "  Al ‘Āshir min Ramaḑān: 2720.3 km from centroid",
      "  Sumusţā al Waqf: 2545.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bom Sucesso",
      "FINAL ANSWER: Bom Sucesso"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 57.97729,
        "lon": 33.25153,
        "name": "Valday"
      },
      {
        "lat": 55.90867,
        "lon": 53.93437,
        "name": "Agidel’"
      },
      {
        "lat": 43.77925,
        "lon": 11.24626,
        "name": "Florence"
      },
      {
        "lat": 45.35383,
        "lon": 40.69465,
        "name": "Gul’kevichi"
      },
      {
        "lat": 30.04477,
        "lon": 107.9149,
        "name": "Longkong"
      }
    ],
    "question": "Which location is the geographic outlier among: Valday, Agidel’, Florence, Gul’kevichi, Longkong?",
    "ground_truth": {
      "answer": "Longkong",
      "outlier_distance_km": 5291.3,
      "second_furthest_km": 2977.4,
      "clarity_ratio": 1.78,
      "median_distance_km": 1665.9,
      "distances_to_centroid": {
        "Valday": 1665.9,
        "Agidel’": 1080.0,
        "Florence": 2977.4,
        "Gul’kevichi": 687.3,
        "Longkong": 5291.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Valday: (57.98°, 33.25°)",
      "  Agidel’: (55.91°, 53.93°)",
      "  Florence: (43.78°, 11.25°)",
      "  Gul’kevichi: (45.35°, 40.69°)",
      "  Longkong: (30.04°, 107.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Longkong: 5291.3 km from centroid",
      "  Florence: 2977.4 km from centroid",
      "  Valday: 1665.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Longkong",
      "FINAL ANSWER: Longkong"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.6,
        "lon": 145.15,
        "name": "Doreen"
      },
      {
        "lat": -37.73333,
        "lon": 144.8,
        "name": "Saint Albans"
      },
      {
        "lat": -37.89359,
        "lon": 145.05534,
        "name": "Carnegie"
      },
      {
        "lat": -37.9,
        "lon": 145.18333,
        "name": "Wheelers Hill"
      },
      {
        "lat": -7.23417,
        "lon": -39.40944,
        "name": "Crato"
      }
    ],
    "question": "Which location is the geographic outlier among: Doreen, Saint Albans, Carnegie, Wheelers Hill, Crato?",
    "ground_truth": {
      "answer": "Crato",
      "outlier_distance_km": 14486.0,
      "second_furthest_km": 3428.3,
      "clarity_ratio": 4.23,
      "median_distance_km": 3425.3,
      "distances_to_centroid": {
        "Doreen": 3425.3,
        "Saint Albans": 3394.6,
        "Carnegie": 3417.1,
        "Wheelers Hill": 3428.3,
        "Crato": 14486.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Doreen: (-37.60°, 145.15°)",
      "  Saint Albans: (-37.73°, 144.80°)",
      "  Carnegie: (-37.89°, 145.06°)",
      "  Wheelers Hill: (-37.90°, 145.18°)",
      "  Crato: (-7.23°, -39.41°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Crato: 14486.0 km from centroid",
      "  Wheelers Hill: 3428.3 km from centroid",
      "  Doreen: 3425.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Crato",
      "FINAL ANSWER: Crato"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.33361,
        "lon": -43.52833,
        "name": "São Benedito do Rio Preto"
      },
      {
        "lat": -17.28556,
        "lon": -42.73,
        "name": "Turmalina"
      },
      {
        "lat": -6.75472,
        "lon": -51.08389,
        "name": "Ourilândia do Norte"
      },
      {
        "lat": -10.5075,
        "lon": -40.32139,
        "name": "Campo Formoso"
      },
      {
        "lat": 46.86135,
        "lon": 124.442,
        "name": "Dorbod"
      }
    ],
    "question": "Which location is the geographic outlier among: São Benedito do Rio Preto, Turmalina, Ourilândia do Norte, Campo Formoso, Dorbod?",
    "ground_truth": {
      "answer": "Dorbod",
      "outlier_distance_km": 13060.9,
      "second_furthest_km": 4587.7,
      "clarity_ratio": 2.85,
      "median_distance_km": 4107.4,
      "distances_to_centroid": {
        "São Benedito do Rio Preto": 3699.2,
        "Turmalina": 4107.4,
        "Ourilândia do Norte": 4587.7,
        "Campo Formoso": 3557.3,
        "Dorbod": 13060.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  São Benedito do Rio Preto: (-3.33°, -43.53°)",
      "  Turmalina: (-17.29°, -42.73°)",
      "  Ourilândia do Norte: (-6.75°, -51.08°)",
      "  Campo Formoso: (-10.51°, -40.32°)",
      "  Dorbod: (46.86°, 124.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dorbod: 13060.9 km from centroid",
      "  Ourilândia do Norte: 4587.7 km from centroid",
      "  Turmalina: 4107.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dorbod",
      "FINAL ANSWER: Dorbod"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.09179,
        "lon": -97.04668,
        "name": "Highland Village"
      },
      {
        "lat": 37.87715,
        "lon": -122.17969,
        "name": "Orinda"
      },
      {
        "lat": 22.36094,
        "lon": -97.89997,
        "name": "Miramar"
      },
      {
        "lat": 40.80899,
        "lon": -73.92291,
        "name": "Mott Haven"
      },
      {
        "lat": 51.16158,
        "lon": 13.4737,
        "name": "Meissen"
      }
    ],
    "question": "Which location is the geographic outlier among: Highland Village, Orinda, Miramar, Mott Haven, Meissen?",
    "ground_truth": {
      "answer": "Meissen",
      "outlier_distance_km": 6830.6,
      "second_furthest_km": 4075.4,
      "clarity_ratio": 1.68,
      "median_distance_km": 2698.0,
      "distances_to_centroid": {
        "Highland Village": 2003.8,
        "Orinda": 4075.4,
        "Miramar": 2698.0,
        "Mott Haven": 439.0,
        "Meissen": 6830.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Highland Village: (33.09°, -97.05°)",
      "  Orinda: (37.88°, -122.18°)",
      "  Miramar: (22.36°, -97.90°)",
      "  Mott Haven: (40.81°, -73.92°)",
      "  Meissen: (51.16°, 13.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Meissen: 6830.6 km from centroid",
      "  Orinda: 4075.4 km from centroid",
      "  Miramar: 2698.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Meissen",
      "FINAL ANSWER: Meissen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.11342,
        "lon": 145.28326,
        "name": "Cranbourne"
      },
      {
        "lat": -38.03333,
        "lon": 145.35,
        "name": "Berwick"
      },
      {
        "lat": -27.49325,
        "lon": 153.05826,
        "name": "Coorparoo"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": 6.04024,
        "lon": -0.80876,
        "name": "Akwatia"
      }
    ],
    "question": "Which location is the geographic outlier among: Cranbourne, Berwick, Coorparoo, Ellenbrook, Akwatia?",
    "ground_truth": {
      "answer": "Akwatia",
      "outlier_distance_km": 12556.3,
      "second_furthest_km": 4087.1,
      "clarity_ratio": 3.07,
      "median_distance_km": 3420.6,
      "distances_to_centroid": {
        "Cranbourne": 3417.0,
        "Berwick": 3420.6,
        "Coorparoo": 4087.1,
        "Ellenbrook": 772.4,
        "Akwatia": 12556.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cranbourne: (-38.11°, 145.28°)",
      "  Berwick: (-38.03°, 145.35°)",
      "  Coorparoo: (-27.49°, 153.06°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  Akwatia: (6.04°, -0.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Akwatia: 12556.3 km from centroid",
      "  Coorparoo: 4087.1 km from centroid",
      "  Berwick: 3420.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Akwatia",
      "FINAL ANSWER: Akwatia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.28397,
        "lon": 149.10018,
        "name": "Orange"
      },
      {
        "lat": -36.99282,
        "lon": 174.87986,
        "name": "Manukau City"
      },
      {
        "lat": -37.83834,
        "lon": 144.99149,
        "name": "South Yarra"
      },
      {
        "lat": -27.63917,
        "lon": 153.10944,
        "name": "Logan City"
      },
      {
        "lat": 31.01887,
        "lon": 75.79111,
        "name": "Phillaur"
      }
    ],
    "question": "Which location is the geographic outlier among: Orange, Manukau City, South Yarra, Logan City, Phillaur?",
    "ground_truth": {
      "answer": "Phillaur",
      "outlier_distance_km": 8923.4,
      "second_furthest_km": 3839.3,
      "clarity_ratio": 2.32,
      "median_distance_km": 1949.2,
      "distances_to_centroid": {
        "Orange": 1662.6,
        "Manukau City": 3839.3,
        "South Yarra": 1949.2,
        "Logan City": 1559.0,
        "Phillaur": 8923.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Orange: (-33.28°, 149.10°)",
      "  Manukau City: (-36.99°, 174.88°)",
      "  South Yarra: (-37.84°, 144.99°)",
      "  Logan City: (-27.64°, 153.11°)",
      "  Phillaur: (31.02°, 75.79°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Phillaur: 8923.4 km from centroid",
      "  Manukau City: 3839.3 km from centroid",
      "  South Yarra: 1949.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Phillaur",
      "FINAL ANSWER: Phillaur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.88384,
        "lon": 29.70557,
        "name": "Mankweng"
      },
      {
        "lat": -32.90769,
        "lon": 27.50973,
        "name": "Ndevana"
      },
      {
        "lat": 11.27727,
        "lon": 9.88385,
        "name": "Gwaram"
      },
      {
        "lat": 8.25,
        "lon": 34.58333,
        "name": "Gambēla"
      },
      {
        "lat": 41.68281,
        "lon": -88.35146,
        "name": "Oswego"
      }
    ],
    "question": "Which location is the geographic outlier among: Mankweng, Ndevana, Gwaram, Gambēla, Oswego?",
    "ground_truth": {
      "answer": "Oswego",
      "outlier_distance_km": 10026.7,
      "second_furthest_km": 4571.8,
      "clarity_ratio": 2.19,
      "median_distance_km": 4013.1,
      "distances_to_centroid": {
        "Mankweng": 4013.1,
        "Ndevana": 4571.8,
        "Gwaram": 1403.8,
        "Gambēla": 3628.6,
        "Oswego": 10026.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mankweng: (-23.88°, 29.71°)",
      "  Ndevana: (-32.91°, 27.51°)",
      "  Gwaram: (11.28°, 9.88°)",
      "  Gambēla: (8.25°, 34.58°)",
      "  Oswego: (41.68°, -88.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Oswego: 10026.7 km from centroid",
      "  Ndevana: 4571.8 km from centroid",
      "  Mankweng: 4013.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Oswego",
      "FINAL ANSWER: Oswego"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.9575,
        "lon": -36.20472,
        "name": "Santa Cruz do Capibaribe"
      },
      {
        "lat": -7.65694,
        "lon": -35.32667,
        "name": "Vicência"
      },
      {
        "lat": -17.28556,
        "lon": -42.73,
        "name": "Turmalina"
      },
      {
        "lat": -16.06583,
        "lon": -47.97861,
        "name": "Valparaíso de Goiás"
      },
      {
        "lat": 41.7658,
        "lon": 12.70188,
        "name": "Rocca di Papa"
      }
    ],
    "question": "Which location is the geographic outlier among: Santa Cruz do Capibaribe, Vicência, Turmalina, Valparaíso de Goiás, Rocca di Papa?",
    "ground_truth": {
      "answer": "Rocca di Papa",
      "outlier_distance_km": 6433.4,
      "second_furthest_km": 2562.3,
      "clarity_ratio": 2.51,
      "median_distance_km": 2251.6,
      "distances_to_centroid": {
        "Santa Cruz do Capibaribe": 1005.8,
        "Vicência": 915.6,
        "Turmalina": 2251.6,
        "Valparaíso de Goiás": 2562.3,
        "Rocca di Papa": 6433.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santa Cruz do Capibaribe: (-7.96°, -36.20°)",
      "  Vicência: (-7.66°, -35.33°)",
      "  Turmalina: (-17.29°, -42.73°)",
      "  Valparaíso de Goiás: (-16.07°, -47.98°)",
      "  Rocca di Papa: (41.77°, 12.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rocca di Papa: 6433.4 km from centroid",
      "  Valparaíso de Goiás: 2562.3 km from centroid",
      "  Turmalina: 2251.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rocca di Papa",
      "FINAL ANSWER: Rocca di Papa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.84853,
        "lon": 174.76349,
        "name": "Auckland"
      },
      {
        "lat": -37.8149,
        "lon": 144.95052,
        "name": "Docklands"
      },
      {
        "lat": -21.15345,
        "lon": 149.16554,
        "name": "Mackay"
      },
      {
        "lat": -38.11531,
        "lon": 145.29814,
        "name": "Cranbourne East"
      },
      {
        "lat": 20.38897,
        "lon": -99.99637,
        "name": "San Juan del Río"
      }
    ],
    "question": "Which location is the geographic outlier among: Auckland, Docklands, Mackay, Cranbourne East, San Juan del Río?",
    "ground_truth": {
      "answer": "San Juan del Río",
      "outlier_distance_km": 17642.0,
      "second_furthest_km": 6958.5,
      "clarity_ratio": 2.54,
      "median_distance_km": 4762.5,
      "distances_to_centroid": {
        "Auckland": 6958.5,
        "Docklands": 4335.2,
        "Mackay": 4762.5,
        "Cranbourne East": 4371.3,
        "San Juan del Río": 17642.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Auckland: (-36.85°, 174.76°)",
      "  Docklands: (-37.81°, 144.95°)",
      "  Mackay: (-21.15°, 149.17°)",
      "  Cranbourne East: (-38.12°, 145.30°)",
      "  San Juan del Río: (20.39°, -100.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Juan del Río: 17642.0 km from centroid",
      "  Auckland: 6958.5 km from centroid",
      "  Mackay: 4762.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Juan del Río",
      "FINAL ANSWER: San Juan del Río"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.89359,
        "lon": 145.05534,
        "name": "Carnegie"
      },
      {
        "lat": -36.99282,
        "lon": 174.87986,
        "name": "Manukau City"
      },
      {
        "lat": -38.11531,
        "lon": 145.29814,
        "name": "Cranbourne East"
      },
      {
        "lat": -32.83211,
        "lon": 151.35623,
        "name": "Cessnock"
      },
      {
        "lat": 43.65965,
        "lon": -79.37902,
        "name": "Church-Yonge Corridor"
      }
    ],
    "question": "Which location is the geographic outlier among: Carnegie, Manukau City, Cranbourne East, Cessnock, Church-Yonge Corridor?",
    "ground_truth": {
      "answer": "Church-Yonge Corridor",
      "outlier_distance_km": 17356.1,
      "second_furthest_km": 6691.9,
      "clarity_ratio": 2.59,
      "median_distance_km": 4541.4,
      "distances_to_centroid": {
        "Carnegie": 4097.3,
        "Manukau City": 6691.9,
        "Cranbourne East": 4125.0,
        "Cessnock": 4541.4,
        "Church-Yonge Corridor": 17356.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Carnegie: (-37.89°, 145.06°)",
      "  Manukau City: (-36.99°, 174.88°)",
      "  Cranbourne East: (-38.12°, 145.30°)",
      "  Cessnock: (-32.83°, 151.36°)",
      "  Church-Yonge Corridor: (43.66°, -79.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Church-Yonge Corridor: 17356.1 km from centroid",
      "  Manukau City: 6691.9 km from centroid",
      "  Cessnock: 4541.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Church-Yonge Corridor",
      "FINAL ANSWER: Church-Yonge Corridor"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.90107,
        "lon": 32.72392,
        "name": "Naqādah"
      },
      {
        "lat": -27.8549,
        "lon": 26.36583,
        "name": "Wesselsbron"
      },
      {
        "lat": 7.85868,
        "lon": 10.97187,
        "name": "Beli"
      },
      {
        "lat": -1.48256,
        "lon": 40.03341,
        "name": "Hola"
      },
      {
        "lat": -37.9,
        "lon": 144.66667,
        "name": "Werribee"
      }
    ],
    "question": "Which location is the geographic outlier among: Naqādah, Wesselsbron, Beli, Hola, Werribee?",
    "ground_truth": {
      "answer": "Werribee",
      "outlier_distance_km": 9874.7,
      "second_furthest_km": 4719.5,
      "clarity_ratio": 2.09,
      "median_distance_km": 4124.6,
      "distances_to_centroid": {
        "Naqādah": 4124.6,
        "Wesselsbron": 3498.7,
        "Beli": 4719.5,
        "Hola": 1342.2,
        "Werribee": 9874.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Naqādah: (25.90°, 32.72°)",
      "  Wesselsbron: (-27.85°, 26.37°)",
      "  Beli: (7.86°, 10.97°)",
      "  Hola: (-1.48°, 40.03°)",
      "  Werribee: (-37.90°, 144.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Werribee: 9874.7 km from centroid",
      "  Beli: 4719.5 km from centroid",
      "  Naqādah: 4124.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Werribee",
      "FINAL ANSWER: Werribee"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.73261,
        "lon": 144.86504,
        "name": "Keilor East"
      },
      {
        "lat": -27.98941,
        "lon": 153.33633,
        "name": "Nerang"
      },
      {
        "lat": -38.16604,
        "lon": 145.13643,
        "name": "Frankston South"
      },
      {
        "lat": -26.65682,
        "lon": 153.07955,
        "name": "Sunshine Coast"
      },
      {
        "lat": 17.48862,
        "lon": 78.60208,
        "name": "Nāgāvaram"
      }
    ],
    "question": "Which location is the geographic outlier among: Keilor East, Nerang, Frankston South, Sunshine Coast, Nāgāvaram?",
    "ground_truth": {
      "answer": "Nāgāvaram",
      "outlier_distance_km": 7581.4,
      "second_furthest_km": 1980.8,
      "clarity_ratio": 3.83,
      "median_distance_km": 1935.1,
      "distances_to_centroid": {
        "Keilor East": 1927.4,
        "Nerang": 1935.1,
        "Frankston South": 1980.8,
        "Sunshine Coast": 1879.7,
        "Nāgāvaram": 7581.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Keilor East: (-37.73°, 144.87°)",
      "  Nerang: (-27.99°, 153.34°)",
      "  Frankston South: (-38.17°, 145.14°)",
      "  Sunshine Coast: (-26.66°, 153.08°)",
      "  Nāgāvaram: (17.49°, 78.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nāgāvaram: 7581.4 km from centroid",
      "  Frankston South: 1980.8 km from centroid",
      "  Nerang: 1935.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nāgāvaram",
      "FINAL ANSWER: Nāgāvaram"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.41028,
        "lon": -35.11278,
        "name": "Itambé"
      },
      {
        "lat": 6.43809,
        "lon": -75.33136,
        "name": "Barbosa"
      },
      {
        "lat": -10.73333,
        "lon": -37.49333,
        "name": "Campo do Brito"
      },
      {
        "lat": -2.88,
        "lon": -52.01,
        "name": "Vitória do Xingu"
      },
      {
        "lat": 50.72391,
        "lon": 3.16117,
        "name": "Tourcoing"
      }
    ],
    "question": "Which location is the geographic outlier among: Itambé, Barbosa, Campo do Brito, Vitória do Xingu, Tourcoing?",
    "ground_truth": {
      "answer": "Tourcoing",
      "outlier_distance_km": 6218.5,
      "second_furthest_km": 3971.7,
      "clarity_ratio": 1.57,
      "median_distance_km": 2007.8,
      "distances_to_centroid": {
        "Itambé": 1694.4,
        "Barbosa": 3971.7,
        "Campo do Brito": 2007.8,
        "Vitória do Xingu": 1798.5,
        "Tourcoing": 6218.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Itambé: (-7.41°, -35.11°)",
      "  Barbosa: (6.44°, -75.33°)",
      "  Campo do Brito: (-10.73°, -37.49°)",
      "  Vitória do Xingu: (-2.88°, -52.01°)",
      "  Tourcoing: (50.72°, 3.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tourcoing: 6218.5 km from centroid",
      "  Barbosa: 3971.7 km from centroid",
      "  Campo do Brito: 2007.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tourcoing",
      "FINAL ANSWER: Tourcoing"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.40008,
        "lon": -74.13256,
        "name": "Saint-Lazare"
      },
      {
        "lat": 25.62177,
        "lon": -80.32477,
        "name": "Palmetto Bay"
      },
      {
        "lat": 20.05161,
        "lon": -99.34397,
        "name": "Tula de Allende"
      },
      {
        "lat": 41.1145,
        "lon": -83.17797,
        "name": "Tiffin"
      },
      {
        "lat": -26.65682,
        "lon": 153.07955,
        "name": "Sunshine Coast"
      }
    ],
    "question": "Which location is the geographic outlier among: Saint-Lazare, Palmetto Bay, Tula de Allende, Tiffin, Sunshine Coast?",
    "ground_truth": {
      "answer": "Sunshine Coast",
      "outlier_distance_km": 18838.6,
      "second_furthest_km": 6469.3,
      "clarity_ratio": 2.91,
      "median_distance_km": 4872.7,
      "distances_to_centroid": {
        "Saint-Lazare": 4337.0,
        "Palmetto Bay": 4453.8,
        "Tula de Allende": 6469.3,
        "Tiffin": 4872.7,
        "Sunshine Coast": 18838.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Saint-Lazare: (45.40°, -74.13°)",
      "  Palmetto Bay: (25.62°, -80.32°)",
      "  Tula de Allende: (20.05°, -99.34°)",
      "  Tiffin: (41.11°, -83.18°)",
      "  Sunshine Coast: (-26.66°, 153.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sunshine Coast: 18838.6 km from centroid",
      "  Tula de Allende: 6469.3 km from centroid",
      "  Tiffin: 4872.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sunshine Coast",
      "FINAL ANSWER: Sunshine Coast"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.58514,
        "lon": -2.05934,
        "name": "Willenhall"
      },
      {
        "lat": 50.3836,
        "lon": 8.0503,
        "name": "Limburg an der Lahn"
      },
      {
        "lat": 52.6386,
        "lon": -1.13169,
        "name": "Leicester"
      },
      {
        "lat": 42.88052,
        "lon": -8.54569,
        "name": "Santiago de Compostela"
      },
      {
        "lat": -37.78247,
        "lon": 145.31682,
        "name": "Mooroolbark"
      }
    ],
    "question": "Which location is the geographic outlier among: Willenhall, Limburg an der Lahn, Leicester, Santiago de Compostela, Mooroolbark?",
    "ground_truth": {
      "answer": "Mooroolbark",
      "outlier_distance_km": 14347.0,
      "second_furthest_km": 3432.0,
      "clarity_ratio": 4.18,
      "median_distance_km": 3331.7,
      "distances_to_centroid": {
        "Willenhall": 3331.7,
        "Limburg an der Lahn": 2625.5,
        "Leicester": 3281.5,
        "Santiago de Compostela": 3432.0,
        "Mooroolbark": 14347.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Willenhall: (52.59°, -2.06°)",
      "  Limburg an der Lahn: (50.38°, 8.05°)",
      "  Leicester: (52.64°, -1.13°)",
      "  Santiago de Compostela: (42.88°, -8.55°)",
      "  Mooroolbark: (-37.78°, 145.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mooroolbark: 14347.0 km from centroid",
      "  Santiago de Compostela: 3432.0 km from centroid",
      "  Willenhall: 3331.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mooroolbark",
      "FINAL ANSWER: Mooroolbark"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.06611,
        "lon": -50.14722,
        "name": "Buritama"
      },
      {
        "lat": -26.08111,
        "lon": -53.055,
        "name": "Francisco Beltrão"
      },
      {
        "lat": -27.34361,
        "lon": -51.61194,
        "name": "Capinzal"
      },
      {
        "lat": -27.48683,
        "lon": -55.11994,
        "name": "Oberá"
      },
      {
        "lat": 51.61759,
        "lon": 15.31486,
        "name": "Żagań"
      }
    ],
    "question": "Which location is the geographic outlier among: Buritama, Francisco Beltrão, Capinzal, Oberá, Żagań?",
    "ground_truth": {
      "answer": "Żagań",
      "outlier_distance_km": 8593.2,
      "second_furthest_km": 2573.8,
      "clarity_ratio": 3.34,
      "median_distance_km": 2335.6,
      "distances_to_centroid": {
        "Buritama": 1712.9,
        "Francisco Beltrão": 2319.4,
        "Capinzal": 2335.6,
        "Oberá": 2573.8,
        "Żagań": 8593.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Buritama: (-21.07°, -50.15°)",
      "  Francisco Beltrão: (-26.08°, -53.05°)",
      "  Capinzal: (-27.34°, -51.61°)",
      "  Oberá: (-27.49°, -55.12°)",
      "  Żagań: (51.62°, 15.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Żagań: 8593.2 km from centroid",
      "  Oberá: 2573.8 km from centroid",
      "  Capinzal: 2335.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Żagań",
      "FINAL ANSWER: Żagań"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.41667,
        "lon": 36.91667,
        "name": "Gorod Shebekino"
      },
      {
        "lat": 51.965,
        "lon": 6.28889,
        "name": "Doetinchem"
      },
      {
        "lat": 55.72445,
        "lon": 38.20908,
        "name": "Elektrougli"
      },
      {
        "lat": 37.37281,
        "lon": -6.04589,
        "name": "Tomares"
      },
      {
        "lat": -37.90561,
        "lon": 145.00279,
        "name": "Brighton"
      }
    ],
    "question": "Which location is the geographic outlier among: Gorod Shebekino, Doetinchem, Elektrougli, Tomares, Brighton?",
    "ground_truth": {
      "answer": "Brighton",
      "outlier_distance_km": 12971.8,
      "second_furthest_km": 4588.3,
      "clarity_ratio": 2.83,
      "median_distance_km": 3805.7,
      "distances_to_centroid": {
        "Gorod Shebekino": 2183.5,
        "Doetinchem": 3805.7,
        "Elektrougli": 2730.8,
        "Tomares": 4588.3,
        "Brighton": 12971.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gorod Shebekino: (50.42°, 36.92°)",
      "  Doetinchem: (51.97°, 6.29°)",
      "  Elektrougli: (55.72°, 38.21°)",
      "  Tomares: (37.37°, -6.05°)",
      "  Brighton: (-37.91°, 145.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Brighton: 12971.8 km from centroid",
      "  Tomares: 4588.3 km from centroid",
      "  Doetinchem: 3805.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Brighton",
      "FINAL ANSWER: Brighton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.61025,
        "lon": 153.05388,
        "name": "Sunnybank Hills"
      },
      {
        "lat": -38.14711,
        "lon": 144.36069,
        "name": "Geelong"
      },
      {
        "lat": -41.28374,
        "lon": 174.74141,
        "name": "Karori"
      },
      {
        "lat": -34.18551,
        "lon": 142.16251,
        "name": "Mildura"
      },
      {
        "lat": 14.23333,
        "lon": 37.0,
        "name": "Abala"
      }
    ],
    "question": "Which location is the geographic outlier among: Sunnybank Hills, Geelong, Karori, Mildura, Abala?",
    "ground_truth": {
      "answer": "Abala",
      "outlier_distance_km": 11001.0,
      "second_furthest_km": 4434.9,
      "clarity_ratio": 2.48,
      "median_distance_km": 2277.9,
      "distances_to_centroid": {
        "Sunnybank Hills": 2277.9,
        "Geelong": 1940.9,
        "Karori": 4434.9,
        "Mildura": 1505.6,
        "Abala": 11001.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sunnybank Hills: (-27.61°, 153.05°)",
      "  Geelong: (-38.15°, 144.36°)",
      "  Karori: (-41.28°, 174.74°)",
      "  Mildura: (-34.19°, 142.16°)",
      "  Abala: (14.23°, 37.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Abala: 11001.0 km from centroid",
      "  Karori: 4434.9 km from centroid",
      "  Sunnybank Hills: 2277.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Abala",
      "FINAL ANSWER: Abala"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -12.46113,
        "lon": 130.84185,
        "name": "Darwin"
      },
      {
        "lat": -34.92866,
        "lon": 138.59863,
        "name": "Adelaide"
      },
      {
        "lat": -37.68333,
        "lon": 145.01667,
        "name": "Thomastown"
      },
      {
        "lat": -33.92893,
        "lon": 151.05111,
        "name": "Punchbowl"
      },
      {
        "lat": 28.71448,
        "lon": 77.28489,
        "name": "Jīwanpur"
      }
    ],
    "question": "Which location is the geographic outlier among: Darwin, Adelaide, Thomastown, Punchbowl, Jīwanpur?",
    "ground_truth": {
      "answer": "Jīwanpur",
      "outlier_distance_km": 7574.2,
      "second_furthest_km": 2846.1,
      "clarity_ratio": 2.66,
      "median_distance_km": 2707.1,
      "distances_to_centroid": {
        "Darwin": 668.7,
        "Adelaide": 2122.4,
        "Thomastown": 2707.1,
        "Punchbowl": 2846.1,
        "Jīwanpur": 7574.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Darwin: (-12.46°, 130.84°)",
      "  Adelaide: (-34.93°, 138.60°)",
      "  Thomastown: (-37.68°, 145.02°)",
      "  Punchbowl: (-33.93°, 151.05°)",
      "  Jīwanpur: (28.71°, 77.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jīwanpur: 7574.2 km from centroid",
      "  Punchbowl: 2846.1 km from centroid",
      "  Thomastown: 2707.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jīwanpur",
      "FINAL ANSWER: Jīwanpur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.91204,
        "lon": 75.85379,
        "name": "Ludhiana"
      },
      {
        "lat": 19.92672,
        "lon": 74.7275,
        "name": "Vaijāpur"
      },
      {
        "lat": 25.46335,
        "lon": 99.52826,
        "name": "Bonan"
      },
      {
        "lat": 31.35333,
        "lon": 106.06309,
        "name": "Nanlong"
      },
      {
        "lat": 51.18035,
        "lon": 14.43494,
        "name": "Bautzen"
      }
    ],
    "question": "Which location is the geographic outlier among: Ludhiana, Vaijāpur, Bonan, Nanlong, Bautzen?",
    "ground_truth": {
      "answer": "Bautzen",
      "outlier_distance_km": 5250.6,
      "second_furthest_km": 3015.8,
      "clarity_ratio": 1.74,
      "median_distance_km": 2570.3,
      "distances_to_centroid": {
        "Ludhiana": 190.0,
        "Vaijāpur": 1318.0,
        "Bonan": 2570.3,
        "Nanlong": 3015.8,
        "Bautzen": 5250.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ludhiana: (30.91°, 75.85°)",
      "  Vaijāpur: (19.93°, 74.73°)",
      "  Bonan: (25.46°, 99.53°)",
      "  Nanlong: (31.35°, 106.06°)",
      "  Bautzen: (51.18°, 14.43°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bautzen: 5250.6 km from centroid",
      "  Nanlong: 3015.8 km from centroid",
      "  Bonan: 2570.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bautzen",
      "FINAL ANSWER: Bautzen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.58333,
        "lon": 153.1,
        "name": "Eight Mile Plains"
      },
      {
        "lat": -37.78333,
        "lon": 175.28333,
        "name": "Hamilton"
      },
      {
        "lat": -33.8188,
        "lon": 151.1062,
        "name": "Ryde"
      },
      {
        "lat": -37.9,
        "lon": 145.18333,
        "name": "Wheelers Hill"
      },
      {
        "lat": 43.70313,
        "lon": 7.26608,
        "name": "Nice"
      }
    ],
    "question": "Which location is the geographic outlier among: Eight Mile Plains, Hamilton, Ryde, Wheelers Hill, Nice?",
    "ground_truth": {
      "answer": "Nice",
      "outlier_distance_km": 13752.5,
      "second_furthest_km": 5169.9,
      "clarity_ratio": 2.66,
      "median_distance_km": 2971.8,
      "distances_to_centroid": {
        "Eight Mile Plains": 2897.8,
        "Hamilton": 5169.9,
        "Ryde": 2971.8,
        "Wheelers Hill": 2808.8,
        "Nice": 13752.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Eight Mile Plains: (-27.58°, 153.10°)",
      "  Hamilton: (-37.78°, 175.28°)",
      "  Ryde: (-33.82°, 151.11°)",
      "  Wheelers Hill: (-37.90°, 145.18°)",
      "  Nice: (43.70°, 7.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nice: 13752.5 km from centroid",
      "  Hamilton: 5169.9 km from centroid",
      "  Ryde: 2971.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nice",
      "FINAL ANSWER: Nice"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.13833,
        "lon": -75.26417,
        "name": "Santuario"
      },
      {
        "lat": 10.59181,
        "lon": -74.18983,
        "name": "Aracataca"
      },
      {
        "lat": -40.57395,
        "lon": -73.13348,
        "name": "Osorno"
      },
      {
        "lat": -21.75778,
        "lon": -48.82889,
        "name": "Ibitinga"
      },
      {
        "lat": -36.9482,
        "lon": 174.87019,
        "name": "Otara"
      }
    ],
    "question": "Which location is the geographic outlier among: Santuario, Aracataca, Osorno, Ibitinga, Otara?",
    "ground_truth": {
      "answer": "Otara",
      "outlier_distance_km": 13887.6,
      "second_furthest_km": 6745.5,
      "clarity_ratio": 2.06,
      "median_distance_km": 6647.4,
      "distances_to_centroid": {
        "Santuario": 6647.4,
        "Aracataca": 6745.5,
        "Osorno": 5789.9,
        "Ibitinga": 3150.4,
        "Otara": 13887.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santuario: (6.14°, -75.26°)",
      "  Aracataca: (10.59°, -74.19°)",
      "  Osorno: (-40.57°, -73.13°)",
      "  Ibitinga: (-21.76°, -48.83°)",
      "  Otara: (-36.95°, 174.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Otara: 13887.6 km from centroid",
      "  Aracataca: 6745.5 km from centroid",
      "  Santuario: 6647.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Otara",
      "FINAL ANSWER: Otara"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.70791,
        "lon": 16.69937,
        "name": "Szczecinek"
      },
      {
        "lat": 53.15145,
        "lon": 16.73782,
        "name": "Piła"
      },
      {
        "lat": 51.65501,
        "lon": 17.80686,
        "name": "Ostrów Wielkopolski"
      },
      {
        "lat": 48.92805,
        "lon": 2.39627,
        "name": "La Courneuve"
      },
      {
        "lat": -40.95972,
        "lon": 175.6575,
        "name": "Masterton"
      }
    ],
    "question": "Which location is the geographic outlier among: Szczecinek, Piła, Ostrów Wielkopolski, La Courneuve, Masterton?",
    "ground_truth": {
      "answer": "Masterton",
      "outlier_distance_km": 15546.0,
      "second_furthest_km": 3965.7,
      "clarity_ratio": 3.92,
      "median_distance_km": 3226.1,
      "distances_to_centroid": {
        "Szczecinek": 3226.1,
        "Piła": 3190.7,
        "Ostrów Wielkopolski": 3041.7,
        "La Courneuve": 3965.7,
        "Masterton": 15546.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Szczecinek: (53.71°, 16.70°)",
      "  Piła: (53.15°, 16.74°)",
      "  Ostrów Wielkopolski: (51.66°, 17.81°)",
      "  La Courneuve: (48.93°, 2.40°)",
      "  Masterton: (-40.96°, 175.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Masterton: 15546.0 km from centroid",
      "  La Courneuve: 3965.7 km from centroid",
      "  Szczecinek: 3226.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Masterton",
      "FINAL ANSWER: Masterton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.27888,
        "lon": 28.49696,
        "name": "Frankfort"
      },
      {
        "lat": -25.77507,
        "lon": 29.46482,
        "name": "Middelburg"
      },
      {
        "lat": 3.11988,
        "lon": 35.59642,
        "name": "Lodwar"
      },
      {
        "lat": -29.57366,
        "lon": 31.11552,
        "name": "Tongaat"
      },
      {
        "lat": -21.06417,
        "lon": -41.36639,
        "name": "Mimoso do Sul"
      }
    ],
    "question": "Which location is the geographic outlier among: Frankfort, Middelburg, Lodwar, Tongaat, Mimoso do Sul?",
    "ground_truth": {
      "answer": "Mimoso do Sul",
      "outlier_distance_km": 6006.1,
      "second_furthest_km": 3308.5,
      "clarity_ratio": 1.82,
      "median_distance_km": 1795.4,
      "distances_to_centroid": {
        "Frankfort": 1443.3,
        "Middelburg": 1453.2,
        "Lodwar": 3308.5,
        "Tongaat": 1795.4,
        "Mimoso do Sul": 6006.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Frankfort: (-27.28°, 28.50°)",
      "  Middelburg: (-25.78°, 29.46°)",
      "  Lodwar: (3.12°, 35.60°)",
      "  Tongaat: (-29.57°, 31.12°)",
      "  Mimoso do Sul: (-21.06°, -41.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mimoso do Sul: 6006.1 km from centroid",
      "  Lodwar: 3308.5 km from centroid",
      "  Tongaat: 1795.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mimoso do Sul",
      "FINAL ANSWER: Mimoso do Sul"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.06564,
        "lon": 151.01266,
        "name": "Engadine"
      },
      {
        "lat": -37.76667,
        "lon": 145.0,
        "name": "Northcote"
      },
      {
        "lat": -37.8149,
        "lon": 144.95052,
        "name": "Docklands"
      },
      {
        "lat": -37.9,
        "lon": 145.18333,
        "name": "Wheelers Hill"
      },
      {
        "lat": 56.50328,
        "lon": 66.54672,
        "name": "Zavodoukovsk"
      }
    ],
    "question": "Which location is the geographic outlier among: Engadine, Northcote, Docklands, Wheelers Hill, Zavodoukovsk?",
    "ground_truth": {
      "answer": "Zavodoukovsk",
      "outlier_distance_km": 10203.2,
      "second_furthest_km": 2689.1,
      "clarity_ratio": 3.79,
      "median_distance_km": 2611.3,
      "distances_to_centroid": {
        "Engadine": 2689.1,
        "Northcote": 2589.8,
        "Docklands": 2591.5,
        "Wheelers Hill": 2611.3,
        "Zavodoukovsk": 10203.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Engadine: (-34.07°, 151.01°)",
      "  Northcote: (-37.77°, 145.00°)",
      "  Docklands: (-37.81°, 144.95°)",
      "  Wheelers Hill: (-37.90°, 145.18°)",
      "  Zavodoukovsk: (56.50°, 66.55°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zavodoukovsk: 10203.2 km from centroid",
      "  Engadine: 2689.1 km from centroid",
      "  Wheelers Hill: 2611.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zavodoukovsk",
      "FINAL ANSWER: Zavodoukovsk"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.55968,
        "lon": 103.91413,
        "name": "Angarsk"
      },
      {
        "lat": 50.72485,
        "lon": 1.61373,
        "name": "Boulogne-sur-Mer"
      },
      {
        "lat": 55.78677,
        "lon": 37.80165,
        "name": "Izmaylovo"
      },
      {
        "lat": 52.51167,
        "lon": 6.25694,
        "name": "Dalfsen"
      },
      {
        "lat": -33.89743,
        "lon": 150.93446,
        "name": "Cabramatta"
      }
    ],
    "question": "Which location is the geographic outlier among: Angarsk, Boulogne-sur-Mer, Izmaylovo, Dalfsen, Cabramatta?",
    "ground_truth": {
      "answer": "Cabramatta",
      "outlier_distance_km": 12176.8,
      "second_furthest_km": 4894.1,
      "clarity_ratio": 2.49,
      "median_distance_km": 4572.1,
      "distances_to_centroid": {
        "Angarsk": 3899.2,
        "Boulogne-sur-Mer": 4894.1,
        "Izmaylovo": 2815.0,
        "Dalfsen": 4572.1,
        "Cabramatta": 12176.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Angarsk: (52.56°, 103.91°)",
      "  Boulogne-sur-Mer: (50.72°, 1.61°)",
      "  Izmaylovo: (55.79°, 37.80°)",
      "  Dalfsen: (52.51°, 6.26°)",
      "  Cabramatta: (-33.90°, 150.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cabramatta: 12176.8 km from centroid",
      "  Boulogne-sur-Mer: 4894.1 km from centroid",
      "  Dalfsen: 4572.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cabramatta",
      "FINAL ANSWER: Cabramatta"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.9488,
        "lon": 43.73709,
        "name": "Yelan’"
      },
      {
        "lat": 45.51314,
        "lon": 9.14343,
        "name": "Quarto Oggiaro"
      },
      {
        "lat": 40.86842,
        "lon": 14.40196,
        "name": "Sant'Anastasia"
      },
      {
        "lat": 43.46589,
        "lon": -3.80493,
        "name": "Santander"
      },
      {
        "lat": -35.28346,
        "lon": 149.12807,
        "name": "Canberra"
      }
    ],
    "question": "Which location is the geographic outlier among: Yelan’, Quarto Oggiaro, Sant'Anastasia, Santander, Canberra?",
    "ground_truth": {
      "answer": "Canberra",
      "outlier_distance_km": 13232.1,
      "second_furthest_km": 4383.4,
      "clarity_ratio": 3.02,
      "median_distance_km": 3433.3,
      "distances_to_centroid": {
        "Yelan’": 2431.3,
        "Quarto Oggiaro": 3433.3,
        "Sant'Anastasia": 2858.8,
        "Santander": 4383.4,
        "Canberra": 13232.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yelan’: (50.95°, 43.74°)",
      "  Quarto Oggiaro: (45.51°, 9.14°)",
      "  Sant'Anastasia: (40.87°, 14.40°)",
      "  Santander: (43.47°, -3.80°)",
      "  Canberra: (-35.28°, 149.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Canberra: 13232.1 km from centroid",
      "  Santander: 4383.4 km from centroid",
      "  Quarto Oggiaro: 3433.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Canberra",
      "FINAL ANSWER: Canberra"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81667,
        "lon": 144.9,
        "name": "Yarraville"
      },
      {
        "lat": -27.10876,
        "lon": 152.94907,
        "name": "Morayfield"
      },
      {
        "lat": -27.64613,
        "lon": 152.85965,
        "name": "Redbank Plains"
      },
      {
        "lat": -37.83961,
        "lon": 144.94228,
        "name": "Port Melbourne"
      },
      {
        "lat": 4.92675,
        "lon": 6.26764,
        "name": "Yenagoa"
      }
    ],
    "question": "Which location is the geographic outlier among: Yarraville, Morayfield, Redbank Plains, Port Melbourne, Yenagoa?",
    "ground_truth": {
      "answer": "Yenagoa",
      "outlier_distance_km": 12664.6,
      "second_furthest_km": 3250.5,
      "clarity_ratio": 3.9,
      "median_distance_km": 3238.6,
      "distances_to_centroid": {
        "Yarraville": 2708.9,
        "Morayfield": 3250.5,
        "Redbank Plains": 3238.6,
        "Port Melbourne": 2713.3,
        "Yenagoa": 12664.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yarraville: (-37.82°, 144.90°)",
      "  Morayfield: (-27.11°, 152.95°)",
      "  Redbank Plains: (-27.65°, 152.86°)",
      "  Port Melbourne: (-37.84°, 144.94°)",
      "  Yenagoa: (4.93°, 6.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yenagoa: 12664.6 km from centroid",
      "  Morayfield: 3250.5 km from centroid",
      "  Redbank Plains: 3238.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yenagoa",
      "FINAL ANSWER: Yenagoa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 11.8277,
        "lon": 39.59164,
        "name": "Weldiya"
      },
      {
        "lat": -26.9033,
        "lon": 27.45727,
        "name": "Parys"
      },
      {
        "lat": -26.36094,
        "lon": 27.39767,
        "name": "Carletonville"
      },
      {
        "lat": 31.08898,
        "lon": 31.59478,
        "name": "Dikirnis"
      },
      {
        "lat": -33.15365,
        "lon": -60.51168,
        "name": "Arroyo Seco"
      }
    ],
    "question": "Which location is the geographic outlier among: Weldiya, Parys, Carletonville, Dikirnis, Arroyo Seco?",
    "ground_truth": {
      "answer": "Arroyo Seco",
      "outlier_distance_km": 7958.3,
      "second_furthest_km": 4843.1,
      "clarity_ratio": 1.64,
      "median_distance_km": 3712.6,
      "distances_to_centroid": {
        "Weldiya": 3712.6,
        "Parys": 2525.6,
        "Carletonville": 2475.5,
        "Dikirnis": 4843.1,
        "Arroyo Seco": 7958.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Weldiya: (11.83°, 39.59°)",
      "  Parys: (-26.90°, 27.46°)",
      "  Carletonville: (-26.36°, 27.40°)",
      "  Dikirnis: (31.09°, 31.59°)",
      "  Arroyo Seco: (-33.15°, -60.51°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Arroyo Seco: 7958.3 km from centroid",
      "  Dikirnis: 4843.1 km from centroid",
      "  Weldiya: 3712.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Arroyo Seco",
      "FINAL ANSWER: Arroyo Seco"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.46687,
        "lon": 100.56248,
        "name": "Xiangcheng"
      },
      {
        "lat": 26.72028,
        "lon": 108.12972,
        "name": "Kaitang"
      },
      {
        "lat": 31.1245,
        "lon": 76.11613,
        "name": "Nawanshahr"
      },
      {
        "lat": 22.34835,
        "lon": 73.13313,
        "name": "Undera"
      },
      {
        "lat": 8.53333,
        "lon": 34.8,
        "name": "Dembī Dolo"
      }
    ],
    "question": "Which location is the geographic outlier among: Xiangcheng, Kaitang, Nawanshahr, Undera, Dembī Dolo?",
    "ground_truth": {
      "answer": "Dembī Dolo",
      "outlier_distance_km": 4923.4,
      "second_furthest_km": 3010.7,
      "clarity_ratio": 1.64,
      "median_distance_km": 2250.0,
      "distances_to_centroid": {
        "Xiangcheng": 2250.0,
        "Kaitang": 3010.7,
        "Nawanshahr": 952.2,
        "Undera": 558.6,
        "Dembī Dolo": 4923.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Xiangcheng: (25.47°, 100.56°)",
      "  Kaitang: (26.72°, 108.13°)",
      "  Nawanshahr: (31.12°, 76.12°)",
      "  Undera: (22.35°, 73.13°)",
      "  Dembī Dolo: (8.53°, 34.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dembī Dolo: 4923.4 km from centroid",
      "  Kaitang: 3010.7 km from centroid",
      "  Xiangcheng: 2250.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dembī Dolo",
      "FINAL ANSWER: Dembī Dolo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.91667,
        "lon": 151.03333,
        "name": "Bankstown"
      },
      {
        "lat": -33.88096,
        "lon": 151.07986,
        "name": "Strathfield"
      },
      {
        "lat": -36.84853,
        "lon": 174.76349,
        "name": "Auckland"
      },
      {
        "lat": -35.13333,
        "lon": 138.51667,
        "name": "Morphett Vale"
      },
      {
        "lat": 12.98417,
        "lon": 37.765,
        "name": "Dabat"
      }
    ],
    "question": "Which location is the geographic outlier among: Bankstown, Strathfield, Auckland, Morphett Vale, Dabat?",
    "ground_truth": {
      "answer": "Dabat",
      "outlier_distance_km": 10904.1,
      "second_furthest_km": 4349.7,
      "clarity_ratio": 2.51,
      "median_distance_km": 2186.4,
      "distances_to_centroid": {
        "Bankstown": 2183.8,
        "Strathfield": 2186.4,
        "Auckland": 4349.7,
        "Morphett Vale": 1323.6,
        "Dabat": 10904.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bankstown: (-33.92°, 151.03°)",
      "  Strathfield: (-33.88°, 151.08°)",
      "  Auckland: (-36.85°, 174.76°)",
      "  Morphett Vale: (-35.13°, 138.52°)",
      "  Dabat: (12.98°, 37.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dabat: 10904.1 km from centroid",
      "  Auckland: 4349.7 km from centroid",
      "  Strathfield: 2186.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dabat",
      "FINAL ANSWER: Dabat"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -17.18889,
        "lon": -41.69472,
        "name": "Caraí"
      },
      {
        "lat": -8.87556,
        "lon": -36.36667,
        "name": "São João"
      },
      {
        "lat": 4.30079,
        "lon": -74.80754,
        "name": "Girardot City"
      },
      {
        "lat": -34.8969,
        "lon": -60.01909,
        "name": "Chivilcoy"
      },
      {
        "lat": 30.35028,
        "lon": 112.19028,
        "name": "Jingzhou"
      }
    ],
    "question": "Which location is the geographic outlier among: Caraí, São João, Girardot City, Chivilcoy, Jingzhou?",
    "ground_truth": {
      "answer": "Jingzhou",
      "outlier_distance_km": 14308.8,
      "second_furthest_km": 6163.8,
      "clarity_ratio": 2.32,
      "median_distance_km": 5250.3,
      "distances_to_centroid": {
        "Caraí": 2694.6,
        "São João": 1834.8,
        "Girardot City": 6163.8,
        "Chivilcoy": 5250.3,
        "Jingzhou": 14308.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caraí: (-17.19°, -41.69°)",
      "  São João: (-8.88°, -36.37°)",
      "  Girardot City: (4.30°, -74.81°)",
      "  Chivilcoy: (-34.90°, -60.02°)",
      "  Jingzhou: (30.35°, 112.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jingzhou: 14308.8 km from centroid",
      "  Girardot City: 6163.8 km from centroid",
      "  Chivilcoy: 5250.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jingzhou",
      "FINAL ANSWER: Jingzhou"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.95672,
        "lon": -72.79456,
        "name": "Barrancas"
      },
      {
        "lat": -22.52306,
        "lon": -44.10417,
        "name": "Volta Redonda"
      },
      {
        "lat": 1.90999,
        "lon": -75.15931,
        "name": "Puerto Rico"
      },
      {
        "lat": -23.4837,
        "lon": -46.41309,
        "name": "Jardim Helena"
      },
      {
        "lat": 16.18673,
        "lon": 75.69614,
        "name": "Bagalkot"
      }
    ],
    "question": "Which location is the geographic outlier among: Barrancas, Volta Redonda, Puerto Rico, Jardim Helena, Bagalkot?",
    "ground_truth": {
      "answer": "Bagalkot",
      "outlier_distance_km": 12060.8,
      "second_furthest_km": 4771.8,
      "clarity_ratio": 2.53,
      "median_distance_km": 4729.5,
      "distances_to_centroid": {
        "Barrancas": 4729.5,
        "Volta Redonda": 2464.8,
        "Puerto Rico": 4771.8,
        "Jardim Helena": 2685.2,
        "Bagalkot": 12060.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Barrancas: (10.96°, -72.79°)",
      "  Volta Redonda: (-22.52°, -44.10°)",
      "  Puerto Rico: (1.91°, -75.16°)",
      "  Jardim Helena: (-23.48°, -46.41°)",
      "  Bagalkot: (16.19°, 75.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bagalkot: 12060.8 km from centroid",
      "  Puerto Rico: 4771.8 km from centroid",
      "  Barrancas: 4729.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bagalkot",
      "FINAL ANSWER: Bagalkot"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.37299,
        "lon": 14.2069,
        "name": "Gamboru"
      },
      {
        "lat": 31.27133,
        "lon": 30.78617,
        "name": "Sīdī Sālim"
      },
      {
        "lat": 7.81514,
        "lon": 5.06716,
        "name": "Ijero-Ekiti"
      },
      {
        "lat": 11.48333,
        "lon": 37.58333,
        "name": "T’īs Isat"
      },
      {
        "lat": 11.55051,
        "lon": 75.62887,
        "name": "Palayad"
      }
    ],
    "question": "Which location is the geographic outlier among: Gamboru, Sīdī Sālim, Ijero-Ekiti, T’īs Isat, Palayad?",
    "ground_truth": {
      "answer": "Palayad",
      "outlier_distance_km": 4659.9,
      "second_furthest_km": 3105.7,
      "clarity_ratio": 1.5,
      "median_distance_km": 2012.5,
      "distances_to_centroid": {
        "Gamboru": 2012.5,
        "Sīdī Sālim": 1830.5,
        "Ijero-Ekiti": 3105.7,
        "T’īs Isat": 654.9,
        "Palayad": 4659.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gamboru: (12.37°, 14.21°)",
      "  Sīdī Sālim: (31.27°, 30.79°)",
      "  Ijero-Ekiti: (7.82°, 5.07°)",
      "  T’īs Isat: (11.48°, 37.58°)",
      "  Palayad: (11.55°, 75.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palayad: 4659.9 km from centroid",
      "  Ijero-Ekiti: 3105.7 km from centroid",
      "  Gamboru: 2012.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palayad",
      "FINAL ANSWER: Palayad"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.78664,
        "lon": 20.12106,
        "name": "Montagu"
      },
      {
        "lat": 7.2,
        "lon": 38.6,
        "name": "Shashamane"
      },
      {
        "lat": -26.12516,
        "lon": 28.45472,
        "name": "Etwatwa"
      },
      {
        "lat": -28.33392,
        "lon": 23.06541,
        "name": "Postmasburg"
      },
      {
        "lat": 10.4242,
        "lon": 122.9212,
        "name": "La Carlota"
      }
    ],
    "question": "Which location is the geographic outlier among: Montagu, Shashamane, Etwatwa, Postmasburg, La Carlota?",
    "ground_truth": {
      "answer": "La Carlota",
      "outlier_distance_km": 8842.1,
      "second_furthest_km": 3449.9,
      "clarity_ratio": 2.56,
      "median_distance_km": 2899.6,
      "distances_to_centroid": {
        "Montagu": 3449.9,
        "Shashamane": 2531.4,
        "Etwatwa": 2315.3,
        "Postmasburg": 2899.6,
        "La Carlota": 8842.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Montagu: (-33.79°, 20.12°)",
      "  Shashamane: (7.20°, 38.60°)",
      "  Etwatwa: (-26.13°, 28.45°)",
      "  Postmasburg: (-28.33°, 23.07°)",
      "  La Carlota: (10.42°, 122.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  La Carlota: 8842.1 km from centroid",
      "  Montagu: 3449.9 km from centroid",
      "  Postmasburg: 2899.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: La Carlota",
      "FINAL ANSWER: La Carlota"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -6.33833,
        "lon": -47.39917,
        "name": "Porto Franco"
      },
      {
        "lat": -1.35028,
        "lon": -47.57556,
        "name": "Santa Maria do Pará"
      },
      {
        "lat": -11.57139,
        "lon": -77.26722,
        "name": "Chancay"
      },
      {
        "lat": -4.25691,
        "lon": -80.88599,
        "name": "La Breita"
      },
      {
        "lat": 10.65,
        "lon": 36.21667,
        "name": "Dibate"
      }
    ],
    "question": "Which location is the geographic outlier among: Porto Franco, Santa Maria do Pará, Chancay, La Breita, Dibate?",
    "ground_truth": {
      "answer": "Dibate",
      "outlier_distance_km": 8926.0,
      "second_furthest_km": 4166.6,
      "clarity_ratio": 2.14,
      "median_distance_km": 3866.0,
      "distances_to_centroid": {
        "Porto Franco": 611.1,
        "Santa Maria do Pará": 485.4,
        "Chancay": 3866.0,
        "La Breita": 4166.6,
        "Dibate": 8926.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Porto Franco: (-6.34°, -47.40°)",
      "  Santa Maria do Pará: (-1.35°, -47.58°)",
      "  Chancay: (-11.57°, -77.27°)",
      "  La Breita: (-4.26°, -80.89°)",
      "  Dibate: (10.65°, 36.22°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dibate: 8926.0 km from centroid",
      "  La Breita: 4166.6 km from centroid",
      "  Chancay: 3866.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dibate",
      "FINAL ANSWER: Dibate"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -0.52731,
        "lon": 34.45714,
        "name": "Homa Bay"
      },
      {
        "lat": 6.01962,
        "lon": 6.91729,
        "name": "Nnewi"
      },
      {
        "lat": 12.17024,
        "lon": 6.66412,
        "name": "Gusau"
      },
      {
        "lat": -33.30422,
        "lon": 26.53276,
        "name": "Grahamstown"
      },
      {
        "lat": -38.68333,
        "lon": 176.08333,
        "name": "Taupo"
      }
    ],
    "question": "Which location is the geographic outlier among: Homa Bay, Nnewi, Gusau, Grahamstown, Taupo?",
    "ground_truth": {
      "answer": "Taupo",
      "outlier_distance_km": 12165.5,
      "second_furthest_km": 5440.6,
      "clarity_ratio": 2.24,
      "median_distance_km": 5138.2,
      "distances_to_centroid": {
        "Homa Bay": 2078.5,
        "Nnewi": 5138.2,
        "Gusau": 5440.6,
        "Grahamstown": 3465.8,
        "Taupo": 12165.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Homa Bay: (-0.53°, 34.46°)",
      "  Nnewi: (6.02°, 6.92°)",
      "  Gusau: (12.17°, 6.66°)",
      "  Grahamstown: (-33.30°, 26.53°)",
      "  Taupo: (-38.68°, 176.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Taupo: 12165.5 km from centroid",
      "  Gusau: 5440.6 km from centroid",
      "  Nnewi: 5138.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Taupo",
      "FINAL ANSWER: Taupo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.62737,
        "lon": 37.85803,
        "name": "Dzerzhinsky"
      },
      {
        "lat": 53.27096,
        "lon": 34.32143,
        "name": "Bryansk"
      },
      {
        "lat": 41.99362,
        "lon": 12.72238,
        "name": "Guidonia Montecelio"
      },
      {
        "lat": 54.39759,
        "lon": 53.25116,
        "name": "Bavly"
      },
      {
        "lat": -28.28389,
        "lon": -52.78639,
        "name": "Carazinho"
      }
    ],
    "question": "Which location is the geographic outlier among: Dzerzhinsky, Bryansk, Guidonia Montecelio, Bavly, Carazinho?",
    "ground_truth": {
      "answer": "Carazinho",
      "outlier_distance_km": 10181.8,
      "second_furthest_km": 3485.5,
      "clarity_ratio": 2.92,
      "median_distance_km": 2748.4,
      "distances_to_centroid": {
        "Dzerzhinsky": 2748.4,
        "Bryansk": 2400.8,
        "Guidonia Montecelio": 824.3,
        "Bavly": 3485.5,
        "Carazinho": 10181.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dzerzhinsky: (55.63°, 37.86°)",
      "  Bryansk: (53.27°, 34.32°)",
      "  Guidonia Montecelio: (41.99°, 12.72°)",
      "  Bavly: (54.40°, 53.25°)",
      "  Carazinho: (-28.28°, -52.79°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carazinho: 10181.8 km from centroid",
      "  Bavly: 3485.5 km from centroid",
      "  Dzerzhinsky: 2748.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carazinho",
      "FINAL ANSWER: Carazinho"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 15.49574,
        "lon": 73.82624,
        "name": "Panjim"
      },
      {
        "lat": 27.90354,
        "lon": 80.79754,
        "name": "Kheri"
      },
      {
        "lat": 35.54651,
        "lon": 139.51723,
        "name": "Aobadai"
      },
      {
        "lat": 36.52715,
        "lon": 138.08943,
        "name": "Chikuma"
      },
      {
        "lat": -7.07694,
        "lon": -41.46694,
        "name": "Picos"
      }
    ],
    "question": "Which location is the geographic outlier among: Panjim, Kheri, Aobadai, Chikuma, Picos?",
    "ground_truth": {
      "answer": "Picos",
      "outlier_distance_km": 13352.9,
      "second_furthest_km": 6088.2,
      "clarity_ratio": 2.19,
      "median_distance_km": 5955.8,
      "distances_to_centroid": {
        "Panjim": 824.9,
        "Kheri": 741.7,
        "Aobadai": 6088.2,
        "Chikuma": 5955.8,
        "Picos": 13352.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Panjim: (15.50°, 73.83°)",
      "  Kheri: (27.90°, 80.80°)",
      "  Aobadai: (35.55°, 139.52°)",
      "  Chikuma: (36.53°, 138.09°)",
      "  Picos: (-7.08°, -41.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Picos: 13352.9 km from centroid",
      "  Aobadai: 6088.2 km from centroid",
      "  Chikuma: 5955.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Picos",
      "FINAL ANSWER: Picos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.18095,
        "lon": -96.1429,
        "name": "Veracruz"
      },
      {
        "lat": 29.91465,
        "lon": -90.05396,
        "name": "Gretna"
      },
      {
        "lat": 40.62122,
        "lon": -73.93486,
        "name": "Flatlands"
      },
      {
        "lat": 42.88863,
        "lon": -88.03842,
        "name": "Franklin"
      },
      {
        "lat": 44.0038,
        "lon": 10.10674,
        "name": "Marina di Massa"
      }
    ],
    "question": "Which location is the geographic outlier among: Veracruz, Gretna, Flatlands, Franklin, Marina di Massa?",
    "ground_truth": {
      "answer": "Marina di Massa",
      "outlier_distance_km": 6475.1,
      "second_furthest_km": 3323.4,
      "clarity_ratio": 1.95,
      "median_distance_km": 2180.6,
      "distances_to_centroid": {
        "Veracruz": 3323.4,
        "Gretna": 2180.6,
        "Flatlands": 808.5,
        "Franklin": 1946.2,
        "Marina di Massa": 6475.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Veracruz: (19.18°, -96.14°)",
      "  Gretna: (29.91°, -90.05°)",
      "  Flatlands: (40.62°, -73.93°)",
      "  Franklin: (42.89°, -88.04°)",
      "  Marina di Massa: (44.00°, 10.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Marina di Massa: 6475.1 km from centroid",
      "  Veracruz: 3323.4 km from centroid",
      "  Gretna: 2180.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Marina di Massa",
      "FINAL ANSWER: Marina di Massa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.26638,
        "lon": -6.94004,
        "name": "Huelva"
      },
      {
        "lat": 54.00734,
        "lon": 37.50647,
        "name": "Shchëkino"
      },
      {
        "lat": 40.15913,
        "lon": -3.62103,
        "name": "Ciempozuelos"
      },
      {
        "lat": 48.47629,
        "lon": 8.93528,
        "name": "Rottenburg"
      },
      {
        "lat": -27.31564,
        "lon": 25.99497,
        "name": "Makwassie"
      }
    ],
    "question": "Which location is the geographic outlier among: Huelva, Shchëkino, Ciempozuelos, Rottenburg, Makwassie?",
    "ground_truth": {
      "answer": "Makwassie",
      "outlier_distance_km": 6591.6,
      "second_furthest_km": 3295.0,
      "clarity_ratio": 2.0,
      "median_distance_km": 2017.9,
      "distances_to_centroid": {
        "Huelva": 1929.6,
        "Shchëkino": 3295.0,
        "Ciempozuelos": 1799.3,
        "Rottenburg": 2017.9,
        "Makwassie": 6591.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Huelva: (37.27°, -6.94°)",
      "  Shchëkino: (54.01°, 37.51°)",
      "  Ciempozuelos: (40.16°, -3.62°)",
      "  Rottenburg: (48.48°, 8.94°)",
      "  Makwassie: (-27.32°, 25.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Makwassie: 6591.6 km from centroid",
      "  Shchëkino: 3295.0 km from centroid",
      "  Rottenburg: 2017.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Makwassie",
      "FINAL ANSWER: Makwassie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.85,
        "lon": 37.48333,
        "name": "Levoberezhnyy"
      },
      {
        "lat": 57.00816,
        "lon": 61.46344,
        "name": "Asbest"
      },
      {
        "lat": 52.85435,
        "lon": 11.1525,
        "name": "Salzwedel"
      },
      {
        "lat": 56.50718,
        "lon": 56.07707,
        "name": "Chernushka"
      },
      {
        "lat": 9.82564,
        "lon": 78.25795,
        "name": "Tiruppuvanam"
      }
    ],
    "question": "Which location is the geographic outlier among: Levoberezhnyy, Asbest, Salzwedel, Chernushka, Tiruppuvanam?",
    "ground_truth": {
      "answer": "Tiruppuvanam",
      "outlier_distance_km": 4926.2,
      "second_furthest_km": 2775.4,
      "clarity_ratio": 1.77,
      "median_distance_km": 1458.0,
      "distances_to_centroid": {
        "Levoberezhnyy": 1313.8,
        "Asbest": 1458.0,
        "Salzwedel": 2775.4,
        "Chernushka": 1226.8,
        "Tiruppuvanam": 4926.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Levoberezhnyy: (55.85°, 37.48°)",
      "  Asbest: (57.01°, 61.46°)",
      "  Salzwedel: (52.85°, 11.15°)",
      "  Chernushka: (56.51°, 56.08°)",
      "  Tiruppuvanam: (9.83°, 78.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tiruppuvanam: 4926.2 km from centroid",
      "  Salzwedel: 2775.4 km from centroid",
      "  Asbest: 1458.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tiruppuvanam",
      "FINAL ANSWER: Tiruppuvanam"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.61667,
        "lon": 39.5,
        "name": "Gobēsa"
      },
      {
        "lat": 6.41919,
        "lon": 45.85251,
        "name": "Raqo"
      },
      {
        "lat": -26.12516,
        "lon": 28.45472,
        "name": "Etwatwa"
      },
      {
        "lat": 5.10535,
        "lon": -1.2466,
        "name": "Cape Coast"
      },
      {
        "lat": -46.4,
        "lon": 168.35,
        "name": "Invercargill"
      }
    ],
    "question": "Which location is the geographic outlier among: Gobēsa, Raqo, Etwatwa, Cape Coast, Invercargill?",
    "ground_truth": {
      "answer": "Invercargill",
      "outlier_distance_km": 10783.8,
      "second_furthest_km": 6594.6,
      "clarity_ratio": 1.64,
      "median_distance_km": 3379.8,
      "distances_to_centroid": {
        "Gobēsa": 2747.1,
        "Raqo": 2218.4,
        "Etwatwa": 3379.8,
        "Cape Coast": 6594.6,
        "Invercargill": 10783.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gobēsa: (7.62°, 39.50°)",
      "  Raqo: (6.42°, 45.85°)",
      "  Etwatwa: (-26.13°, 28.45°)",
      "  Cape Coast: (5.11°, -1.25°)",
      "  Invercargill: (-46.40°, 168.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Invercargill: 10783.8 km from centroid",
      "  Cape Coast: 6594.6 km from centroid",
      "  Etwatwa: 3379.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Invercargill",
      "FINAL ANSWER: Invercargill"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.22886,
        "lon": 31.48149,
        "name": "Al-'Ubūr"
      },
      {
        "lat": 11.01537,
        "lon": 6.78036,
        "name": "Sofo-Birnin-Gwari"
      },
      {
        "lat": 5.18194,
        "lon": 7.71481,
        "name": "Ikot Ekpene"
      },
      {
        "lat": 7.28889,
        "lon": 36.24167,
        "name": "Bonga"
      },
      {
        "lat": 39.88423,
        "lon": -82.7535,
        "name": "Pickerington"
      }
    ],
    "question": "Which location is the geographic outlier among: Al-'Ubūr, Sofo-Birnin-Gwari, Ikot Ekpene, Bonga, Pickerington?",
    "ground_truth": {
      "answer": "Pickerington",
      "outlier_distance_km": 8074.2,
      "second_furthest_km": 4127.6,
      "clarity_ratio": 1.96,
      "median_distance_km": 3428.7,
      "distances_to_centroid": {
        "Al-'Ubūr": 3428.7,
        "Sofo-Birnin-Gwari": 1131.7,
        "Ikot Ekpene": 1728.1,
        "Bonga": 4127.6,
        "Pickerington": 8074.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Al-'Ubūr: (30.23°, 31.48°)",
      "  Sofo-Birnin-Gwari: (11.02°, 6.78°)",
      "  Ikot Ekpene: (5.18°, 7.71°)",
      "  Bonga: (7.29°, 36.24°)",
      "  Pickerington: (39.88°, -82.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pickerington: 8074.2 km from centroid",
      "  Bonga: 4127.6 km from centroid",
      "  Al-'Ubūr: 3428.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pickerington",
      "FINAL ANSWER: Pickerington"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.79025,
        "lon": 10.95509,
        "name": "Blankenburg"
      },
      {
        "lat": 50.78773,
        "lon": -0.97697,
        "name": "South Hayling"
      },
      {
        "lat": 52.5876,
        "lon": 39.55151,
        "name": "Lipetsk"
      },
      {
        "lat": 39.08077,
        "lon": 17.12764,
        "name": "Crotone"
      },
      {
        "lat": 8.58165,
        "lon": 76.92242,
        "name": "Uliyazhathura"
      }
    ],
    "question": "Which location is the geographic outlier among: Blankenburg, South Hayling, Lipetsk, Crotone, Uliyazhathura?",
    "ground_truth": {
      "answer": "Uliyazhathura",
      "outlier_distance_km": 5926.5,
      "second_furthest_km": 2548.3,
      "clarity_ratio": 2.33,
      "median_distance_km": 1842.4,
      "distances_to_centroid": {
        "Blankenburg": 1842.4,
        "South Hayling": 2548.3,
        "Lipetsk": 1568.7,
        "Crotone": 1002.6,
        "Uliyazhathura": 5926.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Blankenburg: (51.79°, 10.96°)",
      "  South Hayling: (50.79°, -0.98°)",
      "  Lipetsk: (52.59°, 39.55°)",
      "  Crotone: (39.08°, 17.13°)",
      "  Uliyazhathura: (8.58°, 76.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Uliyazhathura: 5926.5 km from centroid",
      "  South Hayling: 2548.3 km from centroid",
      "  Blankenburg: 1842.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Uliyazhathura",
      "FINAL ANSWER: Uliyazhathura"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.56013,
        "lon": 7.78715,
        "name": "Rheinfelden"
      },
      {
        "lat": 50.10068,
        "lon": 11.45032,
        "name": "Kulmbach"
      },
      {
        "lat": 51.15914,
        "lon": 11.11524,
        "name": "Sömmerda"
      },
      {
        "lat": 50.9466,
        "lon": 17.2926,
        "name": "Oława"
      },
      {
        "lat": 42.1103,
        "lon": -88.03424,
        "name": "Palatine"
      }
    ],
    "question": "Which location is the geographic outlier among: Rheinfelden, Kulmbach, Sömmerda, Oława, Palatine?",
    "ground_truth": {
      "answer": "Palatine",
      "outlier_distance_km": 6009.2,
      "second_furthest_km": 1838.9,
      "clarity_ratio": 3.27,
      "median_distance_km": 1426.5,
      "distances_to_centroid": {
        "Rheinfelden": 1182.5,
        "Kulmbach": 1426.5,
        "Sömmerda": 1408.4,
        "Oława": 1838.9,
        "Palatine": 6009.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rheinfelden: (47.56°, 7.79°)",
      "  Kulmbach: (50.10°, 11.45°)",
      "  Sömmerda: (51.16°, 11.12°)",
      "  Oława: (50.95°, 17.29°)",
      "  Palatine: (42.11°, -88.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palatine: 6009.2 km from centroid",
      "  Oława: 1838.9 km from centroid",
      "  Kulmbach: 1426.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palatine",
      "FINAL ANSWER: Palatine"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -9.29532,
        "lon": -75.99574,
        "name": "Tingo María"
      },
      {
        "lat": -9.56722,
        "lon": -48.39167,
        "name": "Miracema do Tocantins"
      },
      {
        "lat": -2.99,
        "lon": -65.10833,
        "name": "Uarini"
      },
      {
        "lat": 8.27515,
        "lon": -76.37641,
        "name": "San Pedro de Urabá"
      },
      {
        "lat": 41.90003,
        "lon": -87.6345,
        "name": "Near North Side"
      }
    ],
    "question": "Which location is the geographic outlier among: Tingo María, Miracema do Tocantins, Uarini, San Pedro de Urabá, Near North Side?",
    "ground_truth": {
      "answer": "Near North Side",
      "outlier_distance_km": 4363.5,
      "second_furthest_km": 2996.5,
      "clarity_ratio": 1.46,
      "median_distance_km": 1763.9,
      "distances_to_centroid": {
        "Tingo María": 1763.9,
        "Miracema do Tocantins": 2996.5,
        "Uarini": 1145.4,
        "San Pedro de Urabá": 690.3,
        "Near North Side": 4363.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tingo María: (-9.30°, -76.00°)",
      "  Miracema do Tocantins: (-9.57°, -48.39°)",
      "  Uarini: (-2.99°, -65.11°)",
      "  San Pedro de Urabá: (8.28°, -76.38°)",
      "  Near North Side: (41.90°, -87.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Near North Side: 4363.5 km from centroid",
      "  Miracema do Tocantins: 2996.5 km from centroid",
      "  Tingo María: 1763.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Near North Side",
      "FINAL ANSWER: Near North Side"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -19.31111,
        "lon": -46.04889,
        "name": "São Gotardo"
      },
      {
        "lat": 9.23648,
        "lon": -75.8135,
        "name": "Lorica"
      },
      {
        "lat": -24.00583,
        "lon": -46.40278,
        "name": "Praia Grande"
      },
      {
        "lat": -22.76417,
        "lon": -43.39944,
        "name": "Belford Roxo"
      },
      {
        "lat": 40.38524,
        "lon": -3.63726,
        "name": "Palomeras Sureste"
      }
    ],
    "question": "Which location is the geographic outlier among: São Gotardo, Lorica, Praia Grande, Belford Roxo, Palomeras Sureste?",
    "ground_truth": {
      "answer": "Palomeras Sureste",
      "outlier_distance_km": 6295.6,
      "second_furthest_km": 3887.7,
      "clarity_ratio": 1.62,
      "median_distance_km": 2331.1,
      "distances_to_centroid": {
        "São Gotardo": 1810.6,
        "Lorica": 3887.7,
        "Praia Grande": 2331.1,
        "Belford Roxo": 2165.5,
        "Palomeras Sureste": 6295.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  São Gotardo: (-19.31°, -46.05°)",
      "  Lorica: (9.24°, -75.81°)",
      "  Praia Grande: (-24.01°, -46.40°)",
      "  Belford Roxo: (-22.76°, -43.40°)",
      "  Palomeras Sureste: (40.39°, -3.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palomeras Sureste: 6295.6 km from centroid",
      "  Lorica: 3887.7 km from centroid",
      "  Praia Grande: 2331.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palomeras Sureste",
      "FINAL ANSWER: Palomeras Sureste"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.96669,
        "lon": 8.70632,
        "name": "Ikom"
      },
      {
        "lat": 10.89469,
        "lon": -1.09083,
        "name": "Navrongo"
      },
      {
        "lat": 27.04514,
        "lon": 31.31845,
        "name": "Abū Tīj"
      },
      {
        "lat": 6.6584,
        "lon": 8.79923,
        "name": "Ogoja"
      },
      {
        "lat": 13.9,
        "lon": 99.76667,
        "name": "Tha Maka"
      }
    ],
    "question": "Which location is the geographic outlier among: Ikom, Navrongo, Abū Tīj, Ogoja, Tha Maka?",
    "ground_truth": {
      "answer": "Tha Maka",
      "outlier_distance_km": 7571.6,
      "second_furthest_km": 3334.0,
      "clarity_ratio": 2.27,
      "median_distance_km": 2405.7,
      "distances_to_centroid": {
        "Ikom": 2405.7,
        "Navrongo": 3334.0,
        "Abū Tīj": 1585.0,
        "Ogoja": 2370.5,
        "Tha Maka": 7571.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ikom: (5.97°, 8.71°)",
      "  Navrongo: (10.89°, -1.09°)",
      "  Abū Tīj: (27.05°, 31.32°)",
      "  Ogoja: (6.66°, 8.80°)",
      "  Tha Maka: (13.90°, 99.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tha Maka: 7571.6 km from centroid",
      "  Navrongo: 3334.0 km from centroid",
      "  Ikom: 2405.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tha Maka",
      "FINAL ANSWER: Tha Maka"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.0631,
        "lon": 73.82304,
        "name": "Mūndwa"
      },
      {
        "lat": 24.59916,
        "lon": 74.86261,
        "name": "Jāwad"
      },
      {
        "lat": 8.88113,
        "lon": 76.58469,
        "name": "Kollam"
      },
      {
        "lat": 27.55607,
        "lon": 77.78972,
        "name": "Rāya"
      },
      {
        "lat": -22.45389,
        "lon": -43.46889,
        "name": "Miguel Pereira"
      }
    ],
    "question": "Which location is the geographic outlier among: Mūndwa, Jāwad, Kollam, Rāya, Miguel Pereira?",
    "ground_truth": {
      "answer": "Miguel Pereira",
      "outlier_distance_km": 11104.0,
      "second_furthest_km": 3127.2,
      "clarity_ratio": 3.55,
      "median_distance_km": 2754.8,
      "distances_to_centroid": {
        "Mūndwa": 2754.8,
        "Jāwad": 2724.1,
        "Kollam": 2732.0,
        "Rāya": 3127.2,
        "Miguel Pereira": 11104.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mūndwa: (27.06°, 73.82°)",
      "  Jāwad: (24.60°, 74.86°)",
      "  Kollam: (8.88°, 76.58°)",
      "  Rāya: (27.56°, 77.79°)",
      "  Miguel Pereira: (-22.45°, -43.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Miguel Pereira: 11104.0 km from centroid",
      "  Rāya: 3127.2 km from centroid",
      "  Mūndwa: 2754.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Miguel Pereira",
      "FINAL ANSWER: Miguel Pereira"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.47418,
        "lon": 100.12218,
        "name": "Suphan Buri"
      },
      {
        "lat": 17.24767,
        "lon": 80.14368,
        "name": "Khammam"
      },
      {
        "lat": -7.47056,
        "lon": 110.21778,
        "name": "Magelang"
      },
      {
        "lat": 35.76666,
        "lon": 139.77137,
        "name": "Ōgi"
      },
      {
        "lat": 6.41222,
        "lon": 4.0947,
        "name": "Lekki"
      }
    ],
    "question": "Which location is the geographic outlier among: Suphan Buri, Khammam, Magelang, Ōgi, Lekki?",
    "ground_truth": {
      "answer": "Lekki",
      "outlier_distance_km": 9065.7,
      "second_furthest_km": 5822.5,
      "clarity_ratio": 1.56,
      "median_distance_km": 3460.5,
      "distances_to_centroid": {
        "Suphan Buri": 1436.4,
        "Khammam": 845.2,
        "Magelang": 3460.5,
        "Ōgi": 5822.5,
        "Lekki": 9065.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Suphan Buri: (14.47°, 100.12°)",
      "  Khammam: (17.25°, 80.14°)",
      "  Magelang: (-7.47°, 110.22°)",
      "  Ōgi: (35.77°, 139.77°)",
      "  Lekki: (6.41°, 4.09°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lekki: 9065.7 km from centroid",
      "  Ōgi: 5822.5 km from centroid",
      "  Magelang: 3460.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lekki",
      "FINAL ANSWER: Lekki"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.30337,
        "lon": -0.61383,
        "name": "Mayenne"
      },
      {
        "lat": 51.09954,
        "lon": 14.66738,
        "name": "Löbau"
      },
      {
        "lat": 48.65412,
        "lon": 2.39343,
        "name": "Grigny"
      },
      {
        "lat": 48.47629,
        "lon": 8.93528,
        "name": "Rottenburg"
      },
      {
        "lat": 23.25469,
        "lon": 77.40289,
        "name": "Bhopal"
      }
    ],
    "question": "Which location is the geographic outlier among: Mayenne, Löbau, Grigny, Rottenburg, Bhopal?",
    "ground_truth": {
      "answer": "Bhopal",
      "outlier_distance_km": 5618.0,
      "second_furthest_km": 1695.2,
      "clarity_ratio": 3.31,
      "median_distance_km": 1485.3,
      "distances_to_centroid": {
        "Mayenne": 1695.2,
        "Löbau": 908.3,
        "Grigny": 1485.3,
        "Rottenburg": 1024.1,
        "Bhopal": 5618.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mayenne: (48.30°, -0.61°)",
      "  Löbau: (51.10°, 14.67°)",
      "  Grigny: (48.65°, 2.39°)",
      "  Rottenburg: (48.48°, 8.94°)",
      "  Bhopal: (23.25°, 77.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bhopal: 5618.0 km from centroid",
      "  Mayenne: 1695.2 km from centroid",
      "  Grigny: 1485.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bhopal",
      "FINAL ANSWER: Bhopal"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.57194,
        "lon": -44.62083,
        "name": "Trizidela do Vale"
      },
      {
        "lat": -22.9527,
        "lon": -46.54418,
        "name": "Bragança Paulista"
      },
      {
        "lat": -7.23056,
        "lon": -35.88111,
        "name": "Campina Grande"
      },
      {
        "lat": 5.69188,
        "lon": -76.65835,
        "name": "Quibdó"
      },
      {
        "lat": 26.65817,
        "lon": 31.67137,
        "name": "Sāqultah"
      }
    ],
    "question": "Which location is the geographic outlier among: Trizidela do Vale, Bragança Paulista, Campina Grande, Quibdó, Sāqultah?",
    "ground_truth": {
      "answer": "Sāqultah",
      "outlier_distance_km": 7670.8,
      "second_furthest_km": 4740.7,
      "clarity_ratio": 1.62,
      "median_distance_km": 2822.1,
      "distances_to_centroid": {
        "Trizidela do Vale": 1222.2,
        "Bragança Paulista": 2822.1,
        "Campina Grande": 768.1,
        "Quibdó": 4740.7,
        "Sāqultah": 7670.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Trizidela do Vale: (-4.57°, -44.62°)",
      "  Bragança Paulista: (-22.95°, -46.54°)",
      "  Campina Grande: (-7.23°, -35.88°)",
      "  Quibdó: (5.69°, -76.66°)",
      "  Sāqultah: (26.66°, 31.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sāqultah: 7670.8 km from centroid",
      "  Quibdó: 4740.7 km from centroid",
      "  Bragança Paulista: 2822.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sāqultah",
      "FINAL ANSWER: Sāqultah"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.00954,
        "lon": -74.17292,
        "name": "Wyckoff"
      },
      {
        "lat": 30.00354,
        "lon": -91.81873,
        "name": "New Iberia"
      },
      {
        "lat": 16.7075,
        "lon": -93.01216,
        "name": "Chiapa de Corzo"
      },
      {
        "lat": 25.62177,
        "lon": -80.32477,
        "name": "Palmetto Bay"
      },
      {
        "lat": 14.54519,
        "lon": 77.10552,
        "name": "Kalyandurg"
      }
    ],
    "question": "Which location is the geographic outlier among: Wyckoff, New Iberia, Chiapa de Corzo, Palmetto Bay, Kalyandurg?",
    "ground_truth": {
      "answer": "Kalyandurg",
      "outlier_distance_km": 12963.6,
      "second_furthest_km": 4303.7,
      "clarity_ratio": 3.01,
      "median_distance_km": 3885.5,
      "distances_to_centroid": {
        "Wyckoff": 2636.5,
        "New Iberia": 3885.5,
        "Chiapa de Corzo": 4303.7,
        "Palmetto Bay": 2790.6,
        "Kalyandurg": 12963.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wyckoff: (41.01°, -74.17°)",
      "  New Iberia: (30.00°, -91.82°)",
      "  Chiapa de Corzo: (16.71°, -93.01°)",
      "  Palmetto Bay: (25.62°, -80.32°)",
      "  Kalyandurg: (14.55°, 77.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kalyandurg: 12963.6 km from centroid",
      "  Chiapa de Corzo: 4303.7 km from centroid",
      "  New Iberia: 3885.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kalyandurg",
      "FINAL ANSWER: Kalyandurg"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.37329,
        "lon": -119.01871,
        "name": "Bakersfield"
      },
      {
        "lat": 42.50982,
        "lon": -70.94949,
        "name": "South Peabody"
      },
      {
        "lat": 44.05207,
        "lon": -123.08675,
        "name": "Eugene"
      },
      {
        "lat": 47.03426,
        "lon": -122.82319,
        "name": "Lacey"
      },
      {
        "lat": -26.33172,
        "lon": 26.32065,
        "name": "Coligny"
      }
    ],
    "question": "Which location is the geographic outlier among: Bakersfield, South Peabody, Eugene, Lacey, Coligny?",
    "ground_truth": {
      "answer": "Coligny",
      "outlier_distance_km": 13039.9,
      "second_furthest_km": 4078.4,
      "clarity_ratio": 3.2,
      "median_distance_km": 4021.0,
      "distances_to_centroid": {
        "Bakersfield": 3561.2,
        "South Peabody": 1840.7,
        "Eugene": 4021.0,
        "Lacey": 4078.4,
        "Coligny": 13039.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bakersfield: (35.37°, -119.02°)",
      "  South Peabody: (42.51°, -70.95°)",
      "  Eugene: (44.05°, -123.09°)",
      "  Lacey: (47.03°, -122.82°)",
      "  Coligny: (-26.33°, 26.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Coligny: 13039.9 km from centroid",
      "  Lacey: 4078.4 km from centroid",
      "  Eugene: 4021.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Coligny",
      "FINAL ANSWER: Coligny"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.8162,
        "lon": 2.31393,
        "name": "Montrouge"
      },
      {
        "lat": 40.46396,
        "lon": -3.63625,
        "name": "Canillas"
      },
      {
        "lat": 53.26023,
        "lon": -2.12564,
        "name": "Macclesfield"
      },
      {
        "lat": 43.18493,
        "lon": -2.47158,
        "name": "Eibar"
      },
      {
        "lat": 35.74788,
        "lon": -95.36969,
        "name": "Muskogee"
      }
    ],
    "question": "Which location is the geographic outlier among: Montrouge, Canillas, Macclesfield, Eibar, Muskogee?",
    "ground_truth": {
      "answer": "Muskogee",
      "outlier_distance_km": 6241.9,
      "second_furthest_km": 1790.1,
      "clarity_ratio": 3.49,
      "median_distance_km": 1653.2,
      "distances_to_centroid": {
        "Montrouge": 1790.1,
        "Canillas": 1427.3,
        "Macclesfield": 1653.2,
        "Eibar": 1431.4,
        "Muskogee": 6241.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Montrouge: (48.82°, 2.31°)",
      "  Canillas: (40.46°, -3.64°)",
      "  Macclesfield: (53.26°, -2.13°)",
      "  Eibar: (43.18°, -2.47°)",
      "  Muskogee: (35.75°, -95.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Muskogee: 6241.9 km from centroid",
      "  Montrouge: 1790.1 km from centroid",
      "  Macclesfield: 1653.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Muskogee",
      "FINAL ANSWER: Muskogee"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.58294,
        "lon": 21.54779,
        "name": "Kozienice"
      },
      {
        "lat": 49.24762,
        "lon": 11.09111,
        "name": "Roth"
      },
      {
        "lat": 48.10881,
        "lon": 11.72653,
        "name": "Haar"
      },
      {
        "lat": 39.50263,
        "lon": -0.44079,
        "name": "Paterna"
      },
      {
        "lat": 27.73976,
        "lon": 75.78652,
        "name": "Neem ka Thana"
      }
    ],
    "question": "Which location is the geographic outlier among: Kozienice, Roth, Haar, Paterna, Neem ka Thana?",
    "ground_truth": {
      "answer": "Neem ka Thana",
      "outlier_distance_km": 4912.1,
      "second_furthest_km": 2068.8,
      "clarity_ratio": 2.37,
      "median_distance_km": 1190.6,
      "distances_to_centroid": {
        "Kozienice": 945.3,
        "Roth": 1190.6,
        "Haar": 1091.1,
        "Paterna": 2068.8,
        "Neem ka Thana": 4912.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kozienice: (51.58°, 21.55°)",
      "  Roth: (49.25°, 11.09°)",
      "  Haar: (48.11°, 11.73°)",
      "  Paterna: (39.50°, -0.44°)",
      "  Neem ka Thana: (27.74°, 75.79°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Neem ka Thana: 4912.1 km from centroid",
      "  Paterna: 2068.8 km from centroid",
      "  Roth: 1190.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Neem ka Thana",
      "FINAL ANSWER: Neem ka Thana"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.3171,
        "lon": 153.03097,
        "name": "Bracken Ridge"
      },
      {
        "lat": -35.02692,
        "lon": 117.88369,
        "name": "Albany"
      },
      {
        "lat": -28.00029,
        "lon": 153.43088,
        "name": "Gold Coast"
      },
      {
        "lat": -27.49325,
        "lon": 153.05826,
        "name": "Coorparoo"
      },
      {
        "lat": 10.98133,
        "lon": 8.05749,
        "name": "Soba"
      }
    ],
    "question": "Which location is the geographic outlier among: Bracken Ridge, Albany, Gold Coast, Coorparoo, Soba?",
    "ground_truth": {
      "answer": "Soba",
      "outlier_distance_km": 12405.6,
      "second_furthest_km": 3730.5,
      "clarity_ratio": 3.33,
      "median_distance_km": 3691.0,
      "distances_to_centroid": {
        "Bracken Ridge": 3687.5,
        "Albany": 1520.4,
        "Gold Coast": 3730.5,
        "Coorparoo": 3691.0,
        "Soba": 12405.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bracken Ridge: (-27.32°, 153.03°)",
      "  Albany: (-35.03°, 117.88°)",
      "  Gold Coast: (-28.00°, 153.43°)",
      "  Coorparoo: (-27.49°, 153.06°)",
      "  Soba: (10.98°, 8.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Soba: 12405.6 km from centroid",
      "  Gold Coast: 3730.5 km from centroid",
      "  Coorparoo: 3691.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Soba",
      "FINAL ANSWER: Soba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.61082,
        "lon": -58.481,
        "name": "Villa Santa Rita"
      },
      {
        "lat": -21.12,
        "lon": -42.94278,
        "name": "Ubá"
      },
      {
        "lat": -27.05452,
        "lon": -65.40189,
        "name": "Famaillá"
      },
      {
        "lat": -8.28333,
        "lon": -35.97611,
        "name": "Caruaru"
      },
      {
        "lat": 40.753,
        "lon": -73.2602,
        "name": "North Bay Shore"
      }
    ],
    "question": "Which location is the geographic outlier among: Villa Santa Rita, Ubá, Famaillá, Caruaru, North Bay Shore?",
    "ground_truth": {
      "answer": "North Bay Shore",
      "outlier_distance_km": 5946.6,
      "second_furthest_km": 2749.7,
      "clarity_ratio": 2.16,
      "median_distance_km": 2170.6,
      "distances_to_centroid": {
        "Villa Santa Rita": 2749.7,
        "Ubá": 1797.6,
        "Famaillá": 2170.6,
        "Caruaru": 2120.5,
        "North Bay Shore": 5946.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Villa Santa Rita: (-34.61°, -58.48°)",
      "  Ubá: (-21.12°, -42.94°)",
      "  Famaillá: (-27.05°, -65.40°)",
      "  Caruaru: (-8.28°, -35.98°)",
      "  North Bay Shore: (40.75°, -73.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  North Bay Shore: 5946.6 km from centroid",
      "  Villa Santa Rita: 2749.7 km from centroid",
      "  Famaillá: 2170.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: North Bay Shore",
      "FINAL ANSWER: North Bay Shore"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.2173,
        "lon": -80.22588,
        "name": "North Lauderdale"
      },
      {
        "lat": 32.47098,
        "lon": -85.00077,
        "name": "Phenix City"
      },
      {
        "lat": 39.83665,
        "lon": -105.0372,
        "name": "Westminster"
      },
      {
        "lat": 42.29732,
        "lon": -71.43701,
        "name": "Framingham Center"
      },
      {
        "lat": 50.17058,
        "lon": 12.13054,
        "name": "Selb"
      }
    ],
    "question": "Which location is the geographic outlier among: North Lauderdale, Phenix City, Westminster, Framingham Center, Selb?",
    "ground_truth": {
      "answer": "Selb",
      "outlier_distance_km": 6072.2,
      "second_furthest_km": 3357.9,
      "clarity_ratio": 1.81,
      "median_distance_km": 1889.7,
      "distances_to_centroid": {
        "North Lauderdale": 1889.7,
        "Phenix City": 1840.6,
        "Westminster": 3357.9,
        "Framingham Center": 653.5,
        "Selb": 6072.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  North Lauderdale: (26.22°, -80.23°)",
      "  Phenix City: (32.47°, -85.00°)",
      "  Westminster: (39.84°, -105.04°)",
      "  Framingham Center: (42.30°, -71.44°)",
      "  Selb: (50.17°, 12.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Selb: 6072.2 km from centroid",
      "  Westminster: 3357.9 km from centroid",
      "  North Lauderdale: 1889.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Selb",
      "FINAL ANSWER: Selb"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.9677,
        "lon": 151.10149,
        "name": "Hurstville"
      },
      {
        "lat": -44.39672,
        "lon": 171.25364,
        "name": "Timaru"
      },
      {
        "lat": -41.05584,
        "lon": 145.90375,
        "name": "Burnie"
      },
      {
        "lat": -31.89578,
        "lon": 115.76431,
        "name": "Scarborough"
      },
      {
        "lat": 10.85953,
        "lon": -74.77386,
        "name": "Malambo"
      }
    ],
    "question": "Which location is the geographic outlier among: Hurstville, Timaru, Burnie, Scarborough, Malambo?",
    "ground_truth": {
      "answer": "Malambo",
      "outlier_distance_km": 18066.9,
      "second_furthest_km": 6288.3,
      "clarity_ratio": 2.87,
      "median_distance_km": 4693.7,
      "distances_to_centroid": {
        "Hurstville": 4693.7,
        "Timaru": 6288.3,
        "Burnie": 4232.1,
        "Scarborough": 1403.9,
        "Malambo": 18066.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hurstville: (-33.97°, 151.10°)",
      "  Timaru: (-44.40°, 171.25°)",
      "  Burnie: (-41.06°, 145.90°)",
      "  Scarborough: (-31.90°, 115.76°)",
      "  Malambo: (10.86°, -74.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Malambo: 18066.9 km from centroid",
      "  Timaru: 6288.3 km from centroid",
      "  Hurstville: 4693.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Malambo",
      "FINAL ANSWER: Malambo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.60623,
        "lon": 135.04429,
        "name": "Kyōtango"
      },
      {
        "lat": 34.50355,
        "lon": 109.50891,
        "name": "Weinan"
      },
      {
        "lat": 45.40944,
        "lon": 141.67389,
        "name": "Wakkanai"
      },
      {
        "lat": 38.04139,
        "lon": 114.47861,
        "name": "Shijiazhuang"
      },
      {
        "lat": 53.14515,
        "lon": -2.36251,
        "name": "Sandbach"
      }
    ],
    "question": "Which location is the geographic outlier among: Kyōtango, Weinan, Wakkanai, Shijiazhuang, Sandbach?",
    "ground_truth": {
      "answer": "Sandbach",
      "outlier_distance_km": 7142.7,
      "second_furthest_km": 3386.0,
      "clarity_ratio": 2.11,
      "median_distance_km": 3122.3,
      "distances_to_centroid": {
        "Kyōtango": 3122.3,
        "Weinan": 1148.9,
        "Wakkanai": 3386.0,
        "Shijiazhuang": 1317.4,
        "Sandbach": 7142.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kyōtango: (35.61°, 135.04°)",
      "  Weinan: (34.50°, 109.51°)",
      "  Wakkanai: (45.41°, 141.67°)",
      "  Shijiazhuang: (38.04°, 114.48°)",
      "  Sandbach: (53.15°, -2.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sandbach: 7142.7 km from centroid",
      "  Wakkanai: 3386.0 km from centroid",
      "  Kyōtango: 3122.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sandbach",
      "FINAL ANSWER: Sandbach"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.41222,
        "lon": -42.19667,
        "name": "Miracema"
      },
      {
        "lat": -37.71893,
        "lon": -72.24099,
        "name": "Mulchén"
      },
      {
        "lat": -12.36333,
        "lon": -44.97333,
        "name": "São Desidério"
      },
      {
        "lat": -21.83861,
        "lon": -44.80833,
        "name": "Cruzília"
      },
      {
        "lat": 16.68393,
        "lon": -93.71814,
        "name": "Cintalapa de Figueroa"
      }
    ],
    "question": "Which location is the geographic outlier among: Miracema, Mulchén, São Desidério, Cruzília, Cintalapa de Figueroa?",
    "ground_truth": {
      "answer": "Cintalapa de Figueroa",
      "outlier_distance_km": 5166.6,
      "second_furthest_km": 2783.2,
      "clarity_ratio": 1.86,
      "median_distance_km": 1954.1,
      "distances_to_centroid": {
        "Miracema": 1954.1,
        "Mulchén": 2783.2,
        "São Desidério": 1611.5,
        "Cruzília": 1716.2,
        "Cintalapa de Figueroa": 5166.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Miracema: (-21.41°, -42.20°)",
      "  Mulchén: (-37.72°, -72.24°)",
      "  São Desidério: (-12.36°, -44.97°)",
      "  Cruzília: (-21.84°, -44.81°)",
      "  Cintalapa de Figueroa: (16.68°, -93.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cintalapa de Figueroa: 5166.6 km from centroid",
      "  Mulchén: 2783.2 km from centroid",
      "  Miracema: 1954.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cintalapa de Figueroa",
      "FINAL ANSWER: Cintalapa de Figueroa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.07222,
        "lon": 75.99607,
        "name": "Dirba"
      },
      {
        "lat": 21.0,
        "lon": 105.83333,
        "name": "Trung Phụng"
      },
      {
        "lat": 10.95818,
        "lon": 76.92013,
        "name": "Rāmachettipālaiyam"
      },
      {
        "lat": 13.7775,
        "lon": 100.51977,
        "name": "Dusit"
      },
      {
        "lat": -30.20672,
        "lon": 30.79641,
        "name": "eMkhomazi"
      }
    ],
    "question": "Which location is the geographic outlier among: Dirba, Trung Phụng, Rāmachettipālaiyam, Dusit, eMkhomazi?",
    "ground_truth": {
      "answer": "eMkhomazi",
      "outlier_distance_km": 6672.9,
      "second_furthest_km": 3258.4,
      "clarity_ratio": 2.05,
      "median_distance_km": 2505.5,
      "distances_to_centroid": {
        "Dirba": 2339.2,
        "Trung Phụng": 3258.4,
        "Rāmachettipālaiyam": 236.8,
        "Dusit": 2505.5,
        "eMkhomazi": 6672.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dirba: (30.07°, 76.00°)",
      "  Trung Phụng: (21.00°, 105.83°)",
      "  Rāmachettipālaiyam: (10.96°, 76.92°)",
      "  Dusit: (13.78°, 100.52°)",
      "  eMkhomazi: (-30.21°, 30.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  eMkhomazi: 6672.9 km from centroid",
      "  Trung Phụng: 3258.4 km from centroid",
      "  Dusit: 2505.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: eMkhomazi",
      "FINAL ANSWER: eMkhomazi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.85,
        "lon": 151.03333,
        "name": "Auburn"
      },
      {
        "lat": -33.95,
        "lon": 151.13333,
        "name": "Rockdale"
      },
      {
        "lat": -32.5269,
        "lon": 115.7217,
        "name": "Mandurah"
      },
      {
        "lat": -38.65333,
        "lon": 178.00417,
        "name": "Gisborne"
      },
      {
        "lat": 20.9,
        "lon": 105.58333,
        "name": "Xuân Mai"
      }
    ],
    "question": "Which location is the geographic outlier among: Auburn, Rockdale, Mandurah, Gisborne, Xuân Mai?",
    "ground_truth": {
      "answer": "Xuân Mai",
      "outlier_distance_km": 6215.2,
      "second_furthest_km": 3923.4,
      "clarity_ratio": 1.58,
      "median_distance_km": 2598.6,
      "distances_to_centroid": {
        "Auburn": 1544.3,
        "Rockdale": 1558.7,
        "Mandurah": 2598.6,
        "Gisborne": 3923.4,
        "Xuân Mai": 6215.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Auburn: (-33.85°, 151.03°)",
      "  Rockdale: (-33.95°, 151.13°)",
      "  Mandurah: (-32.53°, 115.72°)",
      "  Gisborne: (-38.65°, 178.00°)",
      "  Xuân Mai: (20.90°, 105.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Xuân Mai: 6215.2 km from centroid",
      "  Gisborne: 3923.4 km from centroid",
      "  Mandurah: 2598.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Xuân Mai",
      "FINAL ANSWER: Xuân Mai"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.9236,
        "lon": 22.22706,
        "name": "Kraśnik"
      },
      {
        "lat": 51.28333,
        "lon": -0.83333,
        "name": "Fleet"
      },
      {
        "lat": 53.59782,
        "lon": 34.33825,
        "name": "Dyat’kovo"
      },
      {
        "lat": 41.68921,
        "lon": 2.48965,
        "name": "Sant Celoni"
      },
      {
        "lat": 34.69804,
        "lon": -118.13674,
        "name": "Lancaster"
      }
    ],
    "question": "Which location is the geographic outlier among: Kraśnik, Fleet, Dyat’kovo, Sant Celoni, Lancaster?",
    "ground_truth": {
      "answer": "Lancaster",
      "outlier_distance_km": 8365.7,
      "second_furthest_km": 3340.3,
      "clarity_ratio": 2.5,
      "median_distance_km": 2536.6,
      "distances_to_centroid": {
        "Kraśnik": 2536.6,
        "Fleet": 975.9,
        "Dyat’kovo": 3340.3,
        "Sant Celoni": 1268.7,
        "Lancaster": 8365.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kraśnik: (50.92°, 22.23°)",
      "  Fleet: (51.28°, -0.83°)",
      "  Dyat’kovo: (53.60°, 34.34°)",
      "  Sant Celoni: (41.69°, 2.49°)",
      "  Lancaster: (34.70°, -118.14°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lancaster: 8365.7 km from centroid",
      "  Dyat’kovo: 3340.3 km from centroid",
      "  Kraśnik: 2536.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lancaster",
      "FINAL ANSWER: Lancaster"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.65682,
        "lon": 153.07955,
        "name": "Sunshine Coast"
      },
      {
        "lat": -37.83834,
        "lon": 144.99149,
        "name": "South Yarra"
      },
      {
        "lat": -36.9682,
        "lon": 174.84019,
        "name": "Papatoetoe"
      },
      {
        "lat": -38.19528,
        "lon": 146.5415,
        "name": "Traralgon"
      },
      {
        "lat": 35.49527,
        "lon": 139.44279,
        "name": "Minamirinkan"
      }
    ],
    "question": "Which location is the geographic outlier among: Sunshine Coast, South Yarra, Papatoetoe, Traralgon, Minamirinkan?",
    "ground_truth": {
      "answer": "Minamirinkan",
      "outlier_distance_km": 6397.0,
      "second_furthest_km": 2859.8,
      "clarity_ratio": 2.24,
      "median_distance_km": 2000.6,
      "distances_to_centroid": {
        "Sunshine Coast": 661.0,
        "South Yarra": 2000.6,
        "Papatoetoe": 2859.8,
        "Traralgon": 1995.1,
        "Minamirinkan": 6397.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sunshine Coast: (-26.66°, 153.08°)",
      "  South Yarra: (-37.84°, 144.99°)",
      "  Papatoetoe: (-36.97°, 174.84°)",
      "  Traralgon: (-38.20°, 146.54°)",
      "  Minamirinkan: (35.50°, 139.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Minamirinkan: 6397.0 km from centroid",
      "  Papatoetoe: 2859.8 km from centroid",
      "  South Yarra: 2000.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Minamirinkan",
      "FINAL ANSWER: Minamirinkan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -12.63333,
        "lon": -41.03333,
        "name": "Vera Cruz"
      },
      {
        "lat": -4.39143,
        "lon": -59.58864,
        "name": "Borba"
      },
      {
        "lat": -3.46056,
        "lon": -40.21222,
        "name": "Santana do Acaraú"
      },
      {
        "lat": -16.36314,
        "lon": -72.1921,
        "name": "El Pedregal"
      },
      {
        "lat": 7.65649,
        "lon": 4.92235,
        "name": "Efon-Alaaye"
      }
    ],
    "question": "Which location is the geographic outlier among: Vera Cruz, Borba, Santana do Acaraú, El Pedregal, Efon-Alaaye?",
    "ground_truth": {
      "answer": "Efon-Alaaye",
      "outlier_distance_km": 5376.2,
      "second_furthest_km": 3528.7,
      "clarity_ratio": 1.52,
      "median_distance_km": 1996.4,
      "distances_to_centroid": {
        "Vera Cruz": 758.3,
        "Borba": 1996.4,
        "Santana do Acaraú": 307.0,
        "El Pedregal": 3528.7,
        "Efon-Alaaye": 5376.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vera Cruz: (-12.63°, -41.03°)",
      "  Borba: (-4.39°, -59.59°)",
      "  Santana do Acaraú: (-3.46°, -40.21°)",
      "  El Pedregal: (-16.36°, -72.19°)",
      "  Efon-Alaaye: (7.66°, 4.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Efon-Alaaye: 5376.2 km from centroid",
      "  El Pedregal: 3528.7 km from centroid",
      "  Borba: 1996.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Efon-Alaaye",
      "FINAL ANSWER: Efon-Alaaye"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.54333,
        "lon": 153.20287,
        "name": "Capalaba"
      },
      {
        "lat": -37.68333,
        "lon": 145.01667,
        "name": "Thomastown"
      },
      {
        "lat": -37.81992,
        "lon": 145.0358,
        "name": "Hawthorn"
      },
      {
        "lat": -36.99282,
        "lon": 174.87986,
        "name": "Manukau City"
      },
      {
        "lat": 53.39808,
        "lon": 59.0066,
        "name": "Magnitogorsk"
      }
    ],
    "question": "Which location is the geographic outlier among: Capalaba, Thomastown, Hawthorn, Manukau City, Magnitogorsk?",
    "ground_truth": {
      "answer": "Magnitogorsk",
      "outlier_distance_km": 10680.8,
      "second_furthest_km": 4428.8,
      "clarity_ratio": 2.41,
      "median_distance_km": 2463.9,
      "distances_to_centroid": {
        "Capalaba": 2147.1,
        "Thomastown": 2449.4,
        "Hawthorn": 2463.9,
        "Manukau City": 4428.8,
        "Magnitogorsk": 10680.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Capalaba: (-27.54°, 153.20°)",
      "  Thomastown: (-37.68°, 145.02°)",
      "  Hawthorn: (-37.82°, 145.04°)",
      "  Manukau City: (-36.99°, 174.88°)",
      "  Magnitogorsk: (53.40°, 59.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Magnitogorsk: 10680.8 km from centroid",
      "  Manukau City: 4428.8 km from centroid",
      "  Hawthorn: 2463.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Magnitogorsk",
      "FINAL ANSWER: Magnitogorsk"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.0775,
        "lon": 4.54444,
        "name": "Benthuizen"
      },
      {
        "lat": 41.27733,
        "lon": 16.41011,
        "name": "Trani"
      },
      {
        "lat": 50.80502,
        "lon": 23.89251,
        "name": "Hrubieszów"
      },
      {
        "lat": 41.37263,
        "lon": 2.1546,
        "name": "Sants-Montjuïc"
      },
      {
        "lat": -33.8,
        "lon": 151.18333,
        "name": "Chatswood"
      }
    ],
    "question": "Which location is the geographic outlier among: Benthuizen, Trani, Hrubieszów, Sants-Montjuïc, Chatswood?",
    "ground_truth": {
      "answer": "Chatswood",
      "outlier_distance_km": 13675.3,
      "second_furthest_km": 3740.8,
      "clarity_ratio": 3.66,
      "median_distance_km": 3560.8,
      "distances_to_centroid": {
        "Benthuizen": 3740.8,
        "Trani": 2410.2,
        "Hrubieszów": 2622.6,
        "Sants-Montjuïc": 3560.8,
        "Chatswood": 13675.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Benthuizen: (52.08°, 4.54°)",
      "  Trani: (41.28°, 16.41°)",
      "  Hrubieszów: (50.81°, 23.89°)",
      "  Sants-Montjuïc: (41.37°, 2.15°)",
      "  Chatswood: (-33.80°, 151.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chatswood: 13675.3 km from centroid",
      "  Benthuizen: 3740.8 km from centroid",
      "  Sants-Montjuïc: 3560.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chatswood",
      "FINAL ANSWER: Chatswood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.88461,
        "lon": 145.29539,
        "name": "Ferntree Gully"
      },
      {
        "lat": -32.73308,
        "lon": 151.5574,
        "name": "Maitland"
      },
      {
        "lat": -37.99116,
        "lon": 145.17385,
        "name": "Keysborough"
      },
      {
        "lat": -37.65,
        "lon": 145.03333,
        "name": "Epping"
      },
      {
        "lat": -3.175,
        "lon": -41.86694,
        "name": "Buriti dos Lopes"
      }
    ],
    "question": "Which location is the geographic outlier among: Ferntree Gully, Maitland, Keysborough, Epping, Buriti dos Lopes?",
    "ground_truth": {
      "answer": "Buriti dos Lopes",
      "outlier_distance_km": 15210.4,
      "second_furthest_km": 4024.9,
      "clarity_ratio": 3.78,
      "median_distance_km": 3439.5,
      "distances_to_centroid": {
        "Ferntree Gully": 3439.5,
        "Maitland": 4024.9,
        "Keysborough": 3429.7,
        "Epping": 3414.7,
        "Buriti dos Lopes": 15210.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ferntree Gully: (-37.88°, 145.30°)",
      "  Maitland: (-32.73°, 151.56°)",
      "  Keysborough: (-37.99°, 145.17°)",
      "  Epping: (-37.65°, 145.03°)",
      "  Buriti dos Lopes: (-3.17°, -41.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Buriti dos Lopes: 15210.4 km from centroid",
      "  Maitland: 4024.9 km from centroid",
      "  Ferntree Gully: 3439.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Buriti dos Lopes",
      "FINAL ANSWER: Buriti dos Lopes"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.05701,
        "lon": 103.83987,
        "name": "Lanzhou"
      },
      {
        "lat": 24.0214,
        "lon": 76.3764,
        "name": "Jirapur"
      },
      {
        "lat": 43.6475,
        "lon": 111.97667,
        "name": "Erenhot"
      },
      {
        "lat": 24.9319,
        "lon": 98.6701,
        "name": "Mangbang"
      },
      {
        "lat": 44.40854,
        "lon": 0.70415,
        "name": "Villeneuve-sur-Lot"
      }
    ],
    "question": "Which location is the geographic outlier among: Lanzhou, Jirapur, Erenhot, Mangbang, Villeneuve-sur-Lot?",
    "ground_truth": {
      "answer": "Villeneuve-sur-Lot",
      "outlier_distance_km": 6496.3,
      "second_furthest_km": 3047.9,
      "clarity_ratio": 2.13,
      "median_distance_km": 2314.5,
      "distances_to_centroid": {
        "Lanzhou": 2314.5,
        "Jirapur": 1192.6,
        "Erenhot": 3047.9,
        "Mangbang": 2234.0,
        "Villeneuve-sur-Lot": 6496.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lanzhou: (36.06°, 103.84°)",
      "  Jirapur: (24.02°, 76.38°)",
      "  Erenhot: (43.65°, 111.98°)",
      "  Mangbang: (24.93°, 98.67°)",
      "  Villeneuve-sur-Lot: (44.41°, 0.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Villeneuve-sur-Lot: 6496.3 km from centroid",
      "  Erenhot: 3047.9 km from centroid",
      "  Lanzhou: 2314.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Villeneuve-sur-Lot",
      "FINAL ANSWER: Villeneuve-sur-Lot"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -16.17028,
        "lon": -42.29028,
        "name": "Salinas"
      },
      {
        "lat": -28.64397,
        "lon": -53.60633,
        "name": "Cruz Alta"
      },
      {
        "lat": -32.94682,
        "lon": -60.63932,
        "name": "Rosario"
      },
      {
        "lat": -33.98219,
        "lon": -70.7104,
        "name": "San Francisco de Mostazal"
      },
      {
        "lat": 41.41885,
        "lon": 2.17364,
        "name": "el Guinardó"
      }
    ],
    "question": "Which location is the geographic outlier among: Salinas, Cruz Alta, Rosario, San Francisco de Mostazal, el Guinardó?",
    "ground_truth": {
      "answer": "el Guinardó",
      "outlier_distance_km": 7840.8,
      "second_furthest_km": 3403.8,
      "clarity_ratio": 2.3,
      "median_distance_km": 2628.3,
      "distances_to_centroid": {
        "Salinas": 374.6,
        "Cruz Alta": 1847.5,
        "Rosario": 2628.3,
        "San Francisco de Mostazal": 3403.8,
        "el Guinardó": 7840.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Salinas: (-16.17°, -42.29°)",
      "  Cruz Alta: (-28.64°, -53.61°)",
      "  Rosario: (-32.95°, -60.64°)",
      "  San Francisco de Mostazal: (-33.98°, -70.71°)",
      "  el Guinardó: (41.42°, 2.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  el Guinardó: 7840.8 km from centroid",
      "  San Francisco de Mostazal: 3403.8 km from centroid",
      "  Rosario: 2628.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: el Guinardó",
      "FINAL ANSWER: el Guinardó"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.35156,
        "lon": 4.18335,
        "name": "Apomu"
      },
      {
        "lat": -33.58601,
        "lon": 26.88329,
        "name": "Port Alfred"
      },
      {
        "lat": 11.11128,
        "lon": 7.7227,
        "name": "Zaria"
      },
      {
        "lat": 6.20228,
        "lon": -1.66796,
        "name": "Obuase"
      },
      {
        "lat": 16.98403,
        "lon": 98.51665,
        "name": "Mae Ramat"
      }
    ],
    "question": "Which location is the geographic outlier among: Apomu, Port Alfred, Zaria, Obuase, Mae Ramat?",
    "ground_truth": {
      "answer": "Mae Ramat",
      "outlier_distance_km": 7977.2,
      "second_furthest_km": 3914.0,
      "clarity_ratio": 2.04,
      "median_distance_km": 3234.0,
      "distances_to_centroid": {
        "Apomu": 2621.2,
        "Port Alfred": 3914.0,
        "Zaria": 2388.0,
        "Obuase": 3234.0,
        "Mae Ramat": 7977.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Apomu: (7.35°, 4.18°)",
      "  Port Alfred: (-33.59°, 26.88°)",
      "  Zaria: (11.11°, 7.72°)",
      "  Obuase: (6.20°, -1.67°)",
      "  Mae Ramat: (16.98°, 98.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mae Ramat: 7977.2 km from centroid",
      "  Port Alfred: 3914.0 km from centroid",
      "  Obuase: 3234.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mae Ramat",
      "FINAL ANSWER: Mae Ramat"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.62744,
        "lon": 21.81253,
        "name": "Pisz"
      },
      {
        "lat": 50.9856,
        "lon": 7.13298,
        "name": "Bergisch Gladbach"
      },
      {
        "lat": 50.7282,
        "lon": 16.65141,
        "name": "Dzierżoniów"
      },
      {
        "lat": 52.44859,
        "lon": -2.04938,
        "name": "Halesowen"
      },
      {
        "lat": 29.36857,
        "lon": -94.97131,
        "name": "La Marque"
      }
    ],
    "question": "Which location is the geographic outlier among: Pisz, Bergisch Gladbach, Dzierżoniów, Halesowen, La Marque?",
    "ground_truth": {
      "answer": "La Marque",
      "outlier_distance_km": 7275.7,
      "second_furthest_km": 2348.2,
      "clarity_ratio": 3.1,
      "median_distance_km": 1984.2,
      "distances_to_centroid": {
        "Pisz": 2348.2,
        "Bergisch Gladbach": 1321.9,
        "Dzierżoniów": 1984.2,
        "Halesowen": 810.6,
        "La Marque": 7275.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pisz: (53.63°, 21.81°)",
      "  Bergisch Gladbach: (50.99°, 7.13°)",
      "  Dzierżoniów: (50.73°, 16.65°)",
      "  Halesowen: (52.45°, -2.05°)",
      "  La Marque: (29.37°, -94.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  La Marque: 7275.7 km from centroid",
      "  Pisz: 2348.2 km from centroid",
      "  Dzierżoniów: 1984.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: La Marque",
      "FINAL ANSWER: La Marque"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.0182,
        "lon": 174.88019,
        "name": "Manurewa"
      },
      {
        "lat": -37.87811,
        "lon": 145.16476,
        "name": "Glen Waverley"
      },
      {
        "lat": -36.88745,
        "lon": 174.77059,
        "name": "Epsom"
      },
      {
        "lat": -21.15345,
        "lon": 149.16554,
        "name": "Mackay"
      },
      {
        "lat": 40.68371,
        "lon": -73.51013,
        "name": "Wantagh"
      }
    ],
    "question": "Which location is the geographic outlier among: Manurewa, Glen Waverley, Epsom, Mackay, Wantagh?",
    "ground_truth": {
      "answer": "Wantagh",
      "outlier_distance_km": 17438.5,
      "second_furthest_km": 6219.1,
      "clarity_ratio": 2.8,
      "median_distance_km": 6208.9,
      "distances_to_centroid": {
        "Manurewa": 6219.1,
        "Glen Waverley": 3704.7,
        "Epsom": 6208.9,
        "Mackay": 3674.2,
        "Wantagh": 17438.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Manurewa: (-37.02°, 174.88°)",
      "  Glen Waverley: (-37.88°, 145.16°)",
      "  Epsom: (-36.89°, 174.77°)",
      "  Mackay: (-21.15°, 149.17°)",
      "  Wantagh: (40.68°, -73.51°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wantagh: 17438.5 km from centroid",
      "  Manurewa: 6219.1 km from centroid",
      "  Epsom: 6208.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wantagh",
      "FINAL ANSWER: Wantagh"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.8,
        "lon": 144.9,
        "name": "Footscray"
      },
      {
        "lat": -20.72523,
        "lon": 139.49727,
        "name": "Mount Isa"
      },
      {
        "lat": -24.86621,
        "lon": 152.3479,
        "name": "Bundaberg"
      },
      {
        "lat": -28.00029,
        "lon": 153.43088,
        "name": "Gold Coast"
      },
      {
        "lat": 36.52663,
        "lon": 118.99285,
        "name": "Yingqiu"
      }
    ],
    "question": "Which location is the geographic outlier among: Footscray, Mount Isa, Bundaberg, Gold Coast, Yingqiu?",
    "ground_truth": {
      "answer": "Yingqiu",
      "outlier_distance_km": 6208.0,
      "second_furthest_km": 2556.1,
      "clarity_ratio": 2.43,
      "median_distance_km": 1878.4,
      "distances_to_centroid": {
        "Footscray": 2556.1,
        "Mount Isa": 685.7,
        "Bundaberg": 1553.6,
        "Gold Coast": 1878.4,
        "Yingqiu": 6208.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Footscray: (-37.80°, 144.90°)",
      "  Mount Isa: (-20.73°, 139.50°)",
      "  Bundaberg: (-24.87°, 152.35°)",
      "  Gold Coast: (-28.00°, 153.43°)",
      "  Yingqiu: (36.53°, 118.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yingqiu: 6208.0 km from centroid",
      "  Footscray: 2556.1 km from centroid",
      "  Gold Coast: 1878.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yingqiu",
      "FINAL ANSWER: Yingqiu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.87905,
        "lon": -76.90133,
        "name": "Havelock"
      },
      {
        "lat": 29.87522,
        "lon": -98.26251,
        "name": "Canyon Lake"
      },
      {
        "lat": 42.97086,
        "lon": -82.42491,
        "name": "Port Huron"
      },
      {
        "lat": 33.72672,
        "lon": -84.27246,
        "name": "Candler-McAfee"
      },
      {
        "lat": 58.32582,
        "lon": 44.75881,
        "name": "Manturovo"
      }
    ],
    "question": "Which location is the geographic outlier among: Havelock, Canyon Lake, Port Huron, Candler-McAfee, Manturovo?",
    "ground_truth": {
      "answer": "Manturovo",
      "outlier_distance_km": 7048.5,
      "second_furthest_km": 3682.1,
      "clarity_ratio": 1.91,
      "median_distance_km": 2308.7,
      "distances_to_centroid": {
        "Havelock": 1640.4,
        "Canyon Lake": 3682.1,
        "Port Huron": 1939.7,
        "Candler-McAfee": 2308.7,
        "Manturovo": 7048.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Havelock: (34.88°, -76.90°)",
      "  Canyon Lake: (29.88°, -98.26°)",
      "  Port Huron: (42.97°, -82.42°)",
      "  Candler-McAfee: (33.73°, -84.27°)",
      "  Manturovo: (58.33°, 44.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Manturovo: 7048.5 km from centroid",
      "  Canyon Lake: 3682.1 km from centroid",
      "  Candler-McAfee: 2308.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Manturovo",
      "FINAL ANSWER: Manturovo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.38612,
        "lon": -80.742,
        "name": "Cocoa"
      },
      {
        "lat": 42.56297,
        "lon": -114.46087,
        "name": "Twin Falls"
      },
      {
        "lat": 40.13038,
        "lon": -75.51491,
        "name": "Phoenixville"
      },
      {
        "lat": 21.93115,
        "lon": -99.99488,
        "name": "Rioverde"
      },
      {
        "lat": 52.59841,
        "lon": 13.35766,
        "name": "Märkisches Viertel"
      }
    ],
    "question": "Which location is the geographic outlier among: Cocoa, Twin Falls, Phoenixville, Rioverde, Märkisches Viertel?",
    "ground_truth": {
      "answer": "Märkisches Viertel",
      "outlier_distance_km": 6500.5,
      "second_furthest_km": 3679.7,
      "clarity_ratio": 1.77,
      "median_distance_km": 3216.0,
      "distances_to_centroid": {
        "Cocoa": 1300.6,
        "Twin Falls": 3679.7,
        "Phoenixville": 485.0,
        "Rioverde": 3216.0,
        "Märkisches Viertel": 6500.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cocoa: (28.39°, -80.74°)",
      "  Twin Falls: (42.56°, -114.46°)",
      "  Phoenixville: (40.13°, -75.51°)",
      "  Rioverde: (21.93°, -99.99°)",
      "  Märkisches Viertel: (52.60°, 13.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Märkisches Viertel: 6500.5 km from centroid",
      "  Twin Falls: 3679.7 km from centroid",
      "  Rioverde: 3216.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Märkisches Viertel",
      "FINAL ANSWER: Märkisches Viertel"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.5427,
        "lon": -97.54667,
        "name": "Hutto"
      },
      {
        "lat": 33.89205,
        "lon": -84.29881,
        "name": "Chamblee"
      },
      {
        "lat": 28.90054,
        "lon": -81.26367,
        "name": "Deltona"
      },
      {
        "lat": 35.53227,
        "lon": -97.95505,
        "name": "El Reno"
      },
      {
        "lat": 40.40969,
        "lon": -3.73181,
        "name": "Puerta del Angel"
      }
    ],
    "question": "Which location is the geographic outlier among: Hutto, Chamblee, Deltona, El Reno, Puerta del Angel?",
    "ground_truth": {
      "answer": "Puerta del Angel",
      "outlier_distance_km": 6023.3,
      "second_furthest_km": 2336.9,
      "clarity_ratio": 2.58,
      "median_distance_km": 2286.7,
      "distances_to_centroid": {
        "Hutto": 2336.9,
        "Chamblee": 1046.4,
        "Deltona": 961.2,
        "El Reno": 2286.7,
        "Puerta del Angel": 6023.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hutto: (30.54°, -97.55°)",
      "  Chamblee: (33.89°, -84.30°)",
      "  Deltona: (28.90°, -81.26°)",
      "  El Reno: (35.53°, -97.96°)",
      "  Puerta del Angel: (40.41°, -3.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Puerta del Angel: 6023.3 km from centroid",
      "  Hutto: 2336.9 km from centroid",
      "  El Reno: 2286.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Puerta del Angel",
      "FINAL ANSWER: Puerta del Angel"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.74114,
        "lon": 8.28699,
        "name": "Dillenburg"
      },
      {
        "lat": 51.8175,
        "lon": 4.63333,
        "name": "Zwijndrecht"
      },
      {
        "lat": 53.31625,
        "lon": 13.86261,
        "name": "Prenzlau"
      },
      {
        "lat": 52.32333,
        "lon": 9.20311,
        "name": "Stadthagen"
      },
      {
        "lat": 30.81609,
        "lon": 108.26216,
        "name": "Lihe"
      }
    ],
    "question": "Which location is the geographic outlier among: Dillenburg, Zwijndrecht, Prenzlau, Stadthagen, Lihe?",
    "ground_truth": {
      "answer": "Lihe",
      "outlier_distance_km": 6777.8,
      "second_furthest_km": 1785.0,
      "clarity_ratio": 3.8,
      "median_distance_km": 1521.9,
      "distances_to_centroid": {
        "Dillenburg": 1521.9,
        "Zwijndrecht": 1785.0,
        "Prenzlau": 1219.9,
        "Stadthagen": 1484.1,
        "Lihe": 6777.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dillenburg: (50.74°, 8.29°)",
      "  Zwijndrecht: (51.82°, 4.63°)",
      "  Prenzlau: (53.32°, 13.86°)",
      "  Stadthagen: (52.32°, 9.20°)",
      "  Lihe: (30.82°, 108.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lihe: 6777.8 km from centroid",
      "  Zwijndrecht: 1785.0 km from centroid",
      "  Dillenburg: 1521.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lihe",
      "FINAL ANSWER: Lihe"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.7,
        "lon": 135.41667,
        "name": "Asso"
      },
      {
        "lat": -2.6832,
        "lon": 111.6259,
        "name": "Pangkalanbuun"
      },
      {
        "lat": 22.33971,
        "lon": 87.32501,
        "name": "Kharagpur"
      },
      {
        "lat": 31.09023,
        "lon": 109.62397,
        "name": "Caotang"
      },
      {
        "lat": -1.4563,
        "lon": 36.97826,
        "name": "Athi River"
      }
    ],
    "question": "Which location is the geographic outlier among: Asso, Pangkalanbuun, Kharagpur, Caotang, Athi River?",
    "ground_truth": {
      "answer": "Athi River",
      "outlier_distance_km": 6795.6,
      "second_furthest_km": 4346.7,
      "clarity_ratio": 1.56,
      "median_distance_km": 2732.9,
      "distances_to_centroid": {
        "Asso": 4346.7,
        "Pangkalanbuun": 2732.9,
        "Kharagpur": 1127.4,
        "Caotang": 2108.4,
        "Athi River": 6795.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Asso: (33.70°, 135.42°)",
      "  Pangkalanbuun: (-2.68°, 111.63°)",
      "  Kharagpur: (22.34°, 87.33°)",
      "  Caotang: (31.09°, 109.62°)",
      "  Athi River: (-1.46°, 36.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Athi River: 6795.6 km from centroid",
      "  Asso: 4346.7 km from centroid",
      "  Pangkalanbuun: 2732.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Athi River",
      "FINAL ANSWER: Athi River"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.2529,
        "lon": 8.87867,
        "name": "Sinsheim"
      },
      {
        "lat": 53.7084,
        "lon": 37.29457,
        "name": "Plavsk"
      },
      {
        "lat": 43.06425,
        "lon": 12.54612,
        "name": "Bastia umbra"
      },
      {
        "lat": 51.24048,
        "lon": -0.17044,
        "name": "Redhill"
      },
      {
        "lat": -1.69405,
        "lon": 40.17015,
        "name": "Masalani"
      }
    ],
    "question": "Which location is the geographic outlier among: Sinsheim, Plavsk, Bastia umbra, Redhill, Masalani?",
    "ground_truth": {
      "answer": "Masalani",
      "outlier_distance_km": 4994.5,
      "second_furthest_km": 2096.2,
      "clarity_ratio": 2.38,
      "median_distance_km": 2050.7,
      "distances_to_centroid": {
        "Sinsheim": 1418.8,
        "Plavsk": 2096.2,
        "Bastia umbra": 745.7,
        "Redhill": 2050.7,
        "Masalani": 4994.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sinsheim: (49.25°, 8.88°)",
      "  Plavsk: (53.71°, 37.29°)",
      "  Bastia umbra: (43.06°, 12.55°)",
      "  Redhill: (51.24°, -0.17°)",
      "  Masalani: (-1.69°, 40.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Masalani: 4994.5 km from centroid",
      "  Plavsk: 2096.2 km from centroid",
      "  Redhill: 2050.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Masalani",
      "FINAL ANSWER: Masalani"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 16.23557,
        "lon": -93.89972,
        "name": "Arriaga"
      },
      {
        "lat": 44.87552,
        "lon": -91.91934,
        "name": "Menomonie"
      },
      {
        "lat": 40.66205,
        "lon": -73.73541,
        "name": "Rosedale"
      },
      {
        "lat": 46.64499,
        "lon": -80.9973,
        "name": "Valley East"
      },
      {
        "lat": -5.57667,
        "lon": -36.90861,
        "name": "Açu"
      }
    ],
    "question": "Which location is the geographic outlier among: Arriaga, Menomonie, Rosedale, Valley East, Açu?",
    "ground_truth": {
      "answer": "Açu",
      "outlier_distance_km": 5609.3,
      "second_furthest_km": 2331.6,
      "clarity_ratio": 2.41,
      "median_distance_km": 2321.1,
      "distances_to_centroid": {
        "Arriaga": 2331.6,
        "Menomonie": 2321.1,
        "Rosedale": 1354.3,
        "Valley East": 2066.4,
        "Açu": 5609.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Arriaga: (16.24°, -93.90°)",
      "  Menomonie: (44.88°, -91.92°)",
      "  Rosedale: (40.66°, -73.74°)",
      "  Valley East: (46.64°, -81.00°)",
      "  Açu: (-5.58°, -36.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Açu: 5609.3 km from centroid",
      "  Arriaga: 2331.6 km from centroid",
      "  Menomonie: 2321.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Açu",
      "FINAL ANSWER: Açu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 21.89764,
        "lon": 83.3966,
        "name": "Raigarh"
      },
      {
        "lat": 26.10224,
        "lon": 87.95534,
        "name": "Kishanganj"
      },
      {
        "lat": 18.67337,
        "lon": 105.69232,
        "name": "Vinh"
      },
      {
        "lat": 1.72837,
        "lon": 128.00948,
        "name": "Tobelo"
      },
      {
        "lat": 32.7593,
        "lon": -97.79725,
        "name": "Weatherford"
      }
    ],
    "question": "Which location is the geographic outlier among: Raigarh, Kishanganj, Vinh, Tobelo, Weatherford?",
    "ground_truth": {
      "answer": "Weatherford",
      "outlier_distance_km": 13723.5,
      "second_furthest_km": 7499.8,
      "clarity_ratio": 1.83,
      "median_distance_km": 4628.1,
      "distances_to_centroid": {
        "Raigarh": 2282.7,
        "Kishanganj": 2781.5,
        "Vinh": 4628.1,
        "Tobelo": 7499.8,
        "Weatherford": 13723.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Raigarh: (21.90°, 83.40°)",
      "  Kishanganj: (26.10°, 87.96°)",
      "  Vinh: (18.67°, 105.69°)",
      "  Tobelo: (1.73°, 128.01°)",
      "  Weatherford: (32.76°, -97.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Weatherford: 13723.5 km from centroid",
      "  Tobelo: 7499.8 km from centroid",
      "  Vinh: 4628.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Weatherford",
      "FINAL ANSWER: Weatherford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.73583,
        "lon": 95.05841,
        "name": "Mon"
      },
      {
        "lat": 29.84594,
        "lon": 105.87782,
        "name": "Pingtan"
      },
      {
        "lat": 29.72235,
        "lon": 106.93206,
        "name": "Luoqi"
      },
      {
        "lat": 18.08333,
        "lon": 73.41667,
        "name": "Mahād"
      },
      {
        "lat": -10.43778,
        "lon": -39.33278,
        "name": "Monte Santo"
      }
    ],
    "question": "Which location is the geographic outlier among: Mon, Pingtan, Luoqi, Mahād, Monte Santo?",
    "ground_truth": {
      "answer": "Monte Santo",
      "outlier_distance_km": 12229.8,
      "second_furthest_km": 4070.5,
      "clarity_ratio": 3.0,
      "median_distance_km": 3972.1,
      "distances_to_centroid": {
        "Mon": 2866.8,
        "Pingtan": 3972.1,
        "Luoqi": 4070.5,
        "Mahād": 536.0,
        "Monte Santo": 12229.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mon: (26.74°, 95.06°)",
      "  Pingtan: (29.85°, 105.88°)",
      "  Luoqi: (29.72°, 106.93°)",
      "  Mahād: (18.08°, 73.42°)",
      "  Monte Santo: (-10.44°, -39.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Monte Santo: 12229.8 km from centroid",
      "  Luoqi: 4070.5 km from centroid",
      "  Pingtan: 3972.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Monte Santo",
      "FINAL ANSWER: Monte Santo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 24.355,
        "lon": 102.54222,
        "name": "Yuxi"
      },
      {
        "lat": 36.24725,
        "lon": 118.83832,
        "name": "Wushan"
      },
      {
        "lat": 16.57831,
        "lon": 100.30034,
        "name": "Bang Krathum"
      },
      {
        "lat": 16.52539,
        "lon": 107.4755,
        "name": "Hương Trà"
      },
      {
        "lat": 10.3121,
        "lon": 39.65888,
        "name": "Mehal Mēda"
      }
    ],
    "question": "Which location is the geographic outlier among: Yuxi, Wushan, Bang Krathum, Hương Trà, Mehal Mēda?",
    "ground_truth": {
      "answer": "Mehal Mēda",
      "outlier_distance_km": 5885.4,
      "second_furthest_km": 2976.4,
      "clarity_ratio": 1.98,
      "median_distance_km": 1520.1,
      "distances_to_centroid": {
        "Yuxi": 983.8,
        "Wushan": 2976.4,
        "Bang Krathum": 833.4,
        "Hương Trà": 1520.1,
        "Mehal Mēda": 5885.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yuxi: (24.36°, 102.54°)",
      "  Wushan: (36.25°, 118.84°)",
      "  Bang Krathum: (16.58°, 100.30°)",
      "  Hương Trà: (16.53°, 107.48°)",
      "  Mehal Mēda: (10.31°, 39.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mehal Mēda: 5885.4 km from centroid",
      "  Wushan: 2976.4 km from centroid",
      "  Hương Trà: 1520.1 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": 53.5441,
        "lon": 10.20048,
        "name": "Glinde"
      },
      {
        "lat": 53.35,
        "lon": -3.01667,
        "name": "Bebington"
      },
      {
        "lat": 59.8996,
        "lon": 29.08574,
        "name": "Sosnovyy Bor"
      },
      {
        "lat": 40.40742,
        "lon": -3.64935,
        "name": "Moratalaz"
      },
      {
        "lat": -9.47833,
        "lon": -35.85333,
        "name": "Rio Largo"
      }
    ],
    "question": "Which location is the geographic outlier among: Glinde, Bebington, Sosnovyy Bor, Moratalaz, Rio Largo?",
    "ground_truth": {
      "answer": "Rio Largo",
      "outlier_distance_km": 6548.7,
      "second_furthest_km": 3062.9,
      "clarity_ratio": 2.14,
      "median_distance_km": 1759.4,
      "distances_to_centroid": {
        "Glinde": 1759.4,
        "Bebington": 1545.6,
        "Sosnovyy Bor": 3062.9,
        "Moratalaz": 273.2,
        "Rio Largo": 6548.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Glinde: (53.54°, 10.20°)",
      "  Bebington: (53.35°, -3.02°)",
      "  Sosnovyy Bor: (59.90°, 29.09°)",
      "  Moratalaz: (40.41°, -3.65°)",
      "  Rio Largo: (-9.48°, -35.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rio Largo: 6548.7 km from centroid",
      "  Sosnovyy Bor: 3062.9 km from centroid",
      "  Glinde: 1759.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rio Largo",
      "FINAL ANSWER: Rio Largo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.71359,
        "lon": -79.28138,
        "name": "Clairlea-Birchmount"
      },
      {
        "lat": 34.95537,
        "lon": -90.03481,
        "name": "Horn Lake"
      },
      {
        "lat": 41.77982,
        "lon": -71.43728,
        "name": "Cranston"
      },
      {
        "lat": 38.10409,
        "lon": -122.25664,
        "name": "Vallejo"
      },
      {
        "lat": 24.20645,
        "lon": 84.87085,
        "name": "Chatrā"
      }
    ],
    "question": "Which location is the geographic outlier among: Clairlea-Birchmount, Horn Lake, Cranston, Vallejo, Chatrā?",
    "ground_truth": {
      "answer": "Chatrā",
      "outlier_distance_km": 12090.5,
      "second_furthest_km": 5761.1,
      "clarity_ratio": 2.1,
      "median_distance_km": 3093.4,
      "distances_to_centroid": {
        "Clairlea-Birchmount": 2153.4,
        "Horn Lake": 3093.4,
        "Cranston": 1478.9,
        "Vallejo": 5761.1,
        "Chatrā": 12090.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Clairlea-Birchmount: (43.71°, -79.28°)",
      "  Horn Lake: (34.96°, -90.03°)",
      "  Cranston: (41.78°, -71.44°)",
      "  Vallejo: (38.10°, -122.26°)",
      "  Chatrā: (24.21°, 84.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chatrā: 12090.5 km from centroid",
      "  Vallejo: 5761.1 km from centroid",
      "  Horn Lake: 3093.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chatrā",
      "FINAL ANSWER: Chatrā"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.75155,
        "lon": 149.72086,
        "name": "Goulburn"
      },
      {
        "lat": -37.83961,
        "lon": 144.94228,
        "name": "Port Melbourne"
      },
      {
        "lat": -27.61025,
        "lon": 153.05388,
        "name": "Sunnybank Hills"
      },
      {
        "lat": -34.91119,
        "lon": 138.70735,
        "name": "Adelaide Hills"
      },
      {
        "lat": 11.12018,
        "lon": 76.11996,
        "name": "Manjeri"
      }
    ],
    "question": "Which location is the geographic outlier among: Goulburn, Port Melbourne, Sunnybank Hills, Adelaide Hills, Manjeri?",
    "ground_truth": {
      "answer": "Manjeri",
      "outlier_distance_km": 7300.9,
      "second_furthest_km": 2070.9,
      "clarity_ratio": 3.53,
      "median_distance_km": 1991.4,
      "distances_to_centroid": {
        "Goulburn": 1991.4,
        "Port Melbourne": 1866.4,
        "Sunnybank Hills": 2070.9,
        "Adelaide Hills": 1272.7,
        "Manjeri": 7300.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Goulburn: (-34.75°, 149.72°)",
      "  Port Melbourne: (-37.84°, 144.94°)",
      "  Sunnybank Hills: (-27.61°, 153.05°)",
      "  Adelaide Hills: (-34.91°, 138.71°)",
      "  Manjeri: (11.12°, 76.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Manjeri: 7300.9 km from centroid",
      "  Sunnybank Hills: 2070.9 km from centroid",
      "  Goulburn: 1991.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Manjeri",
      "FINAL ANSWER: Manjeri"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.03637,
        "lon": 31.38069,
        "name": "Al Mansurah"
      },
      {
        "lat": -26.18848,
        "lon": 28.32078,
        "name": "Benoni"
      },
      {
        "lat": -26.33172,
        "lon": 26.32065,
        "name": "Coligny"
      },
      {
        "lat": 30.60427,
        "lon": 32.27225,
        "name": "Ismailia"
      },
      {
        "lat": -37.79117,
        "lon": 144.81637,
        "name": "Sunshine West"
      }
    ],
    "question": "Which location is the geographic outlier among: Al Mansurah, Benoni, Coligny, Ismailia, Sunshine West?",
    "ground_truth": {
      "answer": "Sunshine West",
      "outlier_distance_km": 9809.2,
      "second_furthest_km": 4670.4,
      "clarity_ratio": 2.1,
      "median_distance_km": 4584.5,
      "distances_to_centroid": {
        "Al Mansurah": 4670.4,
        "Benoni": 3438.7,
        "Coligny": 3609.5,
        "Ismailia": 4584.5,
        "Sunshine West": 9809.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Al Mansurah: (31.04°, 31.38°)",
      "  Benoni: (-26.19°, 28.32°)",
      "  Coligny: (-26.33°, 26.32°)",
      "  Ismailia: (30.60°, 32.27°)",
      "  Sunshine West: (-37.79°, 144.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sunshine West: 9809.2 km from centroid",
      "  Al Mansurah: 4670.4 km from centroid",
      "  Ismailia: 4584.5 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": -29.739,
        "lon": 30.949,
        "name": "Ntuzuma"
      },
      {
        "lat": -29.19448,
        "lon": 27.45739,
        "name": "Ladybrand"
      },
      {
        "lat": 10.40319,
        "lon": 5.4708,
        "name": "Kontagora"
      },
      {
        "lat": -1.85238,
        "lon": 36.77683,
        "name": "Kajiado"
      },
      {
        "lat": -12.78691,
        "lon": -74.97298,
        "name": "Huancavelica"
      }
    ],
    "question": "Which location is the geographic outlier among: Ntuzuma, Ladybrand, Kontagora, Kajiado, Huancavelica?",
    "ground_truth": {
      "answer": "Huancavelica",
      "outlier_distance_km": 8647.5,
      "second_furthest_km": 3684.5,
      "clarity_ratio": 2.35,
      "median_distance_km": 3269.0,
      "distances_to_centroid": {
        "Ntuzuma": 3269.0,
        "Ladybrand": 2950.1,
        "Kontagora": 2561.9,
        "Kajiado": 3684.5,
        "Huancavelica": 8647.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ntuzuma: (-29.74°, 30.95°)",
      "  Ladybrand: (-29.19°, 27.46°)",
      "  Kontagora: (10.40°, 5.47°)",
      "  Kajiado: (-1.85°, 36.78°)",
      "  Huancavelica: (-12.79°, -74.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Huancavelica: 8647.5 km from centroid",
      "  Kajiado: 3684.5 km from centroid",
      "  Ntuzuma: 3269.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Huancavelica",
      "FINAL ANSWER: Huancavelica"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.69946,
        "lon": -99.08148,
        "name": "Kearney"
      },
      {
        "lat": 37.66243,
        "lon": -121.87468,
        "name": "Pleasanton"
      },
      {
        "lat": 37.02089,
        "lon": -93.20602,
        "name": "Ozark"
      },
      {
        "lat": 37.17526,
        "lon": -113.28995,
        "name": "Hurricane"
      },
      {
        "lat": 30.54972,
        "lon": 31.24444,
        "name": "Kafr Shukr"
      }
    ],
    "question": "Which location is the geographic outlier among: Kearney, Pleasanton, Ozark, Hurricane, Kafr Shukr?",
    "ground_truth": {
      "answer": "Kafr Shukr",
      "outlier_distance_km": 9616.7,
      "second_furthest_km": 3747.7,
      "clarity_ratio": 2.57,
      "median_distance_km": 3011.9,
      "distances_to_centroid": {
        "Kearney": 1777.0,
        "Pleasanton": 3747.7,
        "Ozark": 1242.7,
        "Hurricane": 3011.9,
        "Kafr Shukr": 9616.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kearney: (40.70°, -99.08°)",
      "  Pleasanton: (37.66°, -121.87°)",
      "  Ozark: (37.02°, -93.21°)",
      "  Hurricane: (37.18°, -113.29°)",
      "  Kafr Shukr: (30.55°, 31.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kafr Shukr: 9616.7 km from centroid",
      "  Pleasanton: 3747.7 km from centroid",
      "  Hurricane: 3011.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kafr Shukr",
      "FINAL ANSWER: Kafr Shukr"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.48333,
        "lon": 13.31667,
        "name": "Wilmersdorf"
      },
      {
        "lat": 49.32534,
        "lon": 12.1098,
        "name": "Schwandorf in Bayern"
      },
      {
        "lat": 41.72748,
        "lon": 12.659,
        "name": "Albano Laziale"
      },
      {
        "lat": 43.29789,
        "lon": 13.45293,
        "name": "Macerata"
      },
      {
        "lat": -10.65167,
        "lon": -68.50444,
        "name": "Xapuri"
      }
    ],
    "question": "Which location is the geographic outlier among: Wilmersdorf, Schwandorf in Bayern, Albano Laziale, Macerata, Xapuri?",
    "ground_truth": {
      "answer": "Xapuri",
      "outlier_distance_km": 8521.2,
      "second_furthest_km": 2327.1,
      "clarity_ratio": 3.66,
      "median_distance_km": 2011.9,
      "distances_to_centroid": {
        "Wilmersdorf": 2327.1,
        "Schwandorf in Bayern": 2011.9,
        "Albano Laziale": 1569.1,
        "Macerata": 1700.1,
        "Xapuri": 8521.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wilmersdorf: (52.48°, 13.32°)",
      "  Schwandorf in Bayern: (49.33°, 12.11°)",
      "  Albano Laziale: (41.73°, 12.66°)",
      "  Macerata: (43.30°, 13.45°)",
      "  Xapuri: (-10.65°, -68.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Xapuri: 8521.2 km from centroid",
      "  Wilmersdorf: 2327.1 km from centroid",
      "  Schwandorf in Bayern: 2011.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Xapuri",
      "FINAL ANSWER: Xapuri"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.74255,
        "lon": -84.10523,
        "name": "Lima"
      },
      {
        "lat": 38.93428,
        "lon": -77.17748,
        "name": "McLean"
      },
      {
        "lat": 45.41679,
        "lon": -122.64009,
        "name": "Oak Grove"
      },
      {
        "lat": 40.86649,
        "lon": -73.03566,
        "name": "Selden"
      },
      {
        "lat": -33.90741,
        "lon": 151.15546,
        "name": "Marrickville"
      }
    ],
    "question": "Which location is the geographic outlier among: Lima, McLean, Oak Grove, Selden, Marrickville?",
    "ground_truth": {
      "answer": "Marrickville",
      "outlier_distance_km": 18568.8,
      "second_furthest_km": 7316.4,
      "clarity_ratio": 2.54,
      "median_distance_km": 4235.6,
      "distances_to_centroid": {
        "Lima": 4235.6,
        "McLean": 3618.1,
        "Oak Grove": 7316.4,
        "Selden": 3333.6,
        "Marrickville": 18568.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lima: (40.74°, -84.11°)",
      "  McLean: (38.93°, -77.18°)",
      "  Oak Grove: (45.42°, -122.64°)",
      "  Selden: (40.87°, -73.04°)",
      "  Marrickville: (-33.91°, 151.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Marrickville: 18568.8 km from centroid",
      "  Oak Grove: 7316.4 km from centroid",
      "  Lima: 4235.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Marrickville",
      "FINAL ANSWER: Marrickville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -2.53222,
        "lon": -44.1075,
        "name": "Paço do Lumiar"
      },
      {
        "lat": -6.40111,
        "lon": -38.86222,
        "name": "Icó"
      },
      {
        "lat": -28.71333,
        "lon": -49.3,
        "name": "Içara"
      },
      {
        "lat": -0.97357,
        "lon": -62.9269,
        "name": "Barcelos"
      },
      {
        "lat": 10.85,
        "lon": 36.88333,
        "name": "Gimja Bēt Maryam"
      }
    ],
    "question": "Which location is the geographic outlier among: Paço do Lumiar, Icó, Içara, Barcelos, Gimja Bēt Maryam?",
    "ground_truth": {
      "answer": "Gimja Bēt Maryam",
      "outlier_distance_km": 7802.0,
      "second_furthest_km": 3506.9,
      "clarity_ratio": 2.22,
      "median_distance_km": 3174.9,
      "distances_to_centroid": {
        "Paço do Lumiar": 1420.5,
        "Icó": 801.7,
        "Içara": 3174.9,
        "Barcelos": 3506.9,
        "Gimja Bēt Maryam": 7802.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Paço do Lumiar: (-2.53°, -44.11°)",
      "  Icó: (-6.40°, -38.86°)",
      "  Içara: (-28.71°, -49.30°)",
      "  Barcelos: (-0.97°, -62.93°)",
      "  Gimja Bēt Maryam: (10.85°, 36.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gimja Bēt Maryam: 7802.0 km from centroid",
      "  Barcelos: 3506.9 km from centroid",
      "  Içara: 3174.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gimja Bēt Maryam",
      "FINAL ANSWER: Gimja Bēt Maryam"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 23.74423,
        "lon": 84.49984,
        "name": "Lātehār"
      },
      {
        "lat": 9.28358,
        "lon": 76.45519,
        "name": "Haripād"
      },
      {
        "lat": 27.54566,
        "lon": 116.21456,
        "name": "Fenggang"
      },
      {
        "lat": 23.02888,
        "lon": 79.48233,
        "name": "Gotegaon"
      },
      {
        "lat": -33.9049,
        "lon": 151.01996,
        "name": "Yagoona"
      }
    ],
    "question": "Which location is the geographic outlier among: Lātehār, Haripād, Fenggang, Gotegaon, Yagoona?",
    "ground_truth": {
      "answer": "Yagoona",
      "outlier_distance_km": 7141.8,
      "second_furthest_km": 2758.8,
      "clarity_ratio": 2.59,
      "median_distance_km": 2749.9,
      "distances_to_centroid": {
        "Lātehār": 2370.8,
        "Haripād": 2749.9,
        "Fenggang": 2489.1,
        "Gotegaon": 2758.8,
        "Yagoona": 7141.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lātehār: (23.74°, 84.50°)",
      "  Haripād: (9.28°, 76.46°)",
      "  Fenggang: (27.55°, 116.21°)",
      "  Gotegaon: (23.03°, 79.48°)",
      "  Yagoona: (-33.90°, 151.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yagoona: 7141.8 km from centroid",
      "  Gotegaon: 2758.8 km from centroid",
      "  Haripād: 2749.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yagoona",
      "FINAL ANSWER: Yagoona"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -2.12914,
        "lon": 106.11377,
        "name": "Pangkalpinang"
      },
      {
        "lat": 36.48,
        "lon": 102.41639,
        "name": "Nianbo"
      },
      {
        "lat": 34.24643,
        "lon": 133.92296,
        "name": "Takinomiya"
      },
      {
        "lat": 13.04603,
        "lon": 121.46205,
        "name": "Pinamalayan"
      },
      {
        "lat": -28.88649,
        "lon": 31.4699,
        "name": "Eshowe"
      }
    ],
    "question": "Which location is the geographic outlier among: Pangkalpinang, Nianbo, Takinomiya, Pinamalayan, Eshowe?",
    "ground_truth": {
      "answer": "Eshowe",
      "outlier_distance_km": 8467.0,
      "second_furthest_km": 4408.6,
      "clarity_ratio": 1.92,
      "median_distance_km": 2902.6,
      "distances_to_centroid": {
        "Pangkalpinang": 1610.8,
        "Nianbo": 2902.6,
        "Takinomiya": 4408.6,
        "Pinamalayan": 2451.4,
        "Eshowe": 8467.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pangkalpinang: (-2.13°, 106.11°)",
      "  Nianbo: (36.48°, 102.42°)",
      "  Takinomiya: (34.25°, 133.92°)",
      "  Pinamalayan: (13.05°, 121.46°)",
      "  Eshowe: (-28.89°, 31.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Eshowe: 8467.0 km from centroid",
      "  Takinomiya: 4408.6 km from centroid",
      "  Nianbo: 2902.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Eshowe",
      "FINAL ANSWER: Eshowe"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.3381,
        "lon": 77.90441,
        "name": "Vikārābād"
      },
      {
        "lat": 15.26349,
        "lon": 74.10875,
        "name": "Curchorem"
      },
      {
        "lat": 12.11202,
        "lon": 78.15384,
        "name": "Lakkanahalli"
      },
      {
        "lat": 3.61099,
        "lon": 125.4858,
        "name": "Tahuna"
      },
      {
        "lat": -34.28853,
        "lon": 146.05093,
        "name": "Griffith"
      }
    ],
    "question": "Which location is the geographic outlier among: Vikārābād, Curchorem, Lakkanahalli, Tahuna, Griffith?",
    "ground_truth": {
      "answer": "Griffith",
      "outlier_distance_km": 6307.6,
      "second_furthest_km": 3190.3,
      "clarity_ratio": 1.98,
      "median_distance_km": 2933.7,
      "distances_to_centroid": {
        "Vikārābād": 2933.7,
        "Curchorem": 3190.3,
        "Lakkanahalli": 2653.1,
        "Tahuna": 2793.0,
        "Griffith": 6307.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vikārābād: (17.34°, 77.90°)",
      "  Curchorem: (15.26°, 74.11°)",
      "  Lakkanahalli: (12.11°, 78.15°)",
      "  Tahuna: (3.61°, 125.49°)",
      "  Griffith: (-34.29°, 146.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Griffith: 6307.6 km from centroid",
      "  Curchorem: 3190.3 km from centroid",
      "  Vikārābād: 2933.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Griffith",
      "FINAL ANSWER: Griffith"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -10.17611,
        "lon": -48.86667,
        "name": "Paraíso do Tocantins"
      },
      {
        "lat": -7.93333,
        "lon": -39.29583,
        "name": "Serrita"
      },
      {
        "lat": -7.36194,
        "lon": -46.61722,
        "name": "Riachão"
      },
      {
        "lat": -3.3925,
        "lon": -44.35861,
        "name": "Itapecuru Mirim"
      },
      {
        "lat": 44.77599,
        "lon": -63.67865,
        "name": "Lower Sackville"
      }
    ],
    "question": "Which location is the geographic outlier among: Paraíso do Tocantins, Serrita, Riachão, Itapecuru Mirim, Lower Sackville?",
    "ground_truth": {
      "answer": "Lower Sackville",
      "outlier_distance_km": 4855.7,
      "second_furthest_km": 1607.6,
      "clarity_ratio": 3.02,
      "median_distance_km": 1485.8,
      "distances_to_centroid": {
        "Paraíso do Tocantins": 1485.8,
        "Serrita": 1607.6,
        "Riachão": 1192.2,
        "Itapecuru Mirim": 867.7,
        "Lower Sackville": 4855.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Paraíso do Tocantins: (-10.18°, -48.87°)",
      "  Serrita: (-7.93°, -39.30°)",
      "  Riachão: (-7.36°, -46.62°)",
      "  Itapecuru Mirim: (-3.39°, -44.36°)",
      "  Lower Sackville: (44.78°, -63.68°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lower Sackville: 4855.7 km from centroid",
      "  Serrita: 1607.6 km from centroid",
      "  Paraíso do Tocantins: 1485.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lower Sackville",
      "FINAL ANSWER: Lower Sackville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.01806,
        "lon": -1.66437,
        "name": "Shama Junction"
      },
      {
        "lat": 9.87342,
        "lon": 7.95407,
        "name": "Kachia"
      },
      {
        "lat": -30.69366,
        "lon": 26.71141,
        "name": "Aliwal North"
      },
      {
        "lat": 5.2717,
        "lon": -1.0152,
        "name": "Mankesim"
      },
      {
        "lat": -37.8,
        "lon": 144.96667,
        "name": "Carlton"
      }
    ],
    "question": "Which location is the geographic outlier among: Shama Junction, Kachia, Aliwal North, Mankesim, Carlton?",
    "ground_truth": {
      "answer": "Carlton",
      "outlier_distance_km": 11018.9,
      "second_furthest_km": 4418.2,
      "clarity_ratio": 2.49,
      "median_distance_km": 4362.1,
      "distances_to_centroid": {
        "Shama Junction": 4418.2,
        "Kachia": 3733.3,
        "Aliwal North": 2504.9,
        "Mankesim": 4362.1,
        "Carlton": 11018.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shama Junction: (5.02°, -1.66°)",
      "  Kachia: (9.87°, 7.95°)",
      "  Aliwal North: (-30.69°, 26.71°)",
      "  Mankesim: (5.27°, -1.02°)",
      "  Carlton: (-37.80°, 144.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carlton: 11018.9 km from centroid",
      "  Shama Junction: 4418.2 km from centroid",
      "  Mankesim: 4362.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carlton",
      "FINAL ANSWER: Carlton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.15,
        "lon": 139.06667,
        "name": "Yugawara"
      },
      {
        "lat": 20.92085,
        "lon": 74.76111,
        "name": "Walwadi"
      },
      {
        "lat": 43.85037,
        "lon": 81.78308,
        "name": "Onyar"
      },
      {
        "lat": 13.79284,
        "lon": 100.58298,
        "name": "Khetsamsenok"
      },
      {
        "lat": 35.11859,
        "lon": -120.59073,
        "name": "Arroyo Grande"
      }
    ],
    "question": "Which location is the geographic outlier among: Yugawara, Walwadi, Onyar, Khetsamsenok, Arroyo Grande?",
    "ground_truth": {
      "answer": "Arroyo Grande",
      "outlier_distance_km": 12786.2,
      "second_furthest_km": 7656.7,
      "clarity_ratio": 1.67,
      "median_distance_km": 4980.9,
      "distances_to_centroid": {
        "Yugawara": 7656.7,
        "Walwadi": 2200.7,
        "Onyar": 2823.8,
        "Khetsamsenok": 4980.9,
        "Arroyo Grande": 12786.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yugawara: (35.15°, 139.07°)",
      "  Walwadi: (20.92°, 74.76°)",
      "  Onyar: (43.85°, 81.78°)",
      "  Khetsamsenok: (13.79°, 100.58°)",
      "  Arroyo Grande: (35.12°, -120.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Arroyo Grande: 12786.2 km from centroid",
      "  Yugawara: 7656.7 km from centroid",
      "  Khetsamsenok: 4980.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Arroyo Grande",
      "FINAL ANSWER: Arroyo Grande"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.5523,
        "lon": 37.70885,
        "name": "Vidnoye"
      },
      {
        "lat": 51.86583,
        "lon": 4.66111,
        "name": "Alblasserdam"
      },
      {
        "lat": 52.43022,
        "lon": 20.71652,
        "name": "Nowy Dwór Mazowiecki"
      },
      {
        "lat": 45.76788,
        "lon": 4.85064,
        "name": "Lyon 06"
      },
      {
        "lat": 27.13181,
        "lon": 81.95332,
        "name": "Gondā City"
      }
    ],
    "question": "Which location is the geographic outlier among: Vidnoye, Alblasserdam, Nowy Dwór Mazowiecki, Lyon 06, Gondā City?",
    "ground_truth": {
      "answer": "Gondā City",
      "outlier_distance_km": 4994.9,
      "second_furthest_km": 1929.1,
      "clarity_ratio": 2.59,
      "median_distance_km": 1920.5,
      "distances_to_centroid": {
        "Vidnoye": 1136.0,
        "Alblasserdam": 1920.5,
        "Nowy Dwór Mazowiecki": 934.1,
        "Lyon 06": 1929.1,
        "Gondā City": 4994.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vidnoye: (55.55°, 37.71°)",
      "  Alblasserdam: (51.87°, 4.66°)",
      "  Nowy Dwór Mazowiecki: (52.43°, 20.72°)",
      "  Lyon 06: (45.77°, 4.85°)",
      "  Gondā City: (27.13°, 81.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gondā City: 4994.9 km from centroid",
      "  Lyon 06: 1929.1 km from centroid",
      "  Alblasserdam: 1920.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gondā City",
      "FINAL ANSWER: Gondā City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.57583,
        "lon": 6.61944,
        "name": "Hardenberg"
      },
      {
        "lat": 45.64498,
        "lon": 11.29886,
        "name": "Valdagno"
      },
      {
        "lat": 54.84034,
        "lon": -1.46427,
        "name": "Houghton-Le-Spring"
      },
      {
        "lat": 48.77275,
        "lon": 5.16108,
        "name": "Bar-le-Duc"
      },
      {
        "lat": 17.98625,
        "lon": -92.93928,
        "name": "Villahermosa"
      }
    ],
    "question": "Which location is the geographic outlier among: Hardenberg, Valdagno, Houghton-Le-Spring, Bar-le-Duc, Villahermosa?",
    "ground_truth": {
      "answer": "Villahermosa",
      "outlier_distance_km": 7737.6,
      "second_furthest_km": 2016.8,
      "clarity_ratio": 3.84,
      "median_distance_km": 1808.3,
      "distances_to_centroid": {
        "Hardenberg": 1808.3,
        "Valdagno": 2016.8,
        "Houghton-Le-Spring": 1518.3,
        "Bar-le-Duc": 1578.2,
        "Villahermosa": 7737.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hardenberg: (52.58°, 6.62°)",
      "  Valdagno: (45.64°, 11.30°)",
      "  Houghton-Le-Spring: (54.84°, -1.46°)",
      "  Bar-le-Duc: (48.77°, 5.16°)",
      "  Villahermosa: (17.99°, -92.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Villahermosa: 7737.6 km from centroid",
      "  Valdagno: 2016.8 km from centroid",
      "  Hardenberg: 1808.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Villahermosa",
      "FINAL ANSWER: Villahermosa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.42814,
        "lon": -0.41765,
        "name": "Paiporta"
      },
      {
        "lat": 45.70843,
        "lon": 8.90763,
        "name": "Tradate"
      },
      {
        "lat": 49.74657,
        "lon": 8.11513,
        "name": "Alzey"
      },
      {
        "lat": 55.88431,
        "lon": 38.7864,
        "name": "Elektrogorsk"
      },
      {
        "lat": -33.9049,
        "lon": 151.01996,
        "name": "Yagoona"
      }
    ],
    "question": "Which location is the geographic outlier among: Paiporta, Tradate, Alzey, Elektrogorsk, Yagoona?",
    "ground_truth": {
      "answer": "Yagoona",
      "outlier_distance_km": 13564.2,
      "second_furthest_km": 3848.4,
      "clarity_ratio": 3.52,
      "median_distance_km": 3422.6,
      "distances_to_centroid": {
        "Paiporta": 3848.4,
        "Tradate": 3204.0,
        "Alzey": 3422.6,
        "Elektrogorsk": 2732.6,
        "Yagoona": 13564.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Paiporta: (39.43°, -0.42°)",
      "  Tradate: (45.71°, 8.91°)",
      "  Alzey: (49.75°, 8.12°)",
      "  Elektrogorsk: (55.88°, 38.79°)",
      "  Yagoona: (-33.90°, 151.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yagoona: 13564.2 km from centroid",
      "  Paiporta: 3848.4 km from centroid",
      "  Alzey: 3422.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yagoona",
      "FINAL ANSWER: Yagoona"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.73722,
        "lon": -48.91472,
        "name": "Olímpia"
      },
      {
        "lat": -4.77611,
        "lon": -48.06722,
        "name": "Rondon do Pará"
      },
      {
        "lat": -11.61667,
        "lon": -38.8,
        "name": "Biritinga"
      },
      {
        "lat": -0.7175,
        "lon": -47.69972,
        "name": "Marapanim"
      },
      {
        "lat": 49.16638,
        "lon": -123.94003,
        "name": "Nanaimo"
      }
    ],
    "question": "Which location is the geographic outlier among: Olímpia, Rondon do Pará, Biritinga, Marapanim, Nanaimo?",
    "ground_truth": {
      "answer": "Nanaimo",
      "outlier_distance_km": 7851.3,
      "second_furthest_km": 2944.5,
      "clarity_ratio": 2.67,
      "median_distance_km": 2901.1,
      "distances_to_centroid": {
        "Olímpia": 2901.1,
        "Rondon do Pará": 1683.7,
        "Biritinga": 2944.5,
        "Marapanim": 1567.9,
        "Nanaimo": 7851.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Olímpia: (-20.74°, -48.91°)",
      "  Rondon do Pará: (-4.78°, -48.07°)",
      "  Biritinga: (-11.62°, -38.80°)",
      "  Marapanim: (-0.72°, -47.70°)",
      "  Nanaimo: (49.17°, -123.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nanaimo: 7851.3 km from centroid",
      "  Biritinga: 2944.5 km from centroid",
      "  Olímpia: 2901.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nanaimo",
      "FINAL ANSWER: Nanaimo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.36937,
        "lon": 105.88323,
        "name": "Zhuhai"
      },
      {
        "lat": 16.18953,
        "lon": 100.85958,
        "name": "Chon Daen"
      },
      {
        "lat": 15.46915,
        "lon": 73.83285,
        "name": "Taleigao"
      },
      {
        "lat": 3.0693,
        "lon": 101.6074,
        "name": "Bandar Sunway"
      },
      {
        "lat": -37.75405,
        "lon": 145.14864,
        "name": "Templestowe"
      }
    ],
    "question": "Which location is the geographic outlier among: Zhuhai, Chon Daen, Taleigao, Bandar Sunway, Templestowe?",
    "ground_truth": {
      "answer": "Templestowe",
      "outlier_distance_km": 6299.7,
      "second_furthest_km": 3635.0,
      "clarity_ratio": 1.73,
      "median_distance_km": 2680.2,
      "distances_to_centroid": {
        "Zhuhai": 2680.2,
        "Chon Daen": 1314.2,
        "Taleigao": 3635.0,
        "Bandar Sunway": 492.9,
        "Templestowe": 6299.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zhuhai: (29.37°, 105.88°)",
      "  Chon Daen: (16.19°, 100.86°)",
      "  Taleigao: (15.47°, 73.83°)",
      "  Bandar Sunway: (3.07°, 101.61°)",
      "  Templestowe: (-37.75°, 145.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Templestowe: 6299.7 km from centroid",
      "  Taleigao: 3635.0 km from centroid",
      "  Zhuhai: 2680.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Templestowe",
      "FINAL ANSWER: Templestowe"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.9417,
        "lon": 58.8083,
        "name": "Bakal"
      },
      {
        "lat": 52.19166,
        "lon": -1.70734,
        "name": "Stratford-upon-Avon"
      },
      {
        "lat": 56.90528,
        "lon": 59.94361,
        "name": "Pervouralsk"
      },
      {
        "lat": 44.0038,
        "lon": 10.10674,
        "name": "Marina di Massa"
      },
      {
        "lat": -36.88333,
        "lon": 174.7,
        "name": "Avondale"
      }
    ],
    "question": "Which location is the geographic outlier among: Bakal, Stratford-upon-Avon, Pervouralsk, Marina di Massa, Avondale?",
    "ground_truth": {
      "answer": "Avondale",
      "outlier_distance_km": 14187.9,
      "second_furthest_km": 5228.1,
      "clarity_ratio": 2.71,
      "median_distance_km": 4398.8,
      "distances_to_centroid": {
        "Bakal": 2306.0,
        "Stratford-upon-Avon": 5228.1,
        "Pervouralsk": 2521.4,
        "Marina di Massa": 4398.8,
        "Avondale": 14187.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bakal: (54.94°, 58.81°)",
      "  Stratford-upon-Avon: (52.19°, -1.71°)",
      "  Pervouralsk: (56.91°, 59.94°)",
      "  Marina di Massa: (44.00°, 10.11°)",
      "  Avondale: (-36.88°, 174.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Avondale: 14187.9 km from centroid",
      "  Stratford-upon-Avon: 5228.1 km from centroid",
      "  Marina di Massa: 4398.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Avondale",
      "FINAL ANSWER: Avondale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.56109,
        "lon": 8.50495,
        "name": "Wetzlar"
      },
      {
        "lat": 59.63937,
        "lon": 33.52967,
        "name": "Tikhvin"
      },
      {
        "lat": 49.20724,
        "lon": 2.58661,
        "name": "Senlis"
      },
      {
        "lat": 56.19514,
        "lon": -3.17316,
        "name": "Glenrothes"
      },
      {
        "lat": -21.205,
        "lon": -41.88778,
        "name": "Itaperuna"
      }
    ],
    "question": "Which location is the geographic outlier among: Wetzlar, Tikhvin, Senlis, Glenrothes, Itaperuna?",
    "ground_truth": {
      "answer": "Itaperuna",
      "outlier_distance_km": 7972.6,
      "second_furthest_km": 3294.3,
      "clarity_ratio": 2.42,
      "median_distance_km": 1938.8,
      "distances_to_centroid": {
        "Wetzlar": 1463.4,
        "Tikhvin": 3294.3,
        "Senlis": 1167.9,
        "Glenrothes": 1938.8,
        "Itaperuna": 7972.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wetzlar: (50.56°, 8.50°)",
      "  Tikhvin: (59.64°, 33.53°)",
      "  Senlis: (49.21°, 2.59°)",
      "  Glenrothes: (56.20°, -3.17°)",
      "  Itaperuna: (-21.20°, -41.89°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Itaperuna: 7972.6 km from centroid",
      "  Tikhvin: 3294.3 km from centroid",
      "  Glenrothes: 1938.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Itaperuna",
      "FINAL ANSWER: Itaperuna"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.44187,
        "lon": 152.93861,
        "name": "The Gap"
      },
      {
        "lat": -38.17058,
        "lon": 144.3114,
        "name": "Highton"
      },
      {
        "lat": -32.06003,
        "lon": 115.955,
        "name": "Thornlie"
      },
      {
        "lat": -35.28346,
        "lon": 149.12807,
        "name": "Canberra"
      },
      {
        "lat": 51.45342,
        "lon": 6.6326,
        "name": "Moers"
      }
    ],
    "question": "Which location is the geographic outlier among: The Gap, Highton, Thornlie, Canberra, Moers?",
    "ground_truth": {
      "answer": "Moers",
      "outlier_distance_km": 12601.4,
      "second_furthest_km": 4205.2,
      "clarity_ratio": 3.0,
      "median_distance_km": 4086.1,
      "distances_to_centroid": {
        "The Gap": 4205.2,
        "Highton": 3843.3,
        "Thornlie": 1765.9,
        "Canberra": 4086.1,
        "Moers": 12601.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  The Gap: (-27.44°, 152.94°)",
      "  Highton: (-38.17°, 144.31°)",
      "  Thornlie: (-32.06°, 115.95°)",
      "  Canberra: (-35.28°, 149.13°)",
      "  Moers: (51.45°, 6.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Moers: 12601.4 km from centroid",
      "  The Gap: 4205.2 km from centroid",
      "  Canberra: 4086.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Moers",
      "FINAL ANSWER: Moers"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.08297,
        "lon": 3.85196,
        "name": "Kisi"
      },
      {
        "lat": 10.61285,
        "lon": 12.19458,
        "name": "Biu"
      },
      {
        "lat": 5.10658,
        "lon": 7.36667,
        "name": "Aba"
      },
      {
        "lat": 7.15571,
        "lon": 3.34509,
        "name": "Abeokuta"
      },
      {
        "lat": 18.64813,
        "lon": 72.87579,
        "name": "Alībāg"
      }
    ],
    "question": "Which location is the geographic outlier among: Kisi, Biu, Aba, Abeokuta, Alībāg?",
    "ground_truth": {
      "answer": "Alībāg",
      "outlier_distance_km": 5761.6,
      "second_furthest_km": 1852.1,
      "clarity_ratio": 3.11,
      "median_distance_km": 1766.0,
      "distances_to_centroid": {
        "Kisi": 1766.0,
        "Biu": 847.5,
        "Aba": 1491.9,
        "Abeokuta": 1852.1,
        "Alībāg": 5761.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kisi: (9.08°, 3.85°)",
      "  Biu: (10.61°, 12.19°)",
      "  Aba: (5.11°, 7.37°)",
      "  Abeokuta: (7.16°, 3.35°)",
      "  Alībāg: (18.65°, 72.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alībāg: 5761.6 km from centroid",
      "  Abeokuta: 1852.1 km from centroid",
      "  Kisi: 1766.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alībāg",
      "FINAL ANSWER: Alībāg"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.10461,
        "lon": 4.27557,
        "name": "Scheveningen"
      },
      {
        "lat": 51.8289,
        "lon": 8.14724,
        "name": "Oelde"
      },
      {
        "lat": 43.25347,
        "lon": -2.9161,
        "name": "Santutxu"
      },
      {
        "lat": 52.92277,
        "lon": -1.47663,
        "name": "Derby"
      },
      {
        "lat": -13.48694,
        "lon": -39.04389,
        "name": "Cairu"
      }
    ],
    "question": "Which location is the geographic outlier among: Scheveningen, Oelde, Santutxu, Derby, Cairu?",
    "ground_truth": {
      "answer": "Cairu",
      "outlier_distance_km": 6610.6,
      "second_furthest_km": 1965.3,
      "clarity_ratio": 3.36,
      "median_distance_km": 1835.9,
      "distances_to_centroid": {
        "Scheveningen": 1835.9,
        "Oelde": 1965.3,
        "Santutxu": 715.6,
        "Derby": 1772.7,
        "Cairu": 6610.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Scheveningen: (52.10°, 4.28°)",
      "  Oelde: (51.83°, 8.15°)",
      "  Santutxu: (43.25°, -2.92°)",
      "  Derby: (52.92°, -1.48°)",
      "  Cairu: (-13.49°, -39.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cairu: 6610.6 km from centroid",
      "  Oelde: 1965.3 km from centroid",
      "  Scheveningen: 1835.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cairu",
      "FINAL ANSWER: Cairu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.8844,
        "lon": -97.14704,
        "name": "Winnipeg"
      },
      {
        "lat": 28.55778,
        "lon": -81.4534,
        "name": "Pine Hills"
      },
      {
        "lat": 43.11682,
        "lon": -79.19958,
        "name": "Thorold"
      },
      {
        "lat": 18.36759,
        "lon": -95.79857,
        "name": "Cosamaloapan"
      },
      {
        "lat": 51.32997,
        "lon": -0.4113,
        "name": "Cobham"
      }
    ],
    "question": "Which location is the geographic outlier among: Winnipeg, Pine Hills, Thorold, Cosamaloapan, Cobham?",
    "ground_truth": {
      "answer": "Cobham",
      "outlier_distance_km": 5515.8,
      "second_furthest_km": 3277.4,
      "clarity_ratio": 1.68,
      "median_distance_km": 2451.0,
      "distances_to_centroid": {
        "Winnipeg": 2451.0,
        "Pine Hills": 1460.5,
        "Thorold": 890.4,
        "Cosamaloapan": 3277.4,
        "Cobham": 5515.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Winnipeg: (49.88°, -97.15°)",
      "  Pine Hills: (28.56°, -81.45°)",
      "  Thorold: (43.12°, -79.20°)",
      "  Cosamaloapan: (18.37°, -95.80°)",
      "  Cobham: (51.33°, -0.41°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cobham: 5515.8 km from centroid",
      "  Cosamaloapan: 3277.4 km from centroid",
      "  Winnipeg: 2451.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cobham",
      "FINAL ANSWER: Cobham"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.09162,
        "lon": 6.89217,
        "name": "Monheim am Rhein"
      },
      {
        "lat": 40.41189,
        "lon": -3.65682,
        "name": "Media Legua"
      },
      {
        "lat": 45.42309,
        "lon": 9.10707,
        "name": "Romano Banco"
      },
      {
        "lat": 52.9911,
        "lon": 22.88422,
        "name": "Łapy"
      },
      {
        "lat": -37.80639,
        "lon": 145.03086,
        "name": "Kew"
      }
    ],
    "question": "Which location is the geographic outlier among: Monheim am Rhein, Media Legua, Romano Banco, Łapy, Kew?",
    "ground_truth": {
      "answer": "Kew",
      "outlier_distance_km": 13581.3,
      "second_furthest_km": 3730.9,
      "clarity_ratio": 3.64,
      "median_distance_km": 3323.5,
      "distances_to_centroid": {
        "Monheim am Rhein": 3323.5,
        "Media Legua": 3730.9,
        "Romano Banco": 2870.2,
        "Łapy": 2727.2,
        "Kew": 13581.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Monheim am Rhein: (51.09°, 6.89°)",
      "  Media Legua: (40.41°, -3.66°)",
      "  Romano Banco: (45.42°, 9.11°)",
      "  Łapy: (52.99°, 22.88°)",
      "  Kew: (-37.81°, 145.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kew: 13581.3 km from centroid",
      "  Media Legua: 3730.9 km from centroid",
      "  Monheim am Rhein: 3323.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kew",
      "FINAL ANSWER: Kew"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -18.41778,
        "lon": -46.41806,
        "name": "Presidente Olegário"
      },
      {
        "lat": -23.39694,
        "lon": -47.00222,
        "name": "Pirapora do Bom Jesus"
      },
      {
        "lat": 8.23773,
        "lon": -73.35604,
        "name": "Ocaña"
      },
      {
        "lat": -5.70556,
        "lon": -35.30722,
        "name": "Extremoz"
      },
      {
        "lat": 45.01052,
        "lon": -93.45551,
        "name": "Plymouth"
      }
    ],
    "question": "Which location is the geographic outlier among: Presidente Olegário, Pirapora do Bom Jesus, Ocaña, Extremoz, Plymouth?",
    "ground_truth": {
      "answer": "Plymouth",
      "outlier_distance_km": 5925.9,
      "second_furthest_km": 3026.8,
      "clarity_ratio": 1.96,
      "median_distance_km": 2750.4,
      "distances_to_centroid": {
        "Presidente Olegário": 2580.3,
        "Pirapora do Bom Jesus": 3026.8,
        "Ocaña": 1764.1,
        "Extremoz": 2750.4,
        "Plymouth": 5925.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Presidente Olegário: (-18.42°, -46.42°)",
      "  Pirapora do Bom Jesus: (-23.40°, -47.00°)",
      "  Ocaña: (8.24°, -73.36°)",
      "  Extremoz: (-5.71°, -35.31°)",
      "  Plymouth: (45.01°, -93.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Plymouth: 5925.9 km from centroid",
      "  Pirapora do Bom Jesus: 3026.8 km from centroid",
      "  Extremoz: 2750.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Plymouth",
      "FINAL ANSWER: Plymouth"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.46498,
        "lon": 42.18447,
        "name": "Felana"
      },
      {
        "lat": 8.55083,
        "lon": -0.51875,
        "name": "Salaga"
      },
      {
        "lat": 9.08297,
        "lon": 3.85196,
        "name": "Kisi"
      },
      {
        "lat": 8.85488,
        "lon": 0.05922,
        "name": "Bimbila"
      },
      {
        "lat": -38.21792,
        "lon": 145.03876,
        "name": "Mornington"
      }
    ],
    "question": "Which location is the geographic outlier among: Felana, Salaga, Kisi, Bimbila, Mornington?",
    "ground_truth": {
      "answer": "Mornington",
      "outlier_distance_km": 11444.9,
      "second_furthest_km": 4396.6,
      "clarity_ratio": 2.6,
      "median_distance_km": 4341.1,
      "distances_to_centroid": {
        "Felana": 1191.0,
        "Salaga": 4396.6,
        "Kisi": 3940.5,
        "Bimbila": 4341.1,
        "Mornington": 11444.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Felana: (9.46°, 42.18°)",
      "  Salaga: (8.55°, -0.52°)",
      "  Kisi: (9.08°, 3.85°)",
      "  Bimbila: (8.85°, 0.06°)",
      "  Mornington: (-38.22°, 145.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mornington: 11444.9 km from centroid",
      "  Salaga: 4396.6 km from centroid",
      "  Bimbila: 4341.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mornington",
      "FINAL ANSWER: Mornington"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.03333,
        "lon": 145.35,
        "name": "Berwick"
      },
      {
        "lat": -28.00274,
        "lon": 153.42999,
        "name": "Surfers Paradise"
      },
      {
        "lat": -33.79728,
        "lon": 150.7847,
        "name": "St Clair"
      },
      {
        "lat": -37.78333,
        "lon": 175.28333,
        "name": "Hamilton"
      },
      {
        "lat": -22.22917,
        "lon": -50.89306,
        "name": "Rancharia"
      }
    ],
    "question": "Which location is the geographic outlier among: Berwick, Surfers Paradise, St Clair, Hamilton, Rancharia?",
    "ground_truth": {
      "answer": "Rancharia",
      "outlier_distance_km": 13799.0,
      "second_furthest_km": 5460.7,
      "clarity_ratio": 2.53,
      "median_distance_km": 3727.8,
      "distances_to_centroid": {
        "Berwick": 2850.1,
        "Surfers Paradise": 3727.8,
        "St Clair": 3350.2,
        "Hamilton": 5460.7,
        "Rancharia": 13799.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Berwick: (-38.03°, 145.35°)",
      "  Surfers Paradise: (-28.00°, 153.43°)",
      "  St Clair: (-33.80°, 150.78°)",
      "  Hamilton: (-37.78°, 175.28°)",
      "  Rancharia: (-22.23°, -50.89°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rancharia: 13799.0 km from centroid",
      "  Hamilton: 5460.7 km from centroid",
      "  Surfers Paradise: 3727.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rancharia",
      "FINAL ANSWER: Rancharia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.47288,
        "lon": 28.09919,
        "name": "Soshanguve"
      },
      {
        "lat": -24.2957,
        "lon": 28.11415,
        "name": "Vaalwater"
      },
      {
        "lat": 5.78009,
        "lon": 38.40887,
        "name": "Kercha"
      },
      {
        "lat": 11.55965,
        "lon": 9.66407,
        "name": "Chakwama"
      },
      {
        "lat": 24.68413,
        "lon": 113.59839,
        "name": "Maba"
      }
    ],
    "question": "Which location is the geographic outlier among: Soshanguve, Vaalwater, Kercha, Chakwama, Maba?",
    "ground_truth": {
      "answer": "Maba",
      "outlier_distance_km": 8072.7,
      "second_furthest_km": 4021.2,
      "clarity_ratio": 2.01,
      "median_distance_km": 3135.0,
      "distances_to_centroid": {
        "Soshanguve": 3135.0,
        "Vaalwater": 3026.9,
        "Kercha": 996.7,
        "Chakwama": 4021.2,
        "Maba": 8072.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Soshanguve: (-25.47°, 28.10°)",
      "  Vaalwater: (-24.30°, 28.11°)",
      "  Kercha: (5.78°, 38.41°)",
      "  Chakwama: (11.56°, 9.66°)",
      "  Maba: (24.68°, 113.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maba: 8072.7 km from centroid",
      "  Chakwama: 4021.2 km from centroid",
      "  Soshanguve: 3135.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maba",
      "FINAL ANSWER: Maba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.34361,
        "lon": -98.97472,
        "name": "Emiliano Zapata"
      },
      {
        "lat": 42.26259,
        "lon": -71.80229,
        "name": "Worcester"
      },
      {
        "lat": 40.9805,
        "lon": -111.88744,
        "name": "Farmington"
      },
      {
        "lat": 37.96215,
        "lon": -122.34553,
        "name": "San Pablo"
      },
      {
        "lat": -15.77972,
        "lon": -47.92972,
        "name": "Brasília"
      }
    ],
    "question": "Which location is the geographic outlier among: Emiliano Zapata, Worcester, Farmington, San Pablo, Brasília?",
    "ground_truth": {
      "answer": "Brasília",
      "outlier_distance_km": 6471.9,
      "second_furthest_km": 3319.4,
      "clarity_ratio": 1.95,
      "median_distance_km": 2655.6,
      "distances_to_centroid": {
        "Emiliano Zapata": 1065.0,
        "Worcester": 2582.4,
        "Farmington": 2655.6,
        "San Pablo": 3319.4,
        "Brasília": 6471.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Emiliano Zapata: (19.34°, -98.97°)",
      "  Worcester: (42.26°, -71.80°)",
      "  Farmington: (40.98°, -111.89°)",
      "  San Pablo: (37.96°, -122.35°)",
      "  Brasília: (-15.78°, -47.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Brasília: 6471.9 km from centroid",
      "  San Pablo: 3319.4 km from centroid",
      "  Farmington: 2655.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Brasília",
      "FINAL ANSWER: Brasília"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.11667,
        "lon": 79.73333,
        "name": "Kālpi"
      },
      {
        "lat": 30.65622,
        "lon": 76.82093,
        "name": "Zerakpur"
      },
      {
        "lat": 23.7,
        "lon": 113.03333,
        "name": "Qingyuan"
      },
      {
        "lat": 13.00334,
        "lon": 80.19614,
        "name": "Saint Thomas Mount"
      },
      {
        "lat": 41.80065,
        "lon": -73.12122,
        "name": "Torrington"
      }
    ],
    "question": "Which location is the geographic outlier among: Kālpi, Zerakpur, Qingyuan, Saint Thomas Mount, Torrington?",
    "ground_truth": {
      "answer": "Torrington",
      "outlier_distance_km": 10707.8,
      "second_furthest_km": 5758.7,
      "clarity_ratio": 1.86,
      "median_distance_km": 3021.3,
      "distances_to_centroid": {
        "Kālpi": 2424.8,
        "Zerakpur": 2127.2,
        "Qingyuan": 5758.7,
        "Saint Thomas Mount": 3021.3,
        "Torrington": 10707.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kālpi: (26.12°, 79.73°)",
      "  Zerakpur: (30.66°, 76.82°)",
      "  Qingyuan: (23.70°, 113.03°)",
      "  Saint Thomas Mount: (13.00°, 80.20°)",
      "  Torrington: (41.80°, -73.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Torrington: 10707.8 km from centroid",
      "  Qingyuan: 5758.7 km from centroid",
      "  Saint Thomas Mount: 3021.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Torrington",
      "FINAL ANSWER: Torrington"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.14652,
        "lon": 83.75803,
        "name": "Siswā Bāzār"
      },
      {
        "lat": 10.3239,
        "lon": 123.0215,
        "name": "La Castellana"
      },
      {
        "lat": 11.40598,
        "lon": 77.77501,
        "name": "Elandakuttai"
      },
      {
        "lat": 36.22309,
        "lon": 136.19236,
        "name": "Awara"
      },
      {
        "lat": -38.99081,
        "lon": -64.09574,
        "name": "Río Colorado"
      }
    ],
    "question": "Which location is the geographic outlier among: Siswā Bāzār, La Castellana, Elandakuttai, Awara, Río Colorado?",
    "ground_truth": {
      "answer": "Río Colorado",
      "outlier_distance_km": 14493.3,
      "second_furthest_km": 7154.7,
      "clarity_ratio": 2.03,
      "median_distance_km": 5659.6,
      "distances_to_centroid": {
        "Siswā Bāzār": 2382.6,
        "La Castellana": 5659.6,
        "Elandakuttai": 745.7,
        "Awara": 7154.7,
        "Río Colorado": 14493.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Siswā Bāzār: (27.15°, 83.76°)",
      "  La Castellana: (10.32°, 123.02°)",
      "  Elandakuttai: (11.41°, 77.78°)",
      "  Awara: (36.22°, 136.19°)",
      "  Río Colorado: (-38.99°, -64.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Río Colorado: 14493.3 km from centroid",
      "  Awara: 7154.7 km from centroid",
      "  La Castellana: 5659.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Río Colorado",
      "FINAL ANSWER: Río Colorado"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.76667,
        "lon": 144.91667,
        "name": "Moonee Ponds"
      },
      {
        "lat": -38.02388,
        "lon": 144.40617,
        "name": "Lara"
      },
      {
        "lat": -45.87416,
        "lon": 170.50361,
        "name": "Dunedin"
      },
      {
        "lat": -37.91806,
        "lon": 145.03544,
        "name": "Bentleigh"
      },
      {
        "lat": 58.30194,
        "lon": -134.41972,
        "name": "Juneau"
      }
    ],
    "question": "Which location is the geographic outlier among: Moonee Ponds, Lara, Dunedin, Bentleigh, Juneau?",
    "ground_truth": {
      "answer": "Juneau",
      "outlier_distance_km": 14277.5,
      "second_furthest_km": 7372.3,
      "clarity_ratio": 1.94,
      "median_distance_km": 5251.8,
      "distances_to_centroid": {
        "Moonee Ponds": 5239.3,
        "Lara": 5198.5,
        "Dunedin": 7372.3,
        "Bentleigh": 5251.8,
        "Juneau": 14277.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Moonee Ponds: (-37.77°, 144.92°)",
      "  Lara: (-38.02°, 144.41°)",
      "  Dunedin: (-45.87°, 170.50°)",
      "  Bentleigh: (-37.92°, 145.04°)",
      "  Juneau: (58.30°, -134.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Juneau: 14277.5 km from centroid",
      "  Dunedin: 7372.3 km from centroid",
      "  Bentleigh: 5251.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Juneau",
      "FINAL ANSWER: Juneau"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.65,
        "lon": 145.03333,
        "name": "Epping"
      },
      {
        "lat": -37.9,
        "lon": 144.66667,
        "name": "Werribee"
      },
      {
        "lat": -37.81667,
        "lon": 144.9,
        "name": "Yarraville"
      },
      {
        "lat": -27.50578,
        "lon": 153.10236,
        "name": "Carindale"
      },
      {
        "lat": 4.0613,
        "lon": 98.3699,
        "name": "Tanjungtiram"
      }
    ],
    "question": "Which location is the geographic outlier among: Epping, Werribee, Yarraville, Carindale, Tanjungtiram?",
    "ground_truth": {
      "answer": "Tanjungtiram",
      "outlier_distance_km": 5437.0,
      "second_furthest_km": 1567.0,
      "clarity_ratio": 3.47,
      "median_distance_km": 1366.2,
      "distances_to_centroid": {
        "Epping": 1357.5,
        "Werribee": 1362.6,
        "Yarraville": 1366.2,
        "Carindale": 1567.0,
        "Tanjungtiram": 5437.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Epping: (-37.65°, 145.03°)",
      "  Werribee: (-37.90°, 144.67°)",
      "  Yarraville: (-37.82°, 144.90°)",
      "  Carindale: (-27.51°, 153.10°)",
      "  Tanjungtiram: (4.06°, 98.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tanjungtiram: 5437.0 km from centroid",
      "  Carindale: 1567.0 km from centroid",
      "  Yarraville: 1366.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tanjungtiram",
      "FINAL ANSWER: Tanjungtiram"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.84447,
        "lon": -90.18874,
        "name": "Clinton"
      },
      {
        "lat": 43.05285,
        "lon": -74.34375,
        "name": "Gloversville"
      },
      {
        "lat": 40.87676,
        "lon": -73.32456,
        "name": "East Northport"
      },
      {
        "lat": 33.40178,
        "lon": -86.95444,
        "name": "Bessemer"
      },
      {
        "lat": 12.57513,
        "lon": 122.27081,
        "name": "Romblon"
      }
    ],
    "question": "Which location is the geographic outlier among: Clinton, Gloversville, East Northport, Bessemer, Romblon?",
    "ground_truth": {
      "answer": "Romblon",
      "outlier_distance_km": 14489.0,
      "second_furthest_km": 4364.5,
      "clarity_ratio": 3.32,
      "median_distance_km": 4251.0,
      "distances_to_centroid": {
        "Clinton": 4364.5,
        "Gloversville": 3067.5,
        "East Northport": 2961.5,
        "Bessemer": 4251.0,
        "Romblon": 14489.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Clinton: (41.84°, -90.19°)",
      "  Gloversville: (43.05°, -74.34°)",
      "  East Northport: (40.88°, -73.32°)",
      "  Bessemer: (33.40°, -86.95°)",
      "  Romblon: (12.58°, 122.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Romblon: 14489.0 km from centroid",
      "  Clinton: 4364.5 km from centroid",
      "  Bessemer: 4251.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Romblon",
      "FINAL ANSWER: Romblon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.60855,
        "lon": 138.46473,
        "name": "Minamiarupusu"
      },
      {
        "lat": -7.4737,
        "lon": 112.6505,
        "name": "Tulangan Utara"
      },
      {
        "lat": 19.15516,
        "lon": 73.26553,
        "name": "Badlapur"
      },
      {
        "lat": 9.81371,
        "lon": 105.82096,
        "name": "Ngã Bảy"
      },
      {
        "lat": -7.09639,
        "lon": -35.23278,
        "name": "Sapé"
      }
    ],
    "question": "Which location is the geographic outlier among: Minamiarupusu, Tulangan Utara, Badlapur, Ngã Bảy, Sapé?",
    "ground_truth": {
      "answer": "Sapé",
      "outlier_distance_km": 12786.4,
      "second_furthest_km": 6613.9,
      "clarity_ratio": 1.93,
      "median_distance_km": 4203.0,
      "distances_to_centroid": {
        "Minamiarupusu": 6613.9,
        "Tulangan Utara": 4203.0,
        "Badlapur": 1189.5,
        "Ngã Bảy": 2937.8,
        "Sapé": 12786.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Minamiarupusu: (35.61°, 138.46°)",
      "  Tulangan Utara: (-7.47°, 112.65°)",
      "  Badlapur: (19.16°, 73.27°)",
      "  Ngã Bảy: (9.81°, 105.82°)",
      "  Sapé: (-7.10°, -35.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sapé: 12786.4 km from centroid",
      "  Minamiarupusu: 6613.9 km from centroid",
      "  Tulangan Utara: 4203.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sapé",
      "FINAL ANSWER: Sapé"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.91806,
        "lon": 145.03544,
        "name": "Bentleigh"
      },
      {
        "lat": -37.69825,
        "lon": 145.05967,
        "name": "Bundoora"
      },
      {
        "lat": -37.66667,
        "lon": 145.06667,
        "name": "Mill Park"
      },
      {
        "lat": -27.25204,
        "lon": 152.99226,
        "name": "Kallangur"
      },
      {
        "lat": 14.40076,
        "lon": 37.93399,
        "name": "Sheraro"
      }
    ],
    "question": "Which location is the geographic outlier among: Bentleigh, Bundoora, Mill Park, Kallangur, Sheraro?",
    "ground_truth": {
      "answer": "Sheraro",
      "outlier_distance_km": 10418.6,
      "second_furthest_km": 2773.7,
      "clarity_ratio": 3.76,
      "median_distance_km": 2340.0,
      "distances_to_centroid": {
        "Bentleigh": 2340.0,
        "Bundoora": 2329.2,
        "Mill Park": 2328.0,
        "Kallangur": 2773.7,
        "Sheraro": 10418.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bentleigh: (-37.92°, 145.04°)",
      "  Bundoora: (-37.70°, 145.06°)",
      "  Mill Park: (-37.67°, 145.07°)",
      "  Kallangur: (-27.25°, 152.99°)",
      "  Sheraro: (14.40°, 37.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sheraro: 10418.6 km from centroid",
      "  Kallangur: 2773.7 km from centroid",
      "  Bentleigh: 2340.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sheraro",
      "FINAL ANSWER: Sheraro"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.01384,
        "lon": -75.07859,
        "name": "Frankford"
      },
      {
        "lat": 47.80527,
        "lon": -122.24064,
        "name": "Bothell West"
      },
      {
        "lat": 38.71311,
        "lon": -90.42984,
        "name": "Maryland Heights"
      },
      {
        "lat": 35.9987,
        "lon": -96.11417,
        "name": "Sapulpa"
      },
      {
        "lat": 31.02543,
        "lon": 109.38562,
        "name": "Zhuyi"
      }
    ],
    "question": "Which location is the geographic outlier among: Frankford, Bothell West, Maryland Heights, Sapulpa, Zhuyi?",
    "ground_truth": {
      "answer": "Zhuyi",
      "outlier_distance_km": 12091.7,
      "second_furthest_km": 5370.9,
      "clarity_ratio": 2.25,
      "median_distance_km": 3625.0,
      "distances_to_centroid": {
        "Frankford": 1737.4,
        "Bothell West": 5370.9,
        "Maryland Heights": 3063.4,
        "Sapulpa": 3625.0,
        "Zhuyi": 12091.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Frankford: (40.01°, -75.08°)",
      "  Bothell West: (47.81°, -122.24°)",
      "  Maryland Heights: (38.71°, -90.43°)",
      "  Sapulpa: (36.00°, -96.11°)",
      "  Zhuyi: (31.03°, 109.39°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zhuyi: 12091.7 km from centroid",
      "  Bothell West: 5370.9 km from centroid",
      "  Sapulpa: 3625.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zhuyi",
      "FINAL ANSWER: Zhuyi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.0501,
        "lon": -72.58287,
        "name": "Longmeadow"
      },
      {
        "lat": 35.96064,
        "lon": -83.92074,
        "name": "Knoxville"
      },
      {
        "lat": 41.28899,
        "lon": -72.68176,
        "name": "Guilford"
      },
      {
        "lat": 35.88264,
        "lon": -80.08199,
        "name": "Thomasville"
      },
      {
        "lat": -0.24849,
        "lon": 35.73194,
        "name": "Molo"
      }
    ],
    "question": "Which location is the geographic outlier among: Longmeadow, Knoxville, Guilford, Thomasville, Molo?",
    "ground_truth": {
      "answer": "Molo",
      "outlier_distance_km": 10063.6,
      "second_furthest_km": 2754.7,
      "clarity_ratio": 3.65,
      "median_distance_km": 2409.4,
      "distances_to_centroid": {
        "Longmeadow": 2009.2,
        "Knoxville": 2754.7,
        "Guilford": 1972.8,
        "Thomasville": 2409.4,
        "Molo": 10063.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Longmeadow: (42.05°, -72.58°)",
      "  Knoxville: (35.96°, -83.92°)",
      "  Guilford: (41.29°, -72.68°)",
      "  Thomasville: (35.88°, -80.08°)",
      "  Molo: (-0.25°, 35.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Molo: 10063.6 km from centroid",
      "  Knoxville: 2754.7 km from centroid",
      "  Thomasville: 2409.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Molo",
      "FINAL ANSWER: Molo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.75647,
        "lon": -83.97046,
        "name": "Maryville"
      },
      {
        "lat": 20.37237,
        "lon": -101.06249,
        "name": "Jaral del Progreso"
      },
      {
        "lat": 40.86867,
        "lon": -82.31822,
        "name": "Ashland"
      },
      {
        "lat": 42.49276,
        "lon": -92.34296,
        "name": "Waterloo"
      },
      {
        "lat": 40.38897,
        "lon": -3.74569,
        "name": "Latina"
      }
    ],
    "question": "Which location is the geographic outlier among: Maryville, Jaral del Progreso, Ashland, Waterloo, Latina?",
    "ground_truth": {
      "answer": "Latina",
      "outlier_distance_km": 5890.9,
      "second_furthest_km": 3258.9,
      "clarity_ratio": 1.81,
      "median_distance_km": 1835.8,
      "distances_to_centroid": {
        "Maryville": 1016.4,
        "Jaral del Progreso": 3258.9,
        "Ashland": 999.0,
        "Waterloo": 1835.8,
        "Latina": 5890.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maryville: (35.76°, -83.97°)",
      "  Jaral del Progreso: (20.37°, -101.06°)",
      "  Ashland: (40.87°, -82.32°)",
      "  Waterloo: (42.49°, -92.34°)",
      "  Latina: (40.39°, -3.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Latina: 5890.9 km from centroid",
      "  Jaral del Progreso: 3258.9 km from centroid",
      "  Waterloo: 1835.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Latina",
      "FINAL ANSWER: Latina"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.11694,
        "lon": 153.46584,
        "name": "Palm Beach"
      },
      {
        "lat": -38.11342,
        "lon": 145.28326,
        "name": "Cranbourne"
      },
      {
        "lat": -37.83834,
        "lon": 144.99149,
        "name": "South Yarra"
      },
      {
        "lat": -40.35636,
        "lon": 175.61113,
        "name": "Palmerston North"
      },
      {
        "lat": -8.66667,
        "lon": -35.71667,
        "name": "Catende"
      }
    ],
    "question": "Which location is the geographic outlier among: Palm Beach, Cranbourne, South Yarra, Palmerston North, Catende?",
    "ground_truth": {
      "answer": "Catende",
      "outlier_distance_km": 14749.8,
      "second_furthest_km": 5341.1,
      "clarity_ratio": 2.76,
      "median_distance_km": 3555.4,
      "distances_to_centroid": {
        "Palm Beach": 3555.4,
        "Cranbourne": 2737.7,
        "South Yarra": 2707.7,
        "Palmerston North": 5341.1,
        "Catende": 14749.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Palm Beach: (-28.12°, 153.47°)",
      "  Cranbourne: (-38.11°, 145.28°)",
      "  South Yarra: (-37.84°, 144.99°)",
      "  Palmerston North: (-40.36°, 175.61°)",
      "  Catende: (-8.67°, -35.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Catende: 14749.8 km from centroid",
      "  Palmerston North: 5341.1 km from centroid",
      "  Palm Beach: 3555.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Catende",
      "FINAL ANSWER: Catende"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.39733,
        "lon": 107.46953,
        "name": "Caohui"
      },
      {
        "lat": 21.27851,
        "lon": 86.68833,
        "name": "Soro"
      },
      {
        "lat": 28.71753,
        "lon": 77.26508,
        "name": "Dayal Pur"
      },
      {
        "lat": 22.55213,
        "lon": 113.88288,
        "name": "Bao'an"
      },
      {
        "lat": 7.43636,
        "lon": 5.45925,
        "name": "Emure-Ekiti"
      }
    ],
    "question": "Which location is the geographic outlier among: Caohui, Soro, Dayal Pur, Bao'an, Emure-Ekiti?",
    "ground_truth": {
      "answer": "Emure-Ekiti",
      "outlier_distance_km": 7918.9,
      "second_furthest_km": 3667.0,
      "clarity_ratio": 2.16,
      "median_distance_km": 3056.6,
      "distances_to_centroid": {
        "Caohui": 3056.6,
        "Soro": 886.3,
        "Dayal Pur": 743.8,
        "Bao'an": 3667.0,
        "Emure-Ekiti": 7918.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caohui: (30.40°, 107.47°)",
      "  Soro: (21.28°, 86.69°)",
      "  Dayal Pur: (28.72°, 77.27°)",
      "  Bao'an: (22.55°, 113.88°)",
      "  Emure-Ekiti: (7.44°, 5.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Emure-Ekiti: 7918.9 km from centroid",
      "  Bao'an: 3667.0 km from centroid",
      "  Caohui: 3056.6 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": -33.22795,
        "lon": -60.32994,
        "name": "Villa Constitución"
      },
      {
        "lat": -26.92617,
        "lon": -60.04852,
        "name": "Machagai"
      },
      {
        "lat": -0.85833,
        "lon": -48.14167,
        "name": "Vigia"
      },
      {
        "lat": -22.76417,
        "lon": -43.39944,
        "name": "Belford Roxo"
      },
      {
        "lat": 8.74921,
        "lon": 4.13113,
        "name": "Igbeti"
      }
    ],
    "question": "Which location is the geographic outlier among: Villa Constitución, Machagai, Vigia, Belford Roxo, Igbeti?",
    "ground_truth": {
      "answer": "Igbeti",
      "outlier_distance_km": 5685.8,
      "second_furthest_km": 2771.4,
      "clarity_ratio": 2.05,
      "median_distance_km": 2328.1,
      "distances_to_centroid": {
        "Villa Constitución": 2771.4,
        "Machagai": 2328.1,
        "Vigia": 1731.3,
        "Belford Roxo": 884.2,
        "Igbeti": 5685.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Villa Constitución: (-33.23°, -60.33°)",
      "  Machagai: (-26.93°, -60.05°)",
      "  Vigia: (-0.86°, -48.14°)",
      "  Belford Roxo: (-22.76°, -43.40°)",
      "  Igbeti: (8.75°, 4.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Igbeti: 5685.8 km from centroid",
      "  Villa Constitución: 2771.4 km from centroid",
      "  Machagai: 2328.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Igbeti",
      "FINAL ANSWER: Igbeti"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.39879,
        "lon": 37.68336,
        "name": "Taveta"
      },
      {
        "lat": 6.61012,
        "lon": 3.30968,
        "name": "Akowonjo"
      },
      {
        "lat": 10.38584,
        "lon": 8.57286,
        "name": "Lere"
      },
      {
        "lat": 11.21566,
        "lon": 38.36452,
        "name": "Wegeda"
      },
      {
        "lat": 45.17191,
        "lon": -93.87469,
        "name": "Buffalo"
      }
    ],
    "question": "Which location is the geographic outlier among: Taveta, Akowonjo, Lere, Wegeda, Buffalo?",
    "ground_truth": {
      "answer": "Buffalo",
      "outlier_distance_km": 9116.0,
      "second_furthest_km": 4702.3,
      "clarity_ratio": 1.94,
      "median_distance_km": 4298.5,
      "distances_to_centroid": {
        "Taveta": 4702.3,
        "Akowonjo": 957.3,
        "Lere": 1134.2,
        "Wegeda": 4298.5,
        "Buffalo": 9116.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taveta: (-3.40°, 37.68°)",
      "  Akowonjo: (6.61°, 3.31°)",
      "  Lere: (10.39°, 8.57°)",
      "  Wegeda: (11.22°, 38.36°)",
      "  Buffalo: (45.17°, -93.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Buffalo: 9116.0 km from centroid",
      "  Taveta: 4702.3 km from centroid",
      "  Wegeda: 4298.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Buffalo",
      "FINAL ANSWER: Buffalo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.03672,
        "lon": -73.23558,
        "name": "Agustín Codazzi"
      },
      {
        "lat": -9.30667,
        "lon": -35.94333,
        "name": "Murici"
      },
      {
        "lat": -21.42917,
        "lon": -45.94722,
        "name": "Alfenas"
      },
      {
        "lat": -21.41222,
        "lon": -42.19667,
        "name": "Miracema"
      },
      {
        "lat": 41.78586,
        "lon": -88.14729,
        "name": "Naperville"
      }
    ],
    "question": "Which location is the geographic outlier among: Agustín Codazzi, Murici, Alfenas, Miracema, Naperville?",
    "ground_truth": {
      "answer": "Naperville",
      "outlier_distance_km": 5599.3,
      "second_furthest_km": 2872.0,
      "clarity_ratio": 1.95,
      "median_distance_km": 2665.9,
      "distances_to_centroid": {
        "Agustín Codazzi": 2109.6,
        "Murici": 2556.9,
        "Alfenas": 2665.9,
        "Miracema": 2872.0,
        "Naperville": 5599.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Agustín Codazzi: (10.04°, -73.24°)",
      "  Murici: (-9.31°, -35.94°)",
      "  Alfenas: (-21.43°, -45.95°)",
      "  Miracema: (-21.41°, -42.20°)",
      "  Naperville: (41.79°, -88.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Naperville: 5599.3 km from centroid",
      "  Miracema: 2872.0 km from centroid",
      "  Alfenas: 2665.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Naperville",
      "FINAL ANSWER: Naperville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.11342,
        "lon": 145.28326,
        "name": "Cranbourne"
      },
      {
        "lat": -38.15912,
        "lon": 145.93118,
        "name": "Warragul"
      },
      {
        "lat": -37.83382,
        "lon": 144.93834,
        "name": "City of Port Phillip"
      },
      {
        "lat": -37.58333,
        "lon": 145.03333,
        "name": "Wollert"
      },
      {
        "lat": -43.30031,
        "lon": -65.10564,
        "name": "Rawson"
      }
    ],
    "question": "Which location is the geographic outlier among: Cranbourne, Warragul, City of Port Phillip, Wollert, Rawson?",
    "ground_truth": {
      "answer": "Rawson",
      "outlier_distance_km": 10788.7,
      "second_furthest_km": 3679.7,
      "clarity_ratio": 2.93,
      "median_distance_km": 3626.3,
      "distances_to_centroid": {
        "Cranbourne": 3626.3,
        "Warragul": 3679.7,
        "City of Port Phillip": 3605.2,
        "Wollert": 3620.7,
        "Rawson": 10788.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cranbourne: (-38.11°, 145.28°)",
      "  Warragul: (-38.16°, 145.93°)",
      "  City of Port Phillip: (-37.83°, 144.94°)",
      "  Wollert: (-37.58°, 145.03°)",
      "  Rawson: (-43.30°, -65.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rawson: 10788.7 km from centroid",
      "  Warragul: 3679.7 km from centroid",
      "  Cranbourne: 3626.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rawson",
      "FINAL ANSWER: Rawson"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.94433,
        "lon": 28.01496,
        "name": "Gonubie"
      },
      {
        "lat": 7.3,
        "lon": 38.65,
        "name": "Kuyera"
      },
      {
        "lat": 0.02538,
        "lon": 36.40865,
        "name": "Mairo Inya"
      },
      {
        "lat": 6.59651,
        "lon": 3.34205,
        "name": "Ikeja"
      },
      {
        "lat": -41.28664,
        "lon": 174.77557,
        "name": "Wellington"
      }
    ],
    "question": "Which location is the geographic outlier among: Gonubie, Kuyera, Mairo Inya, Ikeja, Wellington?",
    "ground_truth": {
      "answer": "Wellington",
      "outlier_distance_km": 11376.1,
      "second_furthest_km": 6205.1,
      "clarity_ratio": 1.83,
      "median_distance_km": 3691.9,
      "distances_to_centroid": {
        "Gonubie": 3691.9,
        "Kuyera": 2901.2,
        "Mairo Inya": 2568.2,
        "Ikeja": 6205.1,
        "Wellington": 11376.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gonubie: (-32.94°, 28.01°)",
      "  Kuyera: (7.30°, 38.65°)",
      "  Mairo Inya: (0.03°, 36.41°)",
      "  Ikeja: (6.60°, 3.34°)",
      "  Wellington: (-41.29°, 174.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wellington: 11376.1 km from centroid",
      "  Ikeja: 6205.1 km from centroid",
      "  Gonubie: 3691.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wellington",
      "FINAL ANSWER: Wellington"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.44187,
        "lon": 152.93861,
        "name": "The Gap"
      },
      {
        "lat": -12.46113,
        "lon": 130.84185,
        "name": "Darwin"
      },
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      },
      {
        "lat": -27.35364,
        "lon": 152.96848,
        "name": "Albany Creek"
      },
      {
        "lat": 36.48333,
        "lon": 139.0,
        "name": "Shibukawa"
      }
    ],
    "question": "Which location is the geographic outlier among: The Gap, Darwin, Taylors Lakes, Albany Creek, Shibukawa?",
    "ground_truth": {
      "answer": "Shibukawa",
      "outlier_distance_km": 5605.2,
      "second_furthest_km": 2670.0,
      "clarity_ratio": 2.1,
      "median_distance_km": 1782.2,
      "distances_to_centroid": {
        "The Gap": 1782.2,
        "Darwin": 1443.1,
        "Taylors Lakes": 2670.0,
        "Albany Creek": 1775.5,
        "Shibukawa": 5605.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  The Gap: (-27.44°, 152.94°)",
      "  Darwin: (-12.46°, 130.84°)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "  Albany Creek: (-27.35°, 152.97°)",
      "  Shibukawa: (36.48°, 139.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shibukawa: 5605.2 km from centroid",
      "  Taylors Lakes: 2670.0 km from centroid",
      "  The Gap: 1782.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shibukawa",
      "FINAL ANSWER: Shibukawa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -35.03264,
        "lon": -63.01484,
        "name": "General Villegas"
      },
      {
        "lat": -21.83222,
        "lon": -46.89361,
        "name": "Vargem Grande do Sul"
      },
      {
        "lat": -16.525,
        "lon": -50.37222,
        "name": "São Luís de Montes Belos"
      },
      {
        "lat": -21.97583,
        "lon": -51.65139,
        "name": "Santo Anastácio"
      },
      {
        "lat": 25.67312,
        "lon": 78.45908,
        "name": "Datia"
      }
    ],
    "question": "Which location is the geographic outlier among: General Villegas, Vargem Grande do Sul, São Luís de Montes Belos, Santo Anastácio, Datia?",
    "ground_truth": {
      "answer": "Datia",
      "outlier_distance_km": 12170.6,
      "second_furthest_km": 4321.9,
      "clarity_ratio": 2.82,
      "median_distance_km": 2782.4,
      "distances_to_centroid": {
        "General Villegas": 4321.9,
        "Vargem Grande do Sul": 2307.6,
        "São Luís de Montes Belos": 2555.0,
        "Santo Anastácio": 2782.4,
        "Datia": 12170.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  General Villegas: (-35.03°, -63.01°)",
      "  Vargem Grande do Sul: (-21.83°, -46.89°)",
      "  São Luís de Montes Belos: (-16.52°, -50.37°)",
      "  Santo Anastácio: (-21.98°, -51.65°)",
      "  Datia: (25.67°, 78.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Datia: 12170.6 km from centroid",
      "  General Villegas: 4321.9 km from centroid",
      "  Santo Anastácio: 2782.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Datia",
      "FINAL ANSWER: Datia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.31157,
        "lon": 73.10087,
        "name": "Nandri"
      },
      {
        "lat": 22.9757,
        "lon": 88.4337,
        "name": "Kalyani"
      },
      {
        "lat": 26.94442,
        "lon": 84.5377,
        "name": "Chanpatia"
      },
      {
        "lat": 30.26361,
        "lon": 78.00862,
        "name": "Clement Town"
      },
      {
        "lat": 1.25744,
        "lon": -70.23551,
        "name": "Mitú"
      }
    ],
    "question": "Which location is the geographic outlier among: Nandri, Kalyani, Chanpatia, Clement Town, Mitú?",
    "ground_truth": {
      "answer": "Mitú",
      "outlier_distance_km": 13131.5,
      "second_furthest_km": 3868.6,
      "clarity_ratio": 3.39,
      "median_distance_km": 3465.3,
      "distances_to_centroid": {
        "Nandri": 2327.3,
        "Kalyani": 3868.6,
        "Chanpatia": 3465.3,
        "Clement Town": 2882.7,
        "Mitú": 13131.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nandri: (26.31°, 73.10°)",
      "  Kalyani: (22.98°, 88.43°)",
      "  Chanpatia: (26.94°, 84.54°)",
      "  Clement Town: (30.26°, 78.01°)",
      "  Mitú: (1.26°, -70.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mitú: 13131.5 km from centroid",
      "  Kalyani: 3868.6 km from centroid",
      "  Chanpatia: 3465.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mitú",
      "FINAL ANSWER: Mitú"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.41502,
        "lon": 2.88132,
        "name": "Badagry"
      },
      {
        "lat": 7.13333,
        "lon": 37.95,
        "name": "Shonē"
      },
      {
        "lat": 6.72556,
        "lon": 11.25652,
        "name": "Gembu"
      },
      {
        "lat": 25.48742,
        "lon": 28.97918,
        "name": "Mūţ"
      },
      {
        "lat": 35.52808,
        "lon": -108.74258,
        "name": "Gallup"
      }
    ],
    "question": "Which location is the geographic outlier among: Badagry, Shonē, Gembu, Mūţ, Gallup?",
    "ground_truth": {
      "answer": "Gallup",
      "outlier_distance_km": 10108.3,
      "second_furthest_km": 4832.0,
      "clarity_ratio": 2.09,
      "median_distance_km": 3717.7,
      "distances_to_centroid": {
        "Badagry": 1427.4,
        "Shonē": 4832.0,
        "Gembu": 2112.3,
        "Mūţ": 3717.7,
        "Gallup": 10108.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Badagry: (6.42°, 2.88°)",
      "  Shonē: (7.13°, 37.95°)",
      "  Gembu: (6.73°, 11.26°)",
      "  Mūţ: (25.49°, 28.98°)",
      "  Gallup: (35.53°, -108.74°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gallup: 10108.3 km from centroid",
      "  Shonē: 4832.0 km from centroid",
      "  Mūţ: 3717.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gallup",
      "FINAL ANSWER: Gallup"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.1525,
        "lon": 125.83278,
        "name": "Jiutai"
      },
      {
        "lat": 16.28584,
        "lon": 81.25464,
        "name": "Kanuru"
      },
      {
        "lat": 13.82609,
        "lon": 100.67933,
        "name": "Khan Na Yao"
      },
      {
        "lat": 23.11147,
        "lon": 114.41523,
        "name": "Huizhou"
      },
      {
        "lat": 48.96115,
        "lon": 2.06882,
        "name": "Achères"
      }
    ],
    "question": "Which location is the geographic outlier among: Jiutai, Kanuru, Khan Na Yao, Huizhou, Achères?",
    "ground_truth": {
      "answer": "Achères",
      "outlier_distance_km": 7099.8,
      "second_furthest_km": 3959.2,
      "clarity_ratio": 1.79,
      "median_distance_km": 3019.6,
      "distances_to_centroid": {
        "Jiutai": 3959.2,
        "Kanuru": 1489.5,
        "Khan Na Yao": 2366.9,
        "Huizhou": 3019.6,
        "Achères": 7099.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jiutai: (44.15°, 125.83°)",
      "  Kanuru: (16.29°, 81.25°)",
      "  Khan Na Yao: (13.83°, 100.68°)",
      "  Huizhou: (23.11°, 114.42°)",
      "  Achères: (48.96°, 2.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Achères: 7099.8 km from centroid",
      "  Jiutai: 3959.2 km from centroid",
      "  Huizhou: 3019.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Achères",
      "FINAL ANSWER: Achères"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -13.4425,
        "lon": -42.23889,
        "name": "Paramirim"
      },
      {
        "lat": -20.39484,
        "lon": -43.50517,
        "name": "Ouro Preto"
      },
      {
        "lat": -18.54861,
        "lon": -42.55694,
        "name": "Peçanha"
      },
      {
        "lat": -20.795,
        "lon": -49.22028,
        "name": "Guapiaçu"
      },
      {
        "lat": 6.10045,
        "lon": 7.061,
        "name": "Agulu"
      }
    ],
    "question": "Which location is the geographic outlier among: Paramirim, Ouro Preto, Peçanha, Guapiaçu, Agulu?",
    "ground_truth": {
      "answer": "Agulu",
      "outlier_distance_km": 5035.3,
      "second_furthest_km": 1803.4,
      "clarity_ratio": 2.79,
      "median_distance_km": 1266.2,
      "distances_to_centroid": {
        "Paramirim": 881.1,
        "Ouro Preto": 1266.2,
        "Peçanha": 1069.4,
        "Guapiaçu": 1803.4,
        "Agulu": 5035.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Paramirim: (-13.44°, -42.24°)",
      "  Ouro Preto: (-20.39°, -43.51°)",
      "  Peçanha: (-18.55°, -42.56°)",
      "  Guapiaçu: (-20.80°, -49.22°)",
      "  Agulu: (6.10°, 7.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Agulu: 5035.3 km from centroid",
      "  Guapiaçu: 1803.4 km from centroid",
      "  Ouro Preto: 1266.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Agulu",
      "FINAL ANSWER: Agulu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.03634,
        "lon": 4.32501,
        "name": "Rijswijk"
      },
      {
        "lat": 50.17103,
        "lon": 18.9041,
        "name": "Mikołów"
      },
      {
        "lat": 53.4115,
        "lon": -2.83935,
        "name": "Huyton"
      },
      {
        "lat": 54.35369,
        "lon": 41.91986,
        "name": "Sasovo"
      },
      {
        "lat": -38.08333,
        "lon": 144.38333,
        "name": "Corio"
      }
    ],
    "question": "Which location is the geographic outlier among: Rijswijk, Mikołów, Huyton, Sasovo, Corio?",
    "ground_truth": {
      "answer": "Corio",
      "outlier_distance_km": 13306.0,
      "second_furthest_km": 4033.5,
      "clarity_ratio": 3.3,
      "median_distance_km": 3527.8,
      "distances_to_centroid": {
        "Rijswijk": 3527.8,
        "Mikołów": 2529.0,
        "Huyton": 4033.5,
        "Sasovo": 2221.7,
        "Corio": 13306.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rijswijk: (52.04°, 4.33°)",
      "  Mikołów: (50.17°, 18.90°)",
      "  Huyton: (53.41°, -2.84°)",
      "  Sasovo: (54.35°, 41.92°)",
      "  Corio: (-38.08°, 144.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Corio: 13306.0 km from centroid",
      "  Huyton: 4033.5 km from centroid",
      "  Rijswijk: 3527.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Corio",
      "FINAL ANSWER: Corio"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.09311,
        "lon": 30.31418,
        "name": "Abū Ḩummuş"
      },
      {
        "lat": 30.90711,
        "lon": 32.02341,
        "name": "Munsha‘at Abū ‘Umar"
      },
      {
        "lat": 6.45197,
        "lon": 3.33115,
        "name": "Ajegunle"
      },
      {
        "lat": -0.15816,
        "lon": 35.19645,
        "name": "Muhoroni"
      },
      {
        "lat": -36.88158,
        "lon": 174.76204,
        "name": "Mount Eden"
      }
    ],
    "question": "Which location is the geographic outlier among: Abū Ḩummuş, Munsha‘at Abū ‘Umar, Ajegunle, Muhoroni, Mount Eden?",
    "ground_truth": {
      "answer": "Mount Eden",
      "outlier_distance_km": 13044.5,
      "second_furthest_km": 5721.2,
      "clarity_ratio": 2.28,
      "median_distance_km": 3779.6,
      "distances_to_centroid": {
        "Abū Ḩummuş": 3779.6,
        "Munsha‘at Abū ‘Umar": 3646.0,
        "Ajegunle": 5721.2,
        "Muhoroni": 2324.7,
        "Mount Eden": 13044.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Abū Ḩummuş: (31.09°, 30.31°)",
      "  Munsha‘at Abū ‘Umar: (30.91°, 32.02°)",
      "  Ajegunle: (6.45°, 3.33°)",
      "  Muhoroni: (-0.16°, 35.20°)",
      "  Mount Eden: (-36.88°, 174.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mount Eden: 13044.5 km from centroid",
      "  Ajegunle: 5721.2 km from centroid",
      "  Abū Ḩummuş: 3779.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mount Eden",
      "FINAL ANSWER: Mount Eden"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.05,
        "lon": -0.13333,
        "name": "Alcañiz"
      },
      {
        "lat": 52.1653,
        "lon": 8.85996,
        "name": "Vlotho"
      },
      {
        "lat": 51.12753,
        "lon": 16.96186,
        "name": "Osiedle Kosmonautów"
      },
      {
        "lat": 51.06358,
        "lon": 6.0998,
        "name": "Heinsberg"
      },
      {
        "lat": 0.63513,
        "lon": 34.28165,
        "name": "Malaba"
      }
    ],
    "question": "Which location is the geographic outlier among: Alcañiz, Vlotho, Osiedle Kosmonautów, Heinsberg, Malaba?",
    "ground_truth": {
      "answer": "Malaba",
      "outlier_distance_km": 4793.8,
      "second_furthest_km": 1479.2,
      "clarity_ratio": 3.24,
      "median_distance_km": 1429.9,
      "distances_to_centroid": {
        "Alcañiz": 1151.9,
        "Vlotho": 1479.2,
        "Osiedle Kosmonautów": 1357.1,
        "Heinsberg": 1429.9,
        "Malaba": 4793.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Alcañiz: (41.05°, -0.13°)",
      "  Vlotho: (52.17°, 8.86°)",
      "  Osiedle Kosmonautów: (51.13°, 16.96°)",
      "  Heinsberg: (51.06°, 6.10°)",
      "  Malaba: (0.64°, 34.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Malaba: 4793.8 km from centroid",
      "  Vlotho: 1479.2 km from centroid",
      "  Heinsberg: 1429.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Malaba",
      "FINAL ANSWER: Malaba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -19.96778,
        "lon": -44.19833,
        "name": "Betim"
      },
      {
        "lat": -19.55778,
        "lon": -44.08139,
        "name": "Matozinhos"
      },
      {
        "lat": -8.76194,
        "lon": -63.90389,
        "name": "Porto Velho"
      },
      {
        "lat": -36.74553,
        "lon": -72.47481,
        "name": "Quillón"
      },
      {
        "lat": -33.88834,
        "lon": 151.12274,
        "name": "Ashfield"
      }
    ],
    "question": "Which location is the geographic outlier among: Betim, Matozinhos, Porto Velho, Quillón, Ashfield?",
    "ground_truth": {
      "answer": "Ashfield",
      "outlier_distance_km": 13429.4,
      "second_furthest_km": 5646.0,
      "clarity_ratio": 2.38,
      "median_distance_km": 5479.2,
      "distances_to_centroid": {
        "Betim": 3067.0,
        "Matozinhos": 3066.0,
        "Porto Velho": 5479.2,
        "Quillón": 5646.0,
        "Ashfield": 13429.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Betim: (-19.97°, -44.20°)",
      "  Matozinhos: (-19.56°, -44.08°)",
      "  Porto Velho: (-8.76°, -63.90°)",
      "  Quillón: (-36.75°, -72.47°)",
      "  Ashfield: (-33.89°, 151.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ashfield: 13429.4 km from centroid",
      "  Quillón: 5646.0 km from centroid",
      "  Porto Velho: 5479.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ashfield",
      "FINAL ANSWER: Ashfield"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.83149,
        "lon": 7.28075,
        "name": "Dülmen"
      },
      {
        "lat": 52.47523,
        "lon": 1.75167,
        "name": "Lowestoft"
      },
      {
        "lat": 56.90832,
        "lon": 62.03433,
        "name": "Sukhoy Log"
      },
      {
        "lat": 51.40055,
        "lon": 6.71187,
        "name": "Rheinhausen"
      },
      {
        "lat": 35.97113,
        "lon": 139.6491,
        "name": "Hasuda"
      }
    ],
    "question": "Which location is the geographic outlier among: Dülmen, Lowestoft, Sukhoy Log, Rheinhausen, Hasuda?",
    "ground_truth": {
      "answer": "Hasuda",
      "outlier_distance_km": 7441.9,
      "second_furthest_km": 2889.4,
      "clarity_ratio": 2.58,
      "median_distance_km": 2577.0,
      "distances_to_centroid": {
        "Dülmen": 2530.2,
        "Lowestoft": 2889.4,
        "Sukhoy Log": 1461.7,
        "Rheinhausen": 2577.0,
        "Hasuda": 7441.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dülmen: (51.83°, 7.28°)",
      "  Lowestoft: (52.48°, 1.75°)",
      "  Sukhoy Log: (56.91°, 62.03°)",
      "  Rheinhausen: (51.40°, 6.71°)",
      "  Hasuda: (35.97°, 139.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hasuda: 7441.9 km from centroid",
      "  Lowestoft: 2889.4 km from centroid",
      "  Rheinhausen: 2577.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hasuda",
      "FINAL ANSWER: Hasuda"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.01457,
        "lon": -97.09696,
        "name": "Flower Mound"
      },
      {
        "lat": 31.85425,
        "lon": -110.9937,
        "name": "Green Valley"
      },
      {
        "lat": 46.09454,
        "lon": -64.7965,
        "name": "Moncton"
      },
      {
        "lat": 26.6359,
        "lon": -80.09615,
        "name": "Palm Springs"
      },
      {
        "lat": -37.75,
        "lon": 145.01667,
        "name": "Preston"
      }
    ],
    "question": "Which location is the geographic outlier among: Flower Mound, Green Valley, Moncton, Palm Springs, Preston?",
    "ground_truth": {
      "answer": "Preston",
      "outlier_distance_km": 17937.4,
      "second_furthest_km": 6954.2,
      "clarity_ratio": 2.58,
      "median_distance_km": 5645.4,
      "distances_to_centroid": {
        "Flower Mound": 5645.4,
        "Green Valley": 6954.2,
        "Moncton": 3593.3,
        "Palm Springs": 3986.1,
        "Preston": 17937.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Flower Mound: (33.01°, -97.10°)",
      "  Green Valley: (31.85°, -110.99°)",
      "  Moncton: (46.09°, -64.80°)",
      "  Palm Springs: (26.64°, -80.10°)",
      "  Preston: (-37.75°, 145.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Preston: 17937.4 km from centroid",
      "  Green Valley: 6954.2 km from centroid",
      "  Flower Mound: 5645.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Preston",
      "FINAL ANSWER: Preston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.84806,
        "lon": -52.99194,
        "name": "Pinhalzinho"
      },
      {
        "lat": -11.25583,
        "lon": -39.37472,
        "name": "Santaluz"
      },
      {
        "lat": -12.53028,
        "lon": -38.29917,
        "name": "Mata de São João"
      },
      {
        "lat": -24.28139,
        "lon": -47.45972,
        "name": "Miracatu"
      },
      {
        "lat": 58.36848,
        "lon": 45.51622,
        "name": "Shar’ya"
      }
    ],
    "question": "Which location is the geographic outlier among: Pinhalzinho, Santaluz, Mata de São João, Miracatu, Shar’ya?",
    "ground_truth": {
      "answer": "Shar’ya",
      "outlier_distance_km": 9290.5,
      "second_furthest_km": 3844.2,
      "clarity_ratio": 2.42,
      "median_distance_km": 3237.2,
      "distances_to_centroid": {
        "Pinhalzinho": 3844.2,
        "Santaluz": 1669.4,
        "Mata de São João": 1652.2,
        "Miracatu": 3237.2,
        "Shar’ya": 9290.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pinhalzinho: (-26.85°, -52.99°)",
      "  Santaluz: (-11.26°, -39.37°)",
      "  Mata de São João: (-12.53°, -38.30°)",
      "  Miracatu: (-24.28°, -47.46°)",
      "  Shar’ya: (58.37°, 45.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shar’ya: 9290.5 km from centroid",
      "  Pinhalzinho: 3844.2 km from centroid",
      "  Miracatu: 3237.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shar’ya",
      "FINAL ANSWER: Shar’ya"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 3.52973,
        "lon": -75.64525,
        "name": "Rioblanco"
      },
      {
        "lat": -8.60111,
        "lon": -38.56861,
        "name": "Floresta"
      },
      {
        "lat": -25.44472,
        "lon": -49.1925,
        "name": "Pinhais"
      },
      {
        "lat": -20.07028,
        "lon": -44.30167,
        "name": "Igarapé"
      },
      {
        "lat": 34.37803,
        "lon": 109.20892,
        "name": "Lintong"
      }
    ],
    "question": "Which location is the geographic outlier among: Rioblanco, Floresta, Pinhais, Igarapé, Lintong?",
    "ground_truth": {
      "answer": "Lintong",
      "outlier_distance_km": 13713.8,
      "second_furthest_km": 6262.6,
      "clarity_ratio": 2.19,
      "median_distance_km": 4002.9,
      "distances_to_centroid": {
        "Rioblanco": 6262.6,
        "Floresta": 2169.5,
        "Pinhais": 4002.9,
        "Igarapé": 3258.3,
        "Lintong": 13713.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rioblanco: (3.53°, -75.65°)",
      "  Floresta: (-8.60°, -38.57°)",
      "  Pinhais: (-25.44°, -49.19°)",
      "  Igarapé: (-20.07°, -44.30°)",
      "  Lintong: (34.38°, 109.21°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lintong: 13713.8 km from centroid",
      "  Rioblanco: 6262.6 km from centroid",
      "  Pinhais: 4002.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lintong",
      "FINAL ANSWER: Lintong"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.51278,
        "lon": -44.00056,
        "name": "Pinheiral"
      },
      {
        "lat": -9.11694,
        "lon": -37.60222,
        "name": "Canapi"
      },
      {
        "lat": -38.23291,
        "lon": -72.33292,
        "name": "Victoria"
      },
      {
        "lat": -5.53778,
        "lon": -48.73333,
        "name": "São Domingos do Araguaia"
      },
      {
        "lat": -27.56056,
        "lon": 151.95386,
        "name": "Toowoomba"
      }
    ],
    "question": "Which location is the geographic outlier among: Pinheiral, Canapi, Victoria, São Domingos do Araguaia, Toowoomba?",
    "ground_truth": {
      "answer": "Toowoomba",
      "outlier_distance_km": 14324.8,
      "second_furthest_km": 6215.2,
      "clarity_ratio": 2.3,
      "median_distance_km": 4485.6,
      "distances_to_centroid": {
        "Pinheiral": 3500.7,
        "Canapi": 3208.0,
        "Victoria": 6215.2,
        "São Domingos do Araguaia": 4485.6,
        "Toowoomba": 14324.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pinheiral: (-22.51°, -44.00°)",
      "  Canapi: (-9.12°, -37.60°)",
      "  Victoria: (-38.23°, -72.33°)",
      "  São Domingos do Araguaia: (-5.54°, -48.73°)",
      "  Toowoomba: (-27.56°, 151.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Toowoomba: 14324.8 km from centroid",
      "  Victoria: 6215.2 km from centroid",
      "  São Domingos do Araguaia: 4485.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Toowoomba",
      "FINAL ANSWER: Toowoomba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 11.436,
        "lon": 77.67603,
        "name": "Pudūr"
      },
      {
        "lat": 36.91218,
        "lon": 119.5566,
        "name": "Buzhuang"
      },
      {
        "lat": 36.59889,
        "lon": 109.49167,
        "name": "Yan’an"
      },
      {
        "lat": 25.84664,
        "lon": 114.9326,
        "name": "Ganzhou"
      },
      {
        "lat": 43.58127,
        "lon": 7.12487,
        "name": "Antibes"
      }
    ],
    "question": "Which location is the geographic outlier among: Pudūr, Buzhuang, Yan’an, Ganzhou, Antibes?",
    "ground_truth": {
      "answer": "Antibes",
      "outlier_distance_km": 6844.5,
      "second_furthest_km": 3173.8,
      "clarity_ratio": 2.16,
      "median_distance_km": 2900.4,
      "distances_to_centroid": {
        "Pudūr": 2316.1,
        "Buzhuang": 3173.8,
        "Yan’an": 2278.4,
        "Ganzhou": 2900.4,
        "Antibes": 6844.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pudūr: (11.44°, 77.68°)",
      "  Buzhuang: (36.91°, 119.56°)",
      "  Yan’an: (36.60°, 109.49°)",
      "  Ganzhou: (25.85°, 114.93°)",
      "  Antibes: (43.58°, 7.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Antibes: 6844.5 km from centroid",
      "  Buzhuang: 3173.8 km from centroid",
      "  Ganzhou: 2900.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Antibes",
      "FINAL ANSWER: Antibes"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.97583,
        "lon": -51.65139,
        "name": "Santo Anastácio"
      },
      {
        "lat": -21.97722,
        "lon": -44.9325,
        "name": "Caxambu"
      },
      {
        "lat": -11.01611,
        "lon": -68.74806,
        "name": "Brasiléia"
      },
      {
        "lat": -23.47544,
        "lon": -46.60609,
        "name": "Tucuruvi"
      },
      {
        "lat": -33.9205,
        "lon": 151.25522,
        "name": "Coogee"
      }
    ],
    "question": "Which location is the geographic outlier among: Santo Anastácio, Caxambu, Brasiléia, Tucuruvi, Coogee?",
    "ground_truth": {
      "answer": "Coogee",
      "outlier_distance_km": 13502.7,
      "second_furthest_km": 6126.5,
      "clarity_ratio": 2.2,
      "median_distance_km": 4055.8,
      "distances_to_centroid": {
        "Santo Anastácio": 4055.8,
        "Caxambu": 3369.5,
        "Brasiléia": 6126.5,
        "Tucuruvi": 3522.2,
        "Coogee": 13502.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santo Anastácio: (-21.98°, -51.65°)",
      "  Caxambu: (-21.98°, -44.93°)",
      "  Brasiléia: (-11.02°, -68.75°)",
      "  Tucuruvi: (-23.48°, -46.61°)",
      "  Coogee: (-33.92°, 151.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Coogee: 13502.7 km from centroid",
      "  Brasiléia: 6126.5 km from centroid",
      "  Santo Anastácio: 4055.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Coogee",
      "FINAL ANSWER: Coogee"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -19.93408,
        "lon": -40.40473,
        "name": "Fundão"
      },
      {
        "lat": -5.87806,
        "lon": -46.69917,
        "name": "Sítio Novo"
      },
      {
        "lat": -5.08917,
        "lon": -81.11444,
        "name": "Paita"
      },
      {
        "lat": -1.02167,
        "lon": -46.635,
        "name": "Augusto Corrêa"
      },
      {
        "lat": -37.88413,
        "lon": 144.78367,
        "name": "Altona Meadows"
      }
    ],
    "question": "Which location is the geographic outlier among: Fundão, Sítio Novo, Paita, Augusto Corrêa, Altona Meadows?",
    "ground_truth": {
      "answer": "Altona Meadows",
      "outlier_distance_km": 13840.1,
      "second_furthest_km": 7402.9,
      "clarity_ratio": 1.87,
      "median_distance_km": 3865.2,
      "distances_to_centroid": {
        "Fundão": 2880.9,
        "Sítio Novo": 3686.6,
        "Paita": 7402.9,
        "Augusto Corrêa": 3865.2,
        "Altona Meadows": 13840.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Fundão: (-19.93°, -40.40°)",
      "  Sítio Novo: (-5.88°, -46.70°)",
      "  Paita: (-5.09°, -81.11°)",
      "  Augusto Corrêa: (-1.02°, -46.63°)",
      "  Altona Meadows: (-37.88°, 144.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Altona Meadows: 13840.1 km from centroid",
      "  Paita: 7402.9 km from centroid",
      "  Augusto Corrêa: 3865.2 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": 34.06803,
        "lon": 134.35033,
        "name": "Kamojimachō-jōgejima"
      },
      {
        "lat": 29.99152,
        "lon": 120.89845,
        "name": "Lianghu"
      },
      {
        "lat": 30.30618,
        "lon": 107.41296,
        "name": "Changlong"
      },
      {
        "lat": 12.50855,
        "lon": 80.14976,
        "name": "Pudupattanam"
      },
      {
        "lat": -10.75,
        "lon": -77.76667,
        "name": "Barranca"
      }
    ],
    "question": "Which location is the geographic outlier among: Kamojimachō-jōgejima, Lianghu, Changlong, Pudupattanam, Barranca?",
    "ground_truth": {
      "answer": "Barranca",
      "outlier_distance_km": 16743.2,
      "second_furthest_km": 6224.0,
      "clarity_ratio": 2.69,
      "median_distance_km": 4950.6,
      "distances_to_centroid": {
        "Kamojimachō-jōgejima": 6224.0,
        "Lianghu": 4950.6,
        "Changlong": 3668.4,
        "Pudupattanam": 1067.8,
        "Barranca": 16743.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kamojimachō-jōgejima: (34.07°, 134.35°)",
      "  Lianghu: (29.99°, 120.90°)",
      "  Changlong: (30.31°, 107.41°)",
      "  Pudupattanam: (12.51°, 80.15°)",
      "  Barranca: (-10.75°, -77.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Barranca: 16743.2 km from centroid",
      "  Kamojimachō-jōgejima: 6224.0 km from centroid",
      "  Lianghu: 4950.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Barranca",
      "FINAL ANSWER: Barranca"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.74215,
        "lon": 7.08368,
        "name": "Okrika"
      },
      {
        "lat": 30.35487,
        "lon": 31.20105,
        "name": "Ţūkh"
      },
      {
        "lat": 30.85711,
        "lon": 32.31183,
        "name": "Al Qanţarah"
      },
      {
        "lat": 7.53333,
        "lon": 39.25,
        "name": "Bek’ojī"
      },
      {
        "lat": 20.67738,
        "lon": -103.34749,
        "name": "Guadalajara"
      }
    ],
    "question": "Which location is the geographic outlier among: Okrika, Ţūkh, Al Qanţarah, Bek’ojī, Guadalajara?",
    "ground_truth": {
      "answer": "Guadalajara",
      "outlier_distance_km": 10709.3,
      "second_furthest_km": 4285.1,
      "clarity_ratio": 2.5,
      "median_distance_km": 3387.8,
      "distances_to_centroid": {
        "Okrika": 1687.9,
        "Ţūkh": 3270.2,
        "Al Qanţarah": 3387.8,
        "Bek’ojī": 4285.1,
        "Guadalajara": 10709.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Okrika: (4.74°, 7.08°)",
      "  Ţūkh: (30.35°, 31.20°)",
      "  Al Qanţarah: (30.86°, 32.31°)",
      "  Bek’ojī: (7.53°, 39.25°)",
      "  Guadalajara: (20.68°, -103.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Guadalajara: 10709.3 km from centroid",
      "  Bek’ojī: 4285.1 km from centroid",
      "  Al Qanţarah: 3387.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Guadalajara",
      "FINAL ANSWER: Guadalajara"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.27194,
        "lon": -101.98602,
        "name": "Loreto"
      },
      {
        "lat": 42.26308,
        "lon": -88.00397,
        "name": "Mundelein"
      },
      {
        "lat": 40.23384,
        "lon": -111.65853,
        "name": "Provo"
      },
      {
        "lat": 21.03053,
        "lon": -102.40227,
        "name": "San Miguel el Alto"
      },
      {
        "lat": 6.33815,
        "lon": 5.62575,
        "name": "Benin City"
      }
    ],
    "question": "Which location is the geographic outlier among: Loreto, Mundelein, Provo, San Miguel el Alto, Benin City?",
    "ground_truth": {
      "answer": "Benin City",
      "outlier_distance_km": 9229.0,
      "second_furthest_km": 3318.3,
      "clarity_ratio": 2.78,
      "median_distance_km": 2385.4,
      "distances_to_centroid": {
        "Loreto": 2302.8,
        "Mundelein": 1916.9,
        "Provo": 3318.3,
        "San Miguel el Alto": 2385.4,
        "Benin City": 9229.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Loreto: (22.27°, -101.99°)",
      "  Mundelein: (42.26°, -88.00°)",
      "  Provo: (40.23°, -111.66°)",
      "  San Miguel el Alto: (21.03°, -102.40°)",
      "  Benin City: (6.34°, 5.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Benin City: 9229.0 km from centroid",
      "  Provo: 3318.3 km from centroid",
      "  San Miguel el Alto: 2385.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Benin City",
      "FINAL ANSWER: Benin City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.68281,
        "lon": -88.35146,
        "name": "Oswego"
      },
      {
        "lat": 34.06251,
        "lon": -118.12285,
        "name": "Monterey Park"
      },
      {
        "lat": 33.8303,
        "lon": -116.54529,
        "name": "Palm Springs"
      },
      {
        "lat": 19.25417,
        "lon": -99.62778,
        "name": "San Jorge Pueblo Nuevo"
      },
      {
        "lat": -18.54778,
        "lon": -42.76333,
        "name": "São João Evangelista"
      }
    ],
    "question": "Which location is the geographic outlier among: Oswego, Monterey Park, Palm Springs, San Jorge Pueblo Nuevo, São João Evangelista?",
    "ground_truth": {
      "answer": "São João Evangelista",
      "outlier_distance_km": 7093.6,
      "second_furthest_km": 2785.1,
      "clarity_ratio": 2.55,
      "median_distance_km": 2641.0,
      "distances_to_centroid": {
        "Oswego": 2226.7,
        "Monterey Park": 2785.1,
        "Palm Springs": 2641.0,
        "San Jorge Pueblo Nuevo": 748.8,
        "São João Evangelista": 7093.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Oswego: (41.68°, -88.35°)",
      "  Monterey Park: (34.06°, -118.12°)",
      "  Palm Springs: (33.83°, -116.55°)",
      "  San Jorge Pueblo Nuevo: (19.25°, -99.63°)",
      "  São João Evangelista: (-18.55°, -42.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São João Evangelista: 7093.6 km from centroid",
      "  Monterey Park: 2785.1 km from centroid",
      "  Palm Springs: 2641.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São João Evangelista",
      "FINAL ANSWER: São João Evangelista"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.18856,
        "lon": -3.71887,
        "name": "Santafé"
      },
      {
        "lat": 51.12645,
        "lon": 7.90333,
        "name": "Attendorn"
      },
      {
        "lat": 43.37135,
        "lon": -8.396,
        "name": "A Coruña"
      },
      {
        "lat": 41.07663,
        "lon": 1.14163,
        "name": "Salou"
      },
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      }
    ],
    "question": "Which location is the geographic outlier among: Santafé, Attendorn, A Coruña, Salou, Maroubra?",
    "ground_truth": {
      "answer": "Maroubra",
      "outlier_distance_km": 14471.9,
      "second_furthest_km": 3808.7,
      "clarity_ratio": 3.8,
      "median_distance_km": 3279.6,
      "distances_to_centroid": {
        "Santafé": 3279.6,
        "Attendorn": 3172.7,
        "A Coruña": 3808.7,
        "Salou": 2983.5,
        "Maroubra": 14471.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santafé: (37.19°, -3.72°)",
      "  Attendorn: (51.13°, 7.90°)",
      "  A Coruña: (43.37°, -8.40°)",
      "  Salou: (41.08°, 1.14°)",
      "  Maroubra: (-33.95°, 151.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maroubra: 14471.9 km from centroid",
      "  A Coruña: 3808.7 km from centroid",
      "  Santafé: 3279.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maroubra",
      "FINAL ANSWER: Maroubra"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.28762,
        "lon": 152.76936,
        "name": "Hervey Bay"
      },
      {
        "lat": -38.03333,
        "lon": 145.25,
        "name": "Hampton Park"
      },
      {
        "lat": -37.78247,
        "lon": 145.31682,
        "name": "Mooroolbark"
      },
      {
        "lat": -37.814,
        "lon": 144.96332,
        "name": "Melbourne"
      },
      {
        "lat": -22.28556,
        "lon": -46.61222,
        "name": "Jacutinga"
      }
    ],
    "question": "Which location is the geographic outlier among: Hervey Bay, Hampton Park, Mooroolbark, Melbourne, Jacutinga?",
    "ground_truth": {
      "answer": "Jacutinga",
      "outlier_distance_km": 13392.9,
      "second_furthest_km": 4368.5,
      "clarity_ratio": 3.07,
      "median_distance_km": 3401.1,
      "distances_to_centroid": {
        "Hervey Bay": 4368.5,
        "Hampton Park": 3394.9,
        "Mooroolbark": 3401.1,
        "Melbourne": 3370.0,
        "Jacutinga": 13392.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hervey Bay: (-25.29°, 152.77°)",
      "  Hampton Park: (-38.03°, 145.25°)",
      "  Mooroolbark: (-37.78°, 145.32°)",
      "  Melbourne: (-37.81°, 144.96°)",
      "  Jacutinga: (-22.29°, -46.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jacutinga: 13392.9 km from centroid",
      "  Hervey Bay: 4368.5 km from centroid",
      "  Mooroolbark: 3401.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jacutinga",
      "FINAL ANSWER: Jacutinga"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.1691,
        "lon": -70.74053,
        "name": "Rancagua"
      },
      {
        "lat": -9.97056,
        "lon": -37.00333,
        "name": "Traipu"
      },
      {
        "lat": 6.15153,
        "lon": -75.61657,
        "name": "Sabaneta"
      },
      {
        "lat": -22.73917,
        "lon": -47.33139,
        "name": "Americana"
      },
      {
        "lat": 52.17333,
        "lon": 5.29167,
        "name": "Soest"
      }
    ],
    "question": "Which location is the geographic outlier among: Rancagua, Traipu, Sabaneta, Americana, Soest?",
    "ground_truth": {
      "answer": "Soest",
      "outlier_distance_km": 7610.7,
      "second_furthest_km": 4485.6,
      "clarity_ratio": 1.7,
      "median_distance_km": 3501.1,
      "distances_to_centroid": {
        "Rancagua": 4485.6,
        "Traipu": 1280.7,
        "Sabaneta": 3501.1,
        "Americana": 2350.9,
        "Soest": 7610.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rancagua: (-34.17°, -70.74°)",
      "  Traipu: (-9.97°, -37.00°)",
      "  Sabaneta: (6.15°, -75.62°)",
      "  Americana: (-22.74°, -47.33°)",
      "  Soest: (52.17°, 5.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Soest: 7610.7 km from centroid",
      "  Rancagua: 4485.6 km from centroid",
      "  Sabaneta: 3501.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Soest",
      "FINAL ANSWER: Soest"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.11639,
        "lon": -45.05444,
        "name": "São Lourenço"
      },
      {
        "lat": 4.81367,
        "lon": -74.35453,
        "name": "Facatativá"
      },
      {
        "lat": -23.64889,
        "lon": -47.57333,
        "name": "Salto de Pirapora"
      },
      {
        "lat": -22.02861,
        "lon": -42.36083,
        "name": "Cordeiro"
      },
      {
        "lat": -36.86472,
        "lon": 174.64768,
        "name": "Te Atatu South"
      }
    ],
    "question": "Which location is the geographic outlier among: São Lourenço, Facatativá, Salto de Pirapora, Cordeiro, Te Atatu South?",
    "ground_truth": {
      "answer": "Te Atatu South",
      "outlier_distance_km": 13693.3,
      "second_furthest_km": 7858.0,
      "clarity_ratio": 1.74,
      "median_distance_km": 4201.2,
      "distances_to_centroid": {
        "São Lourenço": 3952.7,
        "Facatativá": 7858.0,
        "Salto de Pirapora": 4201.2,
        "Cordeiro": 3676.2,
        "Te Atatu South": 13693.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  São Lourenço: (-22.12°, -45.05°)",
      "  Facatativá: (4.81°, -74.35°)",
      "  Salto de Pirapora: (-23.65°, -47.57°)",
      "  Cordeiro: (-22.03°, -42.36°)",
      "  Te Atatu South: (-36.86°, 174.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Te Atatu South: 13693.3 km from centroid",
      "  Facatativá: 7858.0 km from centroid",
      "  Salto de Pirapora: 4201.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Te Atatu South",
      "FINAL ANSWER: Te Atatu South"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.41972,
        "lon": -50.0775,
        "name": "Penápolis"
      },
      {
        "lat": -29.71671,
        "lon": -52.50321,
        "name": "Vera Cruz"
      },
      {
        "lat": -14.89528,
        "lon": -41.96861,
        "name": "Condeúba"
      },
      {
        "lat": -7.19111,
        "lon": -48.20722,
        "name": "Araguaína"
      },
      {
        "lat": 29.69224,
        "lon": 75.23608,
        "name": "Sardulgarh"
      }
    ],
    "question": "Which location is the geographic outlier among: Penápolis, Vera Cruz, Condeúba, Araguaína, Sardulgarh?",
    "ground_truth": {
      "answer": "Sardulgarh",
      "outlier_distance_km": 11325.9,
      "second_furthest_km": 3816.4,
      "clarity_ratio": 2.97,
      "median_distance_km": 3176.3,
      "distances_to_centroid": {
        "Penápolis": 3176.3,
        "Vera Cruz": 3816.4,
        "Condeúba": 2122.9,
        "Araguaína": 2725.2,
        "Sardulgarh": 11325.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Penápolis: (-21.42°, -50.08°)",
      "  Vera Cruz: (-29.72°, -52.50°)",
      "  Condeúba: (-14.90°, -41.97°)",
      "  Araguaína: (-7.19°, -48.21°)",
      "  Sardulgarh: (29.69°, 75.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sardulgarh: 11325.9 km from centroid",
      "  Vera Cruz: 3816.4 km from centroid",
      "  Penápolis: 3176.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sardulgarh",
      "FINAL ANSWER: Sardulgarh"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.83844,
        "lon": 15.56535,
        "name": "Sannicandro Garganico"
      },
      {
        "lat": 50.30582,
        "lon": 18.9742,
        "name": "Chorzów"
      },
      {
        "lat": 48.83669,
        "lon": 2.48255,
        "name": "Nogent-sur-Marne"
      },
      {
        "lat": 39.46569,
        "lon": -0.46005,
        "name": "Aldaia"
      },
      {
        "lat": 38.90015,
        "lon": -76.99587,
        "name": "H Street NE"
      }
    ],
    "question": "Which location is the geographic outlier among: Sannicandro Garganico, Chorzów, Nogent-sur-Marne, Aldaia, H Street NE?",
    "ground_truth": {
      "answer": "H Street NE",
      "outlier_distance_km": 5607.0,
      "second_furthest_km": 2155.9,
      "clarity_ratio": 2.6,
      "median_distance_km": 1934.5,
      "distances_to_centroid": {
        "Sannicandro Garganico": 1934.5,
        "Chorzów": 2155.9,
        "Nogent-sur-Marne": 980.0,
        "Aldaia": 800.1,
        "H Street NE": 5607.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sannicandro Garganico: (41.84°, 15.57°)",
      "  Chorzów: (50.31°, 18.97°)",
      "  Nogent-sur-Marne: (48.84°, 2.48°)",
      "  Aldaia: (39.47°, -0.46°)",
      "  H Street NE: (38.90°, -77.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  H Street NE: 5607.0 km from centroid",
      "  Chorzów: 2155.9 km from centroid",
      "  Sannicandro Garganico: 1934.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: H Street NE",
      "FINAL ANSWER: H Street NE"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.42497,
        "lon": -62.08404,
        "name": "San Francisco"
      },
      {
        "lat": -7.22944,
        "lon": -44.55611,
        "name": "Uruçuí"
      },
      {
        "lat": -9.89667,
        "lon": -39.02639,
        "name": "Canudos"
      },
      {
        "lat": -23.52508,
        "lon": -46.63889,
        "name": "Bom Retiro"
      },
      {
        "lat": -37.73261,
        "lon": 144.86504,
        "name": "Keilor East"
      }
    ],
    "question": "Which location is the geographic outlier among: San Francisco, Uruçuí, Canudos, Bom Retiro, Keilor East?",
    "ground_truth": {
      "answer": "Keilor East",
      "outlier_distance_km": 12856.0,
      "second_furthest_km": 5280.7,
      "clarity_ratio": 2.43,
      "median_distance_km": 4098.6,
      "distances_to_centroid": {
        "San Francisco": 5280.7,
        "Uruçuí": 4098.6,
        "Canudos": 3422.3,
        "Bom Retiro": 3803.2,
        "Keilor East": 12856.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Francisco: (-31.42°, -62.08°)",
      "  Uruçuí: (-7.23°, -44.56°)",
      "  Canudos: (-9.90°, -39.03°)",
      "  Bom Retiro: (-23.53°, -46.64°)",
      "  Keilor East: (-37.73°, 144.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Keilor East: 12856.0 km from centroid",
      "  San Francisco: 5280.7 km from centroid",
      "  Uruçuí: 4098.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Keilor East",
      "FINAL ANSWER: Keilor East"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.25451,
        "lon": 21.22407,
        "name": "Wesoła"
      },
      {
        "lat": 28.68351,
        "lon": -17.76421,
        "name": "Santa Cruz de la Palma"
      },
      {
        "lat": 45.53329,
        "lon": 9.22585,
        "name": "Sesto San Giovanni"
      },
      {
        "lat": 53.33333,
        "lon": -2.9,
        "name": "Garston"
      },
      {
        "lat": 6.245,
        "lon": -75.57151,
        "name": "Medellín"
      }
    ],
    "question": "Which location is the geographic outlier among: Wesoła, Santa Cruz de la Palma, Sesto San Giovanni, Garston, Medellín?",
    "ground_truth": {
      "answer": "Medellín",
      "outlier_distance_km": 7158.7,
      "second_furthest_km": 3145.8,
      "clarity_ratio": 2.28,
      "median_distance_km": 2074.9,
      "distances_to_centroid": {
        "Wesoła": 3145.8,
        "Santa Cruz de la Palma": 1040.6,
        "Sesto San Giovanni": 2074.9,
        "Garston": 1959.7,
        "Medellín": 7158.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wesoła: (52.25°, 21.22°)",
      "  Santa Cruz de la Palma: (28.68°, -17.76°)",
      "  Sesto San Giovanni: (45.53°, 9.23°)",
      "  Garston: (53.33°, -2.90°)",
      "  Medellín: (6.25°, -75.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Medellín: 7158.7 km from centroid",
      "  Wesoła: 3145.8 km from centroid",
      "  Sesto San Giovanni: 2074.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Medellín",
      "FINAL ANSWER: Medellín"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.22201,
        "lon": 109.71068,
        "name": "Futian"
      },
      {
        "lat": 7.90963,
        "lon": 98.40248,
        "name": "Ban Ratsada"
      },
      {
        "lat": 37.01083,
        "lon": 127.27028,
        "name": "Anseong"
      },
      {
        "lat": 43.30667,
        "lon": 128.51139,
        "name": "Dashitou"
      },
      {
        "lat": 40.8601,
        "lon": -73.9093,
        "name": "University Heights"
      }
    ],
    "question": "Which location is the geographic outlier among: Futian, Ban Ratsada, Anseong, Dashitou, University Heights?",
    "ground_truth": {
      "answer": "University Heights",
      "outlier_distance_km": 11408.7,
      "second_furthest_km": 4544.0,
      "clarity_ratio": 2.51,
      "median_distance_km": 4496.8,
      "distances_to_centroid": {
        "Futian": 2992.8,
        "Ban Ratsada": 3414.5,
        "Anseong": 4496.8,
        "Dashitou": 4544.0,
        "University Heights": 11408.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Futian: (31.22°, 109.71°)",
      "  Ban Ratsada: (7.91°, 98.40°)",
      "  Anseong: (37.01°, 127.27°)",
      "  Dashitou: (43.31°, 128.51°)",
      "  University Heights: (40.86°, -73.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  University Heights: 11408.7 km from centroid",
      "  Dashitou: 4544.0 km from centroid",
      "  Anseong: 4496.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: University Heights",
      "FINAL ANSWER: University Heights"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.17641,
        "lon": 36.7564,
        "name": "Karuri"
      },
      {
        "lat": 5.70119,
        "lon": -1.28657,
        "name": "Foso"
      },
      {
        "lat": 9.08569,
        "lon": 40.86708,
        "name": "Āsbe Teferī"
      },
      {
        "lat": 30.63146,
        "lon": 31.93927,
        "name": "Aş Şāliḩīyah al Jadīdah"
      },
      {
        "lat": -16.97278,
        "lon": -48.95333,
        "name": "Bela Vista de Goiás"
      }
    ],
    "question": "Which location is the geographic outlier among: Karuri, Foso, Āsbe Teferī, Aş Şāliḩīyah al Jadīdah, Bela Vista de Goiás?",
    "ground_truth": {
      "answer": "Bela Vista de Goiás",
      "outlier_distance_km": 7129.8,
      "second_furthest_km": 3498.8,
      "clarity_ratio": 2.04,
      "median_distance_km": 3223.3,
      "distances_to_centroid": {
        "Karuri": 2861.0,
        "Foso": 1455.6,
        "Āsbe Teferī": 3223.3,
        "Aş Şāliḩīyah al Jadīdah": 3498.8,
        "Bela Vista de Goiás": 7129.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Karuri: (-1.18°, 36.76°)",
      "  Foso: (5.70°, -1.29°)",
      "  Āsbe Teferī: (9.09°, 40.87°)",
      "  Aş Şāliḩīyah al Jadīdah: (30.63°, 31.94°)",
      "  Bela Vista de Goiás: (-16.97°, -48.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bela Vista de Goiás: 7129.8 km from centroid",
      "  Aş Şāliḩīyah al Jadīdah: 3498.8 km from centroid",
      "  Āsbe Teferī: 3223.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bela Vista de Goiás",
      "FINAL ANSWER: Bela Vista de Goiás"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.91667,
        "lon": 151.03333,
        "name": "Bankstown"
      },
      {
        "lat": -33.80383,
        "lon": 150.98768,
        "name": "Westmead"
      },
      {
        "lat": -33.76667,
        "lon": 150.81667,
        "name": "Mount Druitt"
      },
      {
        "lat": -27.94402,
        "lon": 153.39815,
        "name": "Labrador"
      },
      {
        "lat": 31.25861,
        "lon": 121.45972,
        "name": "Zhabei"
      }
    ],
    "question": "Which location is the geographic outlier among: Bankstown, Westmead, Mount Druitt, Labrador, Zhabei?",
    "ground_truth": {
      "answer": "Zhabei",
      "outlier_distance_km": 6215.3,
      "second_furthest_km": 1678.3,
      "clarity_ratio": 3.7,
      "median_distance_km": 1665.1,
      "distances_to_centroid": {
        "Bankstown": 1678.3,
        "Westmead": 1665.1,
        "Mount Druitt": 1655.8,
        "Labrador": 1221.1,
        "Zhabei": 6215.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bankstown: (-33.92°, 151.03°)",
      "  Westmead: (-33.80°, 150.99°)",
      "  Mount Druitt: (-33.77°, 150.82°)",
      "  Labrador: (-27.94°, 153.40°)",
      "  Zhabei: (31.26°, 121.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zhabei: 6215.3 km from centroid",
      "  Bankstown: 1678.3 km from centroid",
      "  Westmead: 1665.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zhabei",
      "FINAL ANSWER: Zhabei"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.13972,
        "lon": 110.405,
        "name": "Ungaran"
      },
      {
        "lat": 39.04194,
        "lon": 106.39583,
        "name": "Dawukou"
      },
      {
        "lat": 11.8049,
        "lon": 75.481,
        "name": "Pinarāyi"
      },
      {
        "lat": 28.24737,
        "lon": 77.06544,
        "name": "Sohna"
      },
      {
        "lat": -10.70833,
        "lon": -38.18333,
        "name": "Poço Verde"
      }
    ],
    "question": "Which location is the geographic outlier among: Ungaran, Dawukou, Pinarāyi, Sohna, Poço Verde?",
    "ground_truth": {
      "answer": "Poço Verde",
      "outlier_distance_km": 11805.5,
      "second_furthest_km": 5337.5,
      "clarity_ratio": 2.21,
      "median_distance_km": 4944.3,
      "distances_to_centroid": {
        "Ungaran": 5337.5,
        "Dawukou": 4944.3,
        "Pinarāyi": 1006.9,
        "Sohna": 2104.6,
        "Poço Verde": 11805.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ungaran: (-7.14°, 110.41°)",
      "  Dawukou: (39.04°, 106.40°)",
      "  Pinarāyi: (11.80°, 75.48°)",
      "  Sohna: (28.25°, 77.07°)",
      "  Poço Verde: (-10.71°, -38.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Poço Verde: 11805.5 km from centroid",
      "  Ungaran: 5337.5 km from centroid",
      "  Dawukou: 4944.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Poço Verde",
      "FINAL ANSWER: Poço Verde"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.04945,
        "lon": 13.92578,
        "name": "Sulmona"
      },
      {
        "lat": 52.6069,
        "lon": 11.85867,
        "name": "Stendal"
      },
      {
        "lat": 51.55306,
        "lon": -0.3023,
        "name": "Brent"
      },
      {
        "lat": 39.59111,
        "lon": -0.46151,
        "name": "Bétera"
      },
      {
        "lat": -25.40778,
        "lon": -52.41611,
        "name": "Laranjeiras do Sul"
      }
    ],
    "question": "Which location is the geographic outlier among: Sulmona, Stendal, Brent, Bétera, Laranjeiras do Sul?",
    "ground_truth": {
      "answer": "Laranjeiras do Sul",
      "outlier_distance_km": 8101.5,
      "second_furthest_km": 2675.3,
      "clarity_ratio": 3.03,
      "median_distance_km": 2206.2,
      "distances_to_centroid": {
        "Sulmona": 2040.4,
        "Stendal": 2675.3,
        "Brent": 2206.2,
        "Bétera": 949.5,
        "Laranjeiras do Sul": 8101.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sulmona: (42.05°, 13.93°)",
      "  Stendal: (52.61°, 11.86°)",
      "  Brent: (51.55°, -0.30°)",
      "  Bétera: (39.59°, -0.46°)",
      "  Laranjeiras do Sul: (-25.41°, -52.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Laranjeiras do Sul: 8101.5 km from centroid",
      "  Stendal: 2675.3 km from centroid",
      "  Brent: 2206.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Laranjeiras do Sul",
      "FINAL ANSWER: Laranjeiras do Sul"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.61448,
        "lon": -2.45991,
        "name": "Weymouth"
      },
      {
        "lat": 52.48419,
        "lon": 13.53185,
        "name": "Karlshorst"
      },
      {
        "lat": 53.01372,
        "lon": -1.35383,
        "name": "Heanor"
      },
      {
        "lat": 44.13806,
        "lon": 4.81025,
        "name": "Orange"
      },
      {
        "lat": -30.95619,
        "lon": -58.7797,
        "name": "Federal"
      }
    ],
    "question": "Which location is the geographic outlier among: Weymouth, Karlshorst, Heanor, Orange, Federal?",
    "ground_truth": {
      "answer": "Federal",
      "outlier_distance_km": 8907.3,
      "second_furthest_km": 2730.9,
      "clarity_ratio": 3.26,
      "median_distance_km": 2211.3,
      "distances_to_centroid": {
        "Weymouth": 1934.2,
        "Karlshorst": 2730.9,
        "Heanor": 2211.3,
        "Orange": 1639.0,
        "Federal": 8907.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Weymouth: (50.61°, -2.46°)",
      "  Karlshorst: (52.48°, 13.53°)",
      "  Heanor: (53.01°, -1.35°)",
      "  Orange: (44.14°, 4.81°)",
      "  Federal: (-30.96°, -58.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Federal: 8907.3 km from centroid",
      "  Karlshorst: 2730.9 km from centroid",
      "  Heanor: 2211.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Federal",
      "FINAL ANSWER: Federal"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.31056,
        "lon": -50.04833,
        "name": "Rio Maria"
      },
      {
        "lat": -25.92842,
        "lon": -49.18008,
        "name": "Tijucas do Sul"
      },
      {
        "lat": -21.27472,
        "lon": -43.17917,
        "name": "Rio Pomba"
      },
      {
        "lat": -19.8,
        "lon": -41.43833,
        "name": "Mutum"
      },
      {
        "lat": -37.88264,
        "lon": 144.7003,
        "name": "Hoppers Crossing"
      }
    ],
    "question": "Which location is the geographic outlier among: Rio Maria, Tijucas do Sul, Rio Pomba, Mutum, Hoppers Crossing?",
    "ground_truth": {
      "answer": "Hoppers Crossing",
      "outlier_distance_km": 12719.1,
      "second_furthest_km": 4817.2,
      "clarity_ratio": 2.64,
      "median_distance_km": 4195.4,
      "distances_to_centroid": {
        "Rio Maria": 4817.2,
        "Tijucas do Sul": 4195.4,
        "Rio Pomba": 3642.1,
        "Mutum": 3491.4,
        "Hoppers Crossing": 12719.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rio Maria: (-7.31°, -50.05°)",
      "  Tijucas do Sul: (-25.93°, -49.18°)",
      "  Rio Pomba: (-21.27°, -43.18°)",
      "  Mutum: (-19.80°, -41.44°)",
      "  Hoppers Crossing: (-37.88°, 144.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hoppers Crossing: 12719.1 km from centroid",
      "  Rio Maria: 4817.2 km from centroid",
      "  Tijucas do Sul: 4195.4 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": -20.71889,
        "lon": -46.60972,
        "name": "Passos"
      },
      {
        "lat": -7.84472,
        "lon": -35.31972,
        "name": "Lagoa do Carro"
      },
      {
        "lat": -14.75583,
        "lon": -43.93222,
        "name": "Manga"
      },
      {
        "lat": -8.72028,
        "lon": -39.11389,
        "name": "Abaré"
      },
      {
        "lat": 41.57337,
        "lon": -87.78449,
        "name": "Tinley Park"
      }
    ],
    "question": "Which location is the geographic outlier among: Passos, Lagoa do Carro, Manga, Abaré, Tinley Park?",
    "ground_truth": {
      "answer": "Tinley Park",
      "outlier_distance_km": 6135.8,
      "second_furthest_km": 2114.7,
      "clarity_ratio": 2.9,
      "median_distance_km": 1803.8,
      "distances_to_centroid": {
        "Passos": 2114.7,
        "Lagoa do Carro": 1803.8,
        "Manga": 1584.4,
        "Abaré": 1464.4,
        "Tinley Park": 6135.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Passos: (-20.72°, -46.61°)",
      "  Lagoa do Carro: (-7.84°, -35.32°)",
      "  Manga: (-14.76°, -43.93°)",
      "  Abaré: (-8.72°, -39.11°)",
      "  Tinley Park: (41.57°, -87.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tinley Park: 6135.8 km from centroid",
      "  Passos: 2114.7 km from centroid",
      "  Lagoa do Carro: 1803.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tinley Park",
      "FINAL ANSWER: Tinley Park"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 18.40116,
        "lon": -93.21406,
        "name": "Paraiso"
      },
      {
        "lat": 36.03452,
        "lon": -89.38563,
        "name": "Dyersburg"
      },
      {
        "lat": 18.14905,
        "lon": -94.4447,
        "name": "Coatzacoalcos"
      },
      {
        "lat": 19.8173,
        "lon": -97.35992,
        "name": "Teziutlan"
      },
      {
        "lat": 38.38008,
        "lon": 77.31324,
        "name": "Arele"
      }
    ],
    "question": "Which location is the geographic outlier among: Paraiso, Dyersburg, Coatzacoalcos, Teziutlan, Arele?",
    "ground_truth": {
      "answer": "Arele",
      "outlier_distance_km": 11542.8,
      "second_furthest_km": 3933.3,
      "clarity_ratio": 2.93,
      "median_distance_km": 3703.2,
      "distances_to_centroid": {
        "Paraiso": 3571.6,
        "Dyersburg": 3042.3,
        "Coatzacoalcos": 3703.2,
        "Teziutlan": 3933.3,
        "Arele": 11542.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Paraiso: (18.40°, -93.21°)",
      "  Dyersburg: (36.03°, -89.39°)",
      "  Coatzacoalcos: (18.15°, -94.44°)",
      "  Teziutlan: (19.82°, -97.36°)",
      "  Arele: (38.38°, 77.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Arele: 11542.8 km from centroid",
      "  Teziutlan: 3933.3 km from centroid",
      "  Coatzacoalcos: 3703.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Arele",
      "FINAL ANSWER: Arele"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -44.39672,
        "lon": 171.25364,
        "name": "Timaru"
      },
      {
        "lat": -33.7457,
        "lon": 151.04764,
        "name": "West Pennant Hills"
      },
      {
        "lat": -27.91828,
        "lon": 153.33275,
        "name": "Helensvale"
      },
      {
        "lat": -33.77271,
        "lon": 151.08184,
        "name": "Epping"
      },
      {
        "lat": 45.54672,
        "lon": 11.5475,
        "name": "Vicenza"
      }
    ],
    "question": "Which location is the geographic outlier among: Timaru, West Pennant Hills, Helensvale, Epping, Vicenza?",
    "ground_truth": {
      "answer": "Vicenza",
      "outlier_distance_km": 13509.0,
      "second_furthest_km": 4925.2,
      "clarity_ratio": 2.74,
      "median_distance_km": 2852.2,
      "distances_to_centroid": {
        "Timaru": 4925.2,
        "West Pennant Hills": 2848.0,
        "Helensvale": 2800.6,
        "Epping": 2852.2,
        "Vicenza": 13509.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Timaru: (-44.40°, 171.25°)",
      "  West Pennant Hills: (-33.75°, 151.05°)",
      "  Helensvale: (-27.92°, 153.33°)",
      "  Epping: (-33.77°, 151.08°)",
      "  Vicenza: (45.55°, 11.55°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vicenza: 13509.0 km from centroid",
      "  Timaru: 4925.2 km from centroid",
      "  Epping: 2852.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vicenza",
      "FINAL ANSWER: Vicenza"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.82649,
        "lon": -74.10681,
        "name": "Rutherford"
      },
      {
        "lat": 39.61366,
        "lon": -86.10665,
        "name": "Greenwood"
      },
      {
        "lat": 33.85455,
        "lon": -84.21714,
        "name": "Tucker"
      },
      {
        "lat": 40.66871,
        "lon": -73.52707,
        "name": "Bellmore"
      },
      {
        "lat": 9.99461,
        "lon": 39.89693,
        "name": "Robit"
      }
    ],
    "question": "Which location is the geographic outlier among: Rutherford, Greenwood, Tucker, Bellmore, Robit?",
    "ground_truth": {
      "answer": "Robit",
      "outlier_distance_km": 9910.7,
      "second_furthest_km": 2815.2,
      "clarity_ratio": 3.52,
      "median_distance_km": 2647.9,
      "distances_to_centroid": {
        "Rutherford": 1855.5,
        "Greenwood": 2815.2,
        "Tucker": 2647.9,
        "Bellmore": 1803.7,
        "Robit": 9910.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rutherford: (40.83°, -74.11°)",
      "  Greenwood: (39.61°, -86.11°)",
      "  Tucker: (33.85°, -84.22°)",
      "  Bellmore: (40.67°, -73.53°)",
      "  Robit: (9.99°, 39.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Robit: 9910.7 km from centroid",
      "  Greenwood: 2815.2 km from centroid",
      "  Tucker: 2647.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Robit",
      "FINAL ANSWER: Robit"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.88576,
        "lon": -122.11802,
        "name": "Lafayette"
      },
      {
        "lat": 46.05007,
        "lon": -71.96579,
        "name": "Victoriaville"
      },
      {
        "lat": 50.45008,
        "lon": -104.6178,
        "name": "Regina"
      },
      {
        "lat": 45.40008,
        "lon": -73.58248,
        "name": "Sainte-Catherine"
      },
      {
        "lat": -6.26083,
        "lon": -36.51778,
        "name": "Currais Novos"
      }
    ],
    "question": "Which location is the geographic outlier among: Lafayette, Victoriaville, Regina, Sainte-Catherine, Currais Novos?",
    "ground_truth": {
      "answer": "Currais Novos",
      "outlier_distance_km": 6573.4,
      "second_furthest_km": 3606.0,
      "clarity_ratio": 1.82,
      "median_distance_km": 2543.3,
      "distances_to_centroid": {
        "Lafayette": 3606.0,
        "Victoriaville": 1507.3,
        "Regina": 2543.3,
        "Sainte-Catherine": 1376.2,
        "Currais Novos": 6573.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lafayette: (37.89°, -122.12°)",
      "  Victoriaville: (46.05°, -71.97°)",
      "  Regina: (50.45°, -104.62°)",
      "  Sainte-Catherine: (45.40°, -73.58°)",
      "  Currais Novos: (-6.26°, -36.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Currais Novos: 6573.4 km from centroid",
      "  Lafayette: 3606.0 km from centroid",
      "  Regina: 2543.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Currais Novos",
      "FINAL ANSWER: Currais Novos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.94924,
        "lon": -0.28496,
        "name": "Hitchin"
      },
      {
        "lat": 51.99417,
        "lon": 4.20972,
        "name": "Naaldwijk"
      },
      {
        "lat": 52.05917,
        "lon": 1.15545,
        "name": "Ipswich"
      },
      {
        "lat": 47.16878,
        "lon": -1.4729,
        "name": "Vertou"
      },
      {
        "lat": 33.61153,
        "lon": 131.13002,
        "name": "Buzen"
      }
    ],
    "question": "Which location is the geographic outlier among: Hitchin, Naaldwijk, Ipswich, Vertou, Buzen?",
    "ground_truth": {
      "answer": "Buzen",
      "outlier_distance_km": 8272.6,
      "second_furthest_km": 2132.8,
      "clarity_ratio": 3.88,
      "median_distance_km": 2012.8,
      "distances_to_centroid": {
        "Hitchin": 2012.8,
        "Naaldwijk": 1707.3,
        "Ipswich": 1915.5,
        "Vertou": 2132.8,
        "Buzen": 8272.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hitchin: (51.95°, -0.28°)",
      "  Naaldwijk: (51.99°, 4.21°)",
      "  Ipswich: (52.06°, 1.16°)",
      "  Vertou: (47.17°, -1.47°)",
      "  Buzen: (33.61°, 131.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Buzen: 8272.6 km from centroid",
      "  Vertou: 2132.8 km from centroid",
      "  Hitchin: 2012.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Buzen",
      "FINAL ANSWER: Buzen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.78254,
        "lon": 138.61077,
        "name": "Parafield Gardens"
      },
      {
        "lat": -37.7,
        "lon": 144.93333,
        "name": "Glenroy"
      },
      {
        "lat": -27.66757,
        "lon": 152.92488,
        "name": "Springfield Lakes"
      },
      {
        "lat": -12.48602,
        "lon": 130.9833,
        "name": "Palmerston"
      },
      {
        "lat": 39.84395,
        "lon": -84.12466,
        "name": "Huber Heights"
      }
    ],
    "question": "Which location is the geographic outlier among: Parafield Gardens, Glenroy, Springfield Lakes, Palmerston, Huber Heights?",
    "ground_truth": {
      "answer": "Huber Heights",
      "outlier_distance_km": 17202.4,
      "second_furthest_km": 5964.6,
      "clarity_ratio": 2.88,
      "median_distance_km": 5385.6,
      "distances_to_centroid": {
        "Parafield Gardens": 4750.3,
        "Glenroy": 5385.6,
        "Springfield Lakes": 5964.6,
        "Palmerston": 3714.0,
        "Huber Heights": 17202.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Parafield Gardens: (-34.78°, 138.61°)",
      "  Glenroy: (-37.70°, 144.93°)",
      "  Springfield Lakes: (-27.67°, 152.92°)",
      "  Palmerston: (-12.49°, 130.98°)",
      "  Huber Heights: (39.84°, -84.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Huber Heights: 17202.4 km from centroid",
      "  Springfield Lakes: 5964.6 km from centroid",
      "  Glenroy: 5385.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Huber Heights",
      "FINAL ANSWER: Huber Heights"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 11.05926,
        "lon": -0.24249,
        "name": "Bawku"
      },
      {
        "lat": 7.40353,
        "lon": -2.46635,
        "name": "Nsoatre"
      },
      {
        "lat": 26.23648,
        "lon": 32.00387,
        "name": "Al Balyanā"
      },
      {
        "lat": -0.17344,
        "lon": 35.86313,
        "name": "Rongai"
      },
      {
        "lat": -27.87683,
        "lon": 153.28572,
        "name": "Upper Coomera"
      }
    ],
    "question": "Which location is the geographic outlier among: Bawku, Nsoatre, Al Balyanā, Rongai, Upper Coomera?",
    "ground_truth": {
      "answer": "Upper Coomera",
      "outlier_distance_km": 12103.9,
      "second_furthest_km": 5127.4,
      "clarity_ratio": 2.36,
      "median_distance_km": 4916.3,
      "distances_to_centroid": {
        "Bawku": 4916.3,
        "Nsoatre": 5127.4,
        "Al Balyanā": 2835.5,
        "Rongai": 953.0,
        "Upper Coomera": 12103.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bawku: (11.06°, -0.24°)",
      "  Nsoatre: (7.40°, -2.47°)",
      "  Al Balyanā: (26.24°, 32.00°)",
      "  Rongai: (-0.17°, 35.86°)",
      "  Upper Coomera: (-27.88°, 153.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Upper Coomera: 12103.9 km from centroid",
      "  Nsoatre: 5127.4 km from centroid",
      "  Bawku: 4916.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Upper Coomera",
      "FINAL ANSWER: Upper Coomera"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.62512,
        "lon": 78.62434,
        "name": "Ilaiyankudi"
      },
      {
        "lat": 35.50333,
        "lon": 119.17167,
        "name": "Sanzhuang"
      },
      {
        "lat": 17.62477,
        "lon": 78.08669,
        "name": "Sangāreddi"
      },
      {
        "lat": 43.95611,
        "lon": 125.46611,
        "name": "Xinglongshan"
      },
      {
        "lat": 5.68476,
        "lon": -0.04011,
        "name": "Lashibi"
      }
    ],
    "question": "Which location is the geographic outlier among: Ilaiyankudi, Sanzhuang, Sangāreddi, Xinglongshan, Lashibi?",
    "ground_truth": {
      "answer": "Lashibi",
      "outlier_distance_km": 8771.7,
      "second_furthest_km": 4756.1,
      "clarity_ratio": 1.84,
      "median_distance_km": 4020.7,
      "distances_to_centroid": {
        "Ilaiyankudi": 1439.9,
        "Sanzhuang": 4020.7,
        "Sangāreddi": 585.6,
        "Xinglongshan": 4756.1,
        "Lashibi": 8771.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ilaiyankudi: (9.63°, 78.62°)",
      "  Sanzhuang: (35.50°, 119.17°)",
      "  Sangāreddi: (17.62°, 78.09°)",
      "  Xinglongshan: (43.96°, 125.47°)",
      "  Lashibi: (5.68°, -0.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lashibi: 8771.7 km from centroid",
      "  Xinglongshan: 4756.1 km from centroid",
      "  Sanzhuang: 4020.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lashibi",
      "FINAL ANSWER: Lashibi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.92675,
        "lon": 6.26764,
        "name": "Yenagoa"
      },
      {
        "lat": 24.90652,
        "lon": 32.88563,
        "name": "Ar Radīsīyah Qiblī"
      },
      {
        "lat": 31.03408,
        "lon": 30.46823,
        "name": "Damanhur"
      },
      {
        "lat": 6.71667,
        "lon": 37.56667,
        "name": "Gasuba"
      },
      {
        "lat": -12.15278,
        "lon": -44.99,
        "name": "Barreiras"
      }
    ],
    "question": "Which location is the geographic outlier among: Yenagoa, Ar Radīsīyah Qiblī, Damanhur, Gasuba, Barreiras?",
    "ground_truth": {
      "answer": "Barreiras",
      "outlier_distance_km": 6847.1,
      "second_furthest_km": 2892.2,
      "clarity_ratio": 2.37,
      "median_distance_km": 2801.5,
      "distances_to_centroid": {
        "Yenagoa": 964.6,
        "Ar Radīsīyah Qiblī": 2646.2,
        "Damanhur": 2892.2,
        "Gasuba": 2801.5,
        "Barreiras": 6847.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yenagoa: (4.93°, 6.27°)",
      "  Ar Radīsīyah Qiblī: (24.91°, 32.89°)",
      "  Damanhur: (31.03°, 30.47°)",
      "  Gasuba: (6.72°, 37.57°)",
      "  Barreiras: (-12.15°, -44.99°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Barreiras: 6847.1 km from centroid",
      "  Damanhur: 2892.2 km from centroid",
      "  Gasuba: 2801.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Barreiras",
      "FINAL ANSWER: Barreiras"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.15498,
        "lon": 10.63468,
        "name": "Kumagunnam"
      },
      {
        "lat": -27.87394,
        "lon": 26.69072,
        "name": "Odendaalsrus"
      },
      {
        "lat": 7.28889,
        "lon": 36.24167,
        "name": "Bonga"
      },
      {
        "lat": 30.21035,
        "lon": 31.36812,
        "name": "Al Khānkah"
      },
      {
        "lat": 33.72835,
        "lon": -117.14642,
        "name": "Menifee"
      }
    ],
    "question": "Which location is the geographic outlier among: Kumagunnam, Odendaalsrus, Bonga, Al Khānkah, Menifee?",
    "ground_truth": {
      "answer": "Menifee",
      "outlier_distance_km": 11499.4,
      "second_furthest_km": 5368.0,
      "clarity_ratio": 2.14,
      "median_distance_km": 4265.2,
      "distances_to_centroid": {
        "Kumagunnam": 1435.8,
        "Odendaalsrus": 5368.0,
        "Bonga": 4265.2,
        "Al Khānkah": 4070.7,
        "Menifee": 11499.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kumagunnam: (13.15°, 10.63°)",
      "  Odendaalsrus: (-27.87°, 26.69°)",
      "  Bonga: (7.29°, 36.24°)",
      "  Al Khānkah: (30.21°, 31.37°)",
      "  Menifee: (33.73°, -117.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Menifee: 11499.4 km from centroid",
      "  Odendaalsrus: 5368.0 km from centroid",
      "  Bonga: 4265.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Menifee",
      "FINAL ANSWER: Menifee"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.6835,
        "lon": -78.99837,
        "name": "Socastee"
      },
      {
        "lat": 39.17316,
        "lon": -77.27165,
        "name": "Germantown"
      },
      {
        "lat": 42.3501,
        "lon": -71.087,
        "name": "Back Bay"
      },
      {
        "lat": 36.0397,
        "lon": -114.98194,
        "name": "Henderson"
      },
      {
        "lat": -28.29917,
        "lon": -54.26306,
        "name": "Santo Ângelo"
      }
    ],
    "question": "Which location is the geographic outlier among: Socastee, Germantown, Back Bay, Henderson, Santo Ângelo?",
    "ground_truth": {
      "answer": "Santo Ângelo",
      "outlier_distance_km": 6463.6,
      "second_furthest_km": 3627.8,
      "clarity_ratio": 1.78,
      "median_distance_km": 2114.8,
      "distances_to_centroid": {
        "Socastee": 1011.7,
        "Germantown": 1633.0,
        "Back Bay": 2114.8,
        "Henderson": 3627.8,
        "Santo Ângelo": 6463.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Socastee: (33.68°, -79.00°)",
      "  Germantown: (39.17°, -77.27°)",
      "  Back Bay: (42.35°, -71.09°)",
      "  Henderson: (36.04°, -114.98°)",
      "  Santo Ângelo: (-28.30°, -54.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Santo Ângelo: 6463.6 km from centroid",
      "  Henderson: 3627.8 km from centroid",
      "  Back Bay: 2114.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Santo Ângelo",
      "FINAL ANSWER: Santo Ângelo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.17677,
        "lon": -77.19526,
        "name": "Montgomery Village"
      },
      {
        "lat": 38.44957,
        "lon": -78.86892,
        "name": "Harrisonburg"
      },
      {
        "lat": 16.09007,
        "lon": -93.7546,
        "name": "Tonalá"
      },
      {
        "lat": 40.20148,
        "lon": -77.18887,
        "name": "Carlisle"
      },
      {
        "lat": -1.76556,
        "lon": -55.86611,
        "name": "Oriximiná"
      }
    ],
    "question": "Which location is the geographic outlier among: Montgomery Village, Harrisonburg, Tonalá, Carlisle, Oriximiná?",
    "ground_truth": {
      "answer": "Oriximiná",
      "outlier_distance_km": 3843.2,
      "second_furthest_km": 2115.6,
      "clarity_ratio": 1.82,
      "median_distance_km": 1532.3,
      "distances_to_centroid": {
        "Montgomery Village": 1418.5,
        "Harrisonburg": 1353.6,
        "Tonalá": 2115.6,
        "Carlisle": 1532.3,
        "Oriximiná": 3843.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Montgomery Village: (39.18°, -77.20°)",
      "  Harrisonburg: (38.45°, -78.87°)",
      "  Tonalá: (16.09°, -93.75°)",
      "  Carlisle: (40.20°, -77.19°)",
      "  Oriximiná: (-1.77°, -55.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Oriximiná: 3843.2 km from centroid",
      "  Tonalá: 2115.6 km from centroid",
      "  Carlisle: 1532.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Oriximiná",
      "FINAL ANSWER: Oriximiná"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.40076,
        "lon": 37.93399,
        "name": "Sheraro"
      },
      {
        "lat": 29.9,
        "lon": 31.25,
        "name": "Al Ḩawāmidīyah"
      },
      {
        "lat": 25.87198,
        "lon": 32.75585,
        "name": "Jarājūs"
      },
      {
        "lat": -29.01269,
        "lon": 29.86619,
        "name": "Estcourt"
      },
      {
        "lat": -33.70244,
        "lon": 151.09931,
        "name": "Hornsby"
      }
    ],
    "question": "Which location is the geographic outlier among: Sheraro, Al Ḩawāmidīyah, Jarājūs, Estcourt, Hornsby?",
    "ground_truth": {
      "answer": "Hornsby",
      "outlier_distance_km": 10517.5,
      "second_furthest_km": 4425.7,
      "clarity_ratio": 2.38,
      "median_distance_km": 4139.3,
      "distances_to_centroid": {
        "Sheraro": 2501.6,
        "Al Ḩawāmidīyah": 4139.3,
        "Jarājūs": 3721.7,
        "Estcourt": 4425.7,
        "Hornsby": 10517.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sheraro: (14.40°, 37.93°)",
      "  Al Ḩawāmidīyah: (29.90°, 31.25°)",
      "  Jarājūs: (25.87°, 32.76°)",
      "  Estcourt: (-29.01°, 29.87°)",
      "  Hornsby: (-33.70°, 151.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hornsby: 10517.5 km from centroid",
      "  Estcourt: 4425.7 km from centroid",
      "  Al Ḩawāmidīyah: 4139.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hornsby",
      "FINAL ANSWER: Hornsby"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.29996,
        "lon": 36.99047,
        "name": "Githunguri"
      },
      {
        "lat": 7.85,
        "lon": 36.65,
        "name": "Āgaro"
      },
      {
        "lat": -26.37945,
        "lon": 28.92112,
        "name": "Lebohang"
      },
      {
        "lat": -34.58301,
        "lon": 19.35048,
        "name": "Gansbaai"
      },
      {
        "lat": -17.83917,
        "lon": -40.35389,
        "name": "Nanuque"
      }
    ],
    "question": "Which location is the geographic outlier among: Githunguri, Āgaro, Lebohang, Gansbaai, Nanuque?",
    "ground_truth": {
      "answer": "Nanuque",
      "outlier_distance_km": 6042.1,
      "second_furthest_km": 3343.8,
      "clarity_ratio": 1.81,
      "median_distance_km": 2702.0,
      "distances_to_centroid": {
        "Githunguri": 2702.0,
        "Āgaro": 3343.8,
        "Lebohang": 1864.5,
        "Gansbaai": 2259.3,
        "Nanuque": 6042.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Githunguri: (-1.30°, 36.99°)",
      "  Āgaro: (7.85°, 36.65°)",
      "  Lebohang: (-26.38°, 28.92°)",
      "  Gansbaai: (-34.58°, 19.35°)",
      "  Nanuque: (-17.84°, -40.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nanuque: 6042.1 km from centroid",
      "  Āgaro: 3343.8 km from centroid",
      "  Githunguri: 2702.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nanuque",
      "FINAL ANSWER: Nanuque"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.42103,
        "lon": -87.30747,
        "name": "Myrtle Grove"
      },
      {
        "lat": 19.24473,
        "lon": -103.7127,
        "name": "Colima"
      },
      {
        "lat": 40.66689,
        "lon": -111.88799,
        "name": "Murray"
      },
      {
        "lat": 32.54487,
        "lon": -94.36742,
        "name": "Marshall"
      },
      {
        "lat": -26.43138,
        "lon": 28.47713,
        "name": "Nigel"
      }
    ],
    "question": "Which location is the geographic outlier among: Myrtle Grove, Colima, Murray, Marshall, Nigel?",
    "ground_truth": {
      "answer": "Nigel",
      "outlier_distance_km": 12124.4,
      "second_furthest_km": 4323.5,
      "clarity_ratio": 2.8,
      "median_distance_km": 3140.1,
      "distances_to_centroid": {
        "Myrtle Grove": 1841.0,
        "Colima": 3140.1,
        "Murray": 4323.5,
        "Marshall": 2525.7,
        "Nigel": 12124.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Myrtle Grove: (30.42°, -87.31°)",
      "  Colima: (19.24°, -103.71°)",
      "  Murray: (40.67°, -111.89°)",
      "  Marshall: (32.54°, -94.37°)",
      "  Nigel: (-26.43°, 28.48°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nigel: 12124.4 km from centroid",
      "  Murray: 4323.5 km from centroid",
      "  Colima: 3140.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nigel",
      "FINAL ANSWER: Nigel"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.91449,
        "lon": -0.24186,
        "name": "Libourne"
      },
      {
        "lat": 41.38125,
        "lon": 2.11744,
        "name": "la Maternitat i Sant Ramon"
      },
      {
        "lat": 54.15077,
        "lon": 33.28151,
        "name": "Desnogorsk"
      },
      {
        "lat": 51.9864,
        "lon": 22.78248,
        "name": "Międzyrzec Podlaski"
      },
      {
        "lat": 5.35113,
        "lon": -0.62313,
        "name": "Winneba"
      }
    ],
    "question": "Which location is the geographic outlier among: Libourne, la Maternitat i Sant Ramon, Desnogorsk, Międzyrzec Podlaski, Winneba?",
    "ground_truth": {
      "answer": "Winneba",
      "outlier_distance_km": 3992.3,
      "second_furthest_km": 2302.7,
      "clarity_ratio": 1.73,
      "median_distance_km": 1633.1,
      "distances_to_centroid": {
        "Libourne": 1131.3,
        "la Maternitat i Sant Ramon": 815.7,
        "Desnogorsk": 2302.7,
        "Międzyrzec Podlaski": 1633.1,
        "Winneba": 3992.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Libourne: (44.91°, -0.24°)",
      "  la Maternitat i Sant Ramon: (41.38°, 2.12°)",
      "  Desnogorsk: (54.15°, 33.28°)",
      "  Międzyrzec Podlaski: (51.99°, 22.78°)",
      "  Winneba: (5.35°, -0.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Winneba: 3992.3 km from centroid",
      "  Desnogorsk: 2302.7 km from centroid",
      "  Międzyrzec Podlaski: 1633.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Winneba",
      "FINAL ANSWER: Winneba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.41278,
        "lon": -40.68306,
        "name": "Marechal Floriano"
      },
      {
        "lat": -31.34582,
        "lon": -64.33849,
        "name": "La Calera"
      },
      {
        "lat": 5.20087,
        "lon": -75.86865,
        "name": "Belén de Umbría"
      },
      {
        "lat": -1.77111,
        "lon": -47.43806,
        "name": "Irituia"
      },
      {
        "lat": 26.19401,
        "lon": 78.94137,
        "name": "Lahār"
      }
    ],
    "question": "Which location is the geographic outlier among: Marechal Floriano, La Calera, Belén de Umbría, Irituia, Lahār?",
    "ground_truth": {
      "answer": "Lahār",
      "outlier_distance_km": 12100.6,
      "second_furthest_km": 5218.8,
      "clarity_ratio": 2.32,
      "median_distance_km": 4679.0,
      "distances_to_centroid": {
        "Marechal Floriano": 2127.5,
        "La Calera": 4679.0,
        "Belén de Umbría": 5218.8,
        "Irituia": 1971.8,
        "Lahār": 12100.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Marechal Floriano: (-20.41°, -40.68°)",
      "  La Calera: (-31.35°, -64.34°)",
      "  Belén de Umbría: (5.20°, -75.87°)",
      "  Irituia: (-1.77°, -47.44°)",
      "  Lahār: (26.19°, 78.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lahār: 12100.6 km from centroid",
      "  Belén de Umbría: 5218.8 km from centroid",
      "  La Calera: 4679.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lahār",
      "FINAL ANSWER: Lahār"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.74845,
        "lon": 12.34726,
        "name": "Casal Palocco"
      },
      {
        "lat": 40.44626,
        "lon": -3.68411,
        "name": "El Viso"
      },
      {
        "lat": 48.9193,
        "lon": 2.54305,
        "name": "Livry-Gargan"
      },
      {
        "lat": 53.13333,
        "lon": 46.58333,
        "name": "Zarechnyy"
      },
      {
        "lat": 26.44467,
        "lon": 83.61302,
        "name": "Rūdarpur"
      }
    ],
    "question": "Which location is the geographic outlier among: Casal Palocco, El Viso, Livry-Gargan, Zarechnyy, Rūdarpur?",
    "ground_truth": {
      "answer": "Rūdarpur",
      "outlier_distance_km": 5274.4,
      "second_furthest_km": 2661.5,
      "clarity_ratio": 1.98,
      "median_distance_km": 2129.4,
      "distances_to_centroid": {
        "Casal Palocco": 1316.6,
        "El Viso": 2661.5,
        "Livry-Gargan": 2129.4,
        "Zarechnyy": 1827.6,
        "Rūdarpur": 5274.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Casal Palocco: (41.75°, 12.35°)",
      "  El Viso: (40.45°, -3.68°)",
      "  Livry-Gargan: (48.92°, 2.54°)",
      "  Zarechnyy: (53.13°, 46.58°)",
      "  Rūdarpur: (26.44°, 83.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rūdarpur: 5274.4 km from centroid",
      "  El Viso: 2661.5 km from centroid",
      "  Livry-Gargan: 2129.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rūdarpur",
      "FINAL ANSWER: Rūdarpur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.14458,
        "lon": 145.12291,
        "name": "Frankston"
      },
      {
        "lat": -37.8318,
        "lon": 140.77919,
        "name": "Mount Gambier"
      },
      {
        "lat": -37.88264,
        "lon": 144.7003,
        "name": "Hoppers Crossing"
      },
      {
        "lat": -27.94402,
        "lon": 153.39815,
        "name": "Labrador"
      },
      {
        "lat": 37.54174,
        "lon": 80.11735,
        "name": "Han’airike"
      }
    ],
    "question": "Which location is the geographic outlier among: Frankston, Mount Gambier, Hoppers Crossing, Labrador, Han’airike?",
    "ground_truth": {
      "answer": "Han’airike",
      "outlier_distance_km": 8515.5,
      "second_furthest_km": 2256.5,
      "clarity_ratio": 3.77,
      "median_distance_km": 2223.9,
      "distances_to_centroid": {
        "Frankston": 2256.5,
        "Mount Gambier": 2037.3,
        "Hoppers Crossing": 2211.4,
        "Labrador": 2223.9,
        "Han’airike": 8515.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Frankston: (-38.14°, 145.12°)",
      "  Mount Gambier: (-37.83°, 140.78°)",
      "  Hoppers Crossing: (-37.88°, 144.70°)",
      "  Labrador: (-27.94°, 153.40°)",
      "  Han’airike: (37.54°, 80.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Han’airike: 8515.5 km from centroid",
      "  Frankston: 2256.5 km from centroid",
      "  Labrador: 2223.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Han’airike",
      "FINAL ANSWER: Han’airike"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.68574,
        "lon": -121.08217,
        "name": "El Dorado Hills"
      },
      {
        "lat": 40.85677,
        "lon": -74.12848,
        "name": "Passaic"
      },
      {
        "lat": 34.01949,
        "lon": -118.49138,
        "name": "Santa Monica"
      },
      {
        "lat": 20.06417,
        "lon": -98.71722,
        "name": "La Providencia Siglo XXI"
      },
      {
        "lat": 46.63033,
        "lon": 38.66379,
        "name": "Staroshcherbinovskaya"
      }
    ],
    "question": "Which location is the geographic outlier among: El Dorado Hills, Passaic, Santa Monica, La Providencia Siglo XXI, Staroshcherbinovskaya?",
    "ground_truth": {
      "answer": "Staroshcherbinovskaya",
      "outlier_distance_km": 8677.9,
      "second_furthest_km": 4061.2,
      "clarity_ratio": 2.14,
      "median_distance_km": 3955.2,
      "distances_to_centroid": {
        "El Dorado Hills": 4061.2,
        "Passaic": 537.1,
        "Santa Monica": 3955.2,
        "La Providencia Siglo XXI": 2933.6,
        "Staroshcherbinovskaya": 8677.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  El Dorado Hills: (38.69°, -121.08°)",
      "  Passaic: (40.86°, -74.13°)",
      "  Santa Monica: (34.02°, -118.49°)",
      "  La Providencia Siglo XXI: (20.06°, -98.72°)",
      "  Staroshcherbinovskaya: (46.63°, 38.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Staroshcherbinovskaya: 8677.9 km from centroid",
      "  El Dorado Hills: 4061.2 km from centroid",
      "  Santa Monica: 3955.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Staroshcherbinovskaya",
      "FINAL ANSWER: Staroshcherbinovskaya"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.47056,
        "lon": -47.73472,
        "name": "Capela do Alto"
      },
      {
        "lat": -11.18143,
        "lon": -40.51372,
        "name": "Jacobina"
      },
      {
        "lat": -2.97083,
        "lon": -44.31556,
        "name": "Bacabeira"
      },
      {
        "lat": 7.97917,
        "lon": -75.4202,
        "name": "Montelíbano"
      },
      {
        "lat": 18.57366,
        "lon": 83.35925,
        "name": "Bobbili"
      }
    ],
    "question": "Which location is the geographic outlier among: Capela do Alto, Jacobina, Bacabeira, Montelíbano, Bobbili?",
    "ground_truth": {
      "answer": "Bobbili",
      "outlier_distance_km": 12012.1,
      "second_furthest_km": 5713.2,
      "clarity_ratio": 2.1,
      "median_distance_km": 3408.3,
      "distances_to_centroid": {
        "Capela do Alto": 3408.3,
        "Jacobina": 1987.8,
        "Bacabeira": 2155.5,
        "Montelíbano": 5713.2,
        "Bobbili": 12012.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Capela do Alto: (-23.47°, -47.73°)",
      "  Jacobina: (-11.18°, -40.51°)",
      "  Bacabeira: (-2.97°, -44.32°)",
      "  Montelíbano: (7.98°, -75.42°)",
      "  Bobbili: (18.57°, 83.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bobbili: 12012.1 km from centroid",
      "  Montelíbano: 5713.2 km from centroid",
      "  Capela do Alto: 3408.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bobbili",
      "FINAL ANSWER: Bobbili"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.01817,
        "lon": -77.20859,
        "name": "Potomac"
      },
      {
        "lat": 45.08608,
        "lon": -93.26328,
        "name": "Fridley"
      },
      {
        "lat": 44.25011,
        "lon": -79.46632,
        "name": "Keswick"
      },
      {
        "lat": 38.889,
        "lon": -77.00025,
        "name": "Capitol Hill"
      },
      {
        "lat": 51.1209,
        "lon": 38.5116,
        "name": "Rossosh’"
      }
    ],
    "question": "Which location is the geographic outlier among: Potomac, Fridley, Keswick, Capitol Hill, Rossosh’?",
    "ground_truth": {
      "answer": "Rossosh’",
      "outlier_distance_km": 6755.5,
      "second_furthest_km": 2809.0,
      "clarity_ratio": 2.4,
      "median_distance_km": 1739.4,
      "distances_to_centroid": {
        "Potomac": 1705.3,
        "Fridley": 2809.0,
        "Keswick": 1739.4,
        "Capitol Hill": 1694.7,
        "Rossosh’": 6755.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Potomac: (39.02°, -77.21°)",
      "  Fridley: (45.09°, -93.26°)",
      "  Keswick: (44.25°, -79.47°)",
      "  Capitol Hill: (38.89°, -77.00°)",
      "  Rossosh’: (51.12°, 38.51°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rossosh’: 6755.5 km from centroid",
      "  Fridley: 2809.0 km from centroid",
      "  Keswick: 1739.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rossosh’",
      "FINAL ANSWER: Rossosh’"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.07264,
        "lon": -79.79198,
        "name": "Greensboro"
      },
      {
        "lat": 36.61774,
        "lon": -121.91662,
        "name": "Pacific Grove"
      },
      {
        "lat": 39.50506,
        "lon": -76.31977,
        "name": "Bel Air South"
      },
      {
        "lat": 36.09719,
        "lon": -115.14666,
        "name": "Paradise"
      },
      {
        "lat": -1.19667,
        "lon": -46.14,
        "name": "Viseu"
      }
    ],
    "question": "Which location is the geographic outlier among: Greensboro, Pacific Grove, Bel Air South, Paradise, Viseu?",
    "ground_truth": {
      "answer": "Viseu",
      "outlier_distance_km": 5585.2,
      "second_furthest_km": 3256.0,
      "clarity_ratio": 1.72,
      "median_distance_km": 2647.2,
      "distances_to_centroid": {
        "Greensboro": 1056.1,
        "Pacific Grove": 3256.0,
        "Bel Air South": 1539.3,
        "Paradise": 2647.2,
        "Viseu": 5585.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Greensboro: (36.07°, -79.79°)",
      "  Pacific Grove: (36.62°, -121.92°)",
      "  Bel Air South: (39.51°, -76.32°)",
      "  Paradise: (36.10°, -115.15°)",
      "  Viseu: (-1.20°, -46.14°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Viseu: 5585.2 km from centroid",
      "  Pacific Grove: 3256.0 km from centroid",
      "  Paradise: 2647.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Viseu",
      "FINAL ANSWER: Viseu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.93714,
        "lon": 120.73224,
        "name": "Balayan"
      },
      {
        "lat": 36.93333,
        "lon": 119.38333,
        "name": "Liutuan"
      },
      {
        "lat": 29.21399,
        "lon": 78.95693,
        "name": "Kashipur"
      },
      {
        "lat": 23.21667,
        "lon": 72.68333,
        "name": "Gandhinagar"
      },
      {
        "lat": -37.71667,
        "lon": 145.0,
        "name": "Reservoir"
      }
    ],
    "question": "Which location is the geographic outlier among: Balayan, Liutuan, Kashipur, Gandhinagar, Reservoir?",
    "ground_truth": {
      "answer": "Reservoir",
      "outlier_distance_km": 6881.9,
      "second_furthest_km": 3819.6,
      "clarity_ratio": 1.8,
      "median_distance_km": 3430.1,
      "distances_to_centroid": {
        "Balayan": 1449.3,
        "Liutuan": 2906.3,
        "Kashipur": 3430.1,
        "Gandhinagar": 3819.6,
        "Reservoir": 6881.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Balayan: (13.94°, 120.73°)",
      "  Liutuan: (36.93°, 119.38°)",
      "  Kashipur: (29.21°, 78.96°)",
      "  Gandhinagar: (23.22°, 72.68°)",
      "  Reservoir: (-37.72°, 145.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Reservoir: 6881.9 km from centroid",
      "  Gandhinagar: 3819.6 km from centroid",
      "  Kashipur: 3430.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Reservoir",
      "FINAL ANSWER: Reservoir"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.60111,
        "lon": -38.56861,
        "name": "Floresta"
      },
      {
        "lat": -34.47513,
        "lon": -58.75367,
        "name": "Tortuguitas"
      },
      {
        "lat": -34.47775,
        "lon": -58.70652,
        "name": "Ingeniero Pablo Nogués"
      },
      {
        "lat": -24.75722,
        "lon": -51.76139,
        "name": "Pitanga"
      },
      {
        "lat": 15.34522,
        "lon": 76.15478,
        "name": "Koppal"
      }
    ],
    "question": "Which location is the geographic outlier among: Floresta, Tortuguitas, Ingeniero Pablo Nogués, Pitanga, Koppal?",
    "ground_truth": {
      "answer": "Koppal",
      "outlier_distance_km": 11802.3,
      "second_furthest_km": 3732.6,
      "clarity_ratio": 3.16,
      "median_distance_km": 3728.7,
      "distances_to_centroid": {
        "Floresta": 1646.4,
        "Tortuguitas": 3732.6,
        "Ingeniero Pablo Nogués": 3728.7,
        "Pitanga": 2757.9,
        "Koppal": 11802.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Floresta: (-8.60°, -38.57°)",
      "  Tortuguitas: (-34.48°, -58.75°)",
      "  Ingeniero Pablo Nogués: (-34.48°, -58.71°)",
      "  Pitanga: (-24.76°, -51.76°)",
      "  Koppal: (15.35°, 76.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Koppal: 11802.3 km from centroid",
      "  Tortuguitas: 3732.6 km from centroid",
      "  Ingeniero Pablo Nogués: 3728.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Koppal",
      "FINAL ANSWER: Koppal"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.205,
        "lon": -41.88778,
        "name": "Itaperuna"
      },
      {
        "lat": -11.30417,
        "lon": -41.85583,
        "name": "Irecê"
      },
      {
        "lat": -27.16944,
        "lon": -53.71222,
        "name": "Itapiranga"
      },
      {
        "lat": -23.02972,
        "lon": -46.97528,
        "name": "Vinhedo"
      },
      {
        "lat": 9.87342,
        "lon": 7.95407,
        "name": "Kachia"
      }
    ],
    "question": "Which location is the geographic outlier among: Itaperuna, Irecê, Itapiranga, Vinhedo, Kachia?",
    "ground_truth": {
      "answer": "Kachia",
      "outlier_distance_km": 5487.8,
      "second_furthest_km": 2366.4,
      "clarity_ratio": 2.32,
      "median_distance_km": 1546.9,
      "distances_to_centroid": {
        "Itaperuna": 1015.2,
        "Irecê": 798.1,
        "Itapiranga": 2366.4,
        "Vinhedo": 1546.9,
        "Kachia": 5487.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Itaperuna: (-21.20°, -41.89°)",
      "  Irecê: (-11.30°, -41.86°)",
      "  Itapiranga: (-27.17°, -53.71°)",
      "  Vinhedo: (-23.03°, -46.98°)",
      "  Kachia: (9.87°, 7.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kachia: 5487.8 km from centroid",
      "  Itapiranga: 2366.4 km from centroid",
      "  Vinhedo: 1546.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kachia",
      "FINAL ANSWER: Kachia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.66181,
        "lon": 2.35338,
        "name": "Morsang-sur-Orge"
      },
      {
        "lat": 54.06835,
        "lon": -2.86108,
        "name": "Morecambe"
      },
      {
        "lat": 50.9803,
        "lon": 11.32903,
        "name": "Weimar"
      },
      {
        "lat": 55.55487,
        "lon": 37.92566,
        "name": "Andreyevskoye"
      },
      {
        "lat": 36.96667,
        "lon": 140.05,
        "name": "Kuroiso"
      }
    ],
    "question": "Which location is the geographic outlier among: Morsang-sur-Orge, Morecambe, Weimar, Andreyevskoye, Kuroiso?",
    "ground_truth": {
      "answer": "Kuroiso",
      "outlier_distance_km": 7766.8,
      "second_furthest_km": 2812.2,
      "clarity_ratio": 2.76,
      "median_distance_km": 2562.3,
      "distances_to_centroid": {
        "Morsang-sur-Orge": 2562.3,
        "Morecambe": 2812.2,
        "Weimar": 1884.2,
        "Andreyevskoye": 701.6,
        "Kuroiso": 7766.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Morsang-sur-Orge: (48.66°, 2.35°)",
      "  Morecambe: (54.07°, -2.86°)",
      "  Weimar: (50.98°, 11.33°)",
      "  Andreyevskoye: (55.55°, 37.93°)",
      "  Kuroiso: (36.97°, 140.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kuroiso: 7766.8 km from centroid",
      "  Morecambe: 2812.2 km from centroid",
      "  Morsang-sur-Orge: 2562.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kuroiso",
      "FINAL ANSWER: Kuroiso"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 11.10389,
        "lon": 5.25556,
        "name": "Rijau"
      },
      {
        "lat": 28.92095,
        "lon": 30.85367,
        "name": "Sumusţā al Waqf"
      },
      {
        "lat": 30.03,
        "lon": 31.47,
        "name": "New Cairo"
      },
      {
        "lat": 30.6687,
        "lon": 30.07391,
        "name": "An Nūbārīyah"
      },
      {
        "lat": -1.62667,
        "lon": -47.48333,
        "name": "São Miguel do Guamá"
      }
    ],
    "question": "Which location is the geographic outlier among: Rijau, Sumusţā al Waqf, New Cairo, An Nūbārīyah, São Miguel do Guamá?",
    "ground_truth": {
      "answer": "São Miguel do Guamá",
      "outlier_distance_km": 6705.4,
      "second_furthest_km": 2435.4,
      "clarity_ratio": 2.75,
      "median_distance_km": 2343.0,
      "distances_to_centroid": {
        "Rijau": 1095.8,
        "Sumusţā al Waqf": 2334.0,
        "New Cairo": 2435.4,
        "An Nūbārīyah": 2343.0,
        "São Miguel do Guamá": 6705.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rijau: (11.10°, 5.26°)",
      "  Sumusţā al Waqf: (28.92°, 30.85°)",
      "  New Cairo: (30.03°, 31.47°)",
      "  An Nūbārīyah: (30.67°, 30.07°)",
      "  São Miguel do Guamá: (-1.63°, -47.48°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Miguel do Guamá: 6705.4 km from centroid",
      "  New Cairo: 2435.4 km from centroid",
      "  An Nūbārīyah: 2343.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Miguel do Guamá",
      "FINAL ANSWER: São Miguel do Guamá"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.72976,
        "lon": 151.15977,
        "name": "Saint Ives"
      },
      {
        "lat": -37.8228,
        "lon": 144.96434,
        "name": "Southbank"
      },
      {
        "lat": -31.09048,
        "lon": 150.92905,
        "name": "Tamworth"
      },
      {
        "lat": -37.71667,
        "lon": 145.0,
        "name": "Reservoir"
      },
      {
        "lat": 34.05493,
        "lon": 134.13963,
        "name": "Mima"
      }
    ],
    "question": "Which location is the geographic outlier among: Saint Ives, Southbank, Tamworth, Reservoir, Mima?",
    "ground_truth": {
      "answer": "Mima",
      "outlier_distance_km": 6262.1,
      "second_furthest_km": 1841.8,
      "clarity_ratio": 3.4,
      "median_distance_km": 1829.9,
      "distances_to_centroid": {
        "Saint Ives": 1503.6,
        "Southbank": 1841.8,
        "Tamworth": 1231.1,
        "Reservoir": 1829.9,
        "Mima": 6262.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Saint Ives: (-33.73°, 151.16°)",
      "  Southbank: (-37.82°, 144.96°)",
      "  Tamworth: (-31.09°, 150.93°)",
      "  Reservoir: (-37.72°, 145.00°)",
      "  Mima: (34.05°, 134.14°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mima: 6262.1 km from centroid",
      "  Southbank: 1841.8 km from centroid",
      "  Reservoir: 1829.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mima",
      "FINAL ANSWER: Mima"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.61332,
        "lon": -105.01665,
        "name": "Littleton"
      },
      {
        "lat": 40.6976,
        "lon": -74.2632,
        "name": "Union"
      },
      {
        "lat": 34.07362,
        "lon": -118.40036,
        "name": "Beverly Hills"
      },
      {
        "lat": 33.88946,
        "lon": -118.15979,
        "name": "Paramount"
      },
      {
        "lat": -37.73333,
        "lon": 144.93333,
        "name": "Pascoe Vale"
      }
    ],
    "question": "Which location is the geographic outlier among: Littleton, Union, Beverly Hills, Paramount, Pascoe Vale?",
    "ground_truth": {
      "answer": "Pascoe Vale",
      "outlier_distance_km": 17492.7,
      "second_furthest_km": 6338.2,
      "clarity_ratio": 2.76,
      "median_distance_km": 6318.2,
      "distances_to_centroid": {
        "Littleton": 5149.8,
        "Union": 2797.7,
        "Beverly Hills": 6338.2,
        "Paramount": 6318.2,
        "Pascoe Vale": 17492.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Littleton: (39.61°, -105.02°)",
      "  Union: (40.70°, -74.26°)",
      "  Beverly Hills: (34.07°, -118.40°)",
      "  Paramount: (33.89°, -118.16°)",
      "  Pascoe Vale: (-37.73°, 144.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pascoe Vale: 17492.7 km from centroid",
      "  Beverly Hills: 6338.2 km from centroid",
      "  Paramount: 6318.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pascoe Vale",
      "FINAL ANSWER: Pascoe Vale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.73308,
        "lon": 151.5574,
        "name": "Maitland"
      },
      {
        "lat": -38.65333,
        "lon": 178.00417,
        "name": "Gisborne"
      },
      {
        "lat": -25.54073,
        "lon": 152.70493,
        "name": "Maryborough"
      },
      {
        "lat": -37.76722,
        "lon": 144.76657,
        "name": "Deer Park"
      },
      {
        "lat": 10.63111,
        "lon": 122.97889,
        "name": "Mansilingan"
      }
    ],
    "question": "Which location is the geographic outlier among: Maitland, Gisborne, Maryborough, Deer Park, Mansilingan?",
    "ground_truth": {
      "answer": "Mansilingan",
      "outlier_distance_km": 4911.4,
      "second_furthest_km": 3044.4,
      "clarity_ratio": 1.61,
      "median_distance_km": 1523.2,
      "distances_to_centroid": {
        "Maitland": 893.6,
        "Gisborne": 3044.4,
        "Maryborough": 283.7,
        "Deer Park": 1523.2,
        "Mansilingan": 4911.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maitland: (-32.73°, 151.56°)",
      "  Gisborne: (-38.65°, 178.00°)",
      "  Maryborough: (-25.54°, 152.70°)",
      "  Deer Park: (-37.77°, 144.77°)",
      "  Mansilingan: (10.63°, 122.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mansilingan: 4911.4 km from centroid",
      "  Gisborne: 3044.4 km from centroid",
      "  Deer Park: 1523.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mansilingan",
      "FINAL ANSWER: Mansilingan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.61841,
        "lon": -60.15478,
        "name": "Victoria"
      },
      {
        "lat": -6.0,
        "lon": -40.28333,
        "name": "São João dos Inhamuns"
      },
      {
        "lat": -3.98417,
        "lon": -38.62028,
        "name": "Pacatuba"
      },
      {
        "lat": -3.89,
        "lon": -38.45056,
        "name": "Eusébio"
      },
      {
        "lat": -41.51603,
        "lon": 173.9528,
        "name": "Blenheim"
      }
    ],
    "question": "Which location is the geographic outlier among: Victoria, São João dos Inhamuns, Pacatuba, Eusébio, Blenheim?",
    "ground_truth": {
      "answer": "Blenheim",
      "outlier_distance_km": 13418.6,
      "second_furthest_km": 6134.5,
      "clarity_ratio": 2.19,
      "median_distance_km": 4484.6,
      "distances_to_centroid": {
        "Victoria": 6134.5,
        "São João dos Inhamuns": 4484.6,
        "Pacatuba": 4396.0,
        "Eusébio": 4382.8,
        "Blenheim": 13418.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Victoria: (-32.62°, -60.15°)",
      "  São João dos Inhamuns: (-6.00°, -40.28°)",
      "  Pacatuba: (-3.98°, -38.62°)",
      "  Eusébio: (-3.89°, -38.45°)",
      "  Blenheim: (-41.52°, 173.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Blenheim: 13418.6 km from centroid",
      "  Victoria: 6134.5 km from centroid",
      "  São João dos Inhamuns: 4484.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Blenheim",
      "FINAL ANSWER: Blenheim"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.89281,
        "lon": 2.13308,
        "name": "Le Vésinet"
      },
      {
        "lat": 37.97872,
        "lon": -0.68222,
        "name": "Torrevieja"
      },
      {
        "lat": 59.57639,
        "lon": 30.12833,
        "name": "Gatchina"
      },
      {
        "lat": 44.93553,
        "lon": 10.51898,
        "name": "Viadana"
      },
      {
        "lat": 7.20417,
        "lon": 124.43972,
        "name": "Budta"
      }
    ],
    "question": "Which location is the geographic outlier among: Le Vésinet, Torrevieja, Gatchina, Viadana, Budta?",
    "ground_truth": {
      "answer": "Budta",
      "outlier_distance_km": 9592.8,
      "second_furthest_km": 2932.2,
      "clarity_ratio": 3.27,
      "median_distance_km": 2658.8,
      "distances_to_centroid": {
        "Le Vésinet": 2658.8,
        "Torrevieja": 2932.2,
        "Gatchina": 2219.4,
        "Viadana": 1953.7,
        "Budta": 9592.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Le Vésinet: (48.89°, 2.13°)",
      "  Torrevieja: (37.98°, -0.68°)",
      "  Gatchina: (59.58°, 30.13°)",
      "  Viadana: (44.94°, 10.52°)",
      "  Budta: (7.20°, 124.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Budta: 9592.8 km from centroid",
      "  Torrevieja: 2932.2 km from centroid",
      "  Le Vésinet: 2658.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Budta",
      "FINAL ANSWER: Budta"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 23.74771,
        "lon": 86.78804,
        "name": "Chirkunda"
      },
      {
        "lat": 30.19191,
        "lon": 106.0588,
        "name": "Longxing"
      },
      {
        "lat": 12.94194,
        "lon": 80.19472,
        "name": "Kullattūr"
      },
      {
        "lat": 15.6321,
        "lon": 121.1448,
        "name": "Bongabon"
      },
      {
        "lat": -16.76769,
        "lon": -47.6153,
        "name": "Cristalina"
      }
    ],
    "question": "Which location is the geographic outlier among: Chirkunda, Longxing, Kullattūr, Bongabon, Cristalina?",
    "ground_truth": {
      "answer": "Cristalina",
      "outlier_distance_km": 13254.7,
      "second_furthest_km": 5576.0,
      "clarity_ratio": 2.38,
      "median_distance_km": 4216.7,
      "distances_to_centroid": {
        "Chirkunda": 2184.1,
        "Longxing": 4216.7,
        "Kullattūr": 1178.8,
        "Bongabon": 5576.0,
        "Cristalina": 13254.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chirkunda: (23.75°, 86.79°)",
      "  Longxing: (30.19°, 106.06°)",
      "  Kullattūr: (12.94°, 80.19°)",
      "  Bongabon: (15.63°, 121.14°)",
      "  Cristalina: (-16.77°, -47.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cristalina: 13254.7 km from centroid",
      "  Bongabon: 5576.0 km from centroid",
      "  Longxing: 4216.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cristalina",
      "FINAL ANSWER: Cristalina"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -5.7925,
        "lon": -37.55667,
        "name": "Caraúbas"
      },
      {
        "lat": -26.96167,
        "lon": -52.53472,
        "name": "Xaxim"
      },
      {
        "lat": 5.17282,
        "lon": -72.54706,
        "name": "Aguazul"
      },
      {
        "lat": 6.04639,
        "lon": -75.90705,
        "name": "Concordia"
      },
      {
        "lat": 9.31387,
        "lon": 42.11815,
        "name": "Harar"
      }
    ],
    "question": "Which location is the geographic outlier among: Caraúbas, Xaxim, Aguazul, Concordia, Harar?",
    "ground_truth": {
      "answer": "Harar",
      "outlier_distance_km": 9109.7,
      "second_furthest_km": 4174.5,
      "clarity_ratio": 2.18,
      "median_distance_km": 3790.5,
      "distances_to_centroid": {
        "Caraúbas": 418.8,
        "Xaxim": 3070.0,
        "Aguazul": 3790.5,
        "Concordia": 4174.5,
        "Harar": 9109.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caraúbas: (-5.79°, -37.56°)",
      "  Xaxim: (-26.96°, -52.53°)",
      "  Aguazul: (5.17°, -72.55°)",
      "  Concordia: (6.05°, -75.91°)",
      "  Harar: (9.31°, 42.12°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Harar: 9109.7 km from centroid",
      "  Concordia: 4174.5 km from centroid",
      "  Aguazul: 3790.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Harar",
      "FINAL ANSWER: Harar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.65995,
        "lon": -111.99633,
        "name": "Kearns"
      },
      {
        "lat": 42.07225,
        "lon": -87.72284,
        "name": "Wilmette"
      },
      {
        "lat": 29.08874,
        "lon": -110.96677,
        "name": "Hermosillo"
      },
      {
        "lat": 41.59649,
        "lon": -72.8776,
        "name": "Southington"
      },
      {
        "lat": 46.80714,
        "lon": 4.41632,
        "name": "Le Creusot"
      }
    ],
    "question": "Which location is the geographic outlier among: Kearns, Wilmette, Hermosillo, Southington, Le Creusot?",
    "ground_truth": {
      "answer": "Le Creusot",
      "outlier_distance_km": 6237.3,
      "second_furthest_km": 3413.5,
      "clarity_ratio": 1.83,
      "median_distance_km": 3043.7,
      "distances_to_centroid": {
        "Kearns": 3043.7,
        "Wilmette": 1021.4,
        "Hermosillo": 3413.5,
        "Southington": 302.4,
        "Le Creusot": 6237.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kearns: (40.66°, -112.00°)",
      "  Wilmette: (42.07°, -87.72°)",
      "  Hermosillo: (29.09°, -110.97°)",
      "  Southington: (41.60°, -72.88°)",
      "  Le Creusot: (46.81°, 4.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Le Creusot: 6237.3 km from centroid",
      "  Hermosillo: 3413.5 km from centroid",
      "  Kearns: 3043.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Le Creusot",
      "FINAL ANSWER: Le Creusot"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.06425,
        "lon": 12.54612,
        "name": "Bastia umbra"
      },
      {
        "lat": 64.446,
        "lon": 40.6531,
        "name": "Isakogorka"
      },
      {
        "lat": 55.14941,
        "lon": 124.73676,
        "name": "Tynda"
      },
      {
        "lat": 39.94729,
        "lon": -0.06313,
        "name": "Almassora"
      },
      {
        "lat": -36.75818,
        "lon": 144.28024,
        "name": "Bendigo"
      }
    ],
    "question": "Which location is the geographic outlier among: Bastia umbra, Isakogorka, Tynda, Almassora, Bendigo?",
    "ground_truth": {
      "answer": "Bendigo",
      "outlier_distance_km": 11350.5,
      "second_furthest_km": 5684.8,
      "clarity_ratio": 2.0,
      "median_distance_km": 5191.8,
      "distances_to_centroid": {
        "Bastia umbra": 4594.3,
        "Isakogorka": 3837.4,
        "Tynda": 5191.8,
        "Almassora": 5684.8,
        "Bendigo": 11350.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bastia umbra: (43.06°, 12.55°)",
      "  Isakogorka: (64.45°, 40.65°)",
      "  Tynda: (55.15°, 124.74°)",
      "  Almassora: (39.95°, -0.06°)",
      "  Bendigo: (-36.76°, 144.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bendigo: 11350.5 km from centroid",
      "  Almassora: 5684.8 km from centroid",
      "  Tynda: 5191.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bendigo",
      "FINAL ANSWER: Bendigo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.8282,
        "lon": 174.62019,
        "name": "Massey East"
      },
      {
        "lat": -37.79798,
        "lon": 144.94512,
        "name": "North Melbourne"
      },
      {
        "lat": -41.27078,
        "lon": 173.28404,
        "name": "Nelson"
      },
      {
        "lat": -38.21792,
        "lon": 145.03876,
        "name": "Mornington"
      },
      {
        "lat": 3.19698,
        "lon": -75.64506,
        "name": "Planadas"
      }
    ],
    "question": "Which location is the geographic outlier among: Massey East, North Melbourne, Nelson, Mornington, Planadas?",
    "ground_truth": {
      "answer": "Planadas",
      "outlier_distance_km": 16895.8,
      "second_furthest_km": 5711.4,
      "clarity_ratio": 2.96,
      "median_distance_km": 5514.2,
      "distances_to_centroid": {
        "Massey East": 5711.4,
        "North Melbourne": 3096.0,
        "Nelson": 5514.2,
        "Mornington": 3109.3,
        "Planadas": 16895.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Massey East: (-36.83°, 174.62°)",
      "  North Melbourne: (-37.80°, 144.95°)",
      "  Nelson: (-41.27°, 173.28°)",
      "  Mornington: (-38.22°, 145.04°)",
      "  Planadas: (3.20°, -75.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Planadas: 16895.8 km from centroid",
      "  Massey East: 5711.4 km from centroid",
      "  Nelson: 5514.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Planadas",
      "FINAL ANSWER: Planadas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.83039,
        "lon": -77.19637,
        "name": "Annandale"
      },
      {
        "lat": 36.02153,
        "lon": -80.382,
        "name": "Clemmons"
      },
      {
        "lat": 35.62246,
        "lon": -117.6709,
        "name": "Ridgecrest"
      },
      {
        "lat": 46.60207,
        "lon": -120.5059,
        "name": "Yakima"
      },
      {
        "lat": -15.91694,
        "lon": -46.10556,
        "name": "Arinos"
      }
    ],
    "question": "Which location is the geographic outlier among: Annandale, Clemmons, Ridgecrest, Yakima, Arinos?",
    "ground_truth": {
      "answer": "Arinos",
      "outlier_distance_km": 6691.8,
      "second_furthest_km": 3457.6,
      "clarity_ratio": 1.94,
      "median_distance_km": 2872.3,
      "distances_to_centroid": {
        "Annandale": 1566.5,
        "Clemmons": 1146.4,
        "Ridgecrest": 2872.3,
        "Yakima": 3457.6,
        "Arinos": 6691.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Annandale: (38.83°, -77.20°)",
      "  Clemmons: (36.02°, -80.38°)",
      "  Ridgecrest: (35.62°, -117.67°)",
      "  Yakima: (46.60°, -120.51°)",
      "  Arinos: (-15.92°, -46.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Arinos: 6691.8 km from centroid",
      "  Yakima: 3457.6 km from centroid",
      "  Ridgecrest: 2872.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Arinos",
      "FINAL ANSWER: Arinos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.41334,
        "lon": -0.36701,
        "name": "Hampton"
      },
      {
        "lat": 55.86661,
        "lon": 48.35931,
        "name": "Volzhsk"
      },
      {
        "lat": 50.61723,
        "lon": -3.40233,
        "name": "Exmouth"
      },
      {
        "lat": 52.08868,
        "lon": 17.01508,
        "name": "Śrem"
      },
      {
        "lat": -27.27611,
        "lon": -48.84944,
        "name": "São João Batista"
      }
    ],
    "question": "Which location is the geographic outlier among: Hampton, Volzhsk, Exmouth, Śrem, São João Batista?",
    "ground_truth": {
      "answer": "São João Batista",
      "outlier_distance_km": 8902.2,
      "second_furthest_km": 4023.9,
      "clarity_ratio": 2.21,
      "median_distance_km": 2068.3,
      "distances_to_centroid": {
        "Hampton": 1669.7,
        "Volzhsk": 4023.9,
        "Exmouth": 1635.6,
        "Śrem": 2068.3,
        "São João Batista": 8902.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hampton: (51.41°, -0.37°)",
      "  Volzhsk: (55.87°, 48.36°)",
      "  Exmouth: (50.62°, -3.40°)",
      "  Śrem: (52.09°, 17.02°)",
      "  São João Batista: (-27.28°, -48.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São João Batista: 8902.2 km from centroid",
      "  Volzhsk: 4023.9 km from centroid",
      "  Śrem: 2068.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São João Batista",
      "FINAL ANSWER: São João Batista"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.69662,
        "lon": -117.77668,
        "name": "El Camino Real"
      },
      {
        "lat": 42.29171,
        "lon": -85.58723,
        "name": "Kalamazoo"
      },
      {
        "lat": 39.48508,
        "lon": -80.14258,
        "name": "Fairmont"
      },
      {
        "lat": 19.31777,
        "lon": -98.23846,
        "name": "Tlaxcala"
      },
      {
        "lat": -8.16139,
        "lon": -70.76556,
        "name": "Tarauacá"
      }
    ],
    "question": "Which location is the geographic outlier among: El Camino Real, Kalamazoo, Fairmont, Tlaxcala, Tarauacá?",
    "ground_truth": {
      "answer": "Tarauacá",
      "outlier_distance_km": 4292.9,
      "second_furthest_km": 2788.5,
      "clarity_ratio": 1.54,
      "median_distance_km": 1939.5,
      "distances_to_centroid": {
        "El Camino Real": 2788.5,
        "Kalamazoo": 1939.5,
        "Fairmont": 1847.5,
        "Tlaxcala": 1038.5,
        "Tarauacá": 4292.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  El Camino Real: (33.70°, -117.78°)",
      "  Kalamazoo: (42.29°, -85.59°)",
      "  Fairmont: (39.49°, -80.14°)",
      "  Tlaxcala: (19.32°, -98.24°)",
      "  Tarauacá: (-8.16°, -70.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tarauacá: 4292.9 km from centroid",
      "  El Camino Real: 2788.5 km from centroid",
      "  Kalamazoo: 1939.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tarauacá",
      "FINAL ANSWER: Tarauacá"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.23333,
        "lon": -53.34306,
        "name": "Nova Andradina"
      },
      {
        "lat": -19.88639,
        "lon": -43.80667,
        "name": "Sabará"
      },
      {
        "lat": -35.5952,
        "lon": -71.72924,
        "name": "San Javier"
      },
      {
        "lat": -19.63006,
        "lon": -43.9009,
        "name": "Lagoa Santa"
      },
      {
        "lat": -27.94402,
        "lon": 153.39815,
        "name": "Labrador"
      }
    ],
    "question": "Which location is the geographic outlier among: Nova Andradina, Sabará, San Javier, Lagoa Santa, Labrador?",
    "ground_truth": {
      "answer": "Labrador",
      "outlier_distance_km": 13914.4,
      "second_furthest_km": 5775.6,
      "clarity_ratio": 2.41,
      "median_distance_km": 4219.3,
      "distances_to_centroid": {
        "Nova Andradina": 4219.3,
        "Sabará": 3323.0,
        "San Javier": 5775.6,
        "Lagoa Santa": 3340.3,
        "Labrador": 13914.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nova Andradina: (-22.23°, -53.34°)",
      "  Sabará: (-19.89°, -43.81°)",
      "  San Javier: (-35.60°, -71.73°)",
      "  Lagoa Santa: (-19.63°, -43.90°)",
      "  Labrador: (-27.94°, 153.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Labrador: 13914.4 km from centroid",
      "  San Javier: 5775.6 km from centroid",
      "  Nova Andradina: 4219.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Labrador",
      "FINAL ANSWER: Labrador"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.07071,
        "lon": 153.39329,
        "name": "Robina"
      },
      {
        "lat": -27.53221,
        "lon": 153.22889,
        "name": "Alexandra Hills"
      },
      {
        "lat": -27.61025,
        "lon": 153.05388,
        "name": "Sunnybank Hills"
      },
      {
        "lat": -37.68333,
        "lon": 145.01667,
        "name": "Thomastown"
      },
      {
        "lat": -23.10083,
        "lon": -45.70694,
        "name": "Caçapava"
      }
    ],
    "question": "Which location is the geographic outlier among: Robina, Alexandra Hills, Sunnybank Hills, Thomastown, Caçapava?",
    "ground_truth": {
      "answer": "Caçapava",
      "outlier_distance_km": 13761.3,
      "second_furthest_km": 4047.0,
      "clarity_ratio": 3.4,
      "median_distance_km": 4043.2,
      "distances_to_centroid": {
        "Robina": 4047.0,
        "Alexandra Hills": 4043.2,
        "Sunnybank Hills": 4024.6,
        "Thomastown": 3224.0,
        "Caçapava": 13761.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Robina: (-28.07°, 153.39°)",
      "  Alexandra Hills: (-27.53°, 153.23°)",
      "  Sunnybank Hills: (-27.61°, 153.05°)",
      "  Thomastown: (-37.68°, 145.02°)",
      "  Caçapava: (-23.10°, -45.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Caçapava: 13761.3 km from centroid",
      "  Robina: 4047.0 km from centroid",
      "  Alexandra Hills: 4043.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Caçapava",
      "FINAL ANSWER: Caçapava"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.45049,
        "lon": -88.81961,
        "name": "Starkville"
      },
      {
        "lat": 40.61872,
        "lon": -74.0332,
        "name": "Fort Hamilton"
      },
      {
        "lat": 31.60351,
        "lon": -94.65549,
        "name": "Nacogdoches"
      },
      {
        "lat": 31.65456,
        "lon": -106.30331,
        "name": "Socorro"
      },
      {
        "lat": 34.67652,
        "lon": 138.94456,
        "name": "Shimoda"
      }
    ],
    "question": "Which location is the geographic outlier among: Starkville, Fort Hamilton, Nacogdoches, Socorro, Shimoda?",
    "ground_truth": {
      "answer": "Shimoda",
      "outlier_distance_km": 12323.2,
      "second_furthest_km": 5636.9,
      "clarity_ratio": 2.19,
      "median_distance_km": 4597.2,
      "distances_to_centroid": {
        "Starkville": 4014.8,
        "Fort Hamilton": 2641.5,
        "Nacogdoches": 4597.2,
        "Socorro": 5636.9,
        "Shimoda": 12323.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Starkville: (33.45°, -88.82°)",
      "  Fort Hamilton: (40.62°, -74.03°)",
      "  Nacogdoches: (31.60°, -94.66°)",
      "  Socorro: (31.65°, -106.30°)",
      "  Shimoda: (34.68°, 138.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shimoda: 12323.2 km from centroid",
      "  Socorro: 5636.9 km from centroid",
      "  Nacogdoches: 4597.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shimoda",
      "FINAL ANSWER: Shimoda"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.46427,
        "lon": 9.18951,
        "name": "Milan"
      },
      {
        "lat": 45.55823,
        "lon": 9.21495,
        "name": "Cinisello Balsamo"
      },
      {
        "lat": 41.52232,
        "lon": 1.75076,
        "name": "Piera"
      },
      {
        "lat": 52.01246,
        "lon": 8.69834,
        "name": "Leopoldshöhe"
      },
      {
        "lat": 33.11921,
        "lon": -117.08642,
        "name": "Escondido"
      }
    ],
    "question": "Which location is the geographic outlier among: Milan, Cinisello Balsamo, Piera, Leopoldshöhe, Escondido?",
    "ground_truth": {
      "answer": "Escondido",
      "outlier_distance_km": 8220.9,
      "second_furthest_km": 2166.6,
      "clarity_ratio": 3.79,
      "median_distance_km": 2130.5,
      "distances_to_centroid": {
        "Milan": 2129.2,
        "Cinisello Balsamo": 2130.5,
        "Piera": 1601.4,
        "Leopoldshöhe": 2166.6,
        "Escondido": 8220.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Milan: (45.46°, 9.19°)",
      "  Cinisello Balsamo: (45.56°, 9.21°)",
      "  Piera: (41.52°, 1.75°)",
      "  Leopoldshöhe: (52.01°, 8.70°)",
      "  Escondido: (33.12°, -117.09°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Escondido: 8220.9 km from centroid",
      "  Leopoldshöhe: 2166.6 km from centroid",
      "  Cinisello Balsamo: 2130.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Escondido",
      "FINAL ANSWER: Escondido"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.3475,
        "lon": 5.98333,
        "name": "Epe"
      },
      {
        "lat": 48.81451,
        "lon": 3.08498,
        "name": "Coulommiers"
      },
      {
        "lat": 47.99696,
        "lon": 2.73261,
        "name": "Montargis"
      },
      {
        "lat": 60.01375,
        "lon": 30.39471,
        "name": "Akademicheskoe"
      },
      {
        "lat": 37.11954,
        "lon": 140.26211,
        "name": "Shirakawa"
      }
    ],
    "question": "Which location is the geographic outlier among: Epe, Coulommiers, Montargis, Akademicheskoe, Shirakawa?",
    "ground_truth": {
      "answer": "Shirakawa",
      "outlier_distance_km": 7842.3,
      "second_furthest_km": 2464.4,
      "clarity_ratio": 3.18,
      "median_distance_km": 2415.8,
      "distances_to_centroid": {
        "Epe": 2154.7,
        "Coulommiers": 2415.8,
        "Montargis": 2464.4,
        "Akademicheskoe": 1257.4,
        "Shirakawa": 7842.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Epe: (52.35°, 5.98°)",
      "  Coulommiers: (48.81°, 3.08°)",
      "  Montargis: (48.00°, 2.73°)",
      "  Akademicheskoe: (60.01°, 30.39°)",
      "  Shirakawa: (37.12°, 140.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shirakawa: 7842.3 km from centroid",
      "  Montargis: 2464.4 km from centroid",
      "  Coulommiers: 2415.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shirakawa",
      "FINAL ANSWER: Shirakawa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.23282,
        "lon": -8.72264,
        "name": "Vigo"
      },
      {
        "lat": 38.34511,
        "lon": -0.76721,
        "name": "Aspe"
      },
      {
        "lat": 50.58727,
        "lon": 8.67554,
        "name": "Gießen"
      },
      {
        "lat": 50.3836,
        "lon": 8.0503,
        "name": "Limburg an der Lahn"
      },
      {
        "lat": -23.84852,
        "lon": 151.25775,
        "name": "Gladstone"
      }
    ],
    "question": "Which location is the geographic outlier among: Vigo, Aspe, Gießen, Limburg an der Lahn, Gladstone?",
    "ground_truth": {
      "answer": "Gladstone",
      "outlier_distance_km": 14075.8,
      "second_furthest_km": 3746.7,
      "clarity_ratio": 3.76,
      "median_distance_km": 3037.4,
      "distances_to_centroid": {
        "Vigo": 3746.7,
        "Aspe": 3037.4,
        "Gießen": 2841.9,
        "Limburg an der Lahn": 2862.3,
        "Gladstone": 14075.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vigo: (42.23°, -8.72°)",
      "  Aspe: (38.35°, -0.77°)",
      "  Gießen: (50.59°, 8.68°)",
      "  Limburg an der Lahn: (50.38°, 8.05°)",
      "  Gladstone: (-23.85°, 151.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gladstone: 14075.8 km from centroid",
      "  Vigo: 3746.7 km from centroid",
      "  Aspe: 3037.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gladstone",
      "FINAL ANSWER: Gladstone"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.41663,
        "lon": 29.08668,
        "name": "Kinross"
      },
      {
        "lat": -29.47795,
        "lon": 30.23057,
        "name": "Howick"
      },
      {
        "lat": 0.49194,
        "lon": 35.74303,
        "name": "Kabarnet"
      },
      {
        "lat": 9.46498,
        "lon": 42.18447,
        "name": "Felana"
      },
      {
        "lat": 6.28535,
        "lon": -75.33385,
        "name": "San Vicente"
      }
    ],
    "question": "Which location is the geographic outlier among: Kinross, Howick, Kabarnet, Felana, San Vicente?",
    "ground_truth": {
      "answer": "San Vicente",
      "outlier_distance_km": 9853.8,
      "second_furthest_km": 3825.7,
      "clarity_ratio": 2.58,
      "median_distance_km": 3035.6,
      "distances_to_centroid": {
        "Kinross": 2708.8,
        "Howick": 3035.6,
        "Kabarnet": 2753.8,
        "Felana": 3825.7,
        "San Vicente": 9853.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kinross: (-26.42°, 29.09°)",
      "  Howick: (-29.48°, 30.23°)",
      "  Kabarnet: (0.49°, 35.74°)",
      "  Felana: (9.46°, 42.18°)",
      "  San Vicente: (6.29°, -75.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Vicente: 9853.8 km from centroid",
      "  Felana: 3825.7 km from centroid",
      "  Howick: 3035.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Vicente",
      "FINAL ANSWER: San Vicente"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.86785,
        "lon": 94.78572,
        "name": "Kiphire"
      },
      {
        "lat": 30.3531,
        "lon": 107.51289,
        "name": "Yong’an"
      },
      {
        "lat": 25.57548,
        "lon": 83.98043,
        "name": "Buxar"
      },
      {
        "lat": 34.43417,
        "lon": 117.29833,
        "name": "Liuquan"
      },
      {
        "lat": 55.86667,
        "lon": 37.5,
        "name": "Novokhovrino"
      }
    ],
    "question": "Which location is the geographic outlier among: Kiphire, Yong’an, Buxar, Liuquan, Novokhovrino?",
    "ground_truth": {
      "answer": "Novokhovrino",
      "outlier_distance_km": 4498.0,
      "second_furthest_km": 2658.1,
      "clarity_ratio": 1.69,
      "median_distance_km": 1864.4,
      "distances_to_centroid": {
        "Kiphire": 1140.9,
        "Yong’an": 1864.4,
        "Buxar": 1064.3,
        "Liuquan": 2658.1,
        "Novokhovrino": 4498.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kiphire: (25.87°, 94.79°)",
      "  Yong’an: (30.35°, 107.51°)",
      "  Buxar: (25.58°, 83.98°)",
      "  Liuquan: (34.43°, 117.30°)",
      "  Novokhovrino: (55.87°, 37.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Novokhovrino: 4498.0 km from centroid",
      "  Liuquan: 2658.1 km from centroid",
      "  Yong’an: 1864.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Novokhovrino",
      "FINAL ANSWER: Novokhovrino"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.21792,
        "lon": 145.03876,
        "name": "Mornington"
      },
      {
        "lat": -27.50578,
        "lon": 153.10236,
        "name": "Carindale"
      },
      {
        "lat": -37.81667,
        "lon": 144.9,
        "name": "Yarraville"
      },
      {
        "lat": -24.86621,
        "lon": 152.3479,
        "name": "Bundaberg"
      },
      {
        "lat": 14.45506,
        "lon": 75.3952,
        "name": "Hirekerūr"
      }
    ],
    "question": "Which location is the geographic outlier among: Mornington, Carindale, Yarraville, Bundaberg, Hirekerūr?",
    "ground_truth": {
      "answer": "Hirekerūr",
      "outlier_distance_km": 7618.3,
      "second_furthest_km": 2003.9,
      "clarity_ratio": 3.8,
      "median_distance_km": 1975.3,
      "distances_to_centroid": {
        "Mornington": 2003.9,
        "Carindale": 1975.3,
        "Yarraville": 1960.2,
        "Bundaberg": 1863.2,
        "Hirekerūr": 7618.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mornington: (-38.22°, 145.04°)",
      "  Carindale: (-27.51°, 153.10°)",
      "  Yarraville: (-37.82°, 144.90°)",
      "  Bundaberg: (-24.87°, 152.35°)",
      "  Hirekerūr: (14.46°, 75.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hirekerūr: 7618.3 km from centroid",
      "  Mornington: 2003.9 km from centroid",
      "  Carindale: 1975.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hirekerūr",
      "FINAL ANSWER: Hirekerūr"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.42118,
        "lon": -79.7881,
        "name": "Monroeville"
      },
      {
        "lat": 43.80486,
        "lon": -79.35442,
        "name": "Hillcrest Village"
      },
      {
        "lat": 27.29393,
        "lon": -80.35033,
        "name": "Port Saint Lucie"
      },
      {
        "lat": 44.78941,
        "lon": -93.60218,
        "name": "Chaska"
      },
      {
        "lat": 52.14021,
        "lon": 8.48475,
        "name": "Spenge"
      }
    ],
    "question": "Which location is the geographic outlier among: Monroeville, Hillcrest Village, Port Saint Lucie, Chaska, Spenge?",
    "ground_truth": {
      "answer": "Spenge",
      "outlier_distance_km": 5449.2,
      "second_furthest_km": 2336.2,
      "clarity_ratio": 2.33,
      "median_distance_km": 2128.9,
      "distances_to_centroid": {
        "Monroeville": 1252.9,
        "Hillcrest Village": 1200.1,
        "Port Saint Lucie": 2128.9,
        "Chaska": 2336.2,
        "Spenge": 5449.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Monroeville: (40.42°, -79.79°)",
      "  Hillcrest Village: (43.80°, -79.35°)",
      "  Port Saint Lucie: (27.29°, -80.35°)",
      "  Chaska: (44.79°, -93.60°)",
      "  Spenge: (52.14°, 8.48°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Spenge: 5449.2 km from centroid",
      "  Chaska: 2336.2 km from centroid",
      "  Port Saint Lucie: 2128.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Spenge",
      "FINAL ANSWER: Spenge"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.57786,
        "lon": -101.85517,
        "name": "Lubbock"
      },
      {
        "lat": 33.92427,
        "lon": -84.37854,
        "name": "Sandy Springs"
      },
      {
        "lat": 41.01283,
        "lon": -81.60512,
        "name": "Barberton"
      },
      {
        "lat": 45.27076,
        "lon": -66.05616,
        "name": "Saint John"
      },
      {
        "lat": 16.06213,
        "lon": 76.0586,
        "name": "Hungund"
      }
    ],
    "question": "Which location is the geographic outlier among: Lubbock, Sandy Springs, Barberton, Saint John, Hungund?",
    "ground_truth": {
      "answer": "Hungund",
      "outlier_distance_km": 12163.3,
      "second_furthest_km": 4599.8,
      "clarity_ratio": 2.64,
      "median_distance_km": 3013.4,
      "distances_to_centroid": {
        "Lubbock": 4599.8,
        "Sandy Springs": 3013.4,
        "Barberton": 2748.0,
        "Saint John": 1760.8,
        "Hungund": 12163.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lubbock: (33.58°, -101.86°)",
      "  Sandy Springs: (33.92°, -84.38°)",
      "  Barberton: (41.01°, -81.61°)",
      "  Saint John: (45.27°, -66.06°)",
      "  Hungund: (16.06°, 76.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hungund: 12163.3 km from centroid",
      "  Lubbock: 4599.8 km from centroid",
      "  Sandy Springs: 3013.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hungund",
      "FINAL ANSWER: Hungund"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.26597,
        "lon": 105.77802,
        "name": "Laisu"
      },
      {
        "lat": 28.88162,
        "lon": 120.03308,
        "name": "Guli"
      },
      {
        "lat": 33.26611,
        "lon": 116.56605,
        "name": "Mengcheng Chengguanzhen"
      },
      {
        "lat": 31.71194,
        "lon": 76.93273,
        "name": "Mandi"
      },
      {
        "lat": -25.66756,
        "lon": 27.24208,
        "name": "Rustenburg"
      }
    ],
    "question": "Which location is the geographic outlier among: Laisu, Guli, Mengcheng Chengguanzhen, Mandi, Rustenburg?",
    "ground_truth": {
      "answer": "Rustenburg",
      "outlier_distance_km": 8374.9,
      "second_furthest_km": 3275.1,
      "clarity_ratio": 2.56,
      "median_distance_km": 3102.9,
      "distances_to_centroid": {
        "Laisu": 1987.1,
        "Guli": 3275.1,
        "Mengcheng Chengguanzhen": 3102.9,
        "Mandi": 1837.4,
        "Rustenburg": 8374.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Laisu: (29.27°, 105.78°)",
      "  Guli: (28.88°, 120.03°)",
      "  Mengcheng Chengguanzhen: (33.27°, 116.57°)",
      "  Mandi: (31.71°, 76.93°)",
      "  Rustenburg: (-25.67°, 27.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rustenburg: 8374.9 km from centroid",
      "  Guli: 3275.1 km from centroid",
      "  Mengcheng Chengguanzhen: 3102.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rustenburg",
      "FINAL ANSWER: Rustenburg"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.91018,
        "lon": 30.17438,
        "name": "Abū al Maţāmīr"
      },
      {
        "lat": -0.98855,
        "lon": 36.58537,
        "name": "Maai Mahiu"
      },
      {
        "lat": -26.10528,
        "lon": 28.09884,
        "name": "Alexandra"
      },
      {
        "lat": 11.85172,
        "lon": 3.65478,
        "name": "Kamba"
      },
      {
        "lat": -22.8375,
        "lon": -51.97306,
        "name": "Colorado"
      }
    ],
    "question": "Which location is the geographic outlier among: Abū al Maţāmīr, Maai Mahiu, Alexandra, Kamba, Colorado?",
    "ground_truth": {
      "answer": "Colorado",
      "outlier_distance_km": 7016.5,
      "second_furthest_km": 4219.3,
      "clarity_ratio": 1.66,
      "median_distance_km": 3401.0,
      "distances_to_centroid": {
        "Abū al Maţāmīr": 4219.3,
        "Maai Mahiu": 3032.8,
        "Alexandra": 3401.0,
        "Kamba": 1603.9,
        "Colorado": 7016.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Abū al Maţāmīr: (30.91°, 30.17°)",
      "  Maai Mahiu: (-0.99°, 36.59°)",
      "  Alexandra: (-26.11°, 28.10°)",
      "  Kamba: (11.85°, 3.65°)",
      "  Colorado: (-22.84°, -51.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Colorado: 7016.5 km from centroid",
      "  Abū al Maţāmīr: 4219.3 km from centroid",
      "  Alexandra: 3401.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Colorado",
      "FINAL ANSWER: Colorado"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 1.54631,
        "lon": 103.71829,
        "name": "Setia Tropika"
      },
      {
        "lat": 2.5703,
        "lon": 101.833,
        "name": "Lukut"
      },
      {
        "lat": 8.54884,
        "lon": 76.91716,
        "name": "Sreekaryam"
      },
      {
        "lat": 11.11723,
        "lon": 77.37256,
        "name": "Mannarai"
      },
      {
        "lat": 46.87497,
        "lon": -96.90036,
        "name": "West Fargo"
      }
    ],
    "question": "Which location is the geographic outlier among: Setia Tropika, Lukut, Sreekaryam, Mannarai, West Fargo?",
    "ground_truth": {
      "answer": "West Fargo",
      "outlier_distance_km": 12580.2,
      "second_furthest_km": 5788.1,
      "clarity_ratio": 2.17,
      "median_distance_km": 5554.8,
      "distances_to_centroid": {
        "Setia Tropika": 5788.1,
        "Lukut": 5554.8,
        "Sreekaryam": 2722.2,
        "Mannarai": 2708.7,
        "West Fargo": 12580.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Setia Tropika: (1.55°, 103.72°)",
      "  Lukut: (2.57°, 101.83°)",
      "  Sreekaryam: (8.55°, 76.92°)",
      "  Mannarai: (11.12°, 77.37°)",
      "  West Fargo: (46.87°, -96.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  West Fargo: 12580.2 km from centroid",
      "  Setia Tropika: 5788.1 km from centroid",
      "  Lukut: 5554.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: West Fargo",
      "FINAL ANSWER: West Fargo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.54409,
        "lon": 13.23743,
        "name": "Haselhorst"
      },
      {
        "lat": 51.62202,
        "lon": -3.45544,
        "name": "Tonypandy"
      },
      {
        "lat": 37.40202,
        "lon": -6.03314,
        "name": "Camas"
      },
      {
        "lat": 51.0374,
        "lon": 21.07126,
        "name": "Starachowice"
      },
      {
        "lat": -29.26737,
        "lon": 26.72595,
        "name": "Botshabelo"
      }
    ],
    "question": "Which location is the geographic outlier among: Haselhorst, Tonypandy, Camas, Starachowice, Botshabelo?",
    "ground_truth": {
      "answer": "Botshabelo",
      "outlier_distance_km": 7101.1,
      "second_furthest_km": 2384.6,
      "clarity_ratio": 2.98,
      "median_distance_km": 2223.2,
      "distances_to_centroid": {
        "Haselhorst": 2222.7,
        "Tonypandy": 2384.6,
        "Camas": 1575.7,
        "Starachowice": 2223.2,
        "Botshabelo": 7101.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Haselhorst: (52.54°, 13.24°)",
      "  Tonypandy: (51.62°, -3.46°)",
      "  Camas: (37.40°, -6.03°)",
      "  Starachowice: (51.04°, 21.07°)",
      "  Botshabelo: (-29.27°, 26.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Botshabelo: 7101.1 km from centroid",
      "  Tonypandy: 2384.6 km from centroid",
      "  Starachowice: 2223.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Botshabelo",
      "FINAL ANSWER: Botshabelo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.02153,
        "lon": -80.382,
        "name": "Clemmons"
      },
      {
        "lat": 39.53316,
        "lon": -76.33746,
        "name": "South Bel Air"
      },
      {
        "lat": 37.77817,
        "lon": -81.18816,
        "name": "Beckley"
      },
      {
        "lat": 25.67066,
        "lon": -80.40117,
        "name": "The Crossings"
      },
      {
        "lat": 14.71694,
        "lon": 120.95806,
        "name": "Malanday"
      }
    ],
    "question": "Which location is the geographic outlier among: Clemmons, South Bel Air, Beckley, The Crossings, Malanday?",
    "ground_truth": {
      "answer": "Malanday",
      "outlier_distance_km": 14543.8,
      "second_furthest_km": 4028.2,
      "clarity_ratio": 3.61,
      "median_distance_km": 3879.9,
      "distances_to_centroid": {
        "Clemmons": 3815.6,
        "South Bel Air": 3465.1,
        "Beckley": 3879.9,
        "The Crossings": 4028.2,
        "Malanday": 14543.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Clemmons: (36.02°, -80.38°)",
      "  South Bel Air: (39.53°, -76.34°)",
      "  Beckley: (37.78°, -81.19°)",
      "  The Crossings: (25.67°, -80.40°)",
      "  Malanday: (14.72°, 120.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Malanday: 14543.8 km from centroid",
      "  The Crossings: 4028.2 km from centroid",
      "  Beckley: 3879.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Malanday",
      "FINAL ANSWER: Malanday"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -2.97083,
        "lon": -44.31556,
        "name": "Bacabeira"
      },
      {
        "lat": -8.00222,
        "lon": -35.01833,
        "name": "São Lourenço da Mata"
      },
      {
        "lat": -20.17944,
        "lon": -48.03194,
        "name": "Miguelópolis"
      },
      {
        "lat": -31.63349,
        "lon": -71.16967,
        "name": "Illapel"
      },
      {
        "lat": 41.13121,
        "lon": -74.36737,
        "name": "West Milford"
      }
    ],
    "question": "Which location is the geographic outlier among: Bacabeira, São Lourenço da Mata, Miguelópolis, Illapel, West Milford?",
    "ground_truth": {
      "answer": "West Milford",
      "outlier_distance_km": 5440.3,
      "second_furthest_km": 3495.1,
      "clarity_ratio": 1.56,
      "median_distance_km": 2200.3,
      "distances_to_centroid": {
        "Bacabeira": 1149.1,
        "São Lourenço da Mata": 2200.3,
        "Miguelópolis": 1899.5,
        "Illapel": 3495.1,
        "West Milford": 5440.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bacabeira: (-2.97°, -44.32°)",
      "  São Lourenço da Mata: (-8.00°, -35.02°)",
      "  Miguelópolis: (-20.18°, -48.03°)",
      "  Illapel: (-31.63°, -71.17°)",
      "  West Milford: (41.13°, -74.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  West Milford: 5440.3 km from centroid",
      "  Illapel: 3495.1 km from centroid",
      "  São Lourenço da Mata: 2200.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: West Milford",
      "FINAL ANSWER: West Milford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.94564,
        "lon": 30.48497,
        "name": "Thohoyandou"
      },
      {
        "lat": 6.19824,
        "lon": 6.73187,
        "name": "Asaba"
      },
      {
        "lat": 11.27727,
        "lon": 9.88385,
        "name": "Gwaram"
      },
      {
        "lat": -30.69268,
        "lon": 28.5061,
        "name": "Tlokoeng"
      },
      {
        "lat": 28.68012,
        "lon": 77.02975,
        "name": "Mūndka"
      }
    ],
    "question": "Which location is the geographic outlier among: Thohoyandou, Asaba, Gwaram, Tlokoeng, Mūndka?",
    "ground_truth": {
      "answer": "Mūndka",
      "outlier_distance_km": 5978.1,
      "second_furthest_km": 3253.4,
      "clarity_ratio": 1.84,
      "median_distance_km": 2776.8,
      "distances_to_centroid": {
        "Thohoyandou": 2385.0,
        "Asaba": 2776.8,
        "Gwaram": 2688.1,
        "Tlokoeng": 3253.4,
        "Mūndka": 5978.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Thohoyandou: (-22.95°, 30.48°)",
      "  Asaba: (6.20°, 6.73°)",
      "  Gwaram: (11.28°, 9.88°)",
      "  Tlokoeng: (-30.69°, 28.51°)",
      "  Mūndka: (28.68°, 77.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mūndka: 5978.1 km from centroid",
      "  Tlokoeng: 3253.4 km from centroid",
      "  Asaba: 2776.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mūndka",
      "FINAL ANSWER: Mūndka"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.88264,
        "lon": 144.7003,
        "name": "Hoppers Crossing"
      },
      {
        "lat": -37.96944,
        "lon": 145.04806,
        "name": "Cheltenham"
      },
      {
        "lat": -36.84103,
        "lon": 174.65223,
        "name": "Te Atatu Peninsula"
      },
      {
        "lat": -33.9205,
        "lon": 151.25522,
        "name": "Coogee"
      },
      {
        "lat": 52.50146,
        "lon": 13.4934,
        "name": "Rummelsburg"
      }
    ],
    "question": "Which location is the geographic outlier among: Hoppers Crossing, Cheltenham, Te Atatu Peninsula, Coogee, Rummelsburg?",
    "ground_truth": {
      "answer": "Rummelsburg",
      "outlier_distance_km": 13160.6,
      "second_furthest_km": 5136.8,
      "clarity_ratio": 2.56,
      "median_distance_km": 3024.6,
      "distances_to_centroid": {
        "Hoppers Crossing": 2799.2,
        "Cheltenham": 2827.9,
        "Te Atatu Peninsula": 5136.8,
        "Coogee": 3024.6,
        "Rummelsburg": 13160.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hoppers Crossing: (-37.88°, 144.70°)",
      "  Cheltenham: (-37.97°, 145.05°)",
      "  Te Atatu Peninsula: (-36.84°, 174.65°)",
      "  Coogee: (-33.92°, 151.26°)",
      "  Rummelsburg: (52.50°, 13.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rummelsburg: 13160.6 km from centroid",
      "  Te Atatu Peninsula: 5136.8 km from centroid",
      "  Coogee: 3024.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rummelsburg",
      "FINAL ANSWER: Rummelsburg"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.05456,
        "lon": -1.20763,
        "name": "Molina de Segura"
      },
      {
        "lat": 52.02,
        "lon": 5.04306,
        "name": "IJsselstein"
      },
      {
        "lat": 53.45131,
        "lon": -2.07943,
        "name": "Hyde"
      },
      {
        "lat": 41.41109,
        "lon": 2.2026,
        "name": "Provenals del Poblenou"
      },
      {
        "lat": 32.74255,
        "lon": -117.03142,
        "name": "Lemon Grove"
      }
    ],
    "question": "Which location is the geographic outlier among: Molina de Segura, IJsselstein, Hyde, Provenals del Poblenou, Lemon Grove?",
    "ground_truth": {
      "answer": "Lemon Grove",
      "outlier_distance_km": 7894.7,
      "second_furthest_km": 2253.7,
      "clarity_ratio": 3.5,
      "median_distance_km": 2041.4,
      "distances_to_centroid": {
        "Molina de Segura": 1895.9,
        "IJsselstein": 2253.7,
        "Hyde": 1861.2,
        "Provenals del Poblenou": 2041.4,
        "Lemon Grove": 7894.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Molina de Segura: (38.05°, -1.21°)",
      "  IJsselstein: (52.02°, 5.04°)",
      "  Hyde: (53.45°, -2.08°)",
      "  Provenals del Poblenou: (41.41°, 2.20°)",
      "  Lemon Grove: (32.74°, -117.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lemon Grove: 7894.7 km from centroid",
      "  IJsselstein: 2253.7 km from centroid",
      "  Provenals del Poblenou: 2041.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lemon Grove",
      "FINAL ANSWER: Lemon Grove"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 24.97024,
        "lon": 98.39368,
        "name": "Hehua"
      },
      {
        "lat": 13.5926,
        "lon": 122.3215,
        "name": "Catanauan"
      },
      {
        "lat": 21.93053,
        "lon": 69.78081,
        "name": "Bhānvad"
      },
      {
        "lat": 27.66368,
        "lon": 80.47371,
        "name": "Maholi"
      },
      {
        "lat": -37.81667,
        "lon": 144.9,
        "name": "Yarraville"
      }
    ],
    "question": "Which location is the geographic outlier among: Hehua, Catanauan, Bhānvad, Maholi, Yarraville?",
    "ground_truth": {
      "answer": "Yarraville",
      "outlier_distance_km": 6866.3,
      "second_furthest_km": 3794.0,
      "clarity_ratio": 1.81,
      "median_distance_km": 3076.4,
      "distances_to_centroid": {
        "Hehua": 1732.3,
        "Catanauan": 2119.6,
        "Bhānvad": 3794.0,
        "Maholi": 3076.4,
        "Yarraville": 6866.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hehua: (24.97°, 98.39°)",
      "  Catanauan: (13.59°, 122.32°)",
      "  Bhānvad: (21.93°, 69.78°)",
      "  Maholi: (27.66°, 80.47°)",
      "  Yarraville: (-37.82°, 144.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yarraville: 6866.3 km from centroid",
      "  Bhānvad: 3794.0 km from centroid",
      "  Maholi: 3076.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yarraville",
      "FINAL ANSWER: Yarraville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.46146,
        "lon": -80.07282,
        "name": "Delray Beach"
      },
      {
        "lat": 39.95238,
        "lon": -75.16362,
        "name": "Philadelphia"
      },
      {
        "lat": 38.70446,
        "lon": -93.22826,
        "name": "Sedalia"
      },
      {
        "lat": 42.28343,
        "lon": -71.3495,
        "name": "Natick"
      },
      {
        "lat": 6.63105,
        "lon": 8.05814,
        "name": "Effium"
      }
    ],
    "question": "Which location is the geographic outlier among: Delray Beach, Philadelphia, Sedalia, Natick, Effium?",
    "ground_truth": {
      "answer": "Effium",
      "outlier_distance_km": 7762.1,
      "second_furthest_km": 2938.3,
      "clarity_ratio": 2.64,
      "median_distance_km": 1793.5,
      "distances_to_centroid": {
        "Delray Beach": 1793.5,
        "Philadelphia": 1540.9,
        "Sedalia": 2938.3,
        "Natick": 1506.2,
        "Effium": 7762.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Delray Beach: (26.46°, -80.07°)",
      "  Philadelphia: (39.95°, -75.16°)",
      "  Sedalia: (38.70°, -93.23°)",
      "  Natick: (42.28°, -71.35°)",
      "  Effium: (6.63°, 8.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Effium: 7762.1 km from centroid",
      "  Sedalia: 2938.3 km from centroid",
      "  Delray Beach: 1793.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Effium",
      "FINAL ANSWER: Effium"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 32.85791,
        "lon": -97.25474,
        "name": "Watauga"
      },
      {
        "lat": 43.80136,
        "lon": -91.23958,
        "name": "La Crosse"
      },
      {
        "lat": 40.78343,
        "lon": -73.96625,
        "name": "Manhattan"
      },
      {
        "lat": 41.58337,
        "lon": -87.50004,
        "name": "Hammond"
      },
      {
        "lat": 53.56047,
        "lon": -0.03225,
        "name": "Cleethorpes"
      }
    ],
    "question": "Which location is the geographic outlier among: Watauga, La Crosse, Manhattan, Hammond, Cleethorpes?",
    "ground_truth": {
      "answer": "Cleethorpes",
      "outlier_distance_km": 5123.8,
      "second_furthest_km": 2612.8,
      "clarity_ratio": 1.96,
      "median_distance_km": 1724.0,
      "distances_to_centroid": {
        "Watauga": 2612.8,
        "La Crosse": 1724.0,
        "Manhattan": 381.8,
        "Hammond": 1446.2,
        "Cleethorpes": 5123.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Watauga: (32.86°, -97.25°)",
      "  La Crosse: (43.80°, -91.24°)",
      "  Manhattan: (40.78°, -73.97°)",
      "  Hammond: (41.58°, -87.50°)",
      "  Cleethorpes: (53.56°, -0.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cleethorpes: 5123.8 km from centroid",
      "  Watauga: 2612.8 km from centroid",
      "  La Crosse: 1724.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cleethorpes",
      "FINAL ANSWER: Cleethorpes"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 32.6518,
        "lon": -96.90834,
        "name": "Duncanville"
      },
      {
        "lat": 20.03618,
        "lon": -98.35563,
        "name": "Santiago Tulantepec"
      },
      {
        "lat": 34.61002,
        "lon": -112.31572,
        "name": "Prescott Valley"
      },
      {
        "lat": 40.4167,
        "lon": -86.87529,
        "name": "Lafayette"
      },
      {
        "lat": -37.81667,
        "lon": 144.9,
        "name": "Yarraville"
      }
    ],
    "question": "Which location is the geographic outlier among: Duncanville, Santiago Tulantepec, Prescott Valley, Lafayette, Yarraville?",
    "ground_truth": {
      "answer": "Yarraville",
      "outlier_distance_km": 17380.3,
      "second_furthest_km": 6388.7,
      "clarity_ratio": 2.72,
      "median_distance_km": 5080.7,
      "distances_to_centroid": {
        "Duncanville": 4952.8,
        "Santiago Tulantepec": 5080.7,
        "Prescott Valley": 6388.7,
        "Lafayette": 4320.4,
        "Yarraville": 17380.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Duncanville: (32.65°, -96.91°)",
      "  Santiago Tulantepec: (20.04°, -98.36°)",
      "  Prescott Valley: (34.61°, -112.32°)",
      "  Lafayette: (40.42°, -86.88°)",
      "  Yarraville: (-37.82°, 144.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yarraville: 17380.3 km from centroid",
      "  Prescott Valley: 6388.7 km from centroid",
      "  Santiago Tulantepec: 5080.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yarraville",
      "FINAL ANSWER: Yarraville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.03333,
        "lon": 145.35,
        "name": "Berwick"
      },
      {
        "lat": -36.88012,
        "lon": 174.61975,
        "name": "Henderson"
      },
      {
        "lat": -31.09048,
        "lon": 150.92905,
        "name": "Tamworth"
      },
      {
        "lat": -27.49325,
        "lon": 153.05826,
        "name": "Coorparoo"
      },
      {
        "lat": -13.275,
        "lon": -50.16278,
        "name": "São Miguel do Araguaia"
      }
    ],
    "question": "Which location is the geographic outlier among: Berwick, Henderson, Tamworth, Coorparoo, São Miguel do Araguaia?",
    "ground_truth": {
      "answer": "São Miguel do Araguaia",
      "outlier_distance_km": 15006.2,
      "second_furthest_km": 5547.5,
      "clarity_ratio": 2.71,
      "median_distance_km": 3734.4,
      "distances_to_centroid": {
        "Berwick": 2974.2,
        "Henderson": 5547.5,
        "Tamworth": 3465.3,
        "Coorparoo": 3734.4,
        "São Miguel do Araguaia": 15006.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Berwick: (-38.03°, 145.35°)",
      "  Henderson: (-36.88°, 174.62°)",
      "  Tamworth: (-31.09°, 150.93°)",
      "  Coorparoo: (-27.49°, 153.06°)",
      "  São Miguel do Araguaia: (-13.28°, -50.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Miguel do Araguaia: 15006.2 km from centroid",
      "  Henderson: 5547.5 km from centroid",
      "  Coorparoo: 3734.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Miguel do Araguaia",
      "FINAL ANSWER: São Miguel do Araguaia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 16.52539,
        "lon": 107.4755,
        "name": "Hương Trà"
      },
      {
        "lat": 9.68747,
        "lon": 76.77891,
        "name": "Erāttupetta"
      },
      {
        "lat": 24.96899,
        "lon": 84.1964,
        "name": "Madhurampur Dehri"
      },
      {
        "lat": 13.3622,
        "lon": 100.98345,
        "name": "Chon Buri"
      },
      {
        "lat": -29.44931,
        "lon": 31.21532,
        "name": "Shakaskraal"
      }
    ],
    "question": "Which location is the geographic outlier among: Hương Trà, Erāttupetta, Madhurampur Dehri, Chon Buri, Shakaskraal?",
    "ground_truth": {
      "answer": "Shakaskraal",
      "outlier_distance_km": 6613.4,
      "second_furthest_km": 3154.1,
      "clarity_ratio": 2.1,
      "median_distance_km": 2387.1,
      "distances_to_centroid": {
        "Hương Trà": 3154.1,
        "Erāttupetta": 473.2,
        "Madhurampur Dehri": 2042.3,
        "Chon Buri": 2387.1,
        "Shakaskraal": 6613.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hương Trà: (16.53°, 107.48°)",
      "  Erāttupetta: (9.69°, 76.78°)",
      "  Madhurampur Dehri: (24.97°, 84.20°)",
      "  Chon Buri: (13.36°, 100.98°)",
      "  Shakaskraal: (-29.45°, 31.22°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shakaskraal: 6613.4 km from centroid",
      "  Hương Trà: 3154.1 km from centroid",
      "  Chon Buri: 2387.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shakaskraal",
      "FINAL ANSWER: Shakaskraal"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.78778,
        "lon": -46.56139,
        "name": "Poços de Caldas"
      },
      {
        "lat": -17.51944,
        "lon": -39.19556,
        "name": "Alcobaça"
      },
      {
        "lat": -1.89528,
        "lon": -49.38056,
        "name": "Limoeiro do Ajuru"
      },
      {
        "lat": -9.38861,
        "lon": -37.99917,
        "name": "Delmiro Gouveia"
      },
      {
        "lat": -34.06564,
        "lon": 151.01266,
        "name": "Engadine"
      }
    ],
    "question": "Which location is the geographic outlier among: Poços de Caldas, Alcobaça, Limoeiro do Ajuru, Delmiro Gouveia, Engadine?",
    "ground_truth": {
      "answer": "Engadine",
      "outlier_distance_km": 13776.3,
      "second_furthest_km": 5189.1,
      "clarity_ratio": 2.65,
      "median_distance_km": 4440.1,
      "distances_to_centroid": {
        "Poços de Caldas": 4440.1,
        "Alcobaça": 3688.3,
        "Limoeiro do Ajuru": 5189.1,
        "Delmiro Gouveia": 3725.0,
        "Engadine": 13776.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Poços de Caldas: (-21.79°, -46.56°)",
      "  Alcobaça: (-17.52°, -39.20°)",
      "  Limoeiro do Ajuru: (-1.90°, -49.38°)",
      "  Delmiro Gouveia: (-9.39°, -38.00°)",
      "  Engadine: (-34.07°, 151.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Engadine: 13776.3 km from centroid",
      "  Limoeiro do Ajuru: 5189.1 km from centroid",
      "  Poços de Caldas: 4440.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Engadine",
      "FINAL ANSWER: Engadine"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.05799,
        "lon": 115.91814,
        "name": "Canning Vale"
      },
      {
        "lat": -12.46113,
        "lon": 130.84185,
        "name": "Darwin"
      },
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      },
      {
        "lat": -40.35636,
        "lon": 175.61113,
        "name": "Palmerston North"
      },
      {
        "lat": 47.87663,
        "lon": 11.70181,
        "name": "Holzkirchen"
      }
    ],
    "question": "Which location is the geographic outlier among: Canning Vale, Darwin, Maroubra, Palmerston North, Holzkirchen?",
    "ground_truth": {
      "answer": "Holzkirchen",
      "outlier_distance_km": 12313.2,
      "second_furthest_km": 6341.5,
      "clarity_ratio": 1.94,
      "median_distance_km": 4075.6,
      "distances_to_centroid": {
        "Canning Vale": 1990.2,
        "Darwin": 1503.2,
        "Maroubra": 4075.6,
        "Palmerston North": 6341.5,
        "Holzkirchen": 12313.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Canning Vale: (-32.06°, 115.92°)",
      "  Darwin: (-12.46°, 130.84°)",
      "  Maroubra: (-33.95°, 151.23°)",
      "  Palmerston North: (-40.36°, 175.61°)",
      "  Holzkirchen: (47.88°, 11.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Holzkirchen: 12313.2 km from centroid",
      "  Palmerston North: 6341.5 km from centroid",
      "  Maroubra: 4075.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Holzkirchen",
      "FINAL ANSWER: Holzkirchen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.27127,
        "lon": -99.45787,
        "name": "Ocoyoacac"
      },
      {
        "lat": 41.23922,
        "lon": -81.34594,
        "name": "Streetsboro"
      },
      {
        "lat": 40.70911,
        "lon": -112.10161,
        "name": "Magna"
      },
      {
        "lat": 40.93064,
        "lon": -73.10179,
        "name": "Setauket-East Setauket"
      },
      {
        "lat": -37.97695,
        "lon": 145.25866,
        "name": "Endeavour Hills"
      }
    ],
    "question": "Which location is the geographic outlier among: Ocoyoacac, Streetsboro, Magna, Setauket-East Setauket, Endeavour Hills?",
    "ground_truth": {
      "answer": "Endeavour Hills",
      "outlier_distance_km": 17905.3,
      "second_furthest_km": 6687.0,
      "clarity_ratio": 2.68,
      "median_distance_km": 5750.8,
      "distances_to_centroid": {
        "Ocoyoacac": 5750.8,
        "Streetsboro": 4160.1,
        "Magna": 6687.0,
        "Setauket-East Setauket": 3524.1,
        "Endeavour Hills": 17905.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ocoyoacac: (19.27°, -99.46°)",
      "  Streetsboro: (41.24°, -81.35°)",
      "  Magna: (40.71°, -112.10°)",
      "  Setauket-East Setauket: (40.93°, -73.10°)",
      "  Endeavour Hills: (-37.98°, 145.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Endeavour Hills: 17905.3 km from centroid",
      "  Magna: 6687.0 km from centroid",
      "  Ocoyoacac: 5750.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Endeavour Hills",
      "FINAL ANSWER: Endeavour Hills"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -30.50123,
        "lon": 151.66553,
        "name": "Armidale"
      },
      {
        "lat": -37.87397,
        "lon": 145.04253,
        "name": "Malvern East"
      },
      {
        "lat": -38.16604,
        "lon": 145.13643,
        "name": "Frankston South"
      },
      {
        "lat": -34.03857,
        "lon": 151.10005,
        "name": "Miranda"
      },
      {
        "lat": -2.08033,
        "lon": 37.47202,
        "name": "Emali"
      }
    ],
    "question": "Which location is the geographic outlier among: Armidale, Malvern East, Frankston South, Miranda, Emali?",
    "ground_truth": {
      "answer": "Emali",
      "outlier_distance_km": 9761.5,
      "second_furthest_km": 2479.8,
      "clarity_ratio": 3.94,
      "median_distance_km": 2448.0,
      "distances_to_centroid": {
        "Armidale": 2479.8,
        "Malvern East": 2041.2,
        "Frankston South": 2062.5,
        "Miranda": 2448.0,
        "Emali": 9761.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Armidale: (-30.50°, 151.67°)",
      "  Malvern East: (-37.87°, 145.04°)",
      "  Frankston South: (-38.17°, 145.14°)",
      "  Miranda: (-34.04°, 151.10°)",
      "  Emali: (-2.08°, 37.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Emali: 9761.5 km from centroid",
      "  Armidale: 2479.8 km from centroid",
      "  Miranda: 2448.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Emali",
      "FINAL ANSWER: Emali"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.665,
        "lon": -45.00944,
        "name": "Cachoeira Paulista"
      },
      {
        "lat": -16.525,
        "lon": -50.37222,
        "name": "São Luís de Montes Belos"
      },
      {
        "lat": -34.63333,
        "lon": -58.41667,
        "name": "Boedo"
      },
      {
        "lat": -32.88341,
        "lon": -71.24882,
        "name": "Quillota"
      },
      {
        "lat": 43.85495,
        "lon": 41.59019,
        "name": "Zelenchukskaya"
      }
    ],
    "question": "Which location is the geographic outlier among: Cachoeira Paulista, São Luís de Montes Belos, Boedo, Quillota, Zelenchukskaya?",
    "ground_truth": {
      "answer": "Zelenchukskaya",
      "outlier_distance_km": 10057.5,
      "second_furthest_km": 4171.5,
      "clarity_ratio": 2.41,
      "median_distance_km": 3288.4,
      "distances_to_centroid": {
        "Cachoeira Paulista": 1426.3,
        "São Luís de Montes Belos": 1536.2,
        "Boedo": 3288.4,
        "Quillota": 4171.5,
        "Zelenchukskaya": 10057.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cachoeira Paulista: (-22.66°, -45.01°)",
      "  São Luís de Montes Belos: (-16.52°, -50.37°)",
      "  Boedo: (-34.63°, -58.42°)",
      "  Quillota: (-32.88°, -71.25°)",
      "  Zelenchukskaya: (43.85°, 41.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zelenchukskaya: 10057.5 km from centroid",
      "  Quillota: 4171.5 km from centroid",
      "  Boedo: 3288.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zelenchukskaya",
      "FINAL ANSWER: Zelenchukskaya"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.50153,
        "lon": 3.35808,
        "name": "Surulere"
      },
      {
        "lat": 26.5622,
        "lon": 31.74566,
        "name": "Akhmīm"
      },
      {
        "lat": -22.94564,
        "lon": 30.48497,
        "name": "Thohoyandou"
      },
      {
        "lat": -26.33172,
        "lon": 26.32065,
        "name": "Coligny"
      },
      {
        "lat": 21.85563,
        "lon": 111.96272,
        "name": "Yangjiang"
      }
    ],
    "question": "Which location is the geographic outlier among: Surulere, Akhmīm, Thohoyandou, Coligny, Yangjiang?",
    "ground_truth": {
      "answer": "Yangjiang",
      "outlier_distance_km": 8022.5,
      "second_furthest_km": 4192.2,
      "clarity_ratio": 1.91,
      "median_distance_km": 3424.7,
      "distances_to_centroid": {
        "Surulere": 4192.2,
        "Akhmīm": 2988.3,
        "Thohoyandou": 2899.5,
        "Coligny": 3424.7,
        "Yangjiang": 8022.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Surulere: (6.50°, 3.36°)",
      "  Akhmīm: (26.56°, 31.75°)",
      "  Thohoyandou: (-22.95°, 30.48°)",
      "  Coligny: (-26.33°, 26.32°)",
      "  Yangjiang: (21.86°, 111.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yangjiang: 8022.5 km from centroid",
      "  Surulere: 4192.2 km from centroid",
      "  Coligny: 3424.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yangjiang",
      "FINAL ANSWER: Yangjiang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.76616,
        "lon": 74.47738,
        "name": "Shirdi"
      },
      {
        "lat": -7.45806,
        "lon": 109.28806,
        "name": "Sokaraja"
      },
      {
        "lat": 30.54485,
        "lon": 119.9599,
        "name": "Deqing"
      },
      {
        "lat": 18.78229,
        "lon": 109.5013,
        "name": "Wuzhishan"
      },
      {
        "lat": 19.30653,
        "lon": -99.59279,
        "name": "Santa María Totoltepec"
      }
    ],
    "question": "Which location is the geographic outlier among: Shirdi, Sokaraja, Deqing, Wuzhishan, Santa María Totoltepec?",
    "ground_truth": {
      "answer": "Santa María Totoltepec",
      "outlier_distance_km": 15620.2,
      "second_furthest_km": 5992.4,
      "clarity_ratio": 2.61,
      "median_distance_km": 5758.8,
      "distances_to_centroid": {
        "Shirdi": 1304.5,
        "Sokaraja": 5758.8,
        "Deqing": 5992.4,
        "Wuzhishan": 4955.4,
        "Santa María Totoltepec": 15620.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shirdi: (19.77°, 74.48°)",
      "  Sokaraja: (-7.46°, 109.29°)",
      "  Deqing: (30.54°, 119.96°)",
      "  Wuzhishan: (18.78°, 109.50°)",
      "  Santa María Totoltepec: (19.31°, -99.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Santa María Totoltepec: 15620.2 km from centroid",
      "  Deqing: 5992.4 km from centroid",
      "  Sokaraja: 5758.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Santa María Totoltepec",
      "FINAL ANSWER: Santa María Totoltepec"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.91928,
        "lon": 145.05301,
        "name": "Bentleigh East"
      },
      {
        "lat": -37.69047,
        "lon": 144.74172,
        "name": "Hillside"
      },
      {
        "lat": -25.54073,
        "lon": 152.70493,
        "name": "Maryborough"
      },
      {
        "lat": -40.63333,
        "lon": 175.275,
        "name": "Levin"
      },
      {
        "lat": 33.68333,
        "lon": 135.35,
        "name": "Shirahama"
      }
    ],
    "question": "Which location is the geographic outlier among: Bentleigh East, Hillside, Maryborough, Levin, Shirahama?",
    "ground_truth": {
      "answer": "Shirahama",
      "outlier_distance_km": 6358.9,
      "second_furthest_km": 3137.7,
      "clarity_ratio": 2.03,
      "median_distance_km": 1889.5,
      "distances_to_centroid": {
        "Bentleigh East": 1889.5,
        "Hillside": 1874.1,
        "Maryborough": 484.7,
        "Levin": 3137.7,
        "Shirahama": 6358.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bentleigh East: (-37.92°, 145.05°)",
      "  Hillside: (-37.69°, 144.74°)",
      "  Maryborough: (-25.54°, 152.70°)",
      "  Levin: (-40.63°, 175.28°)",
      "  Shirahama: (33.68°, 135.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shirahama: 6358.9 km from centroid",
      "  Levin: 3137.7 km from centroid",
      "  Bentleigh East: 1889.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shirahama",
      "FINAL ANSWER: Shirahama"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.21003,
        "lon": -64.09965,
        "name": "Embarcación"
      },
      {
        "lat": 10.59181,
        "lon": -74.18983,
        "name": "Aracataca"
      },
      {
        "lat": -19.98639,
        "lon": -44.42778,
        "name": "Mateus Leme"
      },
      {
        "lat": -30.78991,
        "lon": -60.59276,
        "name": "San Justo"
      },
      {
        "lat": 52.64817,
        "lon": 19.0678,
        "name": "Włocławek"
      }
    ],
    "question": "Which location is the geographic outlier among: Embarcación, Aracataca, Mateus Leme, San Justo, Włocławek?",
    "ground_truth": {
      "answer": "Włocławek",
      "outlier_distance_km": 8484.7,
      "second_furthest_km": 3589.5,
      "clarity_ratio": 2.36,
      "median_distance_km": 3542.4,
      "distances_to_centroid": {
        "Embarcación": 3128.4,
        "Aracataca": 3542.4,
        "Mateus Leme": 1983.9,
        "San Justo": 3589.5,
        "Włocławek": 8484.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Embarcación: (-23.21°, -64.10°)",
      "  Aracataca: (10.59°, -74.19°)",
      "  Mateus Leme: (-19.99°, -44.43°)",
      "  San Justo: (-30.79°, -60.59°)",
      "  Włocławek: (52.65°, 19.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Włocławek: 8484.7 km from centroid",
      "  San Justo: 3589.5 km from centroid",
      "  Aracataca: 3542.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Włocławek",
      "FINAL ANSWER: Włocławek"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.01239,
        "lon": 76.32633,
        "name": "Vazhakkala"
      },
      {
        "lat": 9.32439,
        "lon": 105.98006,
        "name": "Vĩnh Châu"
      },
      {
        "lat": 29.10298,
        "lon": 75.17138,
        "name": "Bhādra"
      },
      {
        "lat": 8.35983,
        "lon": 77.05253,
        "name": "Kanjiramkulam"
      },
      {
        "lat": -33.9125,
        "lon": 151.10279,
        "name": "Campsie"
      }
    ],
    "question": "Which location is the geographic outlier among: Vazhakkala, Vĩnh Châu, Bhādra, Kanjiramkulam, Campsie?",
    "ground_truth": {
      "answer": "Campsie",
      "outlier_distance_km": 7090.8,
      "second_furthest_km": 3575.5,
      "clarity_ratio": 1.98,
      "median_distance_km": 2371.4,
      "distances_to_centroid": {
        "Vazhakkala": 2371.4,
        "Vĩnh Châu": 1110.4,
        "Bhādra": 3575.5,
        "Kanjiramkulam": 2256.9,
        "Campsie": 7090.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vazhakkala: (10.01°, 76.33°)",
      "  Vĩnh Châu: (9.32°, 105.98°)",
      "  Bhādra: (29.10°, 75.17°)",
      "  Kanjiramkulam: (8.36°, 77.05°)",
      "  Campsie: (-33.91°, 151.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Campsie: 7090.8 km from centroid",
      "  Bhādra: 3575.5 km from centroid",
      "  Vazhakkala: 2371.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Campsie",
      "FINAL ANSWER: Campsie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.1069,
        "lon": 39.41486,
        "name": "Azov"
      },
      {
        "lat": 48.99712,
        "lon": 2.28249,
        "name": "Eaubonne"
      },
      {
        "lat": 50.80019,
        "lon": 7.20769,
        "name": "Siegburg"
      },
      {
        "lat": 53.67661,
        "lon": 10.23705,
        "name": "Ahrensburg"
      },
      {
        "lat": 5.13428,
        "lon": 100.49549,
        "name": "Bandar Baharu"
      }
    ],
    "question": "Which location is the geographic outlier among: Azov, Eaubonne, Siegburg, Ahrensburg, Bandar Baharu?",
    "ground_truth": {
      "answer": "Bandar Baharu",
      "outlier_distance_km": 7845.1,
      "second_furthest_km": 2467.2,
      "clarity_ratio": 3.18,
      "median_distance_km": 2176.4,
      "distances_to_centroid": {
        "Azov": 891.9,
        "Eaubonne": 2467.2,
        "Siegburg": 2176.4,
        "Ahrensburg": 2130.9,
        "Bandar Baharu": 7845.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Azov: (47.11°, 39.41°)",
      "  Eaubonne: (49.00°, 2.28°)",
      "  Siegburg: (50.80°, 7.21°)",
      "  Ahrensburg: (53.68°, 10.24°)",
      "  Bandar Baharu: (5.13°, 100.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bandar Baharu: 7845.1 km from centroid",
      "  Eaubonne: 2467.2 km from centroid",
      "  Siegburg: 2176.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bandar Baharu",
      "FINAL ANSWER: Bandar Baharu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.26667,
        "lon": 145.01667,
        "name": "Mount Martha"
      },
      {
        "lat": -37.88264,
        "lon": 144.7003,
        "name": "Hoppers Crossing"
      },
      {
        "lat": -31.8075,
        "lon": 115.86599,
        "name": "Landsdale"
      },
      {
        "lat": -37.73261,
        "lon": 144.86504,
        "name": "Keilor East"
      },
      {
        "lat": 21.24757,
        "lon": 76.03509,
        "name": "Rāver"
      }
    ],
    "question": "Which location is the geographic outlier among: Mount Martha, Hoppers Crossing, Landsdale, Keilor East, Rāver?",
    "ground_truth": {
      "answer": "Rāver",
      "outlier_distance_km": 7391.0,
      "second_furthest_km": 2378.9,
      "clarity_ratio": 3.11,
      "median_distance_km": 2335.8,
      "distances_to_centroid": {
        "Mount Martha": 2378.9,
        "Hoppers Crossing": 2332.5,
        "Landsdale": 1200.5,
        "Keilor East": 2335.8,
        "Rāver": 7391.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mount Martha: (-38.27°, 145.02°)",
      "  Hoppers Crossing: (-37.88°, 144.70°)",
      "  Landsdale: (-31.81°, 115.87°)",
      "  Keilor East: (-37.73°, 144.87°)",
      "  Rāver: (21.25°, 76.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rāver: 7391.0 km from centroid",
      "  Mount Martha: 2378.9 km from centroid",
      "  Keilor East: 2335.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rāver",
      "FINAL ANSWER: Rāver"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.03483,
        "lon": -76.90747,
        "name": "Beltsville"
      },
      {
        "lat": 38.93067,
        "lon": -77.04081,
        "name": "Mount Pleasant"
      },
      {
        "lat": 25.49539,
        "lon": -80.42922,
        "name": "Leisure City"
      },
      {
        "lat": 40.94926,
        "lon": -74.15375,
        "name": "Hawthorne"
      },
      {
        "lat": 51.78826,
        "lon": 6.13865,
        "name": "Kleve"
      }
    ],
    "question": "Which location is the geographic outlier among: Beltsville, Mount Pleasant, Leisure City, Hawthorne, Kleve?",
    "ground_truth": {
      "answer": "Kleve",
      "outlier_distance_km": 5181.0,
      "second_furthest_km": 2408.1,
      "clarity_ratio": 2.15,
      "median_distance_km": 1427.9,
      "distances_to_centroid": {
        "Beltsville": 1415.2,
        "Mount Pleasant": 1427.9,
        "Leisure City": 2408.1,
        "Hawthorne": 1177.4,
        "Kleve": 5181.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Beltsville: (39.03°, -76.91°)",
      "  Mount Pleasant: (38.93°, -77.04°)",
      "  Leisure City: (25.50°, -80.43°)",
      "  Hawthorne: (40.95°, -74.15°)",
      "  Kleve: (51.79°, 6.14°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kleve: 5181.0 km from centroid",
      "  Leisure City: 2408.1 km from centroid",
      "  Mount Pleasant: 1427.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kleve",
      "FINAL ANSWER: Kleve"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.47241,
        "lon": 107.60326,
        "name": "Pushun"
      },
      {
        "lat": 37.54,
        "lon": 127.20556,
        "name": "Hanam"
      },
      {
        "lat": 9.5096,
        "lon": 78.09588,
        "name": "Aruppukkottai"
      },
      {
        "lat": 36.05701,
        "lon": 103.83987,
        "name": "Lanzhou"
      },
      {
        "lat": 4.23922,
        "lon": -75.23996,
        "name": "Rovira"
      }
    ],
    "question": "Which location is the geographic outlier among: Pushun, Hanam, Aruppukkottai, Lanzhou, Rovira?",
    "ground_truth": {
      "answer": "Rovira",
      "outlier_distance_km": 14998.2,
      "second_furthest_km": 5755.5,
      "clarity_ratio": 2.61,
      "median_distance_km": 3948.1,
      "distances_to_centroid": {
        "Pushun": 3948.1,
        "Hanam": 5755.5,
        "Aruppukkottai": 1877.5,
        "Lanzhou": 3674.0,
        "Rovira": 14998.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pushun: (30.47°, 107.60°)",
      "  Hanam: (37.54°, 127.21°)",
      "  Aruppukkottai: (9.51°, 78.10°)",
      "  Lanzhou: (36.06°, 103.84°)",
      "  Rovira: (4.24°, -75.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rovira: 14998.2 km from centroid",
      "  Hanam: 5755.5 km from centroid",
      "  Pushun: 3948.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rovira",
      "FINAL ANSWER: Rovira"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.19551,
        "lon": 9.46421,
        "name": "Bad Münder am Deister"
      },
      {
        "lat": 52.62264,
        "lon": 10.08047,
        "name": "Celle"
      },
      {
        "lat": 51.33678,
        "lon": -0.11201,
        "name": "Purley"
      },
      {
        "lat": 44.98901,
        "lon": 38.94324,
        "name": "Yablonovskiy"
      },
      {
        "lat": 32.08199,
        "lon": 131.39957,
        "name": "Saito"
      }
    ],
    "question": "Which location is the geographic outlier among: Bad Münder am Deister, Celle, Purley, Yablonovskiy, Saito?",
    "ground_truth": {
      "answer": "Saito",
      "outlier_distance_km": 7721.0,
      "second_furthest_km": 2793.2,
      "clarity_ratio": 2.76,
      "median_distance_km": 2135.5,
      "distances_to_centroid": {
        "Bad Münder am Deister": 2135.5,
        "Celle": 2099.2,
        "Purley": 2793.2,
        "Yablonovskiy": 199.4,
        "Saito": 7721.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bad Münder am Deister: (52.20°, 9.46°)",
      "  Celle: (52.62°, 10.08°)",
      "  Purley: (51.34°, -0.11°)",
      "  Yablonovskiy: (44.99°, 38.94°)",
      "  Saito: (32.08°, 131.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Saito: 7721.0 km from centroid",
      "  Purley: 2793.2 km from centroid",
      "  Bad Münder am Deister: 2135.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Saito",
      "FINAL ANSWER: Saito"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.56229,
        "lon": 6.65497,
        "name": "Ajaokuta"
      },
      {
        "lat": 30.03103,
        "lon": 31.11109,
        "name": "Kirdāsah"
      },
      {
        "lat": 9.08044,
        "lon": 6.0099,
        "name": "Bida"
      },
      {
        "lat": -29.06415,
        "lon": 30.59279,
        "name": "Greytown"
      },
      {
        "lat": 32.51917,
        "lon": 108.53232,
        "name": "Ziyang Chengguanzhen"
      }
    ],
    "question": "Which location is the geographic outlier among: Ajaokuta, Kirdāsah, Bida, Greytown, Ziyang Chengguanzhen?",
    "ground_truth": {
      "answer": "Ziyang Chengguanzhen",
      "outlier_distance_km": 7723.8,
      "second_furthest_km": 4393.8,
      "clarity_ratio": 1.76,
      "median_distance_km": 3352.6,
      "distances_to_centroid": {
        "Ajaokuta": 3298.6,
        "Kirdāsah": 2295.7,
        "Bida": 3352.6,
        "Greytown": 4393.8,
        "Ziyang Chengguanzhen": 7723.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ajaokuta: (7.56°, 6.65°)",
      "  Kirdāsah: (30.03°, 31.11°)",
      "  Bida: (9.08°, 6.01°)",
      "  Greytown: (-29.06°, 30.59°)",
      "  Ziyang Chengguanzhen: (32.52°, 108.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ziyang Chengguanzhen: 7723.8 km from centroid",
      "  Greytown: 4393.8 km from centroid",
      "  Bida: 3352.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ziyang Chengguanzhen",
      "FINAL ANSWER: Ziyang Chengguanzhen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.99116,
        "lon": 145.17385,
        "name": "Keysborough"
      },
      {
        "lat": -37.79086,
        "lon": 145.09386,
        "name": "Balwyn North"
      },
      {
        "lat": -38.18333,
        "lon": 145.08333,
        "name": "Mount Eliza"
      },
      {
        "lat": -37.60075,
        "lon": 145.09555,
        "name": "Mernda"
      },
      {
        "lat": -5.50361,
        "lon": -41.32333,
        "name": "São Miguel do Tapuio"
      }
    ],
    "question": "Which location is the geographic outlier among: Keysborough, Balwyn North, Mount Eliza, Mernda, São Miguel do Tapuio?",
    "ground_truth": {
      "answer": "São Miguel do Tapuio",
      "outlier_distance_km": 14765.4,
      "second_furthest_km": 3467.5,
      "clarity_ratio": 4.26,
      "median_distance_km": 3460.3,
      "distances_to_centroid": {
        "Keysborough": 3467.5,
        "Balwyn North": 3460.3,
        "Mount Eliza": 3460.0,
        "Mernda": 3460.3,
        "São Miguel do Tapuio": 14765.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Keysborough: (-37.99°, 145.17°)",
      "  Balwyn North: (-37.79°, 145.09°)",
      "  Mount Eliza: (-38.18°, 145.08°)",
      "  Mernda: (-37.60°, 145.10°)",
      "  São Miguel do Tapuio: (-5.50°, -41.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Miguel do Tapuio: 14765.4 km from centroid",
      "  Keysborough: 3467.5 km from centroid",
      "  Balwyn North: 3460.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Miguel do Tapuio",
      "FINAL ANSWER: São Miguel do Tapuio"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.91938,
        "lon": 150.92588,
        "name": "Liverpool"
      },
      {
        "lat": -38.03333,
        "lon": 145.35,
        "name": "Berwick"
      },
      {
        "lat": -32.5269,
        "lon": 115.7217,
        "name": "Mandurah"
      },
      {
        "lat": -37.98333,
        "lon": 145.2,
        "name": "Dandenong"
      },
      {
        "lat": 41.40634,
        "lon": 2.16503,
        "name": "el Camp d'en Grassot i Gràcia Nova"
      }
    ],
    "question": "Which location is the geographic outlier among: Liverpool, Berwick, Mandurah, Dandenong, el Camp d'en Grassot i Gràcia Nova?",
    "ground_truth": {
      "answer": "el Camp d'en Grassot i Gràcia Nova",
      "outlier_distance_km": 13094.9,
      "second_furthest_km": 4126.0,
      "clarity_ratio": 3.17,
      "median_distance_km": 3776.6,
      "distances_to_centroid": {
        "Liverpool": 4126.0,
        "Berwick": 3776.6,
        "Mandurah": 1421.8,
        "Dandenong": 3762.4,
        "el Camp d'en Grassot i Gràcia Nova": 13094.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Liverpool: (-33.92°, 150.93°)",
      "  Berwick: (-38.03°, 145.35°)",
      "  Mandurah: (-32.53°, 115.72°)",
      "  Dandenong: (-37.98°, 145.20°)",
      "  el Camp d'en Grassot i Gràcia Nova: (41.41°, 2.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  el Camp d'en Grassot i Gràcia Nova: 13094.9 km from centroid",
      "  Liverpool: 4126.0 km from centroid",
      "  Berwick: 3776.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: el Camp d'en Grassot i Gràcia Nova",
      "FINAL ANSWER: el Camp d'en Grassot i Gràcia Nova"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.11278,
        "lon": -51.53194,
        "name": "Jaguapitã"
      },
      {
        "lat": -5.89222,
        "lon": -42.63611,
        "name": "Água Branca"
      },
      {
        "lat": -11.51056,
        "lon": -38.15,
        "name": "Crisópolis"
      },
      {
        "lat": -7.31111,
        "lon": -39.30417,
        "name": "Barbalha"
      },
      {
        "lat": 36.41323,
        "lon": 139.86622,
        "name": "Shimotsuke"
      }
    ],
    "question": "Which location is the geographic outlier among: Jaguapitã, Água Branca, Crisópolis, Barbalha, Shimotsuke?",
    "ground_truth": {
      "answer": "Shimotsuke",
      "outlier_distance_km": 14876.5,
      "second_furthest_km": 5386.2,
      "clarity_ratio": 2.76,
      "median_distance_km": 4043.4,
      "distances_to_centroid": {
        "Jaguapitã": 5386.2,
        "Água Branca": 4043.4,
        "Crisópolis": 3652.7,
        "Barbalha": 3692.4,
        "Shimotsuke": 14876.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jaguapitã: (-23.11°, -51.53°)",
      "  Água Branca: (-5.89°, -42.64°)",
      "  Crisópolis: (-11.51°, -38.15°)",
      "  Barbalha: (-7.31°, -39.30°)",
      "  Shimotsuke: (36.41°, 139.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shimotsuke: 14876.5 km from centroid",
      "  Jaguapitã: 5386.2 km from centroid",
      "  Água Branca: 4043.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shimotsuke",
      "FINAL ANSWER: Shimotsuke"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.34491,
        "lon": -71.10017,
        "name": "Fenway/Kenmore"
      },
      {
        "lat": 40.9126,
        "lon": -73.83708,
        "name": "Mount Vernon"
      },
      {
        "lat": 27.48642,
        "lon": -109.94079,
        "name": "Ciudad Obregón"
      },
      {
        "lat": 33.88835,
        "lon": -118.30896,
        "name": "Gardena"
      },
      {
        "lat": -40.35636,
        "lon": 175.61113,
        "name": "Palmerston North"
      }
    ],
    "question": "Which location is the geographic outlier among: Fenway/Kenmore, Mount Vernon, Ciudad Obregón, Gardena, Palmerston North?",
    "ground_truth": {
      "answer": "Palmerston North",
      "outlier_distance_km": 16054.9,
      "second_furthest_km": 7734.5,
      "clarity_ratio": 2.08,
      "median_distance_km": 7090.4,
      "distances_to_centroid": {
        "Fenway/Kenmore": 3790.5,
        "Mount Vernon": 3922.4,
        "Ciudad Obregón": 7090.4,
        "Gardena": 7734.5,
        "Palmerston North": 16054.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Fenway/Kenmore: (42.34°, -71.10°)",
      "  Mount Vernon: (40.91°, -73.84°)",
      "  Ciudad Obregón: (27.49°, -109.94°)",
      "  Gardena: (33.89°, -118.31°)",
      "  Palmerston North: (-40.36°, 175.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palmerston North: 16054.9 km from centroid",
      "  Gardena: 7734.5 km from centroid",
      "  Ciudad Obregón: 7090.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palmerston North",
      "FINAL ANSWER: Palmerston North"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81667,
        "lon": 145.23333,
        "name": "Ringwood"
      },
      {
        "lat": -37.65,
        "lon": 145.03333,
        "name": "Epping"
      },
      {
        "lat": -37.91482,
        "lon": 144.75088,
        "name": "Point Cook"
      },
      {
        "lat": -37.74124,
        "lon": 144.73631,
        "name": "Caroline Springs"
      },
      {
        "lat": -27.14944,
        "lon": -52.31056,
        "name": "Seara"
      }
    ],
    "question": "Which location is the geographic outlier among: Ringwood, Epping, Point Cook, Caroline Springs, Seara?",
    "ground_truth": {
      "answer": "Seara",
      "outlier_distance_km": 12653.2,
      "second_furthest_km": 3523.2,
      "clarity_ratio": 3.59,
      "median_distance_km": 3508.6,
      "distances_to_centroid": {
        "Ringwood": 3523.2,
        "Epping": 3508.6,
        "Point Cook": 3479.7,
        "Caroline Springs": 3481.2,
        "Seara": 12653.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ringwood: (-37.82°, 145.23°)",
      "  Epping: (-37.65°, 145.03°)",
      "  Point Cook: (-37.91°, 144.75°)",
      "  Caroline Springs: (-37.74°, 144.74°)",
      "  Seara: (-27.15°, -52.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Seara: 12653.2 km from centroid",
      "  Ringwood: 3523.2 km from centroid",
      "  Epping: 3508.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Seara",
      "FINAL ANSWER: Seara"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.65003,
        "lon": -0.2361,
        "name": "Dome"
      },
      {
        "lat": 29.033,
        "lon": 31.11408,
        "name": "Banī Suwayf al Jadīdah"
      },
      {
        "lat": 7.15571,
        "lon": 3.34509,
        "name": "Abeokuta"
      },
      {
        "lat": 27.91582,
        "lon": 34.32995,
        "name": "Sharm el-Sheikh"
      },
      {
        "lat": 47.50024,
        "lon": -111.30081,
        "name": "Great Falls"
      }
    ],
    "question": "Which location is the geographic outlier among: Dome, Banī Suwayf al Jadīdah, Abeokuta, Sharm el-Sheikh, Great Falls?",
    "ground_truth": {
      "answer": "Great Falls",
      "outlier_distance_km": 9005.6,
      "second_furthest_km": 4304.1,
      "clarity_ratio": 2.09,
      "median_distance_km": 3985.7,
      "distances_to_centroid": {
        "Dome": 2170.4,
        "Banī Suwayf al Jadīdah": 3985.7,
        "Abeokuta": 2212.9,
        "Sharm el-Sheikh": 4304.1,
        "Great Falls": 9005.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dome: (5.65°, -0.24°)",
      "  Banī Suwayf al Jadīdah: (29.03°, 31.11°)",
      "  Abeokuta: (7.16°, 3.35°)",
      "  Sharm el-Sheikh: (27.92°, 34.33°)",
      "  Great Falls: (47.50°, -111.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Great Falls: 9005.6 km from centroid",
      "  Sharm el-Sheikh: 4304.1 km from centroid",
      "  Banī Suwayf al Jadīdah: 3985.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Great Falls",
      "FINAL ANSWER: Great Falls"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.73333,
        "lon": 144.8,
        "name": "Saint Albans"
      },
      {
        "lat": -33.77271,
        "lon": 151.08184,
        "name": "Epping"
      },
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      },
      {
        "lat": -34.424,
        "lon": 150.89345,
        "name": "Wollongong"
      },
      {
        "lat": 25.17555,
        "lon": 78.18863,
        "name": "Pichor"
      }
    ],
    "question": "Which location is the geographic outlier among: Saint Albans, Epping, Taylors Lakes, Wollongong, Pichor?",
    "ground_truth": {
      "answer": "Pichor",
      "outlier_distance_km": 8097.3,
      "second_furthest_km": 2029.0,
      "clarity_ratio": 3.99,
      "median_distance_km": 2007.1,
      "distances_to_centroid": {
        "Saint Albans": 1871.4,
        "Epping": 2007.1,
        "Taylors Lakes": 1867.6,
        "Wollongong": 2029.0,
        "Pichor": 8097.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Saint Albans: (-37.73°, 144.80°)",
      "  Epping: (-33.77°, 151.08°)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "  Wollongong: (-34.42°, 150.89°)",
      "  Pichor: (25.18°, 78.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pichor: 8097.3 km from centroid",
      "  Wollongong: 2029.0 km from centroid",
      "  Epping: 2007.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pichor",
      "FINAL ANSWER: Pichor"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.00029,
        "lon": 153.43088,
        "name": "Gold Coast"
      },
      {
        "lat": -33.76667,
        "lon": 150.91667,
        "name": "Blacktown"
      },
      {
        "lat": -37.87709,
        "lon": 145.12939,
        "name": "Mount Waverley"
      },
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      },
      {
        "lat": 29.41345,
        "lon": 30.86579,
        "name": "Sinnūris"
      }
    ],
    "question": "Which location is the geographic outlier among: Gold Coast, Blacktown, Mount Waverley, Taylors Lakes, Sinnūris?",
    "ground_truth": {
      "answer": "Sinnūris",
      "outlier_distance_km": 11548.0,
      "second_furthest_km": 2947.2,
      "clarity_ratio": 3.92,
      "median_distance_km": 2875.0,
      "distances_to_centroid": {
        "Gold Coast": 2947.2,
        "Blacktown": 2875.0,
        "Mount Waverley": 2643.8,
        "Taylors Lakes": 2607.8,
        "Sinnūris": 11548.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gold Coast: (-28.00°, 153.43°)",
      "  Blacktown: (-33.77°, 150.92°)",
      "  Mount Waverley: (-37.88°, 145.13°)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "  Sinnūris: (29.41°, 30.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sinnūris: 11548.0 km from centroid",
      "  Gold Coast: 2947.2 km from centroid",
      "  Blacktown: 2875.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sinnūris",
      "FINAL ANSWER: Sinnūris"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.95387,
        "lon": 32.86409,
        "name": "Roslavl’"
      },
      {
        "lat": 51.47805,
        "lon": 6.8625,
        "name": "Oberhausen"
      },
      {
        "lat": 43.56554,
        "lon": 1.29645,
        "name": "Plaisance-du-Touch"
      },
      {
        "lat": 52.0825,
        "lon": 4.75,
        "name": "Bodegraven"
      },
      {
        "lat": -9.89667,
        "lon": -39.02639,
        "name": "Canudos"
      }
    ],
    "question": "Which location is the geographic outlier among: Roslavl’, Oberhausen, Plaisance-du-Touch, Bodegraven, Canudos?",
    "ground_truth": {
      "answer": "Canudos",
      "outlier_distance_km": 6795.4,
      "second_furthest_km": 2953.7,
      "clarity_ratio": 2.3,
      "median_distance_km": 1562.1,
      "distances_to_centroid": {
        "Roslavl’": 2953.7,
        "Oberhausen": 1534.1,
        "Plaisance-du-Touch": 592.6,
        "Bodegraven": 1562.1,
        "Canudos": 6795.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Roslavl’: (53.95°, 32.86°)",
      "  Oberhausen: (51.48°, 6.86°)",
      "  Plaisance-du-Touch: (43.57°, 1.30°)",
      "  Bodegraven: (52.08°, 4.75°)",
      "  Canudos: (-9.90°, -39.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Canudos: 6795.4 km from centroid",
      "  Roslavl’: 2953.7 km from centroid",
      "  Bodegraven: 1562.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Canudos",
      "FINAL ANSWER: Canudos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.87167,
        "lon": 8.65027,
        "name": "Darmstadt"
      },
      {
        "lat": 44.4115,
        "lon": 40.79281,
        "name": "Mostovskoy"
      },
      {
        "lat": 55.58635,
        "lon": 37.67781,
        "name": "Biryulëvo"
      },
      {
        "lat": 44.64671,
        "lon": 7.49309,
        "name": "Saluzzo"
      },
      {
        "lat": -31.64978,
        "lon": -64.42972,
        "name": "Alta Gracia"
      }
    ],
    "question": "Which location is the geographic outlier among: Darmstadt, Mostovskoy, Biryulëvo, Saluzzo, Alta Gracia?",
    "ground_truth": {
      "answer": "Alta Gracia",
      "outlier_distance_km": 10279.3,
      "second_furthest_km": 3539.3,
      "clarity_ratio": 2.9,
      "median_distance_km": 3267.6,
      "distances_to_centroid": {
        "Darmstadt": 1935.6,
        "Mostovskoy": 3267.6,
        "Biryulëvo": 3539.3,
        "Saluzzo": 1348.4,
        "Alta Gracia": 10279.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Darmstadt: (49.87°, 8.65°)",
      "  Mostovskoy: (44.41°, 40.79°)",
      "  Biryulëvo: (55.59°, 37.68°)",
      "  Saluzzo: (44.65°, 7.49°)",
      "  Alta Gracia: (-31.65°, -64.43°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alta Gracia: 10279.3 km from centroid",
      "  Biryulëvo: 3539.3 km from centroid",
      "  Mostovskoy: 3267.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alta Gracia",
      "FINAL ANSWER: Alta Gracia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 46.74064,
        "lon": -71.45131,
        "name": "Saint-Augustin-de-Desmaures"
      },
      {
        "lat": 40.97926,
        "lon": -74.11653,
        "name": "Ridgewood"
      },
      {
        "lat": 40.80677,
        "lon": -74.18542,
        "name": "Bloomfield"
      },
      {
        "lat": 33.99399,
        "lon": -96.37082,
        "name": "Durant"
      },
      {
        "lat": -37.89359,
        "lon": 145.05534,
        "name": "Carnegie"
      }
    ],
    "question": "Which location is the geographic outlier among: Saint-Augustin-de-Desmaures, Ridgewood, Bloomfield, Durant, Carnegie?",
    "ground_truth": {
      "answer": "Carnegie",
      "outlier_distance_km": 18571.4,
      "second_furthest_km": 6012.4,
      "clarity_ratio": 3.09,
      "median_distance_km": 4084.2,
      "distances_to_centroid": {
        "Saint-Augustin-de-Desmaures": 4081.8,
        "Ridgewood": 4083.0,
        "Bloomfield": 4084.2,
        "Durant": 6012.4,
        "Carnegie": 18571.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Saint-Augustin-de-Desmaures: (46.74°, -71.45°)",
      "  Ridgewood: (40.98°, -74.12°)",
      "  Bloomfield: (40.81°, -74.19°)",
      "  Durant: (33.99°, -96.37°)",
      "  Carnegie: (-37.89°, 145.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carnegie: 18571.4 km from centroid",
      "  Durant: 6012.4 km from centroid",
      "  Bloomfield: 4084.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carnegie",
      "FINAL ANSWER: Carnegie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.13053,
        "lon": 45.53791,
        "name": "Urus-Martan"
      },
      {
        "lat": 49.21088,
        "lon": -0.30653,
        "name": "Hérouville-Saint-Clair"
      },
      {
        "lat": 54.65455,
        "lon": 19.90929,
        "name": "Baltiysk"
      },
      {
        "lat": 44.58014,
        "lon": 38.06646,
        "name": "Gelendzhik"
      },
      {
        "lat": 33.03699,
        "lon": -117.29198,
        "name": "Encinitas"
      }
    ],
    "question": "Which location is the geographic outlier among: Urus-Martan, Hérouville-Saint-Clair, Baltiysk, Gelendzhik, Encinitas?",
    "ground_truth": {
      "answer": "Encinitas",
      "outlier_distance_km": 9118.7,
      "second_furthest_km": 3813.4,
      "clarity_ratio": 2.39,
      "median_distance_km": 3193.9,
      "distances_to_centroid": {
        "Urus-Martan": 3813.4,
        "Hérouville-Saint-Clair": 513.3,
        "Baltiysk": 1944.0,
        "Gelendzhik": 3193.9,
        "Encinitas": 9118.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Urus-Martan: (43.13°, 45.54°)",
      "  Hérouville-Saint-Clair: (49.21°, -0.31°)",
      "  Baltiysk: (54.65°, 19.91°)",
      "  Gelendzhik: (44.58°, 38.07°)",
      "  Encinitas: (33.04°, -117.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Encinitas: 9118.7 km from centroid",
      "  Urus-Martan: 3813.4 km from centroid",
      "  Gelendzhik: 3193.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Encinitas",
      "FINAL ANSWER: Encinitas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.55728,
        "lon": -0.1864,
        "name": "Osu"
      },
      {
        "lat": 4.71131,
        "lon": 6.79084,
        "name": "Obonoma"
      },
      {
        "lat": -23.65506,
        "lon": 27.62495,
        "name": "Marapong"
      },
      {
        "lat": 12.11667,
        "lon": 37.78333,
        "name": "Ādīs Zemen"
      },
      {
        "lat": 7.70611,
        "lon": 122.13528,
        "name": "Siocon"
      }
    ],
    "question": "Which location is the geographic outlier among: Osu, Obonoma, Marapong, Ādīs Zemen, Siocon?",
    "ground_truth": {
      "answer": "Siocon",
      "outlier_distance_km": 9250.8,
      "second_furthest_km": 4355.3,
      "clarity_ratio": 2.12,
      "median_distance_km": 3577.3,
      "distances_to_centroid": {
        "Osu": 4355.3,
        "Obonoma": 3577.3,
        "Marapong": 3026.4,
        "Ādīs Zemen": 1209.7,
        "Siocon": 9250.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Osu: (5.56°, -0.19°)",
      "  Obonoma: (4.71°, 6.79°)",
      "  Marapong: (-23.66°, 27.62°)",
      "  Ādīs Zemen: (12.12°, 37.78°)",
      "  Siocon: (7.71°, 122.14°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Siocon: 9250.8 km from centroid",
      "  Osu: 4355.3 km from centroid",
      "  Obonoma: 3577.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Siocon",
      "FINAL ANSWER: Siocon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.05,
        "lon": 74.26667,
        "name": "Urun-Islāmpur"
      },
      {
        "lat": 9.58509,
        "lon": 77.95787,
        "name": "Virudunagar"
      },
      {
        "lat": 24.41667,
        "lon": 111.51667,
        "name": "Babu"
      },
      {
        "lat": 31.20509,
        "lon": 108.50628,
        "name": "Houba"
      },
      {
        "lat": -14.66972,
        "lon": -40.47111,
        "name": "Planalto"
      }
    ],
    "question": "Which location is the geographic outlier among: Urun-Islāmpur, Virudunagar, Babu, Houba, Planalto?",
    "ground_truth": {
      "answer": "Planalto",
      "outlier_distance_km": 12160.1,
      "second_furthest_km": 4878.4,
      "clarity_ratio": 2.49,
      "median_distance_km": 4722.3,
      "distances_to_centroid": {
        "Urun-Islāmpur": 934.9,
        "Virudunagar": 1337.2,
        "Babu": 4878.4,
        "Houba": 4722.3,
        "Planalto": 12160.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Urun-Islāmpur: (17.05°, 74.27°)",
      "  Virudunagar: (9.59°, 77.96°)",
      "  Babu: (24.42°, 111.52°)",
      "  Houba: (31.21°, 108.51°)",
      "  Planalto: (-14.67°, -40.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Planalto: 12160.1 km from centroid",
      "  Babu: 4878.4 km from centroid",
      "  Houba: 4722.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Planalto",
      "FINAL ANSWER: Planalto"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.03333,
        "lon": 145.3,
        "name": "Narre Warren"
      },
      {
        "lat": -38.05916,
        "lon": 145.40947,
        "name": "Officer"
      },
      {
        "lat": -37.75,
        "lon": 145.35,
        "name": "Lilydale"
      },
      {
        "lat": -40.91667,
        "lon": 175.01667,
        "name": "Paraparaumu"
      },
      {
        "lat": 8.75924,
        "lon": -76.52969,
        "name": "San Juan de Urabá"
      }
    ],
    "question": "Which location is the geographic outlier among: Narre Warren, Officer, Lilydale, Paraparaumu, San Juan de Urabá?",
    "ground_truth": {
      "answer": "San Juan de Urabá",
      "outlier_distance_km": 17714.0,
      "second_furthest_km": 6178.4,
      "clarity_ratio": 2.87,
      "median_distance_km": 3669.7,
      "distances_to_centroid": {
        "Narre Warren": 3659.9,
        "Officer": 3669.7,
        "Lilydale": 3662.2,
        "Paraparaumu": 6178.4,
        "San Juan de Urabá": 17714.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Narre Warren: (-38.03°, 145.30°)",
      "  Officer: (-38.06°, 145.41°)",
      "  Lilydale: (-37.75°, 145.35°)",
      "  Paraparaumu: (-40.92°, 175.02°)",
      "  San Juan de Urabá: (8.76°, -76.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Juan de Urabá: 17714.0 km from centroid",
      "  Paraparaumu: 6178.4 km from centroid",
      "  Officer: 3669.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Juan de Urabá",
      "FINAL ANSWER: San Juan de Urabá"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.47222,
        "lon": -51.19778,
        "name": "Anapu"
      },
      {
        "lat": -14.2789,
        "lon": -38.99584,
        "name": "Itacaré"
      },
      {
        "lat": -20.25333,
        "lon": -43.80139,
        "name": "Itabirito"
      },
      {
        "lat": -16.82333,
        "lon": -49.24389,
        "name": "Aparecida de Goiânia"
      },
      {
        "lat": 6.53891,
        "lon": 3.3742,
        "name": "Shomolu"
      }
    ],
    "question": "Which location is the geographic outlier among: Anapu, Itacaré, Itabirito, Aparecida de Goiânia, Shomolu?",
    "ground_truth": {
      "answer": "Shomolu",
      "outlier_distance_km": 4716.2,
      "second_furthest_km": 1816.2,
      "clarity_ratio": 2.6,
      "median_distance_km": 1641.5,
      "distances_to_centroid": {
        "Anapu": 1816.2,
        "Itacaré": 610.0,
        "Itabirito": 1446.7,
        "Aparecida de Goiânia": 1641.5,
        "Shomolu": 4716.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Anapu: (-3.47°, -51.20°)",
      "  Itacaré: (-14.28°, -39.00°)",
      "  Itabirito: (-20.25°, -43.80°)",
      "  Aparecida de Goiânia: (-16.82°, -49.24°)",
      "  Shomolu: (6.54°, 3.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shomolu: 4716.2 km from centroid",
      "  Anapu: 1816.2 km from centroid",
      "  Aparecida de Goiânia: 1641.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shomolu",
      "FINAL ANSWER: Shomolu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.25778,
        "lon": -73.81228,
        "name": "Chimichagua"
      },
      {
        "lat": -23.62808,
        "lon": -46.66791,
        "name": "Campo Belo"
      },
      {
        "lat": -23.60389,
        "lon": -46.91917,
        "name": "Cotia"
      },
      {
        "lat": -14.79909,
        "lon": -39.03228,
        "name": "Ilhéus"
      },
      {
        "lat": 30.96187,
        "lon": 108.24327,
        "name": "Nanmen"
      }
    ],
    "question": "Which location is the geographic outlier among: Chimichagua, Campo Belo, Cotia, Ilhéus, Nanmen?",
    "ground_truth": {
      "answer": "Nanmen",
      "outlier_distance_km": 13826.2,
      "second_furthest_km": 6191.6,
      "clarity_ratio": 2.23,
      "median_distance_km": 3624.3,
      "distances_to_centroid": {
        "Chimichagua": 6191.6,
        "Campo Belo": 3604.1,
        "Cotia": 3624.3,
        "Ilhéus": 2419.5,
        "Nanmen": 13826.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chimichagua: (9.26°, -73.81°)",
      "  Campo Belo: (-23.63°, -46.67°)",
      "  Cotia: (-23.60°, -46.92°)",
      "  Ilhéus: (-14.80°, -39.03°)",
      "  Nanmen: (30.96°, 108.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nanmen: 13826.2 km from centroid",
      "  Chimichagua: 6191.6 km from centroid",
      "  Cotia: 3624.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nanmen",
      "FINAL ANSWER: Nanmen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -14.18389,
        "lon": -44.53444,
        "name": "Cocos"
      },
      {
        "lat": -6.55833,
        "lon": -35.74167,
        "name": "Araruna"
      },
      {
        "lat": -3.45361,
        "lon": -44.78,
        "name": "Arari"
      },
      {
        "lat": 9.24194,
        "lon": -74.42667,
        "name": "Mompós"
      },
      {
        "lat": -41.43876,
        "lon": 147.13467,
        "name": "Launceston"
      }
    ],
    "question": "Which location is the geographic outlier among: Cocos, Araruna, Arari, Mompós, Launceston?",
    "ground_truth": {
      "answer": "Launceston",
      "outlier_distance_km": 13720.0,
      "second_furthest_km": 7430.4,
      "clarity_ratio": 1.85,
      "median_distance_km": 3878.4,
      "distances_to_centroid": {
        "Cocos": 3705.6,
        "Araruna": 2824.0,
        "Arari": 3878.4,
        "Mompós": 7430.4,
        "Launceston": 13720.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cocos: (-14.18°, -44.53°)",
      "  Araruna: (-6.56°, -35.74°)",
      "  Arari: (-3.45°, -44.78°)",
      "  Mompós: (9.24°, -74.43°)",
      "  Launceston: (-41.44°, 147.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Launceston: 13720.0 km from centroid",
      "  Mompós: 7430.4 km from centroid",
      "  Arari: 3878.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Launceston",
      "FINAL ANSWER: Launceston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.35843,
        "lon": -71.12589,
        "name": "Allston"
      },
      {
        "lat": 18.00011,
        "lon": -94.5569,
        "name": "Minatitlán"
      },
      {
        "lat": 44.98595,
        "lon": -122.98287,
        "name": "Hayesville"
      },
      {
        "lat": 35.44201,
        "lon": -97.44087,
        "name": "Del City"
      },
      {
        "lat": 51.44083,
        "lon": 5.47778,
        "name": "Eindhoven"
      }
    ],
    "question": "Which location is the geographic outlier among: Allston, Minatitlán, Hayesville, Del City, Eindhoven?",
    "ground_truth": {
      "answer": "Eindhoven",
      "outlier_distance_km": 6240.0,
      "second_furthest_km": 3900.8,
      "clarity_ratio": 1.6,
      "median_distance_km": 2891.0,
      "distances_to_centroid": {
        "Allston": 606.9,
        "Minatitlán": 2891.0,
        "Hayesville": 3900.8,
        "Del City": 1919.0,
        "Eindhoven": 6240.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Allston: (42.36°, -71.13°)",
      "  Minatitlán: (18.00°, -94.56°)",
      "  Hayesville: (44.99°, -122.98°)",
      "  Del City: (35.44°, -97.44°)",
      "  Eindhoven: (51.44°, 5.48°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Eindhoven: 6240.0 km from centroid",
      "  Hayesville: 3900.8 km from centroid",
      "  Minatitlán: 2891.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Eindhoven",
      "FINAL ANSWER: Eindhoven"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.85257,
        "lon": 38.18529,
        "name": "Worabe"
      },
      {
        "lat": 5.79473,
        "lon": 0.89728,
        "name": "Anloga"
      },
      {
        "lat": -30.28666,
        "lon": 30.75316,
        "name": "Scottburgh"
      },
      {
        "lat": 31.2163,
        "lon": 34.11074,
        "name": "Ash Shaykh Zuwayd"
      },
      {
        "lat": -3.77611,
        "lon": -73.28139,
        "name": "San Juan"
      }
    ],
    "question": "Which location is the geographic outlier among: Worabe, Anloga, Scottburgh, Ash Shaykh Zuwayd, San Juan?",
    "ground_truth": {
      "answer": "San Juan",
      "outlier_distance_km": 8850.0,
      "second_furthest_km": 4453.8,
      "clarity_ratio": 1.99,
      "median_distance_km": 4365.7,
      "distances_to_centroid": {
        "Worabe": 3604.6,
        "Anloga": 707.5,
        "Scottburgh": 4453.8,
        "Ash Shaykh Zuwayd": 4365.7,
        "San Juan": 8850.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Worabe: (7.85°, 38.19°)",
      "  Anloga: (5.79°, 0.90°)",
      "  Scottburgh: (-30.29°, 30.75°)",
      "  Ash Shaykh Zuwayd: (31.22°, 34.11°)",
      "  San Juan: (-3.78°, -73.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Juan: 8850.0 km from centroid",
      "  Scottburgh: 4453.8 km from centroid",
      "  Ash Shaykh Zuwayd: 4365.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Juan",
      "FINAL ANSWER: San Juan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.29996,
        "lon": 36.99047,
        "name": "Githunguri"
      },
      {
        "lat": 30.29735,
        "lon": 30.97641,
        "name": "Ashmūn"
      },
      {
        "lat": 11.09596,
        "lon": 11.33261,
        "name": "Nafada"
      },
      {
        "lat": 28.35831,
        "lon": 33.07829,
        "name": "Ras Gharib"
      },
      {
        "lat": 21.35064,
        "lon": -98.2257,
        "name": "Tantoyuca"
      }
    ],
    "question": "Which location is the geographic outlier among: Githunguri, Ashmūn, Nafada, Ras Gharib, Tantoyuca?",
    "ground_truth": {
      "answer": "Tantoyuca",
      "outlier_distance_km": 10375.0,
      "second_furthest_km": 4308.1,
      "clarity_ratio": 2.41,
      "median_distance_km": 3289.9,
      "distances_to_centroid": {
        "Githunguri": 4308.1,
        "Ashmūn": 3156.1,
        "Nafada": 1191.2,
        "Ras Gharib": 3289.9,
        "Tantoyuca": 10375.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Githunguri: (-1.30°, 36.99°)",
      "  Ashmūn: (30.30°, 30.98°)",
      "  Nafada: (11.10°, 11.33°)",
      "  Ras Gharib: (28.36°, 33.08°)",
      "  Tantoyuca: (21.35°, -98.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tantoyuca: 10375.0 km from centroid",
      "  Githunguri: 4308.1 km from centroid",
      "  Ras Gharib: 3289.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tantoyuca",
      "FINAL ANSWER: Tantoyuca"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.80787,
        "lon": -97.77956,
        "name": "Ciudad de Huajuapan de León"
      },
      {
        "lat": 40.41483,
        "lon": -74.36543,
        "name": "Old Bridge"
      },
      {
        "lat": 32.56645,
        "lon": -115.35387,
        "name": "Puebla"
      },
      {
        "lat": 41.52364,
        "lon": -90.57764,
        "name": "Davenport"
      },
      {
        "lat": -21.61,
        "lon": -45.56528,
        "name": "Elói Mendes"
      }
    ],
    "question": "Which location is the geographic outlier among: Ciudad de Huajuapan de León, Old Bridge, Puebla, Davenport, Elói Mendes?",
    "ground_truth": {
      "answer": "Elói Mendes",
      "outlier_distance_km": 6457.0,
      "second_furthest_km": 3224.9,
      "clarity_ratio": 2.0,
      "median_distance_km": 2254.1,
      "distances_to_centroid": {
        "Ciudad de Huajuapan de León": 1445.8,
        "Old Bridge": 2254.1,
        "Puebla": 3224.9,
        "Davenport": 2223.6,
        "Elói Mendes": 6457.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ciudad de Huajuapan de León: (17.81°, -97.78°)",
      "  Old Bridge: (40.41°, -74.37°)",
      "  Puebla: (32.57°, -115.35°)",
      "  Davenport: (41.52°, -90.58°)",
      "  Elói Mendes: (-21.61°, -45.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Elói Mendes: 6457.0 km from centroid",
      "  Puebla: 3224.9 km from centroid",
      "  Old Bridge: 2254.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Elói Mendes",
      "FINAL ANSWER: Elói Mendes"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 3.69637,
        "lon": -73.69957,
        "name": "San Martín"
      },
      {
        "lat": -31.94504,
        "lon": -65.19025,
        "name": "Villa Dolores"
      },
      {
        "lat": -27.48132,
        "lon": -58.93925,
        "name": "Barranqueras"
      },
      {
        "lat": -19.225,
        "lon": -40.85139,
        "name": "Pancas"
      },
      {
        "lat": 52.3025,
        "lon": 4.68889,
        "name": "Hoofddorp"
      }
    ],
    "question": "Which location is the geographic outlier among: San Martín, Villa Dolores, Barranqueras, Pancas, Hoofddorp?",
    "ground_truth": {
      "answer": "Hoofddorp",
      "outlier_distance_km": 7951.9,
      "second_furthest_km": 3600.8,
      "clarity_ratio": 2.21,
      "median_distance_km": 3125.5,
      "distances_to_centroid": {
        "San Martín": 3125.5,
        "Villa Dolores": 3600.8,
        "Barranqueras": 2858.0,
        "Pancas": 1756.7,
        "Hoofddorp": 7951.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Martín: (3.70°, -73.70°)",
      "  Villa Dolores: (-31.95°, -65.19°)",
      "  Barranqueras: (-27.48°, -58.94°)",
      "  Pancas: (-19.23°, -40.85°)",
      "  Hoofddorp: (52.30°, 4.69°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hoofddorp: 7951.9 km from centroid",
      "  Villa Dolores: 3600.8 km from centroid",
      "  San Martín: 3125.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hoofddorp",
      "FINAL ANSWER: Hoofddorp"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81819,
        "lon": 145.00176,
        "name": "Richmond"
      },
      {
        "lat": -37.94853,
        "lon": 145.15274,
        "name": "Springvale"
      },
      {
        "lat": -33.78269,
        "lon": 151.04888,
        "name": "Carlingford"
      },
      {
        "lat": -27.94402,
        "lon": 153.39815,
        "name": "Labrador"
      },
      {
        "lat": 48.72692,
        "lon": 2.28301,
        "name": "Massy"
      }
    ],
    "question": "Which location is the geographic outlier among: Richmond, Springvale, Carlingford, Labrador, Massy?",
    "ground_truth": {
      "answer": "Massy",
      "outlier_distance_km": 13456.5,
      "second_furthest_km": 3651.4,
      "clarity_ratio": 3.69,
      "median_distance_km": 3615.8,
      "distances_to_centroid": {
        "Richmond": 3345.0,
        "Springvale": 3364.1,
        "Carlingford": 3615.8,
        "Labrador": 3651.4,
        "Massy": 13456.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Richmond: (-37.82°, 145.00°)",
      "  Springvale: (-37.95°, 145.15°)",
      "  Carlingford: (-33.78°, 151.05°)",
      "  Labrador: (-27.94°, 153.40°)",
      "  Massy: (48.73°, 2.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Massy: 13456.5 km from centroid",
      "  Labrador: 3651.4 km from centroid",
      "  Carlingford: 3615.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Massy",
      "FINAL ANSWER: Massy"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.53891,
        "lon": 3.3742,
        "name": "Shomolu"
      },
      {
        "lat": 30.61618,
        "lon": 31.73514,
        "name": "Al Qurayn"
      },
      {
        "lat": 12.00012,
        "lon": 8.51672,
        "name": "Kano"
      },
      {
        "lat": 9.67954,
        "lon": 39.53262,
        "name": "Debre Birhan"
      },
      {
        "lat": 20.25809,
        "lon": 105.97965,
        "name": "Ninh Bình"
      }
    ],
    "question": "Which location is the geographic outlier among: Shomolu, Al Qurayn, Kano, Debre Birhan, Ninh Bình?",
    "ground_truth": {
      "answer": "Ninh Bình",
      "outlier_distance_km": 7173.6,
      "second_furthest_km": 3890.8,
      "clarity_ratio": 1.84,
      "median_distance_km": 3189.3,
      "distances_to_centroid": {
        "Shomolu": 3890.8,
        "Al Qurayn": 1758.3,
        "Kano": 3189.3,
        "Debre Birhan": 707.2,
        "Ninh Bình": 7173.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shomolu: (6.54°, 3.37°)",
      "  Al Qurayn: (30.62°, 31.74°)",
      "  Kano: (12.00°, 8.52°)",
      "  Debre Birhan: (9.68°, 39.53°)",
      "  Ninh Bình: (20.26°, 105.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ninh Bình: 7173.6 km from centroid",
      "  Shomolu: 3890.8 km from centroid",
      "  Kano: 3189.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ninh Bình",
      "FINAL ANSWER: Ninh Bình"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -0.21209,
        "lon": 36.27248,
        "name": "Upper Gilgil"
      },
      {
        "lat": -0.50397,
        "lon": 36.31845,
        "name": "Gilgil"
      },
      {
        "lat": 11.80937,
        "lon": 8.84422,
        "name": "Wudil"
      },
      {
        "lat": 0.03813,
        "lon": 36.36339,
        "name": "Nyahururu"
      },
      {
        "lat": -23.5275,
        "lon": -46.9025,
        "name": "Jandira"
      }
    ],
    "question": "Which location is the geographic outlier among: Upper Gilgil, Gilgil, Wudil, Nyahururu, Jandira?",
    "ground_truth": {
      "answer": "Jandira",
      "outlier_distance_km": 6960.7,
      "second_furthest_km": 2481.8,
      "clarity_ratio": 2.8,
      "median_distance_km": 2470.6,
      "distances_to_centroid": {
        "Upper Gilgil": 2468.7,
        "Gilgil": 2470.6,
        "Wudil": 1694.7,
        "Nyahururu": 2481.8,
        "Jandira": 6960.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Upper Gilgil: (-0.21°, 36.27°)",
      "  Gilgil: (-0.50°, 36.32°)",
      "  Wudil: (11.81°, 8.84°)",
      "  Nyahururu: (0.04°, 36.36°)",
      "  Jandira: (-23.53°, -46.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jandira: 6960.7 km from centroid",
      "  Nyahururu: 2481.8 km from centroid",
      "  Gilgil: 2470.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jandira",
      "FINAL ANSWER: Jandira"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.75881,
        "lon": 150.99292,
        "name": "Baulkham Hills"
      },
      {
        "lat": -33.95,
        "lon": 151.11667,
        "name": "Bexley"
      },
      {
        "lat": -33.52314,
        "lon": 151.31325,
        "name": "Umina Beach"
      },
      {
        "lat": -31.88775,
        "lon": 115.9099,
        "name": "Morley"
      },
      {
        "lat": 10.65,
        "lon": 36.21667,
        "name": "Dibate"
      }
    ],
    "question": "Which location is the geographic outlier among: Baulkham Hills, Bexley, Umina Beach, Morley, Dibate?",
    "ground_truth": {
      "answer": "Dibate",
      "outlier_distance_km": 9988.5,
      "second_furthest_km": 3090.7,
      "clarity_ratio": 3.23,
      "median_distance_km": 3082.3,
      "distances_to_centroid": {
        "Baulkham Hills": 3066.8,
        "Bexley": 3082.3,
        "Umina Beach": 3090.7,
        "Morley": 966.9,
        "Dibate": 9988.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Baulkham Hills: (-33.76°, 150.99°)",
      "  Bexley: (-33.95°, 151.12°)",
      "  Umina Beach: (-33.52°, 151.31°)",
      "  Morley: (-31.89°, 115.91°)",
      "  Dibate: (10.65°, 36.22°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dibate: 9988.5 km from centroid",
      "  Umina Beach: 3090.7 km from centroid",
      "  Bexley: 3082.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dibate",
      "FINAL ANSWER: Dibate"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.86726,
        "lon": -112.14682,
        "name": "Anthem"
      },
      {
        "lat": 33.70918,
        "lon": -117.95367,
        "name": "Fountain Valley"
      },
      {
        "lat": 39.00178,
        "lon": -76.68747,
        "name": "Crofton"
      },
      {
        "lat": 38.88101,
        "lon": -77.10428,
        "name": "Arlington"
      },
      {
        "lat": -19.76694,
        "lon": -44.08667,
        "name": "Ribeirão das Neves"
      }
    ],
    "question": "Which location is the geographic outlier among: Anthem, Fountain Valley, Crofton, Arlington, Ribeirão das Neves?",
    "ground_truth": {
      "answer": "Ribeirão das Neves",
      "outlier_distance_km": 6713.5,
      "second_furthest_km": 3260.3,
      "clarity_ratio": 2.06,
      "median_distance_km": 2736.8,
      "distances_to_centroid": {
        "Anthem": 2736.8,
        "Fountain Valley": 3260.3,
        "Crofton": 1753.0,
        "Arlington": 1723.1,
        "Ribeirão das Neves": 6713.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Anthem: (33.87°, -112.15°)",
      "  Fountain Valley: (33.71°, -117.95°)",
      "  Crofton: (39.00°, -76.69°)",
      "  Arlington: (38.88°, -77.10°)",
      "  Ribeirão das Neves: (-19.77°, -44.09°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ribeirão das Neves: 6713.5 km from centroid",
      "  Fountain Valley: 3260.3 km from centroid",
      "  Anthem: 2736.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ribeirão das Neves",
      "FINAL ANSWER: Ribeirão das Neves"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.58333,
        "lon": 145.03333,
        "name": "Wollert"
      },
      {
        "lat": -31.9652,
        "lon": 141.4512,
        "name": "Broken Hill"
      },
      {
        "lat": -33.32711,
        "lon": 115.64137,
        "name": "Bunbury"
      },
      {
        "lat": -37.96667,
        "lon": 145.16667,
        "name": "Noble Park"
      },
      {
        "lat": 29.76416,
        "lon": 107.67834,
        "name": "Baoluan"
      }
    ],
    "question": "Which location is the geographic outlier among: Wollert, Broken Hill, Bunbury, Noble Park, Baoluan?",
    "ground_truth": {
      "answer": "Baoluan",
      "outlier_distance_km": 6294.9,
      "second_furthest_km": 2213.8,
      "clarity_ratio": 2.84,
      "median_distance_km": 2174.2,
      "distances_to_centroid": {
        "Wollert": 2174.2,
        "Broken Hill": 1497.2,
        "Bunbury": 1947.3,
        "Noble Park": 2213.8,
        "Baoluan": 6294.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wollert: (-37.58°, 145.03°)",
      "  Broken Hill: (-31.97°, 141.45°)",
      "  Bunbury: (-33.33°, 115.64°)",
      "  Noble Park: (-37.97°, 145.17°)",
      "  Baoluan: (29.76°, 107.68°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Baoluan: 6294.9 km from centroid",
      "  Noble Park: 2213.8 km from centroid",
      "  Wollert: 2174.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Baoluan",
      "FINAL ANSWER: Baoluan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.22316,
        "lon": 1.4028,
        "name": "Deal"
      },
      {
        "lat": 53.07738,
        "lon": 7.40444,
        "name": "Papenburg"
      },
      {
        "lat": 52.10577,
        "lon": 21.26129,
        "name": "Otwock"
      },
      {
        "lat": 50.30582,
        "lon": 18.9742,
        "name": "Chorzów"
      },
      {
        "lat": 9.24391,
        "lon": -75.14675,
        "name": "San Luis de Sincé"
      }
    ],
    "question": "Which location is the geographic outlier among: Deal, Papenburg, Otwock, Chorzów, San Luis de Sincé?",
    "ground_truth": {
      "answer": "San Luis de Sincé",
      "outlier_distance_km": 7682.2,
      "second_furthest_km": 2200.7,
      "clarity_ratio": 3.49,
      "median_distance_km": 1994.5,
      "distances_to_centroid": {
        "Deal": 1022.7,
        "Papenburg": 1440.1,
        "Otwock": 2200.7,
        "Chorzów": 1994.5,
        "San Luis de Sincé": 7682.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Deal: (51.22°, 1.40°)",
      "  Papenburg: (53.08°, 7.40°)",
      "  Otwock: (52.11°, 21.26°)",
      "  Chorzów: (50.31°, 18.97°)",
      "  San Luis de Sincé: (9.24°, -75.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Luis de Sincé: 7682.2 km from centroid",
      "  Otwock: 2200.7 km from centroid",
      "  Chorzów: 1994.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Luis de Sincé",
      "FINAL ANSWER: San Luis de Sincé"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.47056,
        "lon": 110.21778,
        "name": "Magelang"
      },
      {
        "lat": 13.24025,
        "lon": 99.82428,
        "name": "Khao Yoi"
      },
      {
        "lat": 25.91278,
        "lon": 109.31361,
        "name": "Shuikou"
      },
      {
        "lat": 46.07622,
        "lon": 127.39369,
        "name": "Bayan"
      },
      {
        "lat": -33.7061,
        "lon": 150.7094,
        "name": "Cranebrook"
      }
    ],
    "question": "Which location is the geographic outlier among: Magelang, Khao Yoi, Shuikou, Bayan, Cranebrook?",
    "ground_truth": {
      "answer": "Cranebrook",
      "outlier_distance_km": 5762.8,
      "second_furthest_km": 4211.8,
      "clarity_ratio": 1.37,
      "median_distance_km": 2201.4,
      "distances_to_centroid": {
        "Magelang": 2081.7,
        "Khao Yoi": 2201.4,
        "Shuikou": 2184.4,
        "Bayan": 4211.8,
        "Cranebrook": 5762.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Magelang: (-7.47°, 110.22°)",
      "  Khao Yoi: (13.24°, 99.82°)",
      "  Shuikou: (25.91°, 109.31°)",
      "  Bayan: (46.08°, 127.39°)",
      "  Cranebrook: (-33.71°, 150.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cranebrook: 5762.8 km from centroid",
      "  Bayan: 4211.8 km from centroid",
      "  Khao Yoi: 2201.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cranebrook",
      "FINAL ANSWER: Cranebrook"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.35335,
        "lon": 40.02095,
        "name": "Watamu"
      },
      {
        "lat": 9.23478,
        "lon": 40.75593,
        "name": "Mī’ēso"
      },
      {
        "lat": 30.71524,
        "lon": 31.2592,
        "name": "Mīt Ghamr"
      },
      {
        "lat": -25.46279,
        "lon": 28.65041,
        "name": "Moloto South"
      },
      {
        "lat": -37.83333,
        "lon": 145.05,
        "name": "Glenferrie"
      }
    ],
    "question": "Which location is the geographic outlier among: Watamu, Mī’ēso, Mīt Ghamr, Moloto South, Glenferrie?",
    "ground_truth": {
      "answer": "Glenferrie",
      "outlier_distance_km": 9459.9,
      "second_furthest_km": 4863.0,
      "clarity_ratio": 1.95,
      "median_distance_km": 3769.2,
      "distances_to_centroid": {
        "Watamu": 1911.6,
        "Mī’ēso": 2434.5,
        "Mīt Ghamr": 4863.0,
        "Moloto South": 3769.2,
        "Glenferrie": 9459.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Watamu: (-3.35°, 40.02°)",
      "  Mī’ēso: (9.23°, 40.76°)",
      "  Mīt Ghamr: (30.72°, 31.26°)",
      "  Moloto South: (-25.46°, 28.65°)",
      "  Glenferrie: (-37.83°, 145.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glenferrie: 9459.9 km from centroid",
      "  Mīt Ghamr: 4863.0 km from centroid",
      "  Moloto South: 3769.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glenferrie",
      "FINAL ANSWER: Glenferrie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.74242,
        "lon": 139.42635,
        "name": "Musashimurayama"
      },
      {
        "lat": 35.5,
        "lon": 133.68333,
        "name": "Yabase"
      },
      {
        "lat": 10.82302,
        "lon": 106.62965,
        "name": "Ho Chi Minh City"
      },
      {
        "lat": 42.83393,
        "lon": 93.50601,
        "name": "Hami"
      },
      {
        "lat": 5.48956,
        "lon": 6.00407,
        "name": "Ughelli"
      }
    ],
    "question": "Which location is the geographic outlier among: Musashimurayama, Yabase, Ho Chi Minh City, Hami, Ughelli?",
    "ground_truth": {
      "answer": "Ughelli",
      "outlier_distance_km": 9724.2,
      "second_furthest_km": 4257.2,
      "clarity_ratio": 2.28,
      "median_distance_km": 3737.5,
      "distances_to_centroid": {
        "Musashimurayama": 4257.2,
        "Yabase": 3737.5,
        "Ho Chi Minh City": 2039.5,
        "Hami": 1875.3,
        "Ughelli": 9724.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Musashimurayama: (35.74°, 139.43°)",
      "  Yabase: (35.50°, 133.68°)",
      "  Ho Chi Minh City: (10.82°, 106.63°)",
      "  Hami: (42.83°, 93.51°)",
      "  Ughelli: (5.49°, 6.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ughelli: 9724.2 km from centroid",
      "  Musashimurayama: 4257.2 km from centroid",
      "  Yabase: 3737.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ughelli",
      "FINAL ANSWER: Ughelli"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.10247,
        "lon": 17.04827,
        "name": "Rejon ulicy Traugutta"
      },
      {
        "lat": 46.46671,
        "lon": -0.80624,
        "name": "Fontenay-le-Comte"
      },
      {
        "lat": 53.94646,
        "lon": 10.7312,
        "name": "Ratekau"
      },
      {
        "lat": 53.16532,
        "lon": 8.68873,
        "name": "Burglesum"
      },
      {
        "lat": -38.13333,
        "lon": 145.13333,
        "name": "Frankston East"
      }
    ],
    "question": "Which location is the geographic outlier among: Rejon ulicy Traugutta, Fontenay-le-Comte, Ratekau, Burglesum, Frankston East?",
    "ground_truth": {
      "answer": "Frankston East",
      "outlier_distance_km": 13739.5,
      "second_furthest_km": 3436.1,
      "clarity_ratio": 4.0,
      "median_distance_km": 3098.3,
      "distances_to_centroid": {
        "Rejon ulicy Traugutta": 2512.4,
        "Fontenay-le-Comte": 3436.1,
        "Ratekau": 3041.6,
        "Burglesum": 3098.3,
        "Frankston East": 13739.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rejon ulicy Traugutta: (51.10°, 17.05°)",
      "  Fontenay-le-Comte: (46.47°, -0.81°)",
      "  Ratekau: (53.95°, 10.73°)",
      "  Burglesum: (53.17°, 8.69°)",
      "  Frankston East: (-38.13°, 145.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Frankston East: 13739.5 km from centroid",
      "  Fontenay-le-Comte: 3436.1 km from centroid",
      "  Burglesum: 3098.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Frankston East",
      "FINAL ANSWER: Frankston East"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.72976,
        "lon": 151.15977,
        "name": "Saint Ives"
      },
      {
        "lat": -33.79068,
        "lon": 150.6693,
        "name": "Glenmore Park"
      },
      {
        "lat": -25.28762,
        "lon": 152.76936,
        "name": "Hervey Bay"
      },
      {
        "lat": -37.75405,
        "lon": 145.14864,
        "name": "Templestowe"
      },
      {
        "lat": -26.25028,
        "lon": -49.37861,
        "name": "São Bento do Sul"
      }
    ],
    "question": "Which location is the geographic outlier among: Saint Ives, Glenmore Park, Hervey Bay, Templestowe, São Bento do Sul?",
    "ground_truth": {
      "answer": "São Bento do Sul",
      "outlier_distance_km": 13247.6,
      "second_furthest_km": 4207.3,
      "clarity_ratio": 3.15,
      "median_distance_km": 3834.8,
      "distances_to_centroid": {
        "Saint Ives": 3834.8,
        "Glenmore Park": 3789.0,
        "Hervey Bay": 4207.3,
        "Templestowe": 3269.5,
        "São Bento do Sul": 13247.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Saint Ives: (-33.73°, 151.16°)",
      "  Glenmore Park: (-33.79°, 150.67°)",
      "  Hervey Bay: (-25.29°, 152.77°)",
      "  Templestowe: (-37.75°, 145.15°)",
      "  São Bento do Sul: (-26.25°, -49.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Bento do Sul: 13247.6 km from centroid",
      "  Hervey Bay: 4207.3 km from centroid",
      "  Saint Ives: 3834.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Bento do Sul",
      "FINAL ANSWER: São Bento do Sul"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.78254,
        "lon": 138.61077,
        "name": "Parafield Gardens"
      },
      {
        "lat": -37.91667,
        "lon": 145.11667,
        "name": "Clayton"
      },
      {
        "lat": -33.95222,
        "lon": 150.89949,
        "name": "Casula"
      },
      {
        "lat": -33.79798,
        "lon": 151.28826,
        "name": "Manly"
      },
      {
        "lat": 30.58768,
        "lon": 31.502,
        "name": "Zagazig"
      }
    ],
    "question": "Which location is the geographic outlier among: Parafield Gardens, Clayton, Casula, Manly, Zagazig?",
    "ground_truth": {
      "answer": "Zagazig",
      "outlier_distance_km": 11407.6,
      "second_furthest_km": 3019.2,
      "clarity_ratio": 3.78,
      "median_distance_km": 2990.8,
      "distances_to_centroid": {
        "Parafield Gardens": 2049.2,
        "Clayton": 2723.7,
        "Casula": 2990.8,
        "Manly": 3019.2,
        "Zagazig": 11407.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Parafield Gardens: (-34.78°, 138.61°)",
      "  Clayton: (-37.92°, 145.12°)",
      "  Casula: (-33.95°, 150.90°)",
      "  Manly: (-33.80°, 151.29°)",
      "  Zagazig: (30.59°, 31.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zagazig: 11407.6 km from centroid",
      "  Manly: 3019.2 km from centroid",
      "  Casula: 2990.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zagazig",
      "FINAL ANSWER: Zagazig"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.05224,
        "lon": 8.39227,
        "name": "Bad Berleburg"
      },
      {
        "lat": 53.55024,
        "lon": -2.77348,
        "name": "Skelmersdale"
      },
      {
        "lat": 50.25937,
        "lon": 10.96384,
        "name": "Coburg"
      },
      {
        "lat": 43.35982,
        "lon": 5.33421,
        "name": "Marseille 16"
      },
      {
        "lat": 22.76843,
        "lon": -102.58141,
        "name": "Zacatecas"
      }
    ],
    "question": "Which location is the geographic outlier among: Bad Berleburg, Skelmersdale, Coburg, Marseille 16, Zacatecas?",
    "ground_truth": {
      "answer": "Zacatecas",
      "outlier_distance_km": 7994.4,
      "second_furthest_km": 2140.3,
      "clarity_ratio": 3.74,
      "median_distance_km": 1977.9,
      "distances_to_centroid": {
        "Bad Berleburg": 1977.9,
        "Skelmersdale": 1422.4,
        "Coburg": 2140.3,
        "Marseille 16": 1721.1,
        "Zacatecas": 7994.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bad Berleburg: (51.05°, 8.39°)",
      "  Skelmersdale: (53.55°, -2.77°)",
      "  Coburg: (50.26°, 10.96°)",
      "  Marseille 16: (43.36°, 5.33°)",
      "  Zacatecas: (22.77°, -102.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zacatecas: 7994.4 km from centroid",
      "  Coburg: 2140.3 km from centroid",
      "  Bad Berleburg: 1977.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zacatecas",
      "FINAL ANSWER: Zacatecas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.76667,
        "lon": 150.91667,
        "name": "Blacktown"
      },
      {
        "lat": -32.06003,
        "lon": 115.955,
        "name": "Thornlie"
      },
      {
        "lat": -40.63333,
        "lon": 175.275,
        "name": "Levin"
      },
      {
        "lat": -36.9482,
        "lon": 174.87019,
        "name": "Otara"
      },
      {
        "lat": 40.4165,
        "lon": -3.70256,
        "name": "Madrid"
      }
    ],
    "question": "Which location is the geographic outlier among: Blacktown, Thornlie, Levin, Otara, Madrid?",
    "ground_truth": {
      "answer": "Madrid",
      "outlier_distance_km": 14521.1,
      "second_furthest_km": 5411.4,
      "clarity_ratio": 2.68,
      "median_distance_km": 5330.7,
      "distances_to_centroid": {
        "Blacktown": 3139.9,
        "Thornlie": 1438.2,
        "Levin": 5411.4,
        "Otara": 5330.7,
        "Madrid": 14521.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Blacktown: (-33.77°, 150.92°)",
      "  Thornlie: (-32.06°, 115.95°)",
      "  Levin: (-40.63°, 175.28°)",
      "  Otara: (-36.95°, 174.87°)",
      "  Madrid: (40.42°, -3.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Madrid: 14521.1 km from centroid",
      "  Levin: 5411.4 km from centroid",
      "  Otara: 5330.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Madrid",
      "FINAL ANSWER: Madrid"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.80293,
        "lon": 8.25341,
        "name": "Esuk Oron"
      },
      {
        "lat": 10.53689,
        "lon": -2.70155,
        "name": "Jirapa"
      },
      {
        "lat": -27.75431,
        "lon": 26.64382,
        "name": "Allanridge"
      },
      {
        "lat": 31.5084,
        "lon": 31.84106,
        "name": "‘Izbat al Burj"
      },
      {
        "lat": 33.97612,
        "lon": -117.90534,
        "name": "Rowland Heights"
      }
    ],
    "question": "Which location is the geographic outlier among: Esuk Oron, Jirapa, Allanridge, ‘Izbat al Burj, Rowland Heights?",
    "ground_truth": {
      "answer": "Rowland Heights",
      "outlier_distance_km": 10884.2,
      "second_furthest_km": 5867.4,
      "clarity_ratio": 1.86,
      "median_distance_km": 4950.9,
      "distances_to_centroid": {
        "Esuk Oron": 2192.8,
        "Jirapa": 882.4,
        "Allanridge": 5867.4,
        "‘Izbat al Burj": 4950.9,
        "Rowland Heights": 10884.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Esuk Oron: (4.80°, 8.25°)",
      "  Jirapa: (10.54°, -2.70°)",
      "  Allanridge: (-27.75°, 26.64°)",
      "  ‘Izbat al Burj: (31.51°, 31.84°)",
      "  Rowland Heights: (33.98°, -117.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rowland Heights: 10884.2 km from centroid",
      "  Allanridge: 5867.4 km from centroid",
      "  ‘Izbat al Burj: 4950.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rowland Heights",
      "FINAL ANSWER: Rowland Heights"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.85059,
        "lon": -87.79367,
        "name": "Berwyn"
      },
      {
        "lat": 39.42734,
        "lon": -75.23408,
        "name": "Bridgeton"
      },
      {
        "lat": 44.9483,
        "lon": -93.34801,
        "name": "Saint Louis Park"
      },
      {
        "lat": 40.52467,
        "lon": -111.86382,
        "name": "Draper"
      },
      {
        "lat": 14.5832,
        "lon": 121.0409,
        "name": "Mandaluyong City"
      }
    ],
    "question": "Which location is the geographic outlier among: Berwyn, Bridgeton, Saint Louis Park, Draper, Mandaluyong City?",
    "ground_truth": {
      "answer": "Mandaluyong City",
      "outlier_distance_km": 14273.0,
      "second_furthest_km": 5346.3,
      "clarity_ratio": 2.67,
      "median_distance_km": 3780.8,
      "distances_to_centroid": {
        "Berwyn": 3340.7,
        "Bridgeton": 2284.0,
        "Saint Louis Park": 3780.8,
        "Draper": 5346.3,
        "Mandaluyong City": 14273.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Berwyn: (41.85°, -87.79°)",
      "  Bridgeton: (39.43°, -75.23°)",
      "  Saint Louis Park: (44.95°, -93.35°)",
      "  Draper: (40.52°, -111.86°)",
      "  Mandaluyong City: (14.58°, 121.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mandaluyong City: 14273.0 km from centroid",
      "  Draper: 5346.3 km from centroid",
      "  Saint Louis Park: 3780.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mandaluyong City",
      "FINAL ANSWER: Mandaluyong City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.89405,
        "lon": 5.67666,
        "name": "Sapele"
      },
      {
        "lat": -22.97111,
        "lon": 30.67361,
        "name": "Malamulele"
      },
      {
        "lat": 0.17124,
        "lon": 34.59466,
        "name": "Khwisero"
      },
      {
        "lat": 0.6004,
        "lon": 34.77119,
        "name": "Webuye"
      },
      {
        "lat": 46.31836,
        "lon": -72.56632,
        "name": "Sainte-Catherine"
      }
    ],
    "question": "Which location is the geographic outlier among: Sapele, Malamulele, Khwisero, Webuye, Sainte-Catherine?",
    "ground_truth": {
      "answer": "Sainte-Catherine",
      "outlier_distance_km": 8696.2,
      "second_furthest_km": 4148.4,
      "clarity_ratio": 2.1,
      "median_distance_km": 3179.9,
      "distances_to_centroid": {
        "Sapele": 106.1,
        "Malamulele": 4148.4,
        "Khwisero": 3170.6,
        "Webuye": 3179.9,
        "Sainte-Catherine": 8696.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sapele: (5.89°, 5.68°)",
      "  Malamulele: (-22.97°, 30.67°)",
      "  Khwisero: (0.17°, 34.59°)",
      "  Webuye: (0.60°, 34.77°)",
      "  Sainte-Catherine: (46.32°, -72.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sainte-Catherine: 8696.2 km from centroid",
      "  Malamulele: 4148.4 km from centroid",
      "  Webuye: 3179.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sainte-Catherine",
      "FINAL ANSWER: Sainte-Catherine"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.88775,
        "lon": 115.9099,
        "name": "Morley"
      },
      {
        "lat": -33.80383,
        "lon": 150.98768,
        "name": "Westmead"
      },
      {
        "lat": -33.8406,
        "lon": 151.00748,
        "name": "Granville"
      },
      {
        "lat": -37.81501,
        "lon": 144.96657,
        "name": "Melbourne City Centre"
      },
      {
        "lat": 49.97078,
        "lon": 8.05883,
        "name": "Ingelheim am Rhein"
      }
    ],
    "question": "Which location is the geographic outlier among: Morley, Westmead, Granville, Melbourne City Centre, Ingelheim am Rhein?",
    "ground_truth": {
      "answer": "Ingelheim am Rhein",
      "outlier_distance_km": 12631.8,
      "second_furthest_km": 4084.5,
      "clarity_ratio": 3.09,
      "median_distance_km": 4081.5,
      "distances_to_centroid": {
        "Morley": 1611.9,
        "Westmead": 4081.5,
        "Granville": 4084.5,
        "Melbourne City Centre": 3752.5,
        "Ingelheim am Rhein": 12631.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Morley: (-31.89°, 115.91°)",
      "  Westmead: (-33.80°, 150.99°)",
      "  Granville: (-33.84°, 151.01°)",
      "  Melbourne City Centre: (-37.82°, 144.97°)",
      "  Ingelheim am Rhein: (49.97°, 8.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ingelheim am Rhein: 12631.8 km from centroid",
      "  Granville: 4084.5 km from centroid",
      "  Westmead: 4081.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ingelheim am Rhein",
      "FINAL ANSWER: Ingelheim am Rhein"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.94175,
        "lon": 123.50266,
        "name": "Hushitai"
      },
      {
        "lat": 22.55213,
        "lon": 113.88288,
        "name": "Bao'an"
      },
      {
        "lat": 24.28859,
        "lon": 116.11768,
        "name": "Meizhou"
      },
      {
        "lat": 10.24026,
        "lon": 76.171,
        "name": "Edavilangu"
      },
      {
        "lat": 45.10359,
        "lon": 7.76803,
        "name": "San Mauro Torinese"
      }
    ],
    "question": "Which location is the geographic outlier among: Hushitai, Bao'an, Meizhou, Edavilangu, San Mauro Torinese?",
    "ground_truth": {
      "answer": "San Mauro Torinese",
      "outlier_distance_km": 7020.3,
      "second_furthest_km": 3542.4,
      "clarity_ratio": 1.98,
      "median_distance_km": 2884.6,
      "distances_to_centroid": {
        "Hushitai": 3542.4,
        "Bao'an": 2728.8,
        "Meizhou": 2884.6,
        "Edavilangu": 2379.0,
        "San Mauro Torinese": 7020.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hushitai: (41.94°, 123.50°)",
      "  Bao'an: (22.55°, 113.88°)",
      "  Meizhou: (24.29°, 116.12°)",
      "  Edavilangu: (10.24°, 76.17°)",
      "  San Mauro Torinese: (45.10°, 7.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Mauro Torinese: 7020.3 km from centroid",
      "  Hushitai: 3542.4 km from centroid",
      "  Meizhou: 2884.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Mauro Torinese",
      "FINAL ANSWER: San Mauro Torinese"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.43158,
        "lon": -0.55239,
        "name": "Egham"
      },
      {
        "lat": 36.75793,
        "lon": -3.95233,
        "name": "Torrox"
      },
      {
        "lat": 48.83732,
        "lon": 2.35823,
        "name": "Salpêtrière"
      },
      {
        "lat": 50.84048,
        "lon": 10.95198,
        "name": "Arnstadt"
      },
      {
        "lat": -6.2375,
        "lon": 106.69556,
        "name": "Ciputat"
      }
    ],
    "question": "Which location is the geographic outlier among: Egham, Torrox, Salpêtrière, Arnstadt, Ciputat?",
    "ground_truth": {
      "answer": "Ciputat",
      "outlier_distance_km": 9848.4,
      "second_furthest_km": 2512.3,
      "clarity_ratio": 3.92,
      "median_distance_km": 2409.2,
      "distances_to_centroid": {
        "Egham": 2512.3,
        "Torrox": 2409.2,
        "Salpêtrière": 2182.7,
        "Arnstadt": 1881.9,
        "Ciputat": 9848.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Egham: (51.43°, -0.55°)",
      "  Torrox: (36.76°, -3.95°)",
      "  Salpêtrière: (48.84°, 2.36°)",
      "  Arnstadt: (50.84°, 10.95°)",
      "  Ciputat: (-6.24°, 106.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ciputat: 9848.4 km from centroid",
      "  Egham: 2512.3 km from centroid",
      "  Torrox: 2409.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ciputat",
      "FINAL ANSWER: Ciputat"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.14701,
        "lon": 105.83481,
        "name": "Bắc Kạn"
      },
      {
        "lat": 10.99175,
        "lon": 77.28633,
        "name": "Palladam"
      },
      {
        "lat": 31.98333,
        "lon": 131.33333,
        "name": "Honjō"
      },
      {
        "lat": 21.48815,
        "lon": 70.07576,
        "name": "Bāntva"
      },
      {
        "lat": 23.63138,
        "lon": -103.64134,
        "name": "Sombrerete"
      }
    ],
    "question": "Which location is the geographic outlier among: Bắc Kạn, Palladam, Honjō, Bāntva, Sombrerete?",
    "ground_truth": {
      "answer": "Sombrerete",
      "outlier_distance_km": 14486.6,
      "second_furthest_km": 7384.1,
      "clarity_ratio": 1.96,
      "median_distance_km": 5091.8,
      "distances_to_centroid": {
        "Bắc Kạn": 5091.8,
        "Palladam": 2559.4,
        "Honjō": 7384.1,
        "Bāntva": 1436.0,
        "Sombrerete": 14486.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bắc Kạn: (22.15°, 105.83°)",
      "  Palladam: (10.99°, 77.29°)",
      "  Honjō: (31.98°, 131.33°)",
      "  Bāntva: (21.49°, 70.08°)",
      "  Sombrerete: (23.63°, -103.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sombrerete: 14486.6 km from centroid",
      "  Honjō: 7384.1 km from centroid",
      "  Bắc Kạn: 5091.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sombrerete",
      "FINAL ANSWER: Sombrerete"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.32127,
        "lon": 20.97204,
        "name": "Białołeka"
      },
      {
        "lat": 52.53048,
        "lon": 13.29371,
        "name": "Charlottenburg-Nord"
      },
      {
        "lat": 52.91149,
        "lon": -0.64184,
        "name": "Grantham"
      },
      {
        "lat": 42.03565,
        "lon": 0.12686,
        "name": "Barbastro"
      },
      {
        "lat": 42.16558,
        "lon": -88.29425,
        "name": "Algonquin"
      }
    ],
    "question": "Which location is the geographic outlier among: Białołeka, Charlottenburg-Nord, Grantham, Barbastro, Algonquin?",
    "ground_truth": {
      "answer": "Algonquin",
      "outlier_distance_km": 5832.5,
      "second_furthest_km": 2284.0,
      "clarity_ratio": 2.55,
      "median_distance_km": 1764.6,
      "distances_to_centroid": {
        "Białołeka": 2284.0,
        "Charlottenburg-Nord": 1764.6,
        "Grantham": 879.8,
        "Barbastro": 1114.8,
        "Algonquin": 5832.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Białołeka: (52.32°, 20.97°)",
      "  Charlottenburg-Nord: (52.53°, 13.29°)",
      "  Grantham: (52.91°, -0.64°)",
      "  Barbastro: (42.04°, 0.13°)",
      "  Algonquin: (42.17°, -88.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Algonquin: 5832.5 km from centroid",
      "  Białołeka: 2284.0 km from centroid",
      "  Charlottenburg-Nord: 1764.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Algonquin",
      "FINAL ANSWER: Algonquin"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.5144,
        "lon": -0.13535,
        "name": "Soho"
      },
      {
        "lat": 50.59034,
        "lon": 12.70657,
        "name": "Aue"
      },
      {
        "lat": 52.79886,
        "lon": 18.26387,
        "name": "Inowrocław"
      },
      {
        "lat": 51.10286,
        "lon": 17.03006,
        "name": "Wrocław"
      },
      {
        "lat": 5.58385,
        "lon": -0.27787,
        "name": "Awoshi"
      }
    ],
    "question": "Which location is the geographic outlier among: Soho, Aue, Inowrocław, Wrocław, Awoshi?",
    "ground_truth": {
      "answer": "Awoshi",
      "outlier_distance_km": 4197.6,
      "second_furthest_km": 1335.3,
      "clarity_ratio": 3.14,
      "median_distance_km": 1256.0,
      "distances_to_centroid": {
        "Soho": 1256.0,
        "Aue": 951.5,
        "Inowrocław": 1335.3,
        "Wrocław": 1131.0,
        "Awoshi": 4197.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Soho: (51.51°, -0.14°)",
      "  Aue: (50.59°, 12.71°)",
      "  Inowrocław: (52.80°, 18.26°)",
      "  Wrocław: (51.10°, 17.03°)",
      "  Awoshi: (5.58°, -0.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Awoshi: 4197.6 km from centroid",
      "  Inowrocław: 1335.3 km from centroid",
      "  Soho: 1256.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Awoshi",
      "FINAL ANSWER: Awoshi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.86893,
        "lon": 10.68729,
        "name": "Lübeck"
      },
      {
        "lat": 53.1235,
        "lon": 18.00762,
        "name": "Bydgoszcz"
      },
      {
        "lat": 40.73757,
        "lon": 13.86003,
        "name": "Forio"
      },
      {
        "lat": 49.04353,
        "lon": 2.12134,
        "name": "Saint-Ouen-l'Aumône"
      },
      {
        "lat": -20.41639,
        "lon": -42.90861,
        "name": "Ponte Nova"
      }
    ],
    "question": "Which location is the geographic outlier among: Lübeck, Bydgoszcz, Forio, Saint-Ouen-l'Aumône, Ponte Nova?",
    "ground_truth": {
      "answer": "Ponte Nova",
      "outlier_distance_km": 7690.3,
      "second_furthest_km": 2419.0,
      "clarity_ratio": 3.18,
      "median_distance_km": 2218.7,
      "distances_to_centroid": {
        "Lübeck": 2218.7,
        "Bydgoszcz": 2419.0,
        "Forio": 1328.3,
        "Saint-Ouen-l'Aumône": 1538.2,
        "Ponte Nova": 7690.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lübeck: (53.87°, 10.69°)",
      "  Bydgoszcz: (53.12°, 18.01°)",
      "  Forio: (40.74°, 13.86°)",
      "  Saint-Ouen-l'Aumône: (49.04°, 2.12°)",
      "  Ponte Nova: (-20.42°, -42.91°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ponte Nova: 7690.3 km from centroid",
      "  Bydgoszcz: 2419.0 km from centroid",
      "  Lübeck: 2218.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ponte Nova",
      "FINAL ANSWER: Ponte Nova"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.52297,
        "lon": -87.90333,
        "name": "Fairhope"
      },
      {
        "lat": 18.98856,
        "lon": -97.44643,
        "name": "Ciudad Serdán"
      },
      {
        "lat": 41.50948,
        "lon": -90.57875,
        "name": "Rock Island"
      },
      {
        "lat": 40.88149,
        "lon": -74.1132,
        "name": "Garfield"
      },
      {
        "lat": -0.90833,
        "lon": 119.87083,
        "name": "Palu"
      }
    ],
    "question": "Which location is the geographic outlier among: Fairhope, Ciudad Serdán, Rock Island, Garfield, Palu?",
    "ground_truth": {
      "answer": "Palu",
      "outlier_distance_km": 16823.8,
      "second_furthest_km": 5305.5,
      "clarity_ratio": 3.17,
      "median_distance_km": 4393.7,
      "distances_to_centroid": {
        "Fairhope": 4101.8,
        "Ciudad Serdán": 5305.5,
        "Rock Island": 4393.7,
        "Garfield": 3051.1,
        "Palu": 16823.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Fairhope: (30.52°, -87.90°)",
      "  Ciudad Serdán: (18.99°, -97.45°)",
      "  Rock Island: (41.51°, -90.58°)",
      "  Garfield: (40.88°, -74.11°)",
      "  Palu: (-0.91°, 119.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palu: 16823.8 km from centroid",
      "  Ciudad Serdán: 5305.5 km from centroid",
      "  Rock Island: 4393.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palu",
      "FINAL ANSWER: Palu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -30.54389,
        "lon": -52.52194,
        "name": "Encruzilhada do Sul"
      },
      {
        "lat": -23.11694,
        "lon": -46.55028,
        "name": "Atibaia"
      },
      {
        "lat": -12.13556,
        "lon": -38.41917,
        "name": "Alagoinhas"
      },
      {
        "lat": -9.37833,
        "lon": -37.24528,
        "name": "Santana do Ipanema"
      },
      {
        "lat": 42.55843,
        "lon": -70.88005,
        "name": "Beverly"
      }
    ],
    "question": "Which location is the geographic outlier among: Encruzilhada do Sul, Atibaia, Alagoinhas, Santana do Ipanema, Beverly?",
    "ground_truth": {
      "answer": "Beverly",
      "outlier_distance_km": 5885.1,
      "second_furthest_km": 2694.4,
      "clarity_ratio": 2.18,
      "median_distance_km": 1865.6,
      "distances_to_centroid": {
        "Encruzilhada do Sul": 2694.4,
        "Atibaia": 1865.6,
        "Alagoinhas": 1329.5,
        "Santana do Ipanema": 1345.9,
        "Beverly": 5885.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Encruzilhada do Sul: (-30.54°, -52.52°)",
      "  Atibaia: (-23.12°, -46.55°)",
      "  Alagoinhas: (-12.14°, -38.42°)",
      "  Santana do Ipanema: (-9.38°, -37.25°)",
      "  Beverly: (42.56°, -70.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Beverly: 5885.1 km from centroid",
      "  Encruzilhada do Sul: 2694.4 km from centroid",
      "  Atibaia: 1865.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Beverly",
      "FINAL ANSWER: Beverly"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.88101,
        "lon": -77.10428,
        "name": "Arlington"
      },
      {
        "lat": 46.82666,
        "lon": -100.88958,
        "name": "Mandan"
      },
      {
        "lat": 33.66808,
        "lon": -117.32726,
        "name": "Lake Elsinore"
      },
      {
        "lat": 53.63344,
        "lon": -113.63533,
        "name": "St. Albert"
      },
      {
        "lat": -9.52614,
        "lon": -77.52869,
        "name": "Huaraz"
      }
    ],
    "question": "Which location is the geographic outlier among: Arlington, Mandan, Lake Elsinore, St. Albert, Huaraz?",
    "ground_truth": {
      "answer": "Huaraz",
      "outlier_distance_km": 5141.8,
      "second_furthest_km": 2664.3,
      "clarity_ratio": 1.93,
      "median_distance_km": 1941.7,
      "distances_to_centroid": {
        "Arlington": 1941.7,
        "Mandan": 1600.5,
        "Lake Elsinore": 1864.3,
        "St. Albert": 2664.3,
        "Huaraz": 5141.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Arlington: (38.88°, -77.10°)",
      "  Mandan: (46.83°, -100.89°)",
      "  Lake Elsinore: (33.67°, -117.33°)",
      "  St. Albert: (53.63°, -113.64°)",
      "  Huaraz: (-9.53°, -77.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Huaraz: 5141.8 km from centroid",
      "  St. Albert: 2664.3 km from centroid",
      "  Arlington: 1941.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Huaraz",
      "FINAL ANSWER: Huaraz"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.31062,
        "lon": -69.77949,
        "name": "Augusta"
      },
      {
        "lat": 33.76696,
        "lon": -118.18923,
        "name": "Long Beach"
      },
      {
        "lat": 42.03725,
        "lon": -88.28119,
        "name": "Elgin"
      },
      {
        "lat": 40.9304,
        "lon": -73.89789,
        "name": "Yonkers"
      },
      {
        "lat": 26.04259,
        "lon": 74.02373,
        "name": "Raipur"
      }
    ],
    "question": "Which location is the geographic outlier among: Augusta, Long Beach, Elgin, Yonkers, Raipur?",
    "ground_truth": {
      "answer": "Raipur",
      "outlier_distance_km": 11191.1,
      "second_furthest_km": 5600.8,
      "clarity_ratio": 2.0,
      "median_distance_km": 2854.9,
      "distances_to_centroid": {
        "Augusta": 1440.9,
        "Long Beach": 5600.8,
        "Elgin": 2854.9,
        "Yonkers": 1652.9,
        "Raipur": 11191.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Augusta: (44.31°, -69.78°)",
      "  Long Beach: (33.77°, -118.19°)",
      "  Elgin: (42.04°, -88.28°)",
      "  Yonkers: (40.93°, -73.90°)",
      "  Raipur: (26.04°, 74.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Raipur: 11191.1 km from centroid",
      "  Long Beach: 5600.8 km from centroid",
      "  Elgin: 2854.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Raipur",
      "FINAL ANSWER: Raipur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.83826,
        "lon": -105.91214,
        "name": "Aldama"
      },
      {
        "lat": 36.72836,
        "lon": -76.58496,
        "name": "Suffolk"
      },
      {
        "lat": 40.98065,
        "lon": -73.68374,
        "name": "Rye"
      },
      {
        "lat": 34.25807,
        "lon": -88.70464,
        "name": "Tupelo"
      },
      {
        "lat": 7.77104,
        "lon": 4.55698,
        "name": "Osogbo"
      }
    ],
    "question": "Which location is the geographic outlier among: Aldama, Suffolk, Rye, Tupelo, Osogbo?",
    "ground_truth": {
      "answer": "Osogbo",
      "outlier_distance_km": 7905.2,
      "second_furthest_km": 3655.5,
      "clarity_ratio": 2.16,
      "median_distance_km": 2007.0,
      "distances_to_centroid": {
        "Aldama": 3655.5,
        "Suffolk": 1110.8,
        "Rye": 1351.5,
        "Tupelo": 2007.0,
        "Osogbo": 7905.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aldama: (28.84°, -105.91°)",
      "  Suffolk: (36.73°, -76.58°)",
      "  Rye: (40.98°, -73.68°)",
      "  Tupelo: (34.26°, -88.70°)",
      "  Osogbo: (7.77°, 4.56°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Osogbo: 7905.2 km from centroid",
      "  Aldama: 3655.5 km from centroid",
      "  Tupelo: 2007.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Osogbo",
      "FINAL ANSWER: Osogbo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 2.06895,
        "lon": -77.05273,
        "name": "Patía"
      },
      {
        "lat": -23.60583,
        "lon": -46.47889,
        "name": "São Mateus"
      },
      {
        "lat": -28.275,
        "lon": -49.16556,
        "name": "Braço do Norte"
      },
      {
        "lat": -15.30833,
        "lon": -49.59833,
        "name": "Ceres"
      },
      {
        "lat": 54.13579,
        "lon": -1.52826,
        "name": "Ripon"
      }
    ],
    "question": "Which location is the geographic outlier among: Patía, São Mateus, Braço do Norte, Ceres, Ripon?",
    "ground_truth": {
      "answer": "Ripon",
      "outlier_distance_km": 7417.4,
      "second_furthest_km": 3620.6,
      "clarity_ratio": 2.05,
      "median_distance_km": 2937.1,
      "distances_to_centroid": {
        "Patía": 3620.6,
        "São Mateus": 2387.7,
        "Braço do Norte": 2937.1,
        "Ceres": 1551.3,
        "Ripon": 7417.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Patía: (2.07°, -77.05°)",
      "  São Mateus: (-23.61°, -46.48°)",
      "  Braço do Norte: (-28.27°, -49.17°)",
      "  Ceres: (-15.31°, -49.60°)",
      "  Ripon: (54.14°, -1.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ripon: 7417.4 km from centroid",
      "  Patía: 3620.6 km from centroid",
      "  Braço do Norte: 2937.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ripon",
      "FINAL ANSWER: Ripon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 32.68222,
        "lon": 112.08194,
        "name": "Dengzhou"
      },
      {
        "lat": 19.74276,
        "lon": 109.34492,
        "name": "Zhonghe"
      },
      {
        "lat": 18.61867,
        "lon": 73.80375,
        "name": "Pimpri-Chinchwad"
      },
      {
        "lat": 30.60369,
        "lon": 109.72333,
        "name": "Yezhou"
      },
      {
        "lat": 5.35113,
        "lon": -0.62313,
        "name": "Winneba"
      }
    ],
    "question": "Which location is the geographic outlier among: Dengzhou, Zhonghe, Pimpri-Chinchwad, Yezhou, Winneba?",
    "ground_truth": {
      "answer": "Winneba",
      "outlier_distance_km": 8911.3,
      "second_furthest_km": 3320.6,
      "clarity_ratio": 2.68,
      "median_distance_km": 3049.5,
      "distances_to_centroid": {
        "Dengzhou": 3320.6,
        "Zhonghe": 2966.5,
        "Pimpri-Chinchwad": 799.9,
        "Yezhou": 3049.5,
        "Winneba": 8911.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dengzhou: (32.68°, 112.08°)",
      "  Zhonghe: (19.74°, 109.34°)",
      "  Pimpri-Chinchwad: (18.62°, 73.80°)",
      "  Yezhou: (30.60°, 109.72°)",
      "  Winneba: (5.35°, -0.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Winneba: 8911.3 km from centroid",
      "  Dengzhou: 3320.6 km from centroid",
      "  Yezhou: 3049.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Winneba",
      "FINAL ANSWER: Winneba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.36471,
        "lon": 5.5856,
        "name": "Voiron"
      },
      {
        "lat": 50.78314,
        "lon": 16.03037,
        "name": "Kamienna Góra"
      },
      {
        "lat": 50.72485,
        "lon": 1.61373,
        "name": "Boulogne-sur-Mer"
      },
      {
        "lat": 53.87561,
        "lon": -1.71232,
        "name": "Guiseley"
      },
      {
        "lat": 41.91419,
        "lon": -88.30869,
        "name": "St. Charles"
      }
    ],
    "question": "Which location is the geographic outlier among: Voiron, Kamienna Góra, Boulogne-sur-Mer, Guiseley, St. Charles?",
    "ground_truth": {
      "answer": "St. Charles",
      "outlier_distance_km": 5677.5,
      "second_furthest_km": 2116.0,
      "clarity_ratio": 2.68,
      "median_distance_km": 1476.3,
      "distances_to_centroid": {
        "Voiron": 1476.3,
        "Kamienna Góra": 2116.0,
        "Boulogne-sur-Mer": 1103.5,
        "Guiseley": 1003.6,
        "St. Charles": 5677.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Voiron: (45.36°, 5.59°)",
      "  Kamienna Góra: (50.78°, 16.03°)",
      "  Boulogne-sur-Mer: (50.72°, 1.61°)",
      "  Guiseley: (53.88°, -1.71°)",
      "  St. Charles: (41.91°, -88.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  St. Charles: 5677.5 km from centroid",
      "  Kamienna Góra: 2116.0 km from centroid",
      "  Voiron: 1476.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: St. Charles",
      "FINAL ANSWER: St. Charles"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.82735,
        "lon": 100.55531,
        "name": "Chatuchak subdistrict"
      },
      {
        "lat": 35.48778,
        "lon": 119.34583,
        "name": "Nanhu"
      },
      {
        "lat": 22.61198,
        "lon": 70.94379,
        "name": "Wānkāner"
      },
      {
        "lat": 21.02115,
        "lon": 105.85231,
        "name": "Cửa Nam"
      },
      {
        "lat": 11.55684,
        "lon": 8.58065,
        "name": "Rano"
      }
    ],
    "question": "Which location is the geographic outlier among: Chatuchak subdistrict, Nanhu, Wānkāner, Cửa Nam, Rano?",
    "ground_truth": {
      "answer": "Rano",
      "outlier_distance_km": 7749.3,
      "second_furthest_km": 4055.6,
      "clarity_ratio": 1.91,
      "median_distance_km": 2572.2,
      "distances_to_centroid": {
        "Chatuchak subdistrict": 2211.5,
        "Nanhu": 4055.6,
        "Wānkāner": 1061.2,
        "Cửa Nam": 2572.2,
        "Rano": 7749.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chatuchak subdistrict: (13.83°, 100.56°)",
      "  Nanhu: (35.49°, 119.35°)",
      "  Wānkāner: (22.61°, 70.94°)",
      "  Cửa Nam: (21.02°, 105.85°)",
      "  Rano: (11.56°, 8.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rano: 7749.3 km from centroid",
      "  Nanhu: 4055.6 km from centroid",
      "  Cửa Nam: 2572.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rano",
      "FINAL ANSWER: Rano"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.50506,
        "lon": -76.31977,
        "name": "Bel Air South"
      },
      {
        "lat": 19.22906,
        "lon": -98.92504,
        "name": "San Mateo Huitzilzingo"
      },
      {
        "lat": 31.11712,
        "lon": -97.7278,
        "name": "Killeen"
      },
      {
        "lat": 34.02316,
        "lon": -84.36159,
        "name": "Roswell"
      },
      {
        "lat": 5.2236,
        "lon": 100.69262,
        "name": "Selama"
      }
    ],
    "question": "Which location is the geographic outlier among: Bel Air South, San Mateo Huitzilzingo, Killeen, Roswell, Selama?",
    "ground_truth": {
      "answer": "Selama",
      "outlier_distance_km": 15429.9,
      "second_furthest_km": 4917.6,
      "clarity_ratio": 3.14,
      "median_distance_km": 4541.2,
      "distances_to_centroid": {
        "Bel Air South": 2775.8,
        "San Mateo Huitzilzingo": 4917.6,
        "Killeen": 4541.2,
        "Roswell": 3295.6,
        "Selama": 15429.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bel Air South: (39.51°, -76.32°)",
      "  San Mateo Huitzilzingo: (19.23°, -98.93°)",
      "  Killeen: (31.12°, -97.73°)",
      "  Roswell: (34.02°, -84.36°)",
      "  Selama: (5.22°, 100.69°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Selama: 15429.9 km from centroid",
      "  San Mateo Huitzilzingo: 4917.6 km from centroid",
      "  Killeen: 4541.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Selama",
      "FINAL ANSWER: Selama"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.56338,
        "lon": -46.63228,
        "name": "Liberdade"
      },
      {
        "lat": -19.86028,
        "lon": -44.60833,
        "name": "Pará de Minas"
      },
      {
        "lat": -0.15491,
        "lon": -50.0615,
        "name": "Tucumã"
      },
      {
        "lat": -16.02028,
        "lon": -49.81028,
        "name": "Itaberaí"
      },
      {
        "lat": 39.70471,
        "lon": -105.08137,
        "name": "Lakewood"
      }
    ],
    "question": "Which location is the geographic outlier among: Liberdade, Pará de Minas, Tucumã, Itaberaí, Lakewood?",
    "ground_truth": {
      "answer": "Lakewood",
      "outlier_distance_km": 6742.6,
      "second_furthest_km": 2564.0,
      "clarity_ratio": 2.63,
      "median_distance_km": 2373.4,
      "distances_to_centroid": {
        "Liberdade": 2564.0,
        "Pará de Minas": 2373.4,
        "Tucumã": 1104.7,
        "Itaberaí": 1689.5,
        "Lakewood": 6742.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Liberdade: (-23.56°, -46.63°)",
      "  Pará de Minas: (-19.86°, -44.61°)",
      "  Tucumã: (-0.15°, -50.06°)",
      "  Itaberaí: (-16.02°, -49.81°)",
      "  Lakewood: (39.70°, -105.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lakewood: 6742.6 km from centroid",
      "  Liberdade: 2564.0 km from centroid",
      "  Pará de Minas: 2373.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lakewood",
      "FINAL ANSWER: Lakewood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.08371,
        "lon": 18.22572,
        "name": "Solec Kujawski"
      },
      {
        "lat": 43.32059,
        "lon": 45.04903,
        "name": "Sunzha"
      },
      {
        "lat": 56.02714,
        "lon": 37.46793,
        "name": "Lobnya"
      },
      {
        "lat": 53.56321,
        "lon": 9.94257,
        "name": "Altona-Nord"
      },
      {
        "lat": 23.1749,
        "lon": -102.86785,
        "name": "Fresnillo"
      }
    ],
    "question": "Which location is the geographic outlier among: Solec Kujawski, Sunzha, Lobnya, Altona-Nord, Fresnillo?",
    "ground_truth": {
      "answer": "Fresnillo",
      "outlier_distance_km": 9224.1,
      "second_furthest_km": 3412.9,
      "clarity_ratio": 2.7,
      "median_distance_km": 2720.0,
      "distances_to_centroid": {
        "Solec Kujawski": 1443.7,
        "Sunzha": 3412.9,
        "Lobnya": 2720.0,
        "Altona-Nord": 1048.1,
        "Fresnillo": 9224.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Solec Kujawski: (53.08°, 18.23°)",
      "  Sunzha: (43.32°, 45.05°)",
      "  Lobnya: (56.03°, 37.47°)",
      "  Altona-Nord: (53.56°, 9.94°)",
      "  Fresnillo: (23.17°, -102.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Fresnillo: 9224.1 km from centroid",
      "  Sunzha: 3412.9 km from centroid",
      "  Lobnya: 2720.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Fresnillo",
      "FINAL ANSWER: Fresnillo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.38032,
        "lon": 150.50595,
        "name": "Rockhampton"
      },
      {
        "lat": -32.06003,
        "lon": 115.955,
        "name": "Thornlie"
      },
      {
        "lat": -31.91099,
        "lon": 152.45387,
        "name": "Taree"
      },
      {
        "lat": -37.78761,
        "lon": 145.14888,
        "name": "Doncaster East"
      },
      {
        "lat": 41.82186,
        "lon": -71.50675,
        "name": "Johnston"
      }
    ],
    "question": "Which location is the geographic outlier among: Rockhampton, Thornlie, Taree, Doncaster East, Johnston?",
    "ground_truth": {
      "answer": "Johnston",
      "outlier_distance_km": 17059.8,
      "second_furthest_km": 5663.4,
      "clarity_ratio": 3.01,
      "median_distance_km": 5455.5,
      "distances_to_centroid": {
        "Rockhampton": 5455.5,
        "Thornlie": 2453.3,
        "Taree": 5663.4,
        "Doncaster East": 5107.2,
        "Johnston": 17059.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rockhampton: (-23.38°, 150.51°)",
      "  Thornlie: (-32.06°, 115.95°)",
      "  Taree: (-31.91°, 152.45°)",
      "  Doncaster East: (-37.79°, 145.15°)",
      "  Johnston: (41.82°, -71.51°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Johnston: 17059.8 km from centroid",
      "  Taree: 5663.4 km from centroid",
      "  Rockhampton: 5455.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Johnston",
      "FINAL ANSWER: Johnston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.65,
        "lon": -2.61667,
        "name": "Chorley"
      },
      {
        "lat": 41.41803,
        "lon": 2.18596,
        "name": "Navas"
      },
      {
        "lat": 50.91877,
        "lon": -1.49037,
        "name": "Totton"
      },
      {
        "lat": 52.49376,
        "lon": 13.44469,
        "name": "Treptow"
      },
      {
        "lat": 21.08242,
        "lon": 106.5138,
        "name": "Thị Trấn Đông Triều"
      }
    ],
    "question": "Which location is the geographic outlier among: Chorley, Navas, Totton, Treptow, Thị Trấn Đông Triều?",
    "ground_truth": {
      "answer": "Thị Trấn Đông Triều",
      "outlier_distance_km": 7848.1,
      "second_furthest_km": 2187.3,
      "clarity_ratio": 3.59,
      "median_distance_km": 2030.2,
      "distances_to_centroid": {
        "Chorley": 2187.3,
        "Navas": 1768.2,
        "Totton": 2030.2,
        "Treptow": 1213.2,
        "Thị Trấn Đông Triều": 7848.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chorley: (53.65°, -2.62°)",
      "  Navas: (41.42°, 2.19°)",
      "  Totton: (50.92°, -1.49°)",
      "  Treptow: (52.49°, 13.44°)",
      "  Thị Trấn Đông Triều: (21.08°, 106.51°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Thị Trấn Đông Triều: 7848.1 km from centroid",
      "  Chorley: 2187.3 km from centroid",
      "  Totton: 2030.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Thị Trấn Đông Triều",
      "FINAL ANSWER: Thị Trấn Đông Triều"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.46667,
        "lon": 101.43333,
        "name": "Qingshizui"
      },
      {
        "lat": 35.61143,
        "lon": 139.71736,
        "name": "Togoshi"
      },
      {
        "lat": 35.49333,
        "lon": 128.74889,
        "name": "Miryang"
      },
      {
        "lat": 23.75644,
        "lon": 86.0051,
        "name": "Phusro"
      },
      {
        "lat": -33.96109,
        "lon": 25.61494,
        "name": "Port Elizabeth"
      }
    ],
    "question": "Which location is the geographic outlier among: Qingshizui, Togoshi, Miryang, Phusro, Port Elizabeth?",
    "ground_truth": {
      "answer": "Port Elizabeth",
      "outlier_distance_km": 9559.9,
      "second_furthest_km": 4584.1,
      "clarity_ratio": 2.09,
      "median_distance_km": 3624.9,
      "distances_to_centroid": {
        "Qingshizui": 2040.0,
        "Togoshi": 4584.1,
        "Miryang": 3624.9,
        "Phusro": 1156.2,
        "Port Elizabeth": 9559.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Qingshizui: (37.47°, 101.43°)",
      "  Togoshi: (35.61°, 139.72°)",
      "  Miryang: (35.49°, 128.75°)",
      "  Phusro: (23.76°, 86.01°)",
      "  Port Elizabeth: (-33.96°, 25.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Port Elizabeth: 9559.9 km from centroid",
      "  Togoshi: 4584.1 km from centroid",
      "  Miryang: 3624.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Port Elizabeth",
      "FINAL ANSWER: Port Elizabeth"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.42118,
        "lon": 130.6136,
        "name": "Yamaguma"
      },
      {
        "lat": 22.29161,
        "lon": 70.79322,
        "name": "Rājkot"
      },
      {
        "lat": 15.1773,
        "lon": 73.99392,
        "name": "Cuncolim"
      },
      {
        "lat": 35.37111,
        "lon": 139.22361,
        "name": "Hadano"
      },
      {
        "lat": -20.23389,
        "lon": -41.51056,
        "name": "Ibatiba"
      }
    ],
    "question": "Which location is the geographic outlier among: Yamaguma, Rājkot, Cuncolim, Hadano, Ibatiba?",
    "ground_truth": {
      "answer": "Ibatiba",
      "outlier_distance_km": 13322.0,
      "second_furthest_km": 6632.4,
      "clarity_ratio": 2.01,
      "median_distance_km": 5836.9,
      "distances_to_centroid": {
        "Yamaguma": 5836.9,
        "Rājkot": 693.1,
        "Cuncolim": 235.3,
        "Hadano": 6632.4,
        "Ibatiba": 13322.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yamaguma: (33.42°, 130.61°)",
      "  Rājkot: (22.29°, 70.79°)",
      "  Cuncolim: (15.18°, 73.99°)",
      "  Hadano: (35.37°, 139.22°)",
      "  Ibatiba: (-20.23°, -41.51°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ibatiba: 13322.0 km from centroid",
      "  Hadano: 6632.4 km from centroid",
      "  Yamaguma: 5836.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ibatiba",
      "FINAL ANSWER: Ibatiba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.37814,
        "lon": -3.70712,
        "name": "Pradolongo"
      },
      {
        "lat": 53.65,
        "lon": -2.61667,
        "name": "Chorley"
      },
      {
        "lat": 49.7685,
        "lon": 4.72487,
        "name": "Charleville-Mézières"
      },
      {
        "lat": 44.03837,
        "lon": 10.04142,
        "name": "Marina di Carrara"
      },
      {
        "lat": 5.62657,
        "lon": -0.25807,
        "name": "New Achimota"
      }
    ],
    "question": "Which location is the geographic outlier among: Pradolongo, Chorley, Charleville-Mézières, Marina di Carrara, New Achimota?",
    "ground_truth": {
      "answer": "New Achimota",
      "outlier_distance_km": 3681.7,
      "second_furthest_km": 1694.4,
      "clarity_ratio": 2.17,
      "median_distance_km": 1255.7,
      "distances_to_centroid": {
        "Pradolongo": 495.0,
        "Chorley": 1694.4,
        "Charleville-Mézières": 1255.7,
        "Marina di Carrara": 918.6,
        "New Achimota": 3681.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pradolongo: (40.38°, -3.71°)",
      "  Chorley: (53.65°, -2.62°)",
      "  Charleville-Mézières: (49.77°, 4.72°)",
      "  Marina di Carrara: (44.04°, 10.04°)",
      "  New Achimota: (5.63°, -0.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  New Achimota: 3681.7 km from centroid",
      "  Chorley: 1694.4 km from centroid",
      "  Charleville-Mézières: 1255.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: New Achimota",
      "FINAL ANSWER: New Achimota"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -14.47389,
        "lon": -48.45972,
        "name": "Niquelândia"
      },
      {
        "lat": -9.335,
        "lon": -50.35,
        "name": "Santana do Araguaia"
      },
      {
        "lat": -23.41778,
        "lon": -49.09056,
        "name": "Itaí"
      },
      {
        "lat": -4.90389,
        "lon": -80.68528,
        "name": "Sullana"
      },
      {
        "lat": -27.53221,
        "lon": 153.22889,
        "name": "Alexandra Hills"
      }
    ],
    "question": "Which location is the geographic outlier among: Niquelândia, Santana do Araguaia, Itaí, Sullana, Alexandra Hills?",
    "ground_truth": {
      "answer": "Alexandra Hills",
      "outlier_distance_km": 15020.1,
      "second_furthest_km": 7252.8,
      "clarity_ratio": 2.07,
      "median_distance_km": 3892.1,
      "distances_to_centroid": {
        "Niquelândia": 3582.6,
        "Santana do Araguaia": 3892.1,
        "Itaí": 3648.5,
        "Sullana": 7252.8,
        "Alexandra Hills": 15020.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Niquelândia: (-14.47°, -48.46°)",
      "  Santana do Araguaia: (-9.34°, -50.35°)",
      "  Itaí: (-23.42°, -49.09°)",
      "  Sullana: (-4.90°, -80.69°)",
      "  Alexandra Hills: (-27.53°, 153.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alexandra Hills: 15020.1 km from centroid",
      "  Sullana: 7252.8 km from centroid",
      "  Santana do Araguaia: 3892.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alexandra Hills",
      "FINAL ANSWER: Alexandra Hills"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.32226,
        "lon": -83.17631,
        "name": "Dearborn"
      },
      {
        "lat": 40.02233,
        "lon": -75.06323,
        "name": "Wissinoming"
      },
      {
        "lat": 18.91614,
        "lon": -103.87713,
        "name": "Tecomán"
      },
      {
        "lat": 18.88352,
        "lon": -97.73344,
        "name": "Tecamachalco"
      },
      {
        "lat": 27.04514,
        "lon": 31.31845,
        "name": "Abū Tīj"
      }
    ],
    "question": "Which location is the geographic outlier among: Dearborn, Wissinoming, Tecomán, Tecamachalco, Abū Tīj?",
    "ground_truth": {
      "answer": "Abū Tīj",
      "outlier_distance_km": 9185.9,
      "second_furthest_km": 4024.6,
      "clarity_ratio": 2.28,
      "median_distance_km": 3440.9,
      "distances_to_centroid": {
        "Dearborn": 2120.5,
        "Wissinoming": 1452.8,
        "Tecomán": 4024.6,
        "Tecamachalco": 3440.9,
        "Abū Tīj": 9185.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dearborn: (42.32°, -83.18°)",
      "  Wissinoming: (40.02°, -75.06°)",
      "  Tecomán: (18.92°, -103.88°)",
      "  Tecamachalco: (18.88°, -97.73°)",
      "  Abū Tīj: (27.05°, 31.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Abū Tīj: 9185.9 km from centroid",
      "  Tecomán: 4024.6 km from centroid",
      "  Tecamachalco: 3440.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Abū Tīj",
      "FINAL ANSWER: Abū Tīj"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.83643,
        "lon": 139.79957,
        "name": "Sōka"
      },
      {
        "lat": 22.50143,
        "lon": 70.04363,
        "name": "Bedi"
      },
      {
        "lat": 34.58167,
        "lon": 119.12889,
        "name": "Haizhou"
      },
      {
        "lat": 30.90343,
        "lon": 109.46682,
        "name": "Xinmin"
      },
      {
        "lat": -23.62808,
        "lon": -46.66791,
        "name": "Campo Belo"
      }
    ],
    "question": "Which location is the geographic outlier among: Sōka, Bedi, Haizhou, Xinmin, Campo Belo?",
    "ground_truth": {
      "answer": "Campo Belo",
      "outlier_distance_km": 14360.3,
      "second_furthest_km": 6184.8,
      "clarity_ratio": 2.32,
      "median_distance_km": 4305.3,
      "distances_to_centroid": {
        "Sōka": 6184.8,
        "Bedi": 903.4,
        "Haizhou": 4305.3,
        "Xinmin": 3334.6,
        "Campo Belo": 14360.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sōka: (35.84°, 139.80°)",
      "  Bedi: (22.50°, 70.04°)",
      "  Haizhou: (34.58°, 119.13°)",
      "  Xinmin: (30.90°, 109.47°)",
      "  Campo Belo: (-23.63°, -46.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Campo Belo: 14360.3 km from centroid",
      "  Sōka: 6184.8 km from centroid",
      "  Haizhou: 4305.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Campo Belo",
      "FINAL ANSWER: Campo Belo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.90561,
        "lon": 145.00279,
        "name": "Brighton"
      },
      {
        "lat": -41.43876,
        "lon": 147.13467,
        "name": "Launceston"
      },
      {
        "lat": -38.04369,
        "lon": 145.2923,
        "name": "Narre Warren South"
      },
      {
        "lat": -36.75818,
        "lon": 144.28024,
        "name": "Bendigo"
      },
      {
        "lat": 28.41866,
        "lon": 30.77861,
        "name": "Maţāy"
      }
    ],
    "question": "Which location is the geographic outlier among: Brighton, Launceston, Narre Warren South, Bendigo, Maţāy?",
    "ground_truth": {
      "answer": "Maţāy",
      "outlier_distance_km": 11460.6,
      "second_furthest_km": 2901.7,
      "clarity_ratio": 3.95,
      "median_distance_km": 2580.5,
      "distances_to_centroid": {
        "Brighton": 2550.9,
        "Launceston": 2901.7,
        "Narre Warren South": 2580.5,
        "Bendigo": 2436.7,
        "Maţāy": 11460.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Brighton: (-37.91°, 145.00°)",
      "  Launceston: (-41.44°, 147.13°)",
      "  Narre Warren South: (-38.04°, 145.29°)",
      "  Bendigo: (-36.76°, 144.28°)",
      "  Maţāy: (28.42°, 30.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maţāy: 11460.6 km from centroid",
      "  Launceston: 2901.7 km from centroid",
      "  Narre Warren South: 2580.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maţāy",
      "FINAL ANSWER: Maţāy"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.84382,
        "lon": 6.85774,
        "name": "Borken"
      },
      {
        "lat": 51.7836,
        "lon": -1.4854,
        "name": "Witney"
      },
      {
        "lat": 51.24053,
        "lon": 6.18376,
        "name": "Brüggen"
      },
      {
        "lat": 48.22786,
        "lon": 9.87874,
        "name": "Laupheim"
      },
      {
        "lat": 33.01457,
        "lon": -97.09696,
        "name": "Flower Mound"
      }
    ],
    "question": "Which location is the geographic outlier among: Borken, Witney, Brüggen, Laupheim, Flower Mound?",
    "ground_truth": {
      "answer": "Flower Mound",
      "outlier_distance_km": 6821.3,
      "second_furthest_km": 1865.9,
      "clarity_ratio": 3.66,
      "median_distance_km": 1660.6,
      "distances_to_centroid": {
        "Borken": 1660.6,
        "Witney": 1106.0,
        "Brüggen": 1604.5,
        "Laupheim": 1865.9,
        "Flower Mound": 6821.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Borken: (51.84°, 6.86°)",
      "  Witney: (51.78°, -1.49°)",
      "  Brüggen: (51.24°, 6.18°)",
      "  Laupheim: (48.23°, 9.88°)",
      "  Flower Mound: (33.01°, -97.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Flower Mound: 6821.3 km from centroid",
      "  Laupheim: 1865.9 km from centroid",
      "  Borken: 1660.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Flower Mound",
      "FINAL ANSWER: Flower Mound"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.09408,
        "lon": -0.25913,
        "name": "Koforidua"
      },
      {
        "lat": -31.49285,
        "lon": 25.00633,
        "name": "Middelburg"
      },
      {
        "lat": 10.48536,
        "lon": 5.14501,
        "name": "Ibeto"
      },
      {
        "lat": 31.16844,
        "lon": 31.7655,
        "name": "Kafr al Kurdī"
      },
      {
        "lat": 48.44963,
        "lon": -123.50261,
        "name": "Langford"
      }
    ],
    "question": "Which location is the geographic outlier among: Koforidua, Middelburg, Ibeto, Kafr al Kurdī, Langford?",
    "ground_truth": {
      "answer": "Langford",
      "outlier_distance_km": 10425.0,
      "second_furthest_km": 6347.3,
      "clarity_ratio": 1.64,
      "median_distance_km": 4937.6,
      "distances_to_centroid": {
        "Koforidua": 1530.0,
        "Middelburg": 6347.3,
        "Ibeto": 1925.9,
        "Kafr al Kurdī": 4937.6,
        "Langford": 10425.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Koforidua: (6.09°, -0.26°)",
      "  Middelburg: (-31.49°, 25.01°)",
      "  Ibeto: (10.49°, 5.15°)",
      "  Kafr al Kurdī: (31.17°, 31.77°)",
      "  Langford: (48.45°, -123.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Langford: 10425.0 km from centroid",
      "  Middelburg: 6347.3 km from centroid",
      "  Kafr al Kurdī: 4937.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Langford",
      "FINAL ANSWER: Langford"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.49755,
        "lon": -2.16889,
        "name": "Kingswinford"
      },
      {
        "lat": 51.55237,
        "lon": -0.12497,
        "name": "Holloway"
      },
      {
        "lat": 38.27559,
        "lon": -3.61535,
        "name": "La Carolina"
      },
      {
        "lat": 40.38644,
        "lon": -3.79818,
        "name": "Campamento"
      },
      {
        "lat": 9.8857,
        "lon": 76.37328,
        "name": "Manakunnam"
      }
    ],
    "question": "Which location is the geographic outlier among: Kingswinford, Holloway, La Carolina, Campamento, Manakunnam?",
    "ground_truth": {
      "answer": "Manakunnam",
      "outlier_distance_km": 6988.3,
      "second_furthest_km": 1959.8,
      "clarity_ratio": 3.57,
      "median_distance_km": 1787.9,
      "distances_to_centroid": {
        "Kingswinford": 1959.8,
        "Holloway": 1787.9,
        "La Carolina": 1475.1,
        "Campamento": 1483.1,
        "Manakunnam": 6988.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kingswinford: (52.50°, -2.17°)",
      "  Holloway: (51.55°, -0.12°)",
      "  La Carolina: (38.28°, -3.62°)",
      "  Campamento: (40.39°, -3.80°)",
      "  Manakunnam: (9.89°, 76.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Manakunnam: 6988.3 km from centroid",
      "  Kingswinford: 1959.8 km from centroid",
      "  Holloway: 1787.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Manakunnam",
      "FINAL ANSWER: Manakunnam"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -39.6381,
        "lon": 176.84918,
        "name": "Hastings"
      },
      {
        "lat": -36.96807,
        "lon": 174.79875,
        "name": "Mangere"
      },
      {
        "lat": -23.84852,
        "lon": 151.25775,
        "name": "Gladstone"
      },
      {
        "lat": -33.88374,
        "lon": 151.21282,
        "name": "Surry Hills"
      },
      {
        "lat": 32.76397,
        "lon": -116.96877,
        "name": "Casa de Oro-Mount Helix"
      }
    ],
    "question": "Which location is the geographic outlier among: Hastings, Mangere, Gladstone, Surry Hills, Casa de Oro-Mount Helix?",
    "ground_truth": {
      "answer": "Casa de Oro-Mount Helix",
      "outlier_distance_km": 15423.4,
      "second_furthest_km": 6851.6,
      "clarity_ratio": 2.25,
      "median_distance_km": 6693.0,
      "distances_to_centroid": {
        "Hastings": 6851.6,
        "Mangere": 6693.0,
        "Gladstone": 4515.6,
        "Surry Hills": 4550.0,
        "Casa de Oro-Mount Helix": 15423.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hastings: (-39.64°, 176.85°)",
      "  Mangere: (-36.97°, 174.80°)",
      "  Gladstone: (-23.85°, 151.26°)",
      "  Surry Hills: (-33.88°, 151.21°)",
      "  Casa de Oro-Mount Helix: (32.76°, -116.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Casa de Oro-Mount Helix: 15423.4 km from centroid",
      "  Hastings: 6851.6 km from centroid",
      "  Mangere: 6693.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Casa de Oro-Mount Helix",
      "FINAL ANSWER: Casa de Oro-Mount Helix"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.40076,
        "lon": 1.04582,
        "name": "Le Grand-Quevilly"
      },
      {
        "lat": 51.59231,
        "lon": 7.6638,
        "name": "Kamen"
      },
      {
        "lat": 52.56014,
        "lon": 13.0927,
        "name": "Falkensee"
      },
      {
        "lat": 51.38678,
        "lon": -0.41319,
        "name": "Walton-on-Thames"
      },
      {
        "lat": -23.38032,
        "lon": 150.50595,
        "name": "Rockhampton"
      }
    ],
    "question": "Which location is the geographic outlier among: Le Grand-Quevilly, Kamen, Falkensee, Walton-on-Thames, Rockhampton?",
    "ground_truth": {
      "answer": "Rockhampton",
      "outlier_distance_km": 13799.8,
      "second_furthest_km": 3210.6,
      "clarity_ratio": 4.3,
      "median_distance_km": 3047.6,
      "distances_to_centroid": {
        "Le Grand-Quevilly": 3047.6,
        "Kamen": 2705.0,
        "Falkensee": 2455.5,
        "Walton-on-Thames": 3210.6,
        "Rockhampton": 13799.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Le Grand-Quevilly: (49.40°, 1.05°)",
      "  Kamen: (51.59°, 7.66°)",
      "  Falkensee: (52.56°, 13.09°)",
      "  Walton-on-Thames: (51.39°, -0.41°)",
      "  Rockhampton: (-23.38°, 150.51°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rockhampton: 13799.8 km from centroid",
      "  Walton-on-Thames: 3210.6 km from centroid",
      "  Le Grand-Quevilly: 3047.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rockhampton",
      "FINAL ANSWER: Rockhampton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -19.81,
        "lon": -43.17361,
        "name": "João Monlevade"
      },
      {
        "lat": -20.91806,
        "lon": -49.44528,
        "name": "Bady Bassitt"
      },
      {
        "lat": -17.345,
        "lon": -44.94194,
        "name": "Pirapora"
      },
      {
        "lat": -6.80306,
        "lon": -35.08056,
        "name": "Rio Tinto"
      },
      {
        "lat": 50.85162,
        "lon": -1.17929,
        "name": "Fareham"
      }
    ],
    "question": "Which location is the geographic outlier among: João Monlevade, Bady Bassitt, Pirapora, Rio Tinto, Fareham?",
    "ground_truth": {
      "answer": "Fareham",
      "outlier_distance_km": 6764.3,
      "second_furthest_km": 2566.0,
      "clarity_ratio": 2.64,
      "median_distance_km": 2099.8,
      "distances_to_centroid": {
        "João Monlevade": 2099.8,
        "Bady Bassitt": 2566.0,
        "Pirapora": 1961.7,
        "Rio Tinto": 446.0,
        "Fareham": 6764.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  João Monlevade: (-19.81°, -43.17°)",
      "  Bady Bassitt: (-20.92°, -49.45°)",
      "  Pirapora: (-17.34°, -44.94°)",
      "  Rio Tinto: (-6.80°, -35.08°)",
      "  Fareham: (50.85°, -1.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Fareham: 6764.3 km from centroid",
      "  Bady Bassitt: 2566.0 km from centroid",
      "  João Monlevade: 2099.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Fareham",
      "FINAL ANSWER: Fareham"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.58412,
        "lon": 3.98336,
        "name": "Epe"
      },
      {
        "lat": -32.72173,
        "lon": 25.58804,
        "name": "Somerset East"
      },
      {
        "lat": 25.48742,
        "lon": 28.97918,
        "name": "Mūţ"
      },
      {
        "lat": -34.08401,
        "lon": 18.82113,
        "name": "Somerset West"
      },
      {
        "lat": 20.43108,
        "lon": -101.72261,
        "name": "Pénjamo"
      }
    ],
    "question": "Which location is the geographic outlier among: Epe, Somerset East, Mūţ, Somerset West, Pénjamo?",
    "ground_truth": {
      "answer": "Pénjamo",
      "outlier_distance_km": 10832.3,
      "second_furthest_km": 4819.4,
      "clarity_ratio": 2.25,
      "median_distance_km": 4592.2,
      "distances_to_centroid": {
        "Epe": 1438.4,
        "Somerset East": 4592.2,
        "Mūţ": 4819.4,
        "Somerset West": 4251.9,
        "Pénjamo": 10832.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Epe: (6.58°, 3.98°)",
      "  Somerset East: (-32.72°, 25.59°)",
      "  Mūţ: (25.49°, 28.98°)",
      "  Somerset West: (-34.08°, 18.82°)",
      "  Pénjamo: (20.43°, -101.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pénjamo: 10832.3 km from centroid",
      "  Mūţ: 4819.4 km from centroid",
      "  Somerset East: 4592.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pénjamo",
      "FINAL ANSWER: Pénjamo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.75181,
        "lon": -44.94385,
        "name": "Poção de Pedras"
      },
      {
        "lat": -11.6725,
        "lon": -61.19361,
        "name": "Pimenta Bueno"
      },
      {
        "lat": 0.71333,
        "lon": -51.41333,
        "name": "Porto Grande"
      },
      {
        "lat": -8.11599,
        "lon": -79.02998,
        "name": "Trujillo"
      },
      {
        "lat": 38.94312,
        "lon": -84.54411,
        "name": "Independence"
      }
    ],
    "question": "Which location is the geographic outlier among: Poção de Pedras, Pimenta Bueno, Porto Grande, Trujillo, Independence?",
    "ground_truth": {
      "answer": "Independence",
      "outlier_distance_km": 4492.6,
      "second_furthest_km": 2310.0,
      "clarity_ratio": 1.94,
      "median_distance_km": 2056.8,
      "distances_to_centroid": {
        "Poção de Pedras": 2310.0,
        "Pimenta Bueno": 1668.1,
        "Porto Grande": 1446.7,
        "Trujillo": 2056.8,
        "Independence": 4492.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Poção de Pedras: (-4.75°, -44.94°)",
      "  Pimenta Bueno: (-11.67°, -61.19°)",
      "  Porto Grande: (0.71°, -51.41°)",
      "  Trujillo: (-8.12°, -79.03°)",
      "  Independence: (38.94°, -84.54°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Independence: 4492.6 km from centroid",
      "  Poção de Pedras: 2310.0 km from centroid",
      "  Trujillo: 2056.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Independence",
      "FINAL ANSWER: Independence"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.8075,
        "lon": 115.86599,
        "name": "Landsdale"
      },
      {
        "lat": -34.92866,
        "lon": 138.59863,
        "name": "Adelaide"
      },
      {
        "lat": -33.95222,
        "lon": 150.89949,
        "name": "Casula"
      },
      {
        "lat": -33.95,
        "lon": 151.23333,
        "name": "Maroubra"
      },
      {
        "lat": 9.99461,
        "lon": 39.89693,
        "name": "Robit"
      }
    ],
    "question": "Which location is the geographic outlier among: Landsdale, Adelaide, Casula, Maroubra, Robit?",
    "ground_truth": {
      "answer": "Robit",
      "outlier_distance_km": 9426.3,
      "second_furthest_km": 3235.7,
      "clarity_ratio": 2.91,
      "median_distance_km": 3205.3,
      "distances_to_centroid": {
        "Landsdale": 835.2,
        "Adelaide": 2160.9,
        "Casula": 3205.3,
        "Maroubra": 3235.7,
        "Robit": 9426.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Landsdale: (-31.81°, 115.87°)",
      "  Adelaide: (-34.93°, 138.60°)",
      "  Casula: (-33.95°, 150.90°)",
      "  Maroubra: (-33.95°, 151.23°)",
      "  Robit: (9.99°, 39.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Robit: 9426.3 km from centroid",
      "  Maroubra: 3235.7 km from centroid",
      "  Casula: 3205.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Robit",
      "FINAL ANSWER: Robit"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.39559,
        "lon": -97.87839,
        "name": "Enid"
      },
      {
        "lat": 40.30428,
        "lon": -74.10042,
        "name": "Tinton Falls"
      },
      {
        "lat": 19.44999,
        "lon": -98.87274,
        "name": "San Miguel Coatlinchán"
      },
      {
        "lat": 43.04946,
        "lon": -88.00759,
        "name": "Wauwatosa"
      },
      {
        "lat": 22.6305,
        "lon": 110.14686,
        "name": "Yulin"
      }
    ],
    "question": "Which location is the geographic outlier among: Enid, Tinton Falls, San Miguel Coatlinchán, Wauwatosa, Yulin?",
    "ground_truth": {
      "answer": "Yulin",
      "outlier_distance_km": 13537.1,
      "second_furthest_km": 5072.8,
      "clarity_ratio": 2.67,
      "median_distance_km": 4394.7,
      "distances_to_centroid": {
        "Enid": 4394.7,
        "Tinton Falls": 2344.0,
        "San Miguel Coatlinchán": 5072.8,
        "Wauwatosa": 3534.0,
        "Yulin": 13537.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Enid: (36.40°, -97.88°)",
      "  Tinton Falls: (40.30°, -74.10°)",
      "  San Miguel Coatlinchán: (19.45°, -98.87°)",
      "  Wauwatosa: (43.05°, -88.01°)",
      "  Yulin: (22.63°, 110.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yulin: 13537.1 km from centroid",
      "  San Miguel Coatlinchán: 5072.8 km from centroid",
      "  Enid: 4394.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yulin",
      "FINAL ANSWER: Yulin"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.79224,
        "lon": -118.31507,
        "name": "Lomita"
      },
      {
        "lat": 30.28604,
        "lon": -97.73889,
        "name": "University of Texas"
      },
      {
        "lat": 28.26701,
        "lon": -105.48093,
        "name": "Meoqui"
      },
      {
        "lat": 19.71288,
        "lon": -98.96895,
        "name": "Tecámac"
      },
      {
        "lat": -38.17058,
        "lon": 144.3114,
        "name": "Highton"
      }
    ],
    "question": "Which location is the geographic outlier among: Lomita, University of Texas, Meoqui, Tecámac, Highton?",
    "ground_truth": {
      "answer": "Highton",
      "outlier_distance_km": 16782.0,
      "second_furthest_km": 6629.5,
      "clarity_ratio": 2.53,
      "median_distance_km": 5368.9,
      "distances_to_centroid": {
        "Lomita": 6629.5,
        "University of Texas": 4659.9,
        "Meoqui": 5368.9,
        "Tecámac": 4664.1,
        "Highton": 16782.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lomita: (33.79°, -118.32°)",
      "  University of Texas: (30.29°, -97.74°)",
      "  Meoqui: (28.27°, -105.48°)",
      "  Tecámac: (19.71°, -98.97°)",
      "  Highton: (-38.17°, 144.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Highton: 16782.0 km from centroid",
      "  Lomita: 6629.5 km from centroid",
      "  Meoqui: 5368.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Highton",
      "FINAL ANSWER: Highton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -39.64355,
        "lon": -72.33269,
        "name": "Panguipulli"
      },
      {
        "lat": -21.31806,
        "lon": -49.05444,
        "name": "Itajobi"
      },
      {
        "lat": -40.80255,
        "lon": -62.98349,
        "name": "Carmen de Patagones"
      },
      {
        "lat": -3.33361,
        "lon": -43.52833,
        "name": "São Benedito do Rio Preto"
      },
      {
        "lat": -41.13333,
        "lon": 174.85,
        "name": "Porirua"
      }
    ],
    "question": "Which location is the geographic outlier among: Panguipulli, Itajobi, Carmen de Patagones, São Benedito do Rio Preto, Porirua?",
    "ground_truth": {
      "answer": "Porirua",
      "outlier_distance_km": 12169.1,
      "second_furthest_km": 5665.4,
      "clarity_ratio": 2.15,
      "median_distance_km": 4863.7,
      "distances_to_centroid": {
        "Panguipulli": 5665.4,
        "Itajobi": 3946.2,
        "Carmen de Patagones": 4863.7,
        "São Benedito do Rio Preto": 4511.2,
        "Porirua": 12169.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Panguipulli: (-39.64°, -72.33°)",
      "  Itajobi: (-21.32°, -49.05°)",
      "  Carmen de Patagones: (-40.80°, -62.98°)",
      "  São Benedito do Rio Preto: (-3.33°, -43.53°)",
      "  Porirua: (-41.13°, 174.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Porirua: 12169.1 km from centroid",
      "  Panguipulli: 5665.4 km from centroid",
      "  Carmen de Patagones: 4863.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Porirua",
      "FINAL ANSWER: Porirua"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 21.0315,
        "lon": -101.87833,
        "name": "Purísima de Bustos"
      },
      {
        "lat": 42.10482,
        "lon": -70.94532,
        "name": "Abington"
      },
      {
        "lat": 32.566,
        "lon": -116.63187,
        "name": "Tecate"
      },
      {
        "lat": 42.15843,
        "lon": -72.32869,
        "name": "Palmer"
      },
      {
        "lat": 14.47995,
        "lon": 78.82346,
        "name": "Kadapa"
      }
    ],
    "question": "Which location is the geographic outlier among: Purísima de Bustos, Abington, Tecate, Palmer, Kadapa?",
    "ground_truth": {
      "answer": "Kadapa",
      "outlier_distance_km": 13107.4,
      "second_furthest_km": 5618.5,
      "clarity_ratio": 2.33,
      "median_distance_km": 4623.9,
      "distances_to_centroid": {
        "Purísima de Bustos": 4623.9,
        "Abington": 1819.7,
        "Tecate": 5618.5,
        "Palmer": 1911.9,
        "Kadapa": 13107.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Purísima de Bustos: (21.03°, -101.88°)",
      "  Abington: (42.10°, -70.95°)",
      "  Tecate: (32.57°, -116.63°)",
      "  Palmer: (42.16°, -72.33°)",
      "  Kadapa: (14.48°, 78.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kadapa: 13107.4 km from centroid",
      "  Tecate: 5618.5 km from centroid",
      "  Purísima de Bustos: 4623.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kadapa",
      "FINAL ANSWER: Kadapa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.75787,
        "lon": 0.37457,
        "name": "Fécamp"
      },
      {
        "lat": 48.15,
        "lon": 11.35,
        "name": "Puchheim"
      },
      {
        "lat": 51.56844,
        "lon": 0.45782,
        "name": "Basildon"
      },
      {
        "lat": 44.83061,
        "lon": -0.52675,
        "name": "Floirac"
      },
      {
        "lat": 18.61472,
        "lon": -99.18028,
        "name": "Jojutla"
      }
    ],
    "question": "Which location is the geographic outlier among: Fécamp, Puchheim, Basildon, Floirac, Jojutla?",
    "ground_truth": {
      "answer": "Jojutla",
      "outlier_distance_km": 7952.3,
      "second_furthest_km": 2322.3,
      "clarity_ratio": 3.42,
      "median_distance_km": 1680.2,
      "distances_to_centroid": {
        "Fécamp": 1585.3,
        "Puchheim": 2322.3,
        "Basildon": 1680.2,
        "Floirac": 1384.7,
        "Jojutla": 7952.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Fécamp: (49.76°, 0.37°)",
      "  Puchheim: (48.15°, 11.35°)",
      "  Basildon: (51.57°, 0.46°)",
      "  Floirac: (44.83°, -0.53°)",
      "  Jojutla: (18.61°, -99.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jojutla: 7952.3 km from centroid",
      "  Puchheim: 2322.3 km from centroid",
      "  Basildon: 1680.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jojutla",
      "FINAL ANSWER: Jojutla"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.73333,
        "lon": 144.8,
        "name": "Saint Albans"
      },
      {
        "lat": -33.71816,
        "lon": 151.11561,
        "name": "Wahroonga"
      },
      {
        "lat": -37.69863,
        "lon": 144.78631,
        "name": "Taylors Lakes"
      },
      {
        "lat": -37.96667,
        "lon": 145.16667,
        "name": "Noble Park"
      },
      {
        "lat": 36.94589,
        "lon": 118.58864,
        "name": "Hualong"
      }
    ],
    "question": "Which location is the geographic outlier among: Saint Albans, Wahroonga, Taylors Lakes, Noble Park, Hualong?",
    "ground_truth": {
      "answer": "Hualong",
      "outlier_distance_km": 6962.8,
      "second_furthest_km": 1818.2,
      "clarity_ratio": 3.83,
      "median_distance_km": 1785.4,
      "distances_to_centroid": {
        "Saint Albans": 1785.4,
        "Wahroonga": 1640.4,
        "Taylors Lakes": 1781.3,
        "Noble Park": 1818.2,
        "Hualong": 6962.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Saint Albans: (-37.73°, 144.80°)",
      "  Wahroonga: (-33.72°, 151.12°)",
      "  Taylors Lakes: (-37.70°, 144.79°)",
      "  Noble Park: (-37.97°, 145.17°)",
      "  Hualong: (36.95°, 118.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hualong: 6962.8 km from centroid",
      "  Noble Park: 1818.2 km from centroid",
      "  Saint Albans: 1785.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hualong",
      "FINAL ANSWER: Hualong"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -12.48602,
        "lon": 130.9833,
        "name": "Palmerston"
      },
      {
        "lat": -37.88461,
        "lon": 145.29539,
        "name": "Ferntree Gully"
      },
      {
        "lat": -34.78254,
        "lon": 138.61077,
        "name": "Parafield Gardens"
      },
      {
        "lat": -36.9482,
        "lon": 174.87019,
        "name": "Otara"
      },
      {
        "lat": 21.23695,
        "lon": 105.70483,
        "name": "Phúc Yên"
      }
    ],
    "question": "Which location is the geographic outlier among: Palmerston, Ferntree Gully, Parafield Gardens, Otara, Phúc Yên?",
    "ground_truth": {
      "answer": "Phúc Yên",
      "outlier_distance_km": 5863.0,
      "second_furthest_km": 3927.9,
      "clarity_ratio": 1.49,
      "median_distance_km": 2058.3,
      "distances_to_centroid": {
        "Palmerston": 1215.7,
        "Ferntree Gully": 2058.3,
        "Parafield Gardens": 1625.2,
        "Otara": 3927.9,
        "Phúc Yên": 5863.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Palmerston: (-12.49°, 130.98°)",
      "  Ferntree Gully: (-37.88°, 145.30°)",
      "  Parafield Gardens: (-34.78°, 138.61°)",
      "  Otara: (-36.95°, 174.87°)",
      "  Phúc Yên: (21.24°, 105.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Phúc Yên: 5863.0 km from centroid",
      "  Otara: 3927.9 km from centroid",
      "  Ferntree Gully: 2058.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Phúc Yên",
      "FINAL ANSWER: Phúc Yên"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.12511,
        "lon": 31.25053,
        "name": "Shubrā al Khaymah"
      },
      {
        "lat": -29.12107,
        "lon": 26.214,
        "name": "Bloemfontein"
      },
      {
        "lat": -26.31401,
        "lon": 26.82223,
        "name": "Ventersdorp"
      },
      {
        "lat": 31.19688,
        "lon": 31.5243,
        "name": "Shirbīn"
      },
      {
        "lat": 6.46065,
        "lon": -71.73618,
        "name": "Tame"
      }
    ],
    "question": "Which location is the geographic outlier among: Shubrā al Khaymah, Bloemfontein, Ventersdorp, Shirbīn, Tame?",
    "ground_truth": {
      "answer": "Tame",
      "outlier_distance_km": 8933.3,
      "second_furthest_km": 3985.1,
      "clarity_ratio": 2.24,
      "median_distance_km": 3971.9,
      "distances_to_centroid": {
        "Shubrā al Khaymah": 3878.5,
        "Bloemfontein": 3971.9,
        "Ventersdorp": 3740.1,
        "Shirbīn": 3985.1,
        "Tame": 8933.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shubrā al Khaymah: (30.13°, 31.25°)",
      "  Bloemfontein: (-29.12°, 26.21°)",
      "  Ventersdorp: (-26.31°, 26.82°)",
      "  Shirbīn: (31.20°, 31.52°)",
      "  Tame: (6.46°, -71.74°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tame: 8933.3 km from centroid",
      "  Shirbīn: 3985.1 km from centroid",
      "  Bloemfontein: 3971.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tame",
      "FINAL ANSWER: Tame"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.57788,
        "lon": -73.99403,
        "name": "Coney Island"
      },
      {
        "lat": 38.5767,
        "lon": -92.17352,
        "name": "Jefferson City"
      },
      {
        "lat": 40.91677,
        "lon": -74.17181,
        "name": "Paterson"
      },
      {
        "lat": 25.18909,
        "lon": -99.82865,
        "name": "Montemorelos"
      },
      {
        "lat": 44.10083,
        "lon": 39.08326,
        "name": "Tuapse"
      }
    ],
    "question": "Which location is the geographic outlier among: Coney Island, Jefferson City, Paterson, Montemorelos, Tuapse?",
    "ground_truth": {
      "answer": "Tuapse",
      "outlier_distance_km": 7827.0,
      "second_furthest_km": 3975.2,
      "clarity_ratio": 1.97,
      "median_distance_km": 2778.5,
      "distances_to_centroid": {
        "Coney Island": 1222.9,
        "Jefferson City": 2778.5,
        "Paterson": 1244.5,
        "Montemorelos": 3975.2,
        "Tuapse": 7827.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Coney Island: (40.58°, -73.99°)",
      "  Jefferson City: (38.58°, -92.17°)",
      "  Paterson: (40.92°, -74.17°)",
      "  Montemorelos: (25.19°, -99.83°)",
      "  Tuapse: (44.10°, 39.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tuapse: 7827.0 km from centroid",
      "  Montemorelos: 3975.2 km from centroid",
      "  Jefferson City: 2778.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tuapse",
      "FINAL ANSWER: Tuapse"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.84222,
        "lon": 38.56686,
        "name": "Il’skiy"
      },
      {
        "lat": 27.99243,
        "lon": -15.41915,
        "name": "Telde"
      },
      {
        "lat": 51.3281,
        "lon": 8.00369,
        "name": "Sundern"
      },
      {
        "lat": 53.42519,
        "lon": -2.32443,
        "name": "Sale"
      },
      {
        "lat": 45.56839,
        "lon": -73.20568,
        "name": "Beloeil"
      }
    ],
    "question": "Which location is the geographic outlier among: Il’skiy, Telde, Sundern, Sale, Beloeil?",
    "ground_truth": {
      "answer": "Beloeil",
      "outlier_distance_km": 4909.6,
      "second_furthest_km": 3692.8,
      "clarity_ratio": 1.33,
      "median_distance_km": 1939.2,
      "distances_to_centroid": {
        "Il’skiy": 3692.8,
        "Telde": 1939.2,
        "Sundern": 1455.4,
        "Sale": 1087.2,
        "Beloeil": 4909.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Il’skiy: (44.84°, 38.57°)",
      "  Telde: (27.99°, -15.42°)",
      "  Sundern: (51.33°, 8.00°)",
      "  Sale: (53.43°, -2.32°)",
      "  Beloeil: (45.57°, -73.21°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Beloeil: 4909.6 km from centroid",
      "  Il’skiy: 3692.8 km from centroid",
      "  Telde: 1939.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Beloeil",
      "FINAL ANSWER: Beloeil"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.50525,
        "lon": -43.8588,
        "name": "Congonhas"
      },
      {
        "lat": -23.74417,
        "lon": -46.39833,
        "name": "Rio Grande da Serra"
      },
      {
        "lat": 6.17591,
        "lon": -75.59174,
        "name": "Envigado"
      },
      {
        "lat": -34.65187,
        "lon": -71.19724,
        "name": "Nancagua"
      },
      {
        "lat": 48.78889,
        "lon": 2.27078,
        "name": "Le Plessis-Robinson"
      }
    ],
    "question": "Which location is the geographic outlier among: Congonhas, Rio Grande da Serra, Envigado, Nancagua, Le Plessis-Robinson?",
    "ground_truth": {
      "answer": "Le Plessis-Robinson",
      "outlier_distance_km": 7620.4,
      "second_furthest_km": 4153.4,
      "clarity_ratio": 1.83,
      "median_distance_km": 3404.8,
      "distances_to_centroid": {
        "Congonhas": 1779.5,
        "Rio Grande da Serra": 2108.8,
        "Envigado": 3404.8,
        "Nancagua": 4153.4,
        "Le Plessis-Robinson": 7620.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Congonhas: (-20.51°, -43.86°)",
      "  Rio Grande da Serra: (-23.74°, -46.40°)",
      "  Envigado: (6.18°, -75.59°)",
      "  Nancagua: (-34.65°, -71.20°)",
      "  Le Plessis-Robinson: (48.79°, 2.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Le Plessis-Robinson: 7620.4 km from centroid",
      "  Nancagua: 4153.4 km from centroid",
      "  Envigado: 3404.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Le Plessis-Robinson",
      "FINAL ANSWER: Le Plessis-Robinson"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.71877,
        "lon": 120.24233,
        "name": "Zhuji"
      },
      {
        "lat": 35.68917,
        "lon": 139.83282,
        "name": "Ōjima"
      },
      {
        "lat": 22.8774,
        "lon": 88.75479,
        "name": "Gobārdānga"
      },
      {
        "lat": 33.39471,
        "lon": 133.29128,
        "name": "Susaki"
      },
      {
        "lat": 51.0344,
        "lon": 2.37681,
        "name": "Dunkerque"
      }
    ],
    "question": "Which location is the geographic outlier among: Zhuji, Ōjima, Gobārdānga, Susaki, Dunkerque?",
    "ground_truth": {
      "answer": "Dunkerque",
      "outlier_distance_km": 7385.6,
      "second_furthest_km": 3875.6,
      "clarity_ratio": 1.91,
      "median_distance_km": 3340.2,
      "distances_to_centroid": {
        "Zhuji": 2256.9,
        "Ōjima": 3875.6,
        "Gobārdānga": 1519.6,
        "Susaki": 3340.2,
        "Dunkerque": 7385.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zhuji: (29.72°, 120.24°)",
      "  Ōjima: (35.69°, 139.83°)",
      "  Gobārdānga: (22.88°, 88.75°)",
      "  Susaki: (33.39°, 133.29°)",
      "  Dunkerque: (51.03°, 2.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dunkerque: 7385.6 km from centroid",
      "  Ōjima: 3875.6 km from centroid",
      "  Susaki: 3340.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dunkerque",
      "FINAL ANSWER: Dunkerque"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.43997,
        "lon": -76.61099,
        "name": "Lutherville-Timonium"
      },
      {
        "lat": 38.77144,
        "lon": -90.37095,
        "name": "Hazelwood"
      },
      {
        "lat": 45.4002,
        "lon": -75.80644,
        "name": "Aylmer"
      },
      {
        "lat": 41.53311,
        "lon": -81.57901,
        "name": "East Cleveland"
      },
      {
        "lat": 48.97374,
        "lon": 1.70253,
        "name": "Mantes-la-Ville"
      }
    ],
    "question": "Which location is the geographic outlier among: Lutherville-Timonium, Hazelwood, Aylmer, East Cleveland, Mantes-la-Ville?",
    "ground_truth": {
      "answer": "Mantes-la-Ville",
      "outlier_distance_km": 5006.4,
      "second_furthest_km": 2211.9,
      "clarity_ratio": 2.26,
      "median_distance_km": 1409.5,
      "distances_to_centroid": {
        "Lutherville-Timonium": 1078.0,
        "Hazelwood": 2211.9,
        "Aylmer": 943.6,
        "East Cleveland": 1409.5,
        "Mantes-la-Ville": 5006.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lutherville-Timonium: (39.44°, -76.61°)",
      "  Hazelwood: (38.77°, -90.37°)",
      "  Aylmer: (45.40°, -75.81°)",
      "  East Cleveland: (41.53°, -81.58°)",
      "  Mantes-la-Ville: (48.97°, 1.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mantes-la-Ville: 5006.4 km from centroid",
      "  Hazelwood: 2211.9 km from centroid",
      "  East Cleveland: 1409.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mantes-la-Ville",
      "FINAL ANSWER: Mantes-la-Ville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.20556,
        "lon": 37.77778,
        "name": "Shinshicho"
      },
      {
        "lat": -26.41663,
        "lon": 29.08668,
        "name": "Kinross"
      },
      {
        "lat": -30.64966,
        "lon": 24.0123,
        "name": "De Aar"
      },
      {
        "lat": -27.38985,
        "lon": 30.95469,
        "name": "Frischgewaagd"
      },
      {
        "lat": 26.74134,
        "lon": 83.88689,
        "name": "Kushinagar"
      }
    ],
    "question": "Which location is the geographic outlier among: Shinshicho, Kinross, De Aar, Frischgewaagd, Kushinagar?",
    "ground_truth": {
      "answer": "Kushinagar",
      "outlier_distance_km": 6168.5,
      "second_furthest_km": 2891.0,
      "clarity_ratio": 2.13,
      "median_distance_km": 2212.9,
      "distances_to_centroid": {
        "Shinshicho": 1960.3,
        "Kinross": 2212.9,
        "De Aar": 2891.0,
        "Frischgewaagd": 2198.7,
        "Kushinagar": 6168.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shinshicho: (7.21°, 37.78°)",
      "  Kinross: (-26.42°, 29.09°)",
      "  De Aar: (-30.65°, 24.01°)",
      "  Frischgewaagd: (-27.39°, 30.95°)",
      "  Kushinagar: (26.74°, 83.89°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kushinagar: 6168.5 km from centroid",
      "  De Aar: 2891.0 km from centroid",
      "  Kinross: 2212.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kushinagar",
      "FINAL ANSWER: Kushinagar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.0646,
        "lon": 174.94212,
        "name": "Papakura"
      },
      {
        "lat": -31.95224,
        "lon": 115.8614,
        "name": "Perth"
      },
      {
        "lat": -37.69047,
        "lon": 144.74172,
        "name": "Hillside"
      },
      {
        "lat": -36.88158,
        "lon": 174.76204,
        "name": "Mount Eden"
      },
      {
        "lat": 31.02795,
        "lon": 30.71493,
        "name": "Shubrākhīt"
      }
    ],
    "question": "Which location is the geographic outlier among: Papakura, Perth, Hillside, Mount Eden, Shubrākhīt?",
    "ground_truth": {
      "answer": "Shubrākhīt",
      "outlier_distance_km": 11952.4,
      "second_furthest_km": 4738.1,
      "clarity_ratio": 2.52,
      "median_distance_km": 4720.0,
      "distances_to_centroid": {
        "Papakura": 4738.1,
        "Perth": 1607.4,
        "Hillside": 2311.9,
        "Mount Eden": 4720.0,
        "Shubrākhīt": 11952.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Papakura: (-37.06°, 174.94°)",
      "  Perth: (-31.95°, 115.86°)",
      "  Hillside: (-37.69°, 144.74°)",
      "  Mount Eden: (-36.88°, 174.76°)",
      "  Shubrākhīt: (31.03°, 30.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shubrākhīt: 11952.4 km from centroid",
      "  Papakura: 4738.1 km from centroid",
      "  Mount Eden: 4720.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shubrākhīt",
      "FINAL ANSWER: Shubrākhīt"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.17697,
        "lon": -76.72774,
        "name": "Juanjuí"
      },
      {
        "lat": -23.55083,
        "lon": -51.46083,
        "name": "Apucarana"
      },
      {
        "lat": 10.88606,
        "lon": -72.8487,
        "name": "Fonseca"
      },
      {
        "lat": -29.02889,
        "lon": -51.18167,
        "name": "Flores da Cunha"
      },
      {
        "lat": -37.0182,
        "lon": 174.88019,
        "name": "Manurewa"
      }
    ],
    "question": "Which location is the geographic outlier among: Juanjuí, Apucarana, Fonseca, Flores da Cunha, Manurewa?",
    "ground_truth": {
      "answer": "Manurewa",
      "outlier_distance_km": 13891.8,
      "second_furthest_km": 7034.1,
      "clarity_ratio": 1.97,
      "median_distance_km": 6725.4,
      "distances_to_centroid": {
        "Juanjuí": 6725.4,
        "Apucarana": 3808.1,
        "Fonseca": 7034.1,
        "Flores da Cunha": 3864.7,
        "Manurewa": 13891.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Juanjuí: (-7.18°, -76.73°)",
      "  Apucarana: (-23.55°, -51.46°)",
      "  Fonseca: (10.89°, -72.85°)",
      "  Flores da Cunha: (-29.03°, -51.18°)",
      "  Manurewa: (-37.02°, 174.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Manurewa: 13891.8 km from centroid",
      "  Fonseca: 7034.1 km from centroid",
      "  Juanjuí: 6725.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Manurewa",
      "FINAL ANSWER: Manurewa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.53284,
        "lon": 108.42504,
        "name": "Yushan"
      },
      {
        "lat": 30.08963,
        "lon": 105.85665,
        "name": "Tianjia"
      },
      {
        "lat": 14.23976,
        "lon": 75.64507,
        "name": "Honnāli"
      },
      {
        "lat": 27.99486,
        "lon": 74.95628,
        "name": "Fatehpur"
      },
      {
        "lat": 39.02861,
        "lon": -96.8314,
        "name": "Junction City"
      }
    ],
    "question": "Which location is the geographic outlier among: Yushan, Tianjia, Honnāli, Fatehpur, Junction City?",
    "ground_truth": {
      "answer": "Junction City",
      "outlier_distance_km": 11937.4,
      "second_furthest_km": 5289.5,
      "clarity_ratio": 2.26,
      "median_distance_km": 5034.2,
      "distances_to_centroid": {
        "Yushan": 5289.5,
        "Tianjia": 5034.2,
        "Honnāli": 2752.0,
        "Fatehpur": 2091.4,
        "Junction City": 11937.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yushan: (29.53°, 108.43°)",
      "  Tianjia: (30.09°, 105.86°)",
      "  Honnāli: (14.24°, 75.65°)",
      "  Fatehpur: (27.99°, 74.96°)",
      "  Junction City: (39.03°, -96.83°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Junction City: 11937.4 km from centroid",
      "  Yushan: 5289.5 km from centroid",
      "  Tianjia: 5034.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Junction City",
      "FINAL ANSWER: Junction City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.31168,
        "lon": 41.44301,
        "name": "Deder"
      },
      {
        "lat": 7.55632,
        "lon": 3.44107,
        "name": "Orita-Eruwa"
      },
      {
        "lat": 5.61411,
        "lon": -1.5502,
        "name": "Twifu Praso"
      },
      {
        "lat": -26.10528,
        "lon": 28.09884,
        "name": "Alexandra"
      },
      {
        "lat": 19.23502,
        "lon": -101.45824,
        "name": "Tacámbaro de Codallos"
      }
    ],
    "question": "Which location is the geographic outlier among: Deder, Orita-Eruwa, Twifu Praso, Alexandra, Tacámbaro de Codallos?",
    "ground_truth": {
      "answer": "Tacámbaro de Codallos",
      "outlier_distance_km": 10464.4,
      "second_furthest_km": 5285.4,
      "clarity_ratio": 1.98,
      "median_distance_km": 4900.4,
      "distances_to_centroid": {
        "Deder": 5285.4,
        "Orita-Eruwa": 1155.9,
        "Twifu Praso": 566.3,
        "Alexandra": 4900.4,
        "Tacámbaro de Codallos": 10464.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Deder: (9.31°, 41.44°)",
      "  Orita-Eruwa: (7.56°, 3.44°)",
      "  Twifu Praso: (5.61°, -1.55°)",
      "  Alexandra: (-26.11°, 28.10°)",
      "  Tacámbaro de Codallos: (19.24°, -101.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tacámbaro de Codallos: 10464.4 km from centroid",
      "  Deder: 5285.4 km from centroid",
      "  Alexandra: 4900.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tacámbaro de Codallos",
      "FINAL ANSWER: Tacámbaro de Codallos"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.88374,
        "lon": 151.21282,
        "name": "Surry Hills"
      },
      {
        "lat": -37.76722,
        "lon": 144.76657,
        "name": "Deer Park"
      },
      {
        "lat": -33.8406,
        "lon": 151.00748,
        "name": "Granville"
      },
      {
        "lat": -38.02388,
        "lon": 144.40617,
        "name": "Lara"
      },
      {
        "lat": 23.87968,
        "lon": 115.72546,
        "name": "Hengbei"
      }
    ],
    "question": "Which location is the geographic outlier among: Surry Hills, Deer Park, Granville, Lara, Hengbei?",
    "ground_truth": {
      "answer": "Hengbei",
      "outlier_distance_km": 5995.3,
      "second_furthest_km": 1592.8,
      "clarity_ratio": 3.76,
      "median_distance_km": 1571.4,
      "distances_to_centroid": {
        "Surry Hills": 1459.0,
        "Deer Park": 1571.4,
        "Granville": 1442.6,
        "Lara": 1592.8,
        "Hengbei": 5995.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Surry Hills: (-33.88°, 151.21°)",
      "  Deer Park: (-37.77°, 144.77°)",
      "  Granville: (-33.84°, 151.01°)",
      "  Lara: (-38.02°, 144.41°)",
      "  Hengbei: (23.88°, 115.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hengbei: 5995.3 km from centroid",
      "  Lara: 1592.8 km from centroid",
      "  Deer Park: 1571.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hengbei",
      "FINAL ANSWER: Hengbei"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81819,
        "lon": 145.00176,
        "name": "Richmond"
      },
      {
        "lat": -37.70988,
        "lon": 144.75483,
        "name": "Taylors Hill"
      },
      {
        "lat": -33.86482,
        "lon": 151.20773,
        "name": "Sydney Central Business District"
      },
      {
        "lat": -28.21298,
        "lon": 153.53634,
        "name": "Banora Point"
      },
      {
        "lat": 42.03336,
        "lon": -88.08341,
        "name": "Schaumburg"
      }
    ],
    "question": "Which location is the geographic outlier among: Richmond, Taylors Hill, Sydney Central Business District, Banora Point, Schaumburg?",
    "ground_truth": {
      "answer": "Schaumburg",
      "outlier_distance_km": 17317.6,
      "second_furthest_km": 5376.8,
      "clarity_ratio": 3.22,
      "median_distance_km": 5177.4,
      "distances_to_centroid": {
        "Richmond": 4697.7,
        "Taylors Hill": 4673.8,
        "Sydney Central Business District": 5177.4,
        "Banora Point": 5376.8,
        "Schaumburg": 17317.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Richmond: (-37.82°, 145.00°)",
      "  Taylors Hill: (-37.71°, 144.75°)",
      "  Sydney Central Business District: (-33.86°, 151.21°)",
      "  Banora Point: (-28.21°, 153.54°)",
      "  Schaumburg: (42.03°, -88.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Schaumburg: 17317.6 km from centroid",
      "  Banora Point: 5376.8 km from centroid",
      "  Sydney Central Business District: 5177.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Schaumburg",
      "FINAL ANSWER: Schaumburg"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.18833,
        "lon": -39.73694,
        "name": "Santana do Cariri"
      },
      {
        "lat": -1.35028,
        "lon": -47.57556,
        "name": "Santa Maria do Pará"
      },
      {
        "lat": 2.89583,
        "lon": -61.4975,
        "name": "Alto Alegre"
      },
      {
        "lat": -14.75583,
        "lon": -43.93222,
        "name": "Manga"
      },
      {
        "lat": 46.0693,
        "lon": 13.23715,
        "name": "Udine"
      }
    ],
    "question": "Which location is the geographic outlier among: Santana do Cariri, Santa Maria do Pará, Alto Alegre, Manga, Udine?",
    "ground_truth": {
      "answer": "Udine",
      "outlier_distance_km": 6549.4,
      "second_furthest_km": 2849.8,
      "clarity_ratio": 2.3,
      "median_distance_km": 2382.3,
      "distances_to_centroid": {
        "Santana do Cariri": 1434.8,
        "Santa Maria do Pará": 1483.7,
        "Alto Alegre": 2849.8,
        "Manga": 2382.3,
        "Udine": 6549.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santana do Cariri: (-7.19°, -39.74°)",
      "  Santa Maria do Pará: (-1.35°, -47.58°)",
      "  Alto Alegre: (2.90°, -61.50°)",
      "  Manga: (-14.76°, -43.93°)",
      "  Udine: (46.07°, 13.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Udine: 6549.4 km from centroid",
      "  Alto Alegre: 2849.8 km from centroid",
      "  Manga: 2382.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Udine",
      "FINAL ANSWER: Udine"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.77884,
        "lon": 124.09545,
        "name": "Changtu"
      },
      {
        "lat": 23.4871,
        "lon": 80.10404,
        "name": "Sihorā"
      },
      {
        "lat": 10.79832,
        "lon": 105.23887,
        "name": "Tân Châu"
      },
      {
        "lat": 35.40056,
        "lon": 116.96556,
        "name": "Zoucheng"
      },
      {
        "lat": 20.56444,
        "lon": -103.30222,
        "name": "Las Pintitas"
      }
    ],
    "question": "Which location is the geographic outlier among: Changtu, Sihorā, Tân Châu, Zoucheng, Las Pintitas?",
    "ground_truth": {
      "answer": "Las Pintitas",
      "outlier_distance_km": 14610.8,
      "second_furthest_km": 5603.7,
      "clarity_ratio": 2.61,
      "median_distance_km": 5025.7,
      "distances_to_centroid": {
        "Changtu": 5603.7,
        "Sihorā": 1596.7,
        "Tân Châu": 4599.0,
        "Zoucheng": 5025.7,
        "Las Pintitas": 14610.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Changtu: (42.78°, 124.10°)",
      "  Sihorā: (23.49°, 80.10°)",
      "  Tân Châu: (10.80°, 105.24°)",
      "  Zoucheng: (35.40°, 116.97°)",
      "  Las Pintitas: (20.56°, -103.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Las Pintitas: 14610.8 km from centroid",
      "  Changtu: 5603.7 km from centroid",
      "  Zoucheng: 5025.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Las Pintitas",
      "FINAL ANSWER: Las Pintitas"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.08111,
        "lon": -53.055,
        "name": "Francisco Beltrão"
      },
      {
        "lat": -20.05639,
        "lon": -44.18833,
        "name": "Mário Campos"
      },
      {
        "lat": -5.37139,
        "lon": -45.63639,
        "name": "Jenipapo dos Vieiras"
      },
      {
        "lat": -20.84889,
        "lon": -41.11278,
        "name": "Cachoeiro de Itapemirim"
      },
      {
        "lat": 36.62364,
        "lon": -6.35997,
        "name": "Rota"
      }
    ],
    "question": "Which location is the geographic outlier among: Francisco Beltrão, Mário Campos, Jenipapo dos Vieiras, Cachoeiro de Itapemirim, Rota?",
    "ground_truth": {
      "answer": "Rota",
      "outlier_distance_km": 5882.0,
      "second_furthest_km": 2636.5,
      "clarity_ratio": 2.23,
      "median_distance_km": 1579.7,
      "distances_to_centroid": {
        "Francisco Beltrão": 2636.5,
        "Mário Campos": 1579.7,
        "Jenipapo dos Vieiras": 859.2,
        "Cachoeiro de Itapemirim": 1558.4,
        "Rota": 5882.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Francisco Beltrão: (-26.08°, -53.05°)",
      "  Mário Campos: (-20.06°, -44.19°)",
      "  Jenipapo dos Vieiras: (-5.37°, -45.64°)",
      "  Cachoeiro de Itapemirim: (-20.85°, -41.11°)",
      "  Rota: (36.62°, -6.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rota: 5882.0 km from centroid",
      "  Francisco Beltrão: 2636.5 km from centroid",
      "  Mário Campos: 1579.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rota",
      "FINAL ANSWER: Rota"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.81015,
        "lon": 28.74248,
        "name": "Bronkhorstspruit"
      },
      {
        "lat": 7.62329,
        "lon": 5.22087,
        "name": "Ado-Ekiti"
      },
      {
        "lat": -33.30422,
        "lon": 26.53276,
        "name": "Grahamstown"
      },
      {
        "lat": -26.67313,
        "lon": 27.92615,
        "name": "Vereeniging"
      },
      {
        "lat": 26.17231,
        "lon": -80.13199,
        "name": "Oakland Park"
      }
    ],
    "question": "Which location is the geographic outlier among: Bronkhorstspruit, Ado-Ekiti, Grahamstown, Vereeniging, Oakland Park?",
    "ground_truth": {
      "answer": "Oakland Park",
      "outlier_distance_km": 9711.5,
      "second_furthest_km": 3596.1,
      "clarity_ratio": 2.7,
      "median_distance_km": 3324.2,
      "distances_to_centroid": {
        "Bronkhorstspruit": 3324.2,
        "Ado-Ekiti": 2042.4,
        "Grahamstown": 3596.1,
        "Vereeniging": 3295.6,
        "Oakland Park": 9711.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bronkhorstspruit: (-25.81°, 28.74°)",
      "  Ado-Ekiti: (7.62°, 5.22°)",
      "  Grahamstown: (-33.30°, 26.53°)",
      "  Vereeniging: (-26.67°, 27.93°)",
      "  Oakland Park: (26.17°, -80.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Oakland Park: 9711.5 km from centroid",
      "  Grahamstown: 3596.1 km from centroid",
      "  Bronkhorstspruit: 3324.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Oakland Park",
      "FINAL ANSWER: Oakland Park"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 1.09667,
        "lon": 36.69806,
        "name": "Maralal"
      },
      {
        "lat": 13.06269,
        "lon": 5.24322,
        "name": "Sokoto"
      },
      {
        "lat": 7.23333,
        "lon": 37.88333,
        "name": "Duramē"
      },
      {
        "lat": 28.82306,
        "lon": 30.89903,
        "name": "Al Fashn"
      },
      {
        "lat": 8.94417,
        "lon": 125.50194,
        "name": "Libertad"
      }
    ],
    "question": "Which location is the geographic outlier among: Maralal, Sokoto, Duramē, Al Fashn, Libertad?",
    "ground_truth": {
      "answer": "Libertad",
      "outlier_distance_km": 8537.8,
      "second_furthest_km": 4557.6,
      "clarity_ratio": 1.87,
      "median_distance_km": 2538.1,
      "distances_to_centroid": {
        "Maralal": 1667.0,
        "Sokoto": 4557.6,
        "Duramē": 1146.6,
        "Al Fashn": 2538.1,
        "Libertad": 8537.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maralal: (1.10°, 36.70°)",
      "  Sokoto: (13.06°, 5.24°)",
      "  Duramē: (7.23°, 37.88°)",
      "  Al Fashn: (28.82°, 30.90°)",
      "  Libertad: (8.94°, 125.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Libertad: 8537.8 km from centroid",
      "  Sokoto: 4557.6 km from centroid",
      "  Al Fashn: 2538.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Libertad",
      "FINAL ANSWER: Libertad"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.30664,
        "lon": 44.98395,
        "name": "Troitskaya"
      },
      {
        "lat": 53.96796,
        "lon": 38.33151,
        "name": "Donskoy"
      },
      {
        "lat": 50.95843,
        "lon": -0.13287,
        "name": "Burgess Hill"
      },
      {
        "lat": 45.80463,
        "lon": 13.53292,
        "name": "Monfalcone"
      },
      {
        "lat": 8.35983,
        "lon": 77.05253,
        "name": "Kanjiramkulam"
      }
    ],
    "question": "Which location is the geographic outlier among: Troitskaya, Donskoy, Burgess Hill, Monfalcone, Kanjiramkulam?",
    "ground_truth": {
      "answer": "Kanjiramkulam",
      "outlier_distance_km": 5491.1,
      "second_furthest_km": 2913.9,
      "clarity_ratio": 1.88,
      "median_distance_km": 1814.2,
      "distances_to_centroid": {
        "Troitskaya": 902.5,
        "Donskoy": 1523.5,
        "Burgess Hill": 2913.9,
        "Monfalcone": 1814.2,
        "Kanjiramkulam": 5491.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Troitskaya: (43.31°, 44.98°)",
      "  Donskoy: (53.97°, 38.33°)",
      "  Burgess Hill: (50.96°, -0.13°)",
      "  Monfalcone: (45.80°, 13.53°)",
      "  Kanjiramkulam: (8.36°, 77.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kanjiramkulam: 5491.1 km from centroid",
      "  Burgess Hill: 2913.9 km from centroid",
      "  Monfalcone: 1814.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kanjiramkulam",
      "FINAL ANSWER: Kanjiramkulam"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.81509,
        "lon": -92.22432,
        "name": "Sherwood"
      },
      {
        "lat": 41.73392,
        "lon": -87.7795,
        "name": "Burbank"
      },
      {
        "lat": 45.38401,
        "lon": -122.76399,
        "name": "Tualatin"
      },
      {
        "lat": 42.29593,
        "lon": -71.71285,
        "name": "Shrewsbury"
      },
      {
        "lat": -37.79798,
        "lon": 144.94512,
        "name": "North Melbourne"
      }
    ],
    "question": "Which location is the geographic outlier among: Sherwood, Burbank, Tualatin, Shrewsbury, North Melbourne?",
    "ground_truth": {
      "answer": "North Melbourne",
      "outlier_distance_km": 18287.8,
      "second_furthest_km": 7044.8,
      "clarity_ratio": 2.6,
      "median_distance_km": 4540.9,
      "distances_to_centroid": {
        "Sherwood": 4540.9,
        "Burbank": 4238.2,
        "Tualatin": 7044.8,
        "Shrewsbury": 3022.5,
        "North Melbourne": 18287.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sherwood: (34.82°, -92.22°)",
      "  Burbank: (41.73°, -87.78°)",
      "  Tualatin: (45.38°, -122.76°)",
      "  Shrewsbury: (42.30°, -71.71°)",
      "  North Melbourne: (-37.80°, 144.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  North Melbourne: 18287.8 km from centroid",
      "  Tualatin: 7044.8 km from centroid",
      "  Sherwood: 4540.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: North Melbourne",
      "FINAL ANSWER: North Melbourne"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.56414,
        "lon": 13.27532,
        "name": "Neubrandenburg"
      },
      {
        "lat": 45.07073,
        "lon": 7.51465,
        "name": "Rivoli"
      },
      {
        "lat": 52.18661,
        "lon": 7.86043,
        "name": "Lengerich"
      },
      {
        "lat": 51.40944,
        "lon": 46.04833,
        "name": "Privolzhskiy"
      },
      {
        "lat": -23.26917,
        "lon": -51.04806,
        "name": "Ibiporã"
      }
    ],
    "question": "Which location is the geographic outlier among: Neubrandenburg, Rivoli, Lengerich, Privolzhskiy, Ibiporã?",
    "ground_truth": {
      "answer": "Ibiporã",
      "outlier_distance_km": 8802.4,
      "second_furthest_km": 3687.4,
      "clarity_ratio": 2.39,
      "median_distance_km": 2084.9,
      "distances_to_centroid": {
        "Neubrandenburg": 2084.9,
        "Rivoli": 1058.1,
        "Lengerich": 1839.6,
        "Privolzhskiy": 3687.4,
        "Ibiporã": 8802.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Neubrandenburg: (53.56°, 13.28°)",
      "  Rivoli: (45.07°, 7.51°)",
      "  Lengerich: (52.19°, 7.86°)",
      "  Privolzhskiy: (51.41°, 46.05°)",
      "  Ibiporã: (-23.27°, -51.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ibiporã: 8802.4 km from centroid",
      "  Privolzhskiy: 3687.4 km from centroid",
      "  Neubrandenburg: 2084.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ibiporã",
      "FINAL ANSWER: Ibiporã"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 24.8,
        "lon": 113.58333,
        "name": "Shaoguan"
      },
      {
        "lat": -8.31667,
        "lon": 114.23333,
        "name": "Singojuruh"
      },
      {
        "lat": 29.82739,
        "lon": 106.43645,
        "name": "Beibei"
      },
      {
        "lat": 21.85523,
        "lon": 70.24791,
        "name": "Bhāyāvadar"
      },
      {
        "lat": 29.5294,
        "lon": -95.20104,
        "name": "Friendswood"
      }
    ],
    "question": "Which location is the geographic outlier among: Shaoguan, Singojuruh, Beibei, Bhāyāvadar, Friendswood?",
    "ground_truth": {
      "answer": "Friendswood",
      "outlier_distance_km": 14030.5,
      "second_furthest_km": 6516.6,
      "clarity_ratio": 2.15,
      "median_distance_km": 5327.9,
      "distances_to_centroid": {
        "Shaoguan": 5327.9,
        "Singojuruh": 6516.6,
        "Beibei": 4616.9,
        "Bhāyāvadar": 909.5,
        "Friendswood": 14030.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shaoguan: (24.80°, 113.58°)",
      "  Singojuruh: (-8.32°, 114.23°)",
      "  Beibei: (29.83°, 106.44°)",
      "  Bhāyāvadar: (21.86°, 70.25°)",
      "  Friendswood: (29.53°, -95.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Friendswood: 14030.5 km from centroid",
      "  Singojuruh: 6516.6 km from centroid",
      "  Shaoguan: 5327.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Friendswood",
      "FINAL ANSWER: Friendswood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.67873,
        "lon": 6.15895,
        "name": "Goch"
      },
      {
        "lat": 36.643,
        "lon": -4.68728,
        "name": "Alhaurín el Grande"
      },
      {
        "lat": 55.65,
        "lon": 37.7,
        "name": "Kur’yanovo"
      },
      {
        "lat": 40.46276,
        "lon": -3.67813,
        "name": "Nueva España"
      },
      {
        "lat": 41.18806,
        "lon": 122.04944,
        "name": "Panshan"
      }
    ],
    "question": "Which location is the geographic outlier among: Goch, Alhaurín el Grande, Kur’yanovo, Nueva España, Panshan?",
    "ground_truth": {
      "answer": "Panshan",
      "outlier_distance_km": 6950.4,
      "second_furthest_km": 3155.9,
      "clarity_ratio": 2.2,
      "median_distance_km": 2893.8,
      "distances_to_centroid": {
        "Goch": 1995.7,
        "Alhaurín el Grande": 3155.9,
        "Kur’yanovo": 1248.8,
        "Nueva España": 2893.8,
        "Panshan": 6950.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Goch: (51.68°, 6.16°)",
      "  Alhaurín el Grande: (36.64°, -4.69°)",
      "  Kur’yanovo: (55.65°, 37.70°)",
      "  Nueva España: (40.46°, -3.68°)",
      "  Panshan: (41.19°, 122.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Panshan: 6950.4 km from centroid",
      "  Alhaurín el Grande: 3155.9 km from centroid",
      "  Nueva España: 2893.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Panshan",
      "FINAL ANSWER: Panshan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.97438,
        "lon": -93.9924,
        "name": "Nederland"
      },
      {
        "lat": 38.67852,
        "lon": -121.7733,
        "name": "Woodland"
      },
      {
        "lat": 43.75386,
        "lon": -79.28215,
        "name": "Dorset Park"
      },
      {
        "lat": 28.01057,
        "lon": -82.57732,
        "name": "Town 'n' Country"
      },
      {
        "lat": 29.64885,
        "lon": 94.35509,
        "name": "Nyingchi"
      }
    ],
    "question": "Which location is the geographic outlier among: Nederland, Woodland, Dorset Park, Town 'n' Country, Nyingchi?",
    "ground_truth": {
      "answer": "Nyingchi",
      "outlier_distance_km": 12308.8,
      "second_furthest_km": 5732.0,
      "clarity_ratio": 2.15,
      "median_distance_km": 3530.3,
      "distances_to_centroid": {
        "Nederland": 3530.3,
        "Woodland": 5732.0,
        "Dorset Park": 2227.6,
        "Town 'n' Country": 2551.3,
        "Nyingchi": 12308.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nederland: (29.97°, -93.99°)",
      "  Woodland: (38.68°, -121.77°)",
      "  Dorset Park: (43.75°, -79.28°)",
      "  Town 'n' Country: (28.01°, -82.58°)",
      "  Nyingchi: (29.65°, 94.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nyingchi: 12308.8 km from centroid",
      "  Woodland: 5732.0 km from centroid",
      "  Nederland: 3530.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nyingchi",
      "FINAL ANSWER: Nyingchi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.80168,
        "lon": -74.39304,
        "name": "Nueva Granada"
      },
      {
        "lat": -23.52806,
        "lon": -46.34472,
        "name": "Poá"
      },
      {
        "lat": -27.59667,
        "lon": -48.54917,
        "name": "Florianópolis"
      },
      {
        "lat": -27.57679,
        "lon": -60.71114,
        "name": "Villa Ángela"
      },
      {
        "lat": -6.47472,
        "lon": 108.31528,
        "name": "Jatibarang"
      }
    ],
    "question": "Which location is the geographic outlier among: Nueva Granada, Poá, Florianópolis, Villa Ángela, Jatibarang?",
    "ground_truth": {
      "answer": "Jatibarang",
      "outlier_distance_km": 14274.0,
      "second_furthest_km": 6169.7,
      "clarity_ratio": 2.31,
      "median_distance_km": 3997.5,
      "distances_to_centroid": {
        "Nueva Granada": 6169.7,
        "Poá": 2489.5,
        "Florianópolis": 2859.8,
        "Villa Ángela": 3997.5,
        "Jatibarang": 14274.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nueva Granada: (9.80°, -74.39°)",
      "  Poá: (-23.53°, -46.34°)",
      "  Florianópolis: (-27.60°, -48.55°)",
      "  Villa Ángela: (-27.58°, -60.71°)",
      "  Jatibarang: (-6.47°, 108.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jatibarang: 14274.0 km from centroid",
      "  Nueva Granada: 6169.7 km from centroid",
      "  Villa Ángela: 3997.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jatibarang",
      "FINAL ANSWER: Jatibarang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -30.50123,
        "lon": 151.66553,
        "name": "Armidale"
      },
      {
        "lat": -36.84103,
        "lon": 174.65223,
        "name": "Te Atatu Peninsula"
      },
      {
        "lat": -31.09048,
        "lon": 150.92905,
        "name": "Tamworth"
      },
      {
        "lat": -37.81501,
        "lon": 144.96657,
        "name": "Melbourne City Centre"
      },
      {
        "lat": 7.55632,
        "lon": 3.44107,
        "name": "Orita-Eruwa"
      }
    ],
    "question": "Which location is the geographic outlier among: Armidale, Te Atatu Peninsula, Tamworth, Melbourne City Centre, Orita-Eruwa?",
    "ground_truth": {
      "answer": "Orita-Eruwa",
      "outlier_distance_km": 13537.9,
      "second_furthest_km": 4809.2,
      "clarity_ratio": 2.81,
      "median_distance_km": 2649.1,
      "distances_to_centroid": {
        "Armidale": 2649.1,
        "Te Atatu Peninsula": 4809.2,
        "Tamworth": 2585.8,
        "Melbourne City Centre": 2298.1,
        "Orita-Eruwa": 13537.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Armidale: (-30.50°, 151.67°)",
      "  Te Atatu Peninsula: (-36.84°, 174.65°)",
      "  Tamworth: (-31.09°, 150.93°)",
      "  Melbourne City Centre: (-37.82°, 144.97°)",
      "  Orita-Eruwa: (7.56°, 3.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Orita-Eruwa: 13537.9 km from centroid",
      "  Te Atatu Peninsula: 4809.2 km from centroid",
      "  Armidale: 2649.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Orita-Eruwa",
      "FINAL ANSWER: Orita-Eruwa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.96807,
        "lon": 174.79875,
        "name": "Mangere"
      },
      {
        "lat": -27.61025,
        "lon": 153.05388,
        "name": "Sunnybank Hills"
      },
      {
        "lat": -33.7511,
        "lon": 151.28886,
        "name": "Dee Why"
      },
      {
        "lat": -36.93754,
        "lon": 174.65584,
        "name": "Titirangi"
      },
      {
        "lat": 49.97078,
        "lon": 8.05883,
        "name": "Ingelheim am Rhein"
      }
    ],
    "question": "Which location is the geographic outlier among: Mangere, Sunnybank Hills, Dee Why, Titirangi, Ingelheim am Rhein?",
    "ground_truth": {
      "answer": "Ingelheim am Rhein",
      "outlier_distance_km": 13881.2,
      "second_furthest_km": 4698.0,
      "clarity_ratio": 2.95,
      "median_distance_km": 4684.9,
      "distances_to_centroid": {
        "Mangere": 4698.0,
        "Sunnybank Hills": 2423.9,
        "Dee Why": 2646.9,
        "Titirangi": 4684.9,
        "Ingelheim am Rhein": 13881.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mangere: (-36.97°, 174.80°)",
      "  Sunnybank Hills: (-27.61°, 153.05°)",
      "  Dee Why: (-33.75°, 151.29°)",
      "  Titirangi: (-36.94°, 174.66°)",
      "  Ingelheim am Rhein: (49.97°, 8.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ingelheim am Rhein: 13881.2 km from centroid",
      "  Mangere: 4698.0 km from centroid",
      "  Titirangi: 4684.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ingelheim am Rhein",
      "FINAL ANSWER: Ingelheim am Rhein"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.45361,
        "lon": -44.78,
        "name": "Arari"
      },
      {
        "lat": -35.57681,
        "lon": -58.01215,
        "name": "Chascomús"
      },
      {
        "lat": -20.15139,
        "lon": -41.62278,
        "name": "Lajinha"
      },
      {
        "lat": -34.71247,
        "lon": -71.0434,
        "name": "Chimbarongo"
      },
      {
        "lat": 39.95238,
        "lon": -75.16362,
        "name": "Philadelphia"
      }
    ],
    "question": "Which location is the geographic outlier among: Arari, Chascomús, Lajinha, Chimbarongo, Philadelphia?",
    "ground_truth": {
      "answer": "Philadelphia",
      "outlier_distance_km": 5909.6,
      "second_furthest_km": 2965.0,
      "clarity_ratio": 1.99,
      "median_distance_km": 2756.4,
      "distances_to_centroid": {
        "Arari": 1682.2,
        "Chascomús": 2756.4,
        "Lajinha": 2049.7,
        "Chimbarongo": 2965.0,
        "Philadelphia": 5909.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Arari: (-3.45°, -44.78°)",
      "  Chascomús: (-35.58°, -58.01°)",
      "  Lajinha: (-20.15°, -41.62°)",
      "  Chimbarongo: (-34.71°, -71.04°)",
      "  Philadelphia: (39.95°, -75.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Philadelphia: 5909.6 km from centroid",
      "  Chimbarongo: 2965.0 km from centroid",
      "  Chascomús: 2756.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Philadelphia",
      "FINAL ANSWER: Philadelphia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.55642,
        "lon": 30.81057,
        "name": "Dayrūţ"
      },
      {
        "lat": 30.575,
        "lon": 30.71111,
        "name": "Badr"
      },
      {
        "lat": 9.86709,
        "lon": 11.22594,
        "name": "Biliri"
      },
      {
        "lat": -26.95659,
        "lon": 24.7284,
        "name": "Vryburg"
      },
      {
        "lat": -32.03077,
        "lon": -60.30619,
        "name": "Crespo"
      }
    ],
    "question": "Which location is the geographic outlier among: Dayrūţ, Badr, Biliri, Vryburg, Crespo?",
    "ground_truth": {
      "answer": "Crespo",
      "outlier_distance_km": 8037.6,
      "second_furthest_km": 4030.3,
      "clarity_ratio": 1.99,
      "median_distance_km": 3793.2,
      "distances_to_centroid": {
        "Dayrūţ": 3793.2,
        "Badr": 4030.3,
        "Biliri": 989.9,
        "Vryburg": 3696.2,
        "Crespo": 8037.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dayrūţ: (27.56°, 30.81°)",
      "  Badr: (30.57°, 30.71°)",
      "  Biliri: (9.87°, 11.23°)",
      "  Vryburg: (-26.96°, 24.73°)",
      "  Crespo: (-32.03°, -60.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Crespo: 8037.6 km from centroid",
      "  Badr: 4030.3 km from centroid",
      "  Dayrūţ: 3793.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Crespo",
      "FINAL ANSWER: Crespo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.98037,
        "lon": 18.95382,
        "name": "Pszczyna"
      },
      {
        "lat": 55.66853,
        "lon": 39.87488,
        "name": "Roshal’"
      },
      {
        "lat": 53.53333,
        "lon": -1.15,
        "name": "Bentley"
      },
      {
        "lat": 55.81667,
        "lon": -4.01667,
        "name": "Bellshill"
      },
      {
        "lat": 30.43826,
        "lon": -84.28073,
        "name": "Tallahassee"
      }
    ],
    "question": "Which location is the geographic outlier among: Pszczyna, Roshal’, Bentley, Bellshill, Tallahassee?",
    "ground_truth": {
      "answer": "Tallahassee",
      "outlier_distance_km": 6681.0,
      "second_furthest_km": 3144.7,
      "clarity_ratio": 2.12,
      "median_distance_km": 1804.0,
      "distances_to_centroid": {
        "Pszczyna": 1804.0,
        "Roshal’": 3144.7,
        "Bentley": 602.9,
        "Bellshill": 761.7,
        "Tallahassee": 6681.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pszczyna: (49.98°, 18.95°)",
      "  Roshal’: (55.67°, 39.87°)",
      "  Bentley: (53.53°, -1.15°)",
      "  Bellshill: (55.82°, -4.02°)",
      "  Tallahassee: (30.44°, -84.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tallahassee: 6681.0 km from centroid",
      "  Roshal’: 3144.7 km from centroid",
      "  Pszczyna: 1804.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tallahassee",
      "FINAL ANSWER: Tallahassee"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.0393,
        "lon": 174.92815,
        "name": "Takanini"
      },
      {
        "lat": -33.92399,
        "lon": 151.22749,
        "name": "Kingsford"
      },
      {
        "lat": -37.76667,
        "lon": 144.91667,
        "name": "Moonee Ponds"
      },
      {
        "lat": -33.78333,
        "lon": 150.93333,
        "name": "Seven Hills"
      },
      {
        "lat": 43.80136,
        "lon": -91.23958,
        "name": "La Crosse"
      }
    ],
    "question": "Which location is the geographic outlier among: Takanini, Kingsford, Moonee Ponds, Seven Hills, La Crosse?",
    "ground_truth": {
      "answer": "La Crosse",
      "outlier_distance_km": 16889.7,
      "second_furthest_km": 6850.7,
      "clarity_ratio": 2.47,
      "median_distance_km": 4699.5,
      "distances_to_centroid": {
        "Takanini": 6850.7,
        "Kingsford": 4699.5,
        "Moonee Ponds": 4235.4,
        "Seven Hills": 4670.5,
        "La Crosse": 16889.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Takanini: (-37.04°, 174.93°)",
      "  Kingsford: (-33.92°, 151.23°)",
      "  Moonee Ponds: (-37.77°, 144.92°)",
      "  Seven Hills: (-33.78°, 150.93°)",
      "  La Crosse: (43.80°, -91.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  La Crosse: 16889.7 km from centroid",
      "  Takanini: 6850.7 km from centroid",
      "  Kingsford: 4699.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: La Crosse",
      "FINAL ANSWER: La Crosse"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.10771,
        "lon": 10.646,
        "name": "Bad Langensalza"
      },
      {
        "lat": 41.78333,
        "lon": 3.03333,
        "name": "Sant Feliu de Guíxols"
      },
      {
        "lat": 51.92917,
        "lon": 4.57778,
        "name": "Capelle aan den IJssel"
      },
      {
        "lat": 48.76476,
        "lon": 2.3503,
        "name": "Chevilly-Larue"
      },
      {
        "lat": 39.00862,
        "lon": -94.46356,
        "name": "Raytown"
      }
    ],
    "question": "Which location is the geographic outlier among: Bad Langensalza, Sant Feliu de Guíxols, Capelle aan den IJssel, Chevilly-Larue, Raytown?",
    "ground_truth": {
      "answer": "Raytown",
      "outlier_distance_km": 6279.0,
      "second_furthest_km": 1919.1,
      "clarity_ratio": 3.27,
      "median_distance_km": 1522.6,
      "distances_to_centroid": {
        "Bad Langensalza": 1919.1,
        "Sant Feliu de Guíxols": 1510.9,
        "Capelle aan den IJssel": 1522.6,
        "Chevilly-Larue": 1303.9,
        "Raytown": 6279.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bad Langensalza: (51.11°, 10.65°)",
      "  Sant Feliu de Guíxols: (41.78°, 3.03°)",
      "  Capelle aan den IJssel: (51.93°, 4.58°)",
      "  Chevilly-Larue: (48.76°, 2.35°)",
      "  Raytown: (39.01°, -94.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Raytown: 6279.0 km from centroid",
      "  Bad Langensalza: 1919.1 km from centroid",
      "  Capelle aan den IJssel: 1522.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Raytown",
      "FINAL ANSWER: Raytown"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.58531,
        "lon": 86.47682,
        "name": "Ghātsīla"
      },
      {
        "lat": 36.31667,
        "lon": 138.43333,
        "name": "Komoro"
      },
      {
        "lat": 34.59882,
        "lon": 138.21934,
        "name": "Omaezaki"
      },
      {
        "lat": 36.77957,
        "lon": 137.07576,
        "name": "Nishishinminato"
      },
      {
        "lat": -26.67313,
        "lon": 27.92615,
        "name": "Vereeniging"
      }
    ],
    "question": "Which location is the geographic outlier among: Ghātsīla, Komoro, Omaezaki, Nishishinminato, Vereeniging?",
    "ground_truth": {
      "answer": "Vereeniging",
      "outlier_distance_km": 9885.1,
      "second_furthest_km": 3618.7,
      "clarity_ratio": 2.73,
      "median_distance_km": 3540.0,
      "distances_to_centroid": {
        "Ghātsīla": 1988.5,
        "Komoro": 3618.7,
        "Omaezaki": 3540.0,
        "Nishishinminato": 3523.4,
        "Vereeniging": 9885.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ghātsīla: (22.59°, 86.48°)",
      "  Komoro: (36.32°, 138.43°)",
      "  Omaezaki: (34.60°, 138.22°)",
      "  Nishishinminato: (36.78°, 137.08°)",
      "  Vereeniging: (-26.67°, 27.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vereeniging: 9885.1 km from centroid",
      "  Komoro: 3618.7 km from centroid",
      "  Omaezaki: 3540.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vereeniging",
      "FINAL ANSWER: Vereeniging"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.07082,
        "lon": -97.06078,
        "name": "Martínez de la Torre"
      },
      {
        "lat": 42.86509,
        "lon": -71.4934,
        "name": "Merrimack"
      },
      {
        "lat": 43.76481,
        "lon": -79.45606,
        "name": "Bathurst Manor"
      },
      {
        "lat": 32.61574,
        "lon": -83.62664,
        "name": "Warner Robins"
      },
      {
        "lat": 32.30173,
        "lon": 130.50376,
        "name": "Sashiki"
      }
    ],
    "question": "Which location is the geographic outlier among: Martínez de la Torre, Merrimack, Bathurst Manor, Warner Robins, Sashiki?",
    "ground_truth": {
      "answer": "Sashiki",
      "outlier_distance_km": 12543.5,
      "second_furthest_km": 5764.2,
      "clarity_ratio": 2.18,
      "median_distance_km": 3999.4,
      "distances_to_centroid": {
        "Martínez de la Torre": 5764.2,
        "Merrimack": 2859.0,
        "Bathurst Manor": 3510.1,
        "Warner Robins": 3999.4,
        "Sashiki": 12543.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Martínez de la Torre: (20.07°, -97.06°)",
      "  Merrimack: (42.87°, -71.49°)",
      "  Bathurst Manor: (43.76°, -79.46°)",
      "  Warner Robins: (32.62°, -83.63°)",
      "  Sashiki: (32.30°, 130.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sashiki: 12543.5 km from centroid",
      "  Martínez de la Torre: 5764.2 km from centroid",
      "  Warner Robins: 3999.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sashiki",
      "FINAL ANSWER: Sashiki"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.04248,
        "lon": 119.47654,
        "name": "Xiaying"
      },
      {
        "lat": 26.38371,
        "lon": 79.94926,
        "name": "Akbarpur"
      },
      {
        "lat": 19.85723,
        "lon": 109.26271,
        "name": "Eman"
      },
      {
        "lat": 30.9525,
        "lon": 118.75528,
        "name": "Xuancheng"
      },
      {
        "lat": 8.53895,
        "lon": 7.70821,
        "name": "Nasarawa"
      }
    ],
    "question": "Which location is the geographic outlier among: Xiaying, Akbarpur, Eman, Xuancheng, Nasarawa?",
    "ground_truth": {
      "answer": "Nasarawa",
      "outlier_distance_km": 8539.7,
      "second_furthest_km": 3374.1,
      "clarity_ratio": 2.53,
      "median_distance_km": 3190.3,
      "distances_to_centroid": {
        "Xiaying": 3374.1,
        "Akbarpur": 739.2,
        "Eman": 2344.7,
        "Xuancheng": 3190.3,
        "Nasarawa": 8539.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Xiaying: (37.04°, 119.48°)",
      "  Akbarpur: (26.38°, 79.95°)",
      "  Eman: (19.86°, 109.26°)",
      "  Xuancheng: (30.95°, 118.76°)",
      "  Nasarawa: (8.54°, 7.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nasarawa: 8539.7 km from centroid",
      "  Xiaying: 3374.1 km from centroid",
      "  Xuancheng: 3190.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nasarawa",
      "FINAL ANSWER: Nasarawa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.9382,
        "lon": 174.84019,
        "name": "Otahuhu"
      },
      {
        "lat": -36.99282,
        "lon": 174.87986,
        "name": "Manukau City"
      },
      {
        "lat": -36.8582,
        "lon": 174.62019,
        "name": "Lincoln"
      },
      {
        "lat": -41.21667,
        "lon": 174.91667,
        "name": "Lower Hutt"
      },
      {
        "lat": -22.74389,
        "lon": -43.7075,
        "name": "Seropédica"
      }
    ],
    "question": "Which location is the geographic outlier among: Otahuhu, Manukau City, Lincoln, Lower Hutt, Seropédica?",
    "ground_truth": {
      "answer": "Seropédica",
      "outlier_distance_km": 13576.6,
      "second_furthest_km": 3910.7,
      "clarity_ratio": 3.47,
      "median_distance_km": 3908.3,
      "distances_to_centroid": {
        "Otahuhu": 3908.3,
        "Manukau City": 3910.7,
        "Lincoln": 3890.6,
        "Lower Hutt": 3855.4,
        "Seropédica": 13576.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Otahuhu: (-36.94°, 174.84°)",
      "  Manukau City: (-36.99°, 174.88°)",
      "  Lincoln: (-36.86°, 174.62°)",
      "  Lower Hutt: (-41.22°, 174.92°)",
      "  Seropédica: (-22.74°, -43.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Seropédica: 13576.6 km from centroid",
      "  Manukau City: 3910.7 km from centroid",
      "  Otahuhu: 3908.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Seropédica",
      "FINAL ANSWER: Seropédica"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.95622,
        "lon": -75.05795,
        "name": "Pennsauken"
      },
      {
        "lat": 42.63342,
        "lon": -71.31617,
        "name": "Lowell"
      },
      {
        "lat": 42.45008,
        "lon": -73.24538,
        "name": "Pittsfield"
      },
      {
        "lat": 40.63371,
        "lon": -74.40737,
        "name": "Plainfield"
      },
      {
        "lat": 51.93333,
        "lon": 7.35,
        "name": "Nottuln"
      }
    ],
    "question": "Which location is the geographic outlier among: Pennsauken, Lowell, Pittsfield, Plainfield, Nottuln?",
    "ground_truth": {
      "answer": "Nottuln",
      "outlier_distance_km": 4763.0,
      "second_furthest_km": 1519.7,
      "clarity_ratio": 3.13,
      "median_distance_km": 1442.3,
      "distances_to_centroid": {
        "Pennsauken": 1519.7,
        "Lowell": 1138.5,
        "Pittsfield": 1297.6,
        "Plainfield": 1442.3,
        "Nottuln": 4763.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pennsauken: (39.96°, -75.06°)",
      "  Lowell: (42.63°, -71.32°)",
      "  Pittsfield: (42.45°, -73.25°)",
      "  Plainfield: (40.63°, -74.41°)",
      "  Nottuln: (51.93°, 7.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nottuln: 4763.0 km from centroid",
      "  Pennsauken: 1519.7 km from centroid",
      "  Plainfield: 1442.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nottuln",
      "FINAL ANSWER: Nottuln"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -11.79667,
        "lon": -49.52889,
        "name": "Formoso do Araguaia"
      },
      {
        "lat": -2.52972,
        "lon": -44.30278,
        "name": "São Luís"
      },
      {
        "lat": -1.19667,
        "lon": -46.14,
        "name": "Viseu"
      },
      {
        "lat": -23.15306,
        "lon": -47.05778,
        "name": "Itupeva"
      },
      {
        "lat": 22.1752,
        "lon": 88.42008,
        "name": "Jaynagar Majilpur"
      }
    ],
    "question": "Which location is the geographic outlier among: Formoso do Araguaia, São Luís, Viseu, Itupeva, Jaynagar Majilpur?",
    "ground_truth": {
      "answer": "Jaynagar Majilpur",
      "outlier_distance_km": 12012.9,
      "second_furthest_km": 3676.5,
      "clarity_ratio": 3.27,
      "median_distance_km": 3415.1,
      "distances_to_centroid": {
        "Formoso do Araguaia": 3415.1,
        "São Luís": 2731.0,
        "Viseu": 2944.4,
        "Itupeva": 3676.5,
        "Jaynagar Majilpur": 12012.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Formoso do Araguaia: (-11.80°, -49.53°)",
      "  São Luís: (-2.53°, -44.30°)",
      "  Viseu: (-1.20°, -46.14°)",
      "  Itupeva: (-23.15°, -47.06°)",
      "  Jaynagar Majilpur: (22.18°, 88.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jaynagar Majilpur: 12012.9 km from centroid",
      "  Itupeva: 3676.5 km from centroid",
      "  Formoso do Araguaia: 3415.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jaynagar Majilpur",
      "FINAL ANSWER: Jaynagar Majilpur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.8739,
        "lon": 145.02485,
        "name": "Caulfield North"
      },
      {
        "lat": -37.95855,
        "lon": 176.98545,
        "name": "Whakatane"
      },
      {
        "lat": -38.18333,
        "lon": 145.08333,
        "name": "Mount Eliza"
      },
      {
        "lat": -37.98333,
        "lon": 145.2,
        "name": "Dandenong"
      },
      {
        "lat": 34.09668,
        "lon": -117.71978,
        "name": "Claremont"
      }
    ],
    "question": "Which location is the geographic outlier among: Caulfield North, Whakatane, Mount Eliza, Dandenong, Claremont?",
    "ground_truth": {
      "answer": "Claremont",
      "outlier_distance_km": 16283.1,
      "second_furthest_km": 7417.5,
      "clarity_ratio": 2.2,
      "median_distance_km": 4648.6,
      "distances_to_centroid": {
        "Caulfield North": 4632.0,
        "Whakatane": 7417.5,
        "Mount Eliza": 4641.0,
        "Dandenong": 4648.6,
        "Claremont": 16283.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caulfield North: (-37.87°, 145.02°)",
      "  Whakatane: (-37.96°, 176.99°)",
      "  Mount Eliza: (-38.18°, 145.08°)",
      "  Dandenong: (-37.98°, 145.20°)",
      "  Claremont: (34.10°, -117.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Claremont: 16283.1 km from centroid",
      "  Whakatane: 7417.5 km from centroid",
      "  Dandenong: 4648.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Claremont",
      "FINAL ANSWER: Claremont"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -30.31002,
        "lon": 30.66275,
        "name": "eMuziwezinto"
      },
      {
        "lat": 6.55459,
        "lon": 45.38992,
        "name": "Neefkuceliye"
      },
      {
        "lat": -33.64651,
        "lon": 19.44852,
        "name": "Worcester"
      },
      {
        "lat": 8.22542,
        "lon": -0.64889,
        "name": "Yegyi"
      },
      {
        "lat": 34.12828,
        "lon": 134.534,
        "name": "Takabō"
      }
    ],
    "question": "Which location is the geographic outlier among: eMuziwezinto, Neefkuceliye, Worcester, Yegyi, Takabō?",
    "ground_truth": {
      "answer": "Takabō",
      "outlier_distance_km": 10071.8,
      "second_furthest_km": 5308.5,
      "clarity_ratio": 1.9,
      "median_distance_km": 4373.1,
      "distances_to_centroid": {
        "eMuziwezinto": 3431.8,
        "Neefkuceliye": 1064.9,
        "Worcester": 4373.1,
        "Yegyi": 5308.5,
        "Takabō": 10071.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  eMuziwezinto: (-30.31°, 30.66°)",
      "  Neefkuceliye: (6.55°, 45.39°)",
      "  Worcester: (-33.65°, 19.45°)",
      "  Yegyi: (8.23°, -0.65°)",
      "  Takabō: (34.13°, 134.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Takabō: 10071.8 km from centroid",
      "  Yegyi: 5308.5 km from centroid",
      "  Worcester: 4373.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Takabō",
      "FINAL ANSWER: Takabō"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.96667,
        "lon": 145.16667,
        "name": "Noble Park"
      },
      {
        "lat": -26.65682,
        "lon": 153.07955,
        "name": "Sunshine Coast"
      },
      {
        "lat": -33.86482,
        "lon": 151.20773,
        "name": "Sydney Central Business District"
      },
      {
        "lat": -37.90561,
        "lon": 145.00279,
        "name": "Brighton"
      },
      {
        "lat": 7.06667,
        "lon": 37.7,
        "name": "Āreka"
      }
    ],
    "question": "Which location is the geographic outlier among: Noble Park, Sunshine Coast, Sydney Central Business District, Brighton, Āreka?",
    "ground_truth": {
      "answer": "Āreka",
      "outlier_distance_km": 10223.6,
      "second_furthest_km": 2654.0,
      "clarity_ratio": 3.85,
      "median_distance_km": 2541.3,
      "distances_to_centroid": {
        "Noble Park": 2214.6,
        "Sunshine Coast": 2654.0,
        "Sydney Central Business District": 2541.3,
        "Brighton": 2198.8,
        "Āreka": 10223.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Noble Park: (-37.97°, 145.17°)",
      "  Sunshine Coast: (-26.66°, 153.08°)",
      "  Sydney Central Business District: (-33.86°, 151.21°)",
      "  Brighton: (-37.91°, 145.00°)",
      "  Āreka: (7.07°, 37.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Āreka: 10223.6 km from centroid",
      "  Sunshine Coast: 2654.0 km from centroid",
      "  Sydney Central Business District: 2541.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Āreka",
      "FINAL ANSWER: Āreka"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.00554,
        "lon": -98.77972,
        "name": "Tamuín"
      },
      {
        "lat": 20.05523,
        "lon": -97.05214,
        "name": "Villa Independencia"
      },
      {
        "lat": 39.10816,
        "lon": -76.99775,
        "name": "Cloverly"
      },
      {
        "lat": 42.54648,
        "lon": -71.17367,
        "name": "Wilmington"
      },
      {
        "lat": 27.2127,
        "lon": 116.53008,
        "name": "Qincheng"
      }
    ],
    "question": "Which location is the geographic outlier among: Tamuín, Villa Independencia, Cloverly, Wilmington, Qincheng?",
    "ground_truth": {
      "answer": "Qincheng",
      "outlier_distance_km": 13352.8,
      "second_furthest_km": 5351.2,
      "clarity_ratio": 2.5,
      "median_distance_km": 5267.3,
      "distances_to_centroid": {
        "Tamuín": 5351.2,
        "Villa Independencia": 5267.3,
        "Cloverly": 3029.7,
        "Wilmington": 2662.8,
        "Qincheng": 13352.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tamuín: (22.01°, -98.78°)",
      "  Villa Independencia: (20.06°, -97.05°)",
      "  Cloverly: (39.11°, -77.00°)",
      "  Wilmington: (42.55°, -71.17°)",
      "  Qincheng: (27.21°, 116.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Qincheng: 13352.8 km from centroid",
      "  Tamuín: 5351.2 km from centroid",
      "  Villa Independencia: 5267.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Qincheng",
      "FINAL ANSWER: Qincheng"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.9652,
        "lon": 141.4512,
        "name": "Broken Hill"
      },
      {
        "lat": -41.13333,
        "lon": 174.85,
        "name": "Porirua"
      },
      {
        "lat": -37.62581,
        "lon": 144.92555,
        "name": "Roxburgh Park"
      },
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      },
      {
        "lat": 41.5067,
        "lon": -90.51513,
        "name": "Moline"
      }
    ],
    "question": "Which location is the geographic outlier among: Broken Hill, Porirua, Roxburgh Park, Ashburton, Moline?",
    "ground_truth": {
      "answer": "Moline",
      "outlier_distance_km": 17268.5,
      "second_furthest_km": 6435.2,
      "clarity_ratio": 2.68,
      "median_distance_km": 6173.1,
      "distances_to_centroid": {
        "Broken Hill": 3403.4,
        "Porirua": 6435.2,
        "Roxburgh Park": 3848.9,
        "Ashburton": 6173.1,
        "Moline": 17268.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Broken Hill: (-31.97°, 141.45°)",
      "  Porirua: (-41.13°, 174.85°)",
      "  Roxburgh Park: (-37.63°, 144.93°)",
      "  Ashburton: (-43.90°, 171.73°)",
      "  Moline: (41.51°, -90.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Moline: 17268.5 km from centroid",
      "  Porirua: 6435.2 km from centroid",
      "  Ashburton: 6173.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Moline",
      "FINAL ANSWER: Moline"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 15.65995,
        "lon": -92.14111,
        "name": "Comalapa"
      },
      {
        "lat": 39.9936,
        "lon": -105.08971,
        "name": "Lafayette"
      },
      {
        "lat": 41.03399,
        "lon": -73.76291,
        "name": "White Plains"
      },
      {
        "lat": 33.96358,
        "lon": -117.56418,
        "name": "Eastvale"
      },
      {
        "lat": 8.27911,
        "lon": 77.30958,
        "name": "Kothanallur"
      }
    ],
    "question": "Which location is the geographic outlier among: Comalapa, Lafayette, White Plains, Eastvale, Kothanallur?",
    "ground_truth": {
      "answer": "Kothanallur",
      "outlier_distance_km": 14100.7,
      "second_furthest_km": 5260.9,
      "clarity_ratio": 2.68,
      "median_distance_km": 4135.8,
      "distances_to_centroid": {
        "Comalapa": 3356.9,
        "Lafayette": 4135.8,
        "White Plains": 1809.0,
        "Eastvale": 5260.9,
        "Kothanallur": 14100.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Comalapa: (15.66°, -92.14°)",
      "  Lafayette: (39.99°, -105.09°)",
      "  White Plains: (41.03°, -73.76°)",
      "  Eastvale: (33.96°, -117.56°)",
      "  Kothanallur: (8.28°, 77.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kothanallur: 14100.7 km from centroid",
      "  Eastvale: 5260.9 km from centroid",
      "  Lafayette: 4135.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kothanallur",
      "FINAL ANSWER: Kothanallur"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.10816,
        "lon": -76.99775,
        "name": "Cloverly"
      },
      {
        "lat": 32.75957,
        "lon": -97.45835,
        "name": "White Settlement"
      },
      {
        "lat": 18.36663,
        "lon": -99.87185,
        "name": "Teloloapan"
      },
      {
        "lat": 40.71816,
        "lon": -73.35429,
        "name": "West Babylon"
      },
      {
        "lat": -36.88745,
        "lon": 174.77059,
        "name": "Epsom"
      }
    ],
    "question": "Which location is the geographic outlier among: Cloverly, White Settlement, Teloloapan, West Babylon, Epsom?",
    "ground_truth": {
      "answer": "Epsom",
      "outlier_distance_km": 16522.4,
      "second_furthest_km": 6838.5,
      "clarity_ratio": 2.42,
      "median_distance_km": 6392.8,
      "distances_to_centroid": {
        "Cloverly": 4646.0,
        "White Settlement": 6392.8,
        "Teloloapan": 6838.5,
        "West Babylon": 4411.3,
        "Epsom": 16522.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cloverly: (39.11°, -77.00°)",
      "  White Settlement: (32.76°, -97.46°)",
      "  Teloloapan: (18.37°, -99.87°)",
      "  West Babylon: (40.72°, -73.35°)",
      "  Epsom: (-36.89°, 174.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Epsom: 16522.4 km from centroid",
      "  Teloloapan: 6838.5 km from centroid",
      "  White Settlement: 6392.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Epsom",
      "FINAL ANSWER: Epsom"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.9133,
        "lon": -93.50329,
        "name": "Minnetonka"
      },
      {
        "lat": 42.7262,
        "lon": -71.19089,
        "name": "Methuen"
      },
      {
        "lat": 41.82649,
        "lon": -72.73009,
        "name": "Bloomfield"
      },
      {
        "lat": 40.37637,
        "lon": -104.69219,
        "name": "Evans"
      },
      {
        "lat": -0.52731,
        "lon": 34.45714,
        "name": "Homa Bay"
      }
    ],
    "question": "Which location is the geographic outlier among: Minnetonka, Methuen, Bloomfield, Evans, Homa Bay?",
    "ground_truth": {
      "answer": "Homa Bay",
      "outlier_distance_km": 10593.0,
      "second_furthest_km": 3855.6,
      "clarity_ratio": 2.75,
      "median_distance_km": 2984.6,
      "distances_to_centroid": {
        "Minnetonka": 2984.6,
        "Methuen": 1295.0,
        "Bloomfield": 1321.1,
        "Evans": 3855.6,
        "Homa Bay": 10593.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Minnetonka: (44.91°, -93.50°)",
      "  Methuen: (42.73°, -71.19°)",
      "  Bloomfield: (41.83°, -72.73°)",
      "  Evans: (40.38°, -104.69°)",
      "  Homa Bay: (-0.53°, 34.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Homa Bay: 10593.0 km from centroid",
      "  Evans: 3855.6 km from centroid",
      "  Minnetonka: 2984.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Homa Bay",
      "FINAL ANSWER: Homa Bay"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.58277,
        "lon": -117.40922,
        "name": "Adelanto"
      },
      {
        "lat": 30.69436,
        "lon": -88.04305,
        "name": "Mobile"
      },
      {
        "lat": 15.13924,
        "lon": -92.4634,
        "name": "Huixtla"
      },
      {
        "lat": 41.8501,
        "lon": -71.46617,
        "name": "North Providence"
      },
      {
        "lat": 51.80917,
        "lon": 5.725,
        "name": "Wijchen"
      }
    ],
    "question": "Which location is the geographic outlier among: Adelanto, Mobile, Huixtla, North Providence, Wijchen?",
    "ground_truth": {
      "answer": "Wijchen",
      "outlier_distance_km": 6295.0,
      "second_furthest_km": 4049.6,
      "clarity_ratio": 1.55,
      "median_distance_km": 2944.6,
      "distances_to_centroid": {
        "Adelanto": 4049.6,
        "Mobile": 1501.5,
        "Huixtla": 2944.6,
        "North Providence": 790.0,
        "Wijchen": 6295.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Adelanto: (34.58°, -117.41°)",
      "  Mobile: (30.69°, -88.04°)",
      "  Huixtla: (15.14°, -92.46°)",
      "  North Providence: (41.85°, -71.47°)",
      "  Wijchen: (51.81°, 5.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wijchen: 6295.0 km from centroid",
      "  Adelanto: 4049.6 km from centroid",
      "  Huixtla: 2944.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wijchen",
      "FINAL ANSWER: Wijchen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.89578,
        "lon": 115.76431,
        "name": "Scarborough"
      },
      {
        "lat": -33.7457,
        "lon": 151.04764,
        "name": "West Pennant Hills"
      },
      {
        "lat": -33.91667,
        "lon": 151.03333,
        "name": "Bankstown"
      },
      {
        "lat": -33.7511,
        "lon": 151.28886,
        "name": "Dee Why"
      },
      {
        "lat": 31.39798,
        "lon": 109.57063,
        "name": "Chengxiang"
      }
    ],
    "question": "Which location is the geographic outlier among: Scarborough, West Pennant Hills, Bankstown, Dee Why, Chengxiang?",
    "ground_truth": {
      "answer": "Chengxiang",
      "outlier_distance_km": 6398.6,
      "second_furthest_km": 2363.2,
      "clarity_ratio": 2.71,
      "median_distance_km": 2134.9,
      "distances_to_centroid": {
        "Scarborough": 2363.2,
        "West Pennant Hills": 2117.5,
        "Bankstown": 2128.9,
        "Dee Why": 2134.9,
        "Chengxiang": 6398.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Scarborough: (-31.90°, 115.76°)",
      "  West Pennant Hills: (-33.75°, 151.05°)",
      "  Bankstown: (-33.92°, 151.03°)",
      "  Dee Why: (-33.75°, 151.29°)",
      "  Chengxiang: (31.40°, 109.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Chengxiang: 6398.6 km from centroid",
      "  Scarborough: 2363.2 km from centroid",
      "  Dee Why: 2134.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Chengxiang",
      "FINAL ANSWER: Chengxiang"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.92665,
        "lon": -0.98577,
        "name": "Akim Oda"
      },
      {
        "lat": -33.75562,
        "lon": 25.40074,
        "name": "Kariega"
      },
      {
        "lat": -26.1625,
        "lon": 27.8725,
        "name": "Roodepoort"
      },
      {
        "lat": -23.83322,
        "lon": 30.16351,
        "name": "Tzaneen"
      },
      {
        "lat": 43.78609,
        "lon": -79.33502,
        "name": "Pleasant View"
      }
    ],
    "question": "Which location is the geographic outlier among: Akim Oda, Kariega, Roodepoort, Tzaneen, Pleasant View?",
    "ground_truth": {
      "answer": "Pleasant View",
      "outlier_distance_km": 9733.7,
      "second_furthest_km": 3933.1,
      "clarity_ratio": 2.47,
      "median_distance_km": 3676.0,
      "distances_to_centroid": {
        "Akim Oda": 1427.2,
        "Kariega": 3933.1,
        "Roodepoort": 3599.7,
        "Tzaneen": 3676.0,
        "Pleasant View": 9733.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Akim Oda: (5.93°, -0.99°)",
      "  Kariega: (-33.76°, 25.40°)",
      "  Roodepoort: (-26.16°, 27.87°)",
      "  Tzaneen: (-23.83°, 30.16°)",
      "  Pleasant View: (43.79°, -79.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pleasant View: 9733.7 km from centroid",
      "  Kariega: 3933.1 km from centroid",
      "  Tzaneen: 3676.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pleasant View",
      "FINAL ANSWER: Pleasant View"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.88333,
        "lon": 38.08333,
        "name": "Yabēlo"
      },
      {
        "lat": 10.9992,
        "lon": 10.41062,
        "name": "Darazo"
      },
      {
        "lat": 30.72816,
        "lon": 31.79697,
        "name": "Fāqūs"
      },
      {
        "lat": 9.08044,
        "lon": 6.0099,
        "name": "Bida"
      },
      {
        "lat": 21.03929,
        "lon": 105.76659,
        "name": "Cầu Diễn"
      }
    ],
    "question": "Which location is the geographic outlier among: Yabēlo, Darazo, Fāqūs, Bida, Cầu Diễn?",
    "ground_truth": {
      "answer": "Cầu Diễn",
      "outlier_distance_km": 7093.7,
      "second_furthest_km": 3585.7,
      "clarity_ratio": 1.98,
      "median_distance_km": 3067.7,
      "distances_to_centroid": {
        "Yabēlo": 1164.0,
        "Darazo": 3067.7,
        "Fāqūs": 1838.4,
        "Bida": 3585.7,
        "Cầu Diễn": 7093.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yabēlo: (4.88°, 38.08°)",
      "  Darazo: (11.00°, 10.41°)",
      "  Fāqūs: (30.73°, 31.80°)",
      "  Bida: (9.08°, 6.01°)",
      "  Cầu Diễn: (21.04°, 105.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cầu Diễn: 7093.7 km from centroid",
      "  Bida: 3585.7 km from centroid",
      "  Darazo: 3067.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cầu Diễn",
      "FINAL ANSWER: Cầu Diễn"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 49.88335,
        "lon": 19.49292,
        "name": "Wadowice"
      },
      {
        "lat": 39.98567,
        "lon": -0.04935,
        "name": "Castelló de la Plana"
      },
      {
        "lat": 49.12426,
        "lon": 8.59804,
        "name": "Bruchsal"
      },
      {
        "lat": 47.61497,
        "lon": 7.66457,
        "name": "Lörrach"
      },
      {
        "lat": 45.5608,
        "lon": -94.16249,
        "name": "Saint Cloud"
      }
    ],
    "question": "Which location is the geographic outlier among: Wadowice, Castelló de la Plana, Bruchsal, Lörrach, Saint Cloud?",
    "ground_truth": {
      "answer": "Saint Cloud",
      "outlier_distance_km": 6061.2,
      "second_furthest_km": 2327.2,
      "clarity_ratio": 2.6,
      "median_distance_km": 1540.4,
      "distances_to_centroid": {
        "Wadowice": 2327.2,
        "Castelló de la Plana": 1183.0,
        "Bruchsal": 1540.4,
        "Lörrach": 1469.2,
        "Saint Cloud": 6061.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wadowice: (49.88°, 19.49°)",
      "  Castelló de la Plana: (39.99°, -0.05°)",
      "  Bruchsal: (49.12°, 8.60°)",
      "  Lörrach: (47.61°, 7.66°)",
      "  Saint Cloud: (45.56°, -94.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Saint Cloud: 6061.2 km from centroid",
      "  Wadowice: 2327.2 km from centroid",
      "  Bruchsal: 1540.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Saint Cloud",
      "FINAL ANSWER: Saint Cloud"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.84468,
        "lon": 98.33897,
        "name": "Ban Chalong"
      },
      {
        "lat": -7.75,
        "lon": 110.49417,
        "name": "Candi Prambanan"
      },
      {
        "lat": 31.70472,
        "lon": 112.25611,
        "name": "Yicheng"
      },
      {
        "lat": 14.72526,
        "lon": 100.79536,
        "name": "Phra Phutthabat"
      },
      {
        "lat": 54.8951,
        "lon": -2.9382,
        "name": "Carlisle"
      }
    ],
    "question": "Which location is the geographic outlier among: Ban Chalong, Candi Prambanan, Yicheng, Phra Phutthabat, Carlisle?",
    "ground_truth": {
      "answer": "Carlisle",
      "outlier_distance_km": 7969.9,
      "second_furthest_km": 4271.6,
      "clarity_ratio": 1.87,
      "median_distance_km": 3103.0,
      "distances_to_centroid": {
        "Ban Chalong": 2089.0,
        "Candi Prambanan": 4271.6,
        "Yicheng": 3103.0,
        "Phra Phutthabat": 1905.0,
        "Carlisle": 7969.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ban Chalong: (7.84°, 98.34°)",
      "  Candi Prambanan: (-7.75°, 110.49°)",
      "  Yicheng: (31.70°, 112.26°)",
      "  Phra Phutthabat: (14.73°, 100.80°)",
      "  Carlisle: (54.90°, -2.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carlisle: 7969.9 km from centroid",
      "  Candi Prambanan: 4271.6 km from centroid",
      "  Yicheng: 3103.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carlisle",
      "FINAL ANSWER: Carlisle"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.49586,
        "lon": -42.56198,
        "name": "Santa Quitéria do Maranhão"
      },
      {
        "lat": -15.10222,
        "lon": -44.09194,
        "name": "Itacarambi"
      },
      {
        "lat": -27.36737,
        "lon": -70.33219,
        "name": "Copiapó"
      },
      {
        "lat": -9.31833,
        "lon": -35.56111,
        "name": "São Luís do Quitunde"
      },
      {
        "lat": 35.75118,
        "lon": -86.93,
        "name": "Spring Hill"
      }
    ],
    "question": "Which location is the geographic outlier among: Santa Quitéria do Maranhão, Itacarambi, Copiapó, São Luís do Quitunde, Spring Hill?",
    "ground_truth": {
      "answer": "Spring Hill",
      "outlier_distance_km": 5466.2,
      "second_furthest_km": 3025.4,
      "clarity_ratio": 1.81,
      "median_distance_km": 2324.3,
      "distances_to_centroid": {
        "Santa Quitéria do Maranhão": 1480.2,
        "Itacarambi": 1794.3,
        "Copiapó": 3025.4,
        "São Luís do Quitunde": 2324.3,
        "Spring Hill": 5466.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santa Quitéria do Maranhão: (-3.50°, -42.56°)",
      "  Itacarambi: (-15.10°, -44.09°)",
      "  Copiapó: (-27.37°, -70.33°)",
      "  São Luís do Quitunde: (-9.32°, -35.56°)",
      "  Spring Hill: (35.75°, -86.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Spring Hill: 5466.2 km from centroid",
      "  Copiapó: 3025.4 km from centroid",
      "  São Luís do Quitunde: 2324.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Spring Hill",
      "FINAL ANSWER: Spring Hill"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.8178,
        "lon": 151.00348,
        "name": "Parramatta"
      },
      {
        "lat": -33.91439,
        "lon": 151.24895,
        "name": "Randwick"
      },
      {
        "lat": -28.07071,
        "lon": 153.39329,
        "name": "Robina"
      },
      {
        "lat": -33.86436,
        "lon": 151.0397,
        "name": "Lidcombe"
      },
      {
        "lat": 26.96637,
        "lon": 31.37953,
        "name": "Şidfā"
      }
    ],
    "question": "Which location is the geographic outlier among: Parramatta, Randwick, Robina, Lidcombe, Şidfā?",
    "ground_truth": {
      "answer": "Şidfā",
      "outlier_distance_km": 11615.6,
      "second_furthest_km": 2759.0,
      "clarity_ratio": 4.21,
      "median_distance_km": 2739.2,
      "distances_to_centroid": {
        "Parramatta": 2733.9,
        "Randwick": 2759.0,
        "Robina": 2736.9,
        "Lidcombe": 2739.2,
        "Şidfā": 11615.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Parramatta: (-33.82°, 151.00°)",
      "  Randwick: (-33.91°, 151.25°)",
      "  Robina: (-28.07°, 153.39°)",
      "  Lidcombe: (-33.86°, 151.04°)",
      "  Şidfā: (26.97°, 31.38°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Şidfā: 11615.6 km from centroid",
      "  Randwick: 2759.0 km from centroid",
      "  Lidcombe: 2739.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Şidfā",
      "FINAL ANSWER: Şidfā"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.9005,
        "lon": -4.45028,
        "name": "Erskine"
      },
      {
        "lat": 51.12382,
        "lon": -0.0061,
        "name": "East Grinstead"
      },
      {
        "lat": 49.74657,
        "lon": 8.11513,
        "name": "Alzey"
      },
      {
        "lat": 52.54833,
        "lon": 4.66944,
        "name": "Castricum"
      },
      {
        "lat": -26.89972,
        "lon": -48.82722,
        "name": "Ilhota"
      }
    ],
    "question": "Which location is the geographic outlier among: Erskine, East Grinstead, Alzey, Castricum, Ilhota?",
    "ground_truth": {
      "answer": "Ilhota",
      "outlier_distance_km": 8236.8,
      "second_furthest_km": 2176.5,
      "clarity_ratio": 3.78,
      "median_distance_km": 2046.3,
      "distances_to_centroid": {
        "Erskine": 2176.5,
        "East Grinstead": 1750.1,
        "Alzey": 1968.1,
        "Castricum": 2046.3,
        "Ilhota": 8236.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Erskine: (55.90°, -4.45°)",
      "  East Grinstead: (51.12°, -0.01°)",
      "  Alzey: (49.75°, 8.12°)",
      "  Castricum: (52.55°, 4.67°)",
      "  Ilhota: (-26.90°, -48.83°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ilhota: 8236.8 km from centroid",
      "  Erskine: 2176.5 km from centroid",
      "  Castricum: 2046.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ilhota",
      "FINAL ANSWER: Ilhota"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.18333,
        "lon": 145.08333,
        "name": "Mount Eliza"
      },
      {
        "lat": -31.91099,
        "lon": 152.45387,
        "name": "Taree"
      },
      {
        "lat": -37.81992,
        "lon": 145.0358,
        "name": "Hawthorn"
      },
      {
        "lat": -41.05584,
        "lon": 145.90375,
        "name": "Burnie"
      },
      {
        "lat": 11.07937,
        "lon": 77.03709,
        "name": "Kālappatti"
      }
    ],
    "question": "Which location is the geographic outlier among: Mount Eliza, Taree, Hawthorn, Burnie, Kālappatti?",
    "ground_truth": {
      "answer": "Kālappatti",
      "outlier_distance_km": 7409.2,
      "second_furthest_km": 1926.4,
      "clarity_ratio": 3.85,
      "median_distance_km": 1900.2,
      "distances_to_centroid": {
        "Mount Eliza": 1622.6,
        "Taree": 1926.4,
        "Hawthorn": 1592.2,
        "Burnie": 1900.2,
        "Kālappatti": 7409.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mount Eliza: (-38.18°, 145.08°)",
      "  Taree: (-31.91°, 152.45°)",
      "  Hawthorn: (-37.82°, 145.04°)",
      "  Burnie: (-41.06°, 145.90°)",
      "  Kālappatti: (11.08°, 77.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kālappatti: 7409.2 km from centroid",
      "  Taree: 1926.4 km from centroid",
      "  Burnie: 1900.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kālappatti",
      "FINAL ANSWER: Kālappatti"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.89944,
        "lon": -53.31361,
        "name": "Palmeira das Missões"
      },
      {
        "lat": -7.85583,
        "lon": -35.58833,
        "name": "João Alfredo"
      },
      {
        "lat": -8.88202,
        "lon": -36.50216,
        "name": "Garanhuns"
      },
      {
        "lat": -22.92389,
        "lon": -45.46167,
        "name": "Pindamonhangaba"
      },
      {
        "lat": -27.61025,
        "lon": 153.05388,
        "name": "Sunnybank Hills"
      }
    ],
    "question": "Which location is the geographic outlier among: Palmeira das Missões, João Alfredo, Garanhuns, Pindamonhangaba, Sunnybank Hills?",
    "ground_truth": {
      "answer": "Sunnybank Hills",
      "outlier_distance_km": 14249.6,
      "second_furthest_km": 5135.0,
      "clarity_ratio": 2.78,
      "median_distance_km": 4357.4,
      "distances_to_centroid": {
        "Palmeira das Missões": 5135.0,
        "João Alfredo": 3671.3,
        "Garanhuns": 3721.4,
        "Pindamonhangaba": 4357.4,
        "Sunnybank Hills": 14249.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Palmeira das Missões: (-27.90°, -53.31°)",
      "  João Alfredo: (-7.86°, -35.59°)",
      "  Garanhuns: (-8.88°, -36.50°)",
      "  Pindamonhangaba: (-22.92°, -45.46°)",
      "  Sunnybank Hills: (-27.61°, 153.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sunnybank Hills: 14249.6 km from centroid",
      "  Palmeira das Missões: 5135.0 km from centroid",
      "  Pindamonhangaba: 4357.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sunnybank Hills",
      "FINAL ANSWER: Sunnybank Hills"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.11694,
        "lon": -46.55028,
        "name": "Atibaia"
      },
      {
        "lat": -8.02861,
        "lon": -50.03139,
        "name": "Redenção"
      },
      {
        "lat": -25.76889,
        "lon": -53.5325,
        "name": "Realeza"
      },
      {
        "lat": -29.51694,
        "lon": -50.77778,
        "name": "Três Coroas"
      },
      {
        "lat": 48.8262,
        "lon": 2.35986,
        "name": "Paris 13e Arrondissement"
      }
    ],
    "question": "Which location is the geographic outlier among: Atibaia, Redenção, Realeza, Três Coroas, Paris 13e Arrondissement?",
    "ground_truth": {
      "answer": "Paris 13e Arrondissement",
      "outlier_distance_km": 7482.7,
      "second_furthest_km": 2705.9,
      "clarity_ratio": 2.77,
      "median_distance_km": 2502.5,
      "distances_to_centroid": {
        "Atibaia": 1882.0,
        "Redenção": 1138.9,
        "Realeza": 2502.5,
        "Três Coroas": 2705.9,
        "Paris 13e Arrondissement": 7482.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Atibaia: (-23.12°, -46.55°)",
      "  Redenção: (-8.03°, -50.03°)",
      "  Realeza: (-25.77°, -53.53°)",
      "  Três Coroas: (-29.52°, -50.78°)",
      "  Paris 13e Arrondissement: (48.83°, 2.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Paris 13e Arrondissement: 7482.7 km from centroid",
      "  Três Coroas: 2705.9 km from centroid",
      "  Realeza: 2502.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Paris 13e Arrondissement",
      "FINAL ANSWER: Paris 13e Arrondissement"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 17.5242,
        "lon": 78.32273,
        "name": "Amīnpur"
      },
      {
        "lat": 35.16278,
        "lon": 112.865,
        "name": "Xixiang"
      },
      {
        "lat": 35.65,
        "lon": 140.31667,
        "name": "Yachimata"
      },
      {
        "lat": 21.88868,
        "lon": 71.87935,
        "name": "Valabhīpur"
      },
      {
        "lat": -41.21667,
        "lon": 174.91667,
        "name": "Lower Hutt"
      }
    ],
    "question": "Which location is the geographic outlier among: Amīnpur, Xixiang, Yachimata, Valabhīpur, Lower Hutt?",
    "ground_truth": {
      "answer": "Lower Hutt",
      "outlier_distance_km": 8618.9,
      "second_furthest_km": 4704.4,
      "clarity_ratio": 1.83,
      "median_distance_km": 4012.7,
      "distances_to_centroid": {
        "Amīnpur": 4012.7,
        "Xixiang": 2391.7,
        "Yachimata": 3458.7,
        "Valabhīpur": 4704.4,
        "Lower Hutt": 8618.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Amīnpur: (17.52°, 78.32°)",
      "  Xixiang: (35.16°, 112.86°)",
      "  Yachimata: (35.65°, 140.32°)",
      "  Valabhīpur: (21.89°, 71.88°)",
      "  Lower Hutt: (-41.22°, 174.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lower Hutt: 8618.9 km from centroid",
      "  Valabhīpur: 4704.4 km from centroid",
      "  Amīnpur: 4012.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lower Hutt",
      "FINAL ANSWER: Lower Hutt"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.81144,
        "lon": -89.95316,
        "name": "Edwardsville"
      },
      {
        "lat": 33.96057,
        "lon": -118.18535,
        "name": "Cudahy"
      },
      {
        "lat": 26.16647,
        "lon": -80.20838,
        "name": "Lauderdale Lakes"
      },
      {
        "lat": 20.12571,
        "lon": -101.19208,
        "name": "Moroleón"
      },
      {
        "lat": 31.13159,
        "lon": 33.79844,
        "name": "Arīsh"
      }
    ],
    "question": "Which location is the geographic outlier among: Edwardsville, Cudahy, Lauderdale Lakes, Moroleón, Arīsh?",
    "ground_truth": {
      "answer": "Arīsh",
      "outlier_distance_km": 9576.0,
      "second_furthest_km": 4418.6,
      "clarity_ratio": 2.17,
      "median_distance_km": 3208.3,
      "distances_to_centroid": {
        "Edwardsville": 1975.8,
        "Cudahy": 4418.6,
        "Lauderdale Lakes": 987.0,
        "Moroleón": 3208.3,
        "Arīsh": 9576.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Edwardsville: (38.81°, -89.95°)",
      "  Cudahy: (33.96°, -118.19°)",
      "  Lauderdale Lakes: (26.17°, -80.21°)",
      "  Moroleón: (20.13°, -101.19°)",
      "  Arīsh: (31.13°, 33.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Arīsh: 9576.0 km from centroid",
      "  Cudahy: 4418.6 km from centroid",
      "  Moroleón: 3208.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Arīsh",
      "FINAL ANSWER: Arīsh"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.75818,
        "lon": 144.28024,
        "name": "Bendigo"
      },
      {
        "lat": -41.28664,
        "lon": 174.77557,
        "name": "Wellington"
      },
      {
        "lat": -37.83834,
        "lon": 144.99149,
        "name": "South Yarra"
      },
      {
        "lat": -31.83291,
        "lon": 115.7759,
        "name": "Duncraig"
      },
      {
        "lat": 2.2958,
        "lon": 102.2537,
        "name": "Kampung Kerubong"
      }
    ],
    "question": "Which location is the geographic outlier among: Bendigo, Wellington, South Yarra, Duncraig, Kampung Kerubong?",
    "ground_truth": {
      "answer": "Kampung Kerubong",
      "outlier_distance_km": 5040.1,
      "second_furthest_km": 3704.6,
      "clarity_ratio": 1.36,
      "median_distance_km": 1998.6,
      "distances_to_centroid": {
        "Bendigo": 1124.7,
        "Wellington": 3704.6,
        "South Yarra": 1255.9,
        "Duncraig": 1998.6,
        "Kampung Kerubong": 5040.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bendigo: (-36.76°, 144.28°)",
      "  Wellington: (-41.29°, 174.78°)",
      "  South Yarra: (-37.84°, 144.99°)",
      "  Duncraig: (-31.83°, 115.78°)",
      "  Kampung Kerubong: (2.30°, 102.25°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kampung Kerubong: 5040.1 km from centroid",
      "  Wellington: 3704.6 km from centroid",
      "  Duncraig: 1998.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kampung Kerubong",
      "FINAL ANSWER: Kampung Kerubong"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.63526,
        "lon": -70.92701,
        "name": "New Bedford"
      },
      {
        "lat": 33.01457,
        "lon": -97.09696,
        "name": "Flower Mound"
      },
      {
        "lat": 34.28556,
        "lon": -118.88204,
        "name": "Moorpark"
      },
      {
        "lat": 42.96336,
        "lon": -85.66809,
        "name": "Grand Rapids"
      },
      {
        "lat": 53.9,
        "lon": 53.93333,
        "name": "Priyutovo"
      }
    ],
    "question": "Which location is the geographic outlier among: New Bedford, Flower Mound, Moorpark, Grand Rapids, Priyutovo?",
    "ground_truth": {
      "answer": "Priyutovo",
      "outlier_distance_km": 7892.9,
      "second_furthest_km": 4829.5,
      "clarity_ratio": 1.63,
      "median_distance_km": 3074.0,
      "distances_to_centroid": {
        "New Bedford": 602.6,
        "Flower Mound": 3074.0,
        "Moorpark": 4829.5,
        "Grand Rapids": 1817.1,
        "Priyutovo": 7892.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  New Bedford: (41.64°, -70.93°)",
      "  Flower Mound: (33.01°, -97.10°)",
      "  Moorpark: (34.29°, -118.88°)",
      "  Grand Rapids: (42.96°, -85.67°)",
      "  Priyutovo: (53.90°, 53.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Priyutovo: 7892.9 km from centroid",
      "  Moorpark: 4829.5 km from centroid",
      "  Flower Mound: 3074.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Priyutovo",
      "FINAL ANSWER: Priyutovo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.73271,
        "lon": -59.10989,
        "name": "Pirané"
      },
      {
        "lat": -20.61444,
        "lon": -42.14861,
        "name": "Divino"
      },
      {
        "lat": -24.23127,
        "lon": -64.86614,
        "name": "San Pedro de Jujuy"
      },
      {
        "lat": -22.84278,
        "lon": -45.25139,
        "name": "Potim"
      },
      {
        "lat": 28.02224,
        "lon": -81.73286,
        "name": "Winter Haven"
      }
    ],
    "question": "Which location is the geographic outlier among: Pirané, Divino, San Pedro de Jujuy, Potim, Winter Haven?",
    "ground_truth": {
      "answer": "Winter Haven",
      "outlier_distance_km": 5204.1,
      "second_furthest_km": 1941.1,
      "clarity_ratio": 2.68,
      "median_distance_km": 1780.8,
      "distances_to_centroid": {
        "Pirané": 1407.9,
        "Divino": 1941.1,
        "San Pedro de Jujuy": 1403.0,
        "Potim": 1780.8,
        "Winter Haven": 5204.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pirané: (-25.73°, -59.11°)",
      "  Divino: (-20.61°, -42.15°)",
      "  San Pedro de Jujuy: (-24.23°, -64.87°)",
      "  Potim: (-22.84°, -45.25°)",
      "  Winter Haven: (28.02°, -81.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Winter Haven: 5204.1 km from centroid",
      "  Divino: 1941.1 km from centroid",
      "  Potim: 1780.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Winter Haven",
      "FINAL ANSWER: Winter Haven"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 2.64644,
        "lon": -75.97269,
        "name": "Belalcázar"
      },
      {
        "lat": -15.61532,
        "lon": -43.59187,
        "name": "Barreiro do Jaíba"
      },
      {
        "lat": -22.8375,
        "lon": -51.97306,
        "name": "Colorado"
      },
      {
        "lat": 3.69637,
        "lon": -73.69957,
        "name": "San Martín"
      },
      {
        "lat": -33.94185,
        "lon": 150.8717,
        "name": "Prestons"
      }
    ],
    "question": "Which location is the geographic outlier among: Belalcázar, Barreiro do Jaíba, Colorado, San Martín, Prestons?",
    "ground_truth": {
      "answer": "Prestons",
      "outlier_distance_km": 14660.8,
      "second_furthest_km": 6540.8,
      "clarity_ratio": 2.24,
      "median_distance_km": 6336.0,
      "distances_to_centroid": {
        "Belalcázar": 6540.8,
        "Barreiro do Jaíba": 2674.0,
        "Colorado": 3650.2,
        "San Martín": 6336.0,
        "Prestons": 14660.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Belalcázar: (2.65°, -75.97°)",
      "  Barreiro do Jaíba: (-15.62°, -43.59°)",
      "  Colorado: (-22.84°, -51.97°)",
      "  San Martín: (3.70°, -73.70°)",
      "  Prestons: (-33.94°, 150.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Prestons: 14660.8 km from centroid",
      "  Belalcázar: 6540.8 km from centroid",
      "  San Martín: 6336.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Prestons",
      "FINAL ANSWER: Prestons"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.71091,
        "lon": 139.6372,
        "name": "Asagayakita"
      },
      {
        "lat": 50.24413,
        "lon": 127.49016,
        "name": "Heihe"
      },
      {
        "lat": 35.02269,
        "lon": 136.90887,
        "name": "Tōkai"
      },
      {
        "lat": 26.59048,
        "lon": 86.13791,
        "name": "Jainagar"
      },
      {
        "lat": -37.92845,
        "lon": 145.17708,
        "name": "Mulgrave"
      }
    ],
    "question": "Which location is the geographic outlier among: Asagayakita, Heihe, Tōkai, Jainagar, Mulgrave?",
    "ground_truth": {
      "answer": "Mulgrave",
      "outlier_distance_km": 6919.6,
      "second_furthest_km": 4164.5,
      "clarity_ratio": 1.66,
      "median_distance_km": 3148.8,
      "distances_to_centroid": {
        "Asagayakita": 1957.7,
        "Heihe": 3148.8,
        "Tōkai": 1742.6,
        "Jainagar": 4164.5,
        "Mulgrave": 6919.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Asagayakita: (35.71°, 139.64°)",
      "  Heihe: (50.24°, 127.49°)",
      "  Tōkai: (35.02°, 136.91°)",
      "  Jainagar: (26.59°, 86.14°)",
      "  Mulgrave: (-37.93°, 145.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mulgrave: 6919.6 km from centroid",
      "  Jainagar: 4164.5 km from centroid",
      "  Heihe: 3148.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mulgrave",
      "FINAL ANSWER: Mulgrave"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.17058,
        "lon": 144.3114,
        "name": "Highton"
      },
      {
        "lat": -33.94185,
        "lon": 150.8717,
        "name": "Prestons"
      },
      {
        "lat": -34.18551,
        "lon": 142.16251,
        "name": "Mildura"
      },
      {
        "lat": -37.70988,
        "lon": 144.75483,
        "name": "Taylors Hill"
      },
      {
        "lat": 38.81144,
        "lon": -90.85291,
        "name": "Wentzville"
      }
    ],
    "question": "Which location is the geographic outlier among: Highton, Prestons, Mildura, Taylors Hill, Wentzville?",
    "ground_truth": {
      "answer": "Wentzville",
      "outlier_distance_km": 17855.9,
      "second_furthest_km": 5325.6,
      "clarity_ratio": 3.35,
      "median_distance_km": 4814.4,
      "distances_to_centroid": {
        "Highton": 4784.6,
        "Prestons": 5325.6,
        "Mildura": 4527.8,
        "Taylors Hill": 4814.4,
        "Wentzville": 17855.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Highton: (-38.17°, 144.31°)",
      "  Prestons: (-33.94°, 150.87°)",
      "  Mildura: (-34.19°, 142.16°)",
      "  Taylors Hill: (-37.71°, 144.75°)",
      "  Wentzville: (38.81°, -90.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wentzville: 17855.9 km from centroid",
      "  Prestons: 5325.6 km from centroid",
      "  Taylors Hill: 4814.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wentzville",
      "FINAL ANSWER: Wentzville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.65412,
        "lon": 2.39343,
        "name": "Grigny"
      },
      {
        "lat": 47.75935,
        "lon": 8.8403,
        "name": "Singen"
      },
      {
        "lat": 49.8414,
        "lon": 7.86713,
        "name": "Bad Kreuznach"
      },
      {
        "lat": 51.47924,
        "lon": 11.91605,
        "name": "Halle-Neustadt"
      },
      {
        "lat": -6.78889,
        "lon": -39.29583,
        "name": "Várzea Alegre"
      }
    ],
    "question": "Which location is the geographic outlier among: Grigny, Singen, Bad Kreuznach, Halle-Neustadt, Várzea Alegre?",
    "ground_truth": {
      "answer": "Várzea Alegre",
      "outlier_distance_km": 6335.9,
      "second_furthest_km": 1818.3,
      "clarity_ratio": 3.48,
      "median_distance_km": 1500.1,
      "distances_to_centroid": {
        "Grigny": 1208.3,
        "Singen": 1361.8,
        "Bad Kreuznach": 1500.1,
        "Halle-Neustadt": 1818.3,
        "Várzea Alegre": 6335.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Grigny: (48.65°, 2.39°)",
      "  Singen: (47.76°, 8.84°)",
      "  Bad Kreuznach: (49.84°, 7.87°)",
      "  Halle-Neustadt: (51.48°, 11.92°)",
      "  Várzea Alegre: (-6.79°, -39.30°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Várzea Alegre: 6335.9 km from centroid",
      "  Halle-Neustadt: 1818.3 km from centroid",
      "  Bad Kreuznach: 1500.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Várzea Alegre",
      "FINAL ANSWER: Várzea Alegre"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.88305,
        "lon": -81.30868,
        "name": "DeBary"
      },
      {
        "lat": 38.47005,
        "lon": -90.30456,
        "name": "Oakville"
      },
      {
        "lat": 41.92337,
        "lon": -87.69922,
        "name": "Logan Square"
      },
      {
        "lat": 20.38897,
        "lon": -99.99637,
        "name": "San Juan del Río"
      },
      {
        "lat": 36.52672,
        "lon": -6.2891,
        "name": "Cadiz"
      }
    ],
    "question": "Which location is the geographic outlier among: DeBary, Oakville, Logan Square, San Juan del Río, Cadiz?",
    "ground_truth": {
      "answer": "Cadiz",
      "outlier_distance_km": 5981.6,
      "second_furthest_km": 3012.6,
      "clarity_ratio": 1.99,
      "median_distance_km": 1651.3,
      "distances_to_centroid": {
        "DeBary": 917.7,
        "Oakville": 1651.3,
        "Logan Square": 1603.5,
        "San Juan del Río": 3012.6,
        "Cadiz": 5981.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  DeBary: (28.88°, -81.31°)",
      "  Oakville: (38.47°, -90.30°)",
      "  Logan Square: (41.92°, -87.70°)",
      "  San Juan del Río: (20.39°, -100.00°)",
      "  Cadiz: (36.53°, -6.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cadiz: 5981.6 km from centroid",
      "  San Juan del Río: 3012.6 km from centroid",
      "  Oakville: 1651.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cadiz",
      "FINAL ANSWER: Cadiz"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -13.41316,
        "lon": -41.28572,
        "name": "Ibicoara"
      },
      {
        "lat": -26.96167,
        "lon": -52.53472,
        "name": "Xaxim"
      },
      {
        "lat": -16.43085,
        "lon": -71.52921,
        "name": "Ciudad Satelite"
      },
      {
        "lat": 5.13278,
        "lon": -74.15977,
        "name": "Pacho"
      },
      {
        "lat": 0.05196,
        "lon": 35.72734,
        "name": "Eldama Ravine"
      }
    ],
    "question": "Which location is the geographic outlier among: Ibicoara, Xaxim, Ciudad Satelite, Pacho, Eldama Ravine?",
    "ground_truth": {
      "answer": "Eldama Ravine",
      "outlier_distance_km": 8530.5,
      "second_furthest_km": 4078.8,
      "clarity_ratio": 2.09,
      "median_distance_km": 3393.5,
      "distances_to_centroid": {
        "Ibicoara": 348.3,
        "Xaxim": 2224.3,
        "Ciudad Satelite": 3393.5,
        "Pacho": 4078.8,
        "Eldama Ravine": 8530.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ibicoara: (-13.41°, -41.29°)",
      "  Xaxim: (-26.96°, -52.53°)",
      "  Ciudad Satelite: (-16.43°, -71.53°)",
      "  Pacho: (5.13°, -74.16°)",
      "  Eldama Ravine: (0.05°, 35.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Eldama Ravine: 8530.5 km from centroid",
      "  Pacho: 4078.8 km from centroid",
      "  Ciudad Satelite: 3393.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Eldama Ravine",
      "FINAL ANSWER: Eldama Ravine"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.91694,
        "lon": -46.99139,
        "name": "São Sebastião do Paraíso"
      },
      {
        "lat": -38.96667,
        "lon": -68.23333,
        "name": "Plottier"
      },
      {
        "lat": -5.84426,
        "lon": -40.70195,
        "name": "Quiterianópolis"
      },
      {
        "lat": -1.94167,
        "lon": -54.73833,
        "name": "Alenquer"
      },
      {
        "lat": 0.46005,
        "lon": 34.11169,
        "name": "Busia"
      }
    ],
    "question": "Which location is the geographic outlier among: São Sebastião do Paraíso, Plottier, Quiterianópolis, Alenquer, Busia?",
    "ground_truth": {
      "answer": "Busia",
      "outlier_distance_km": 7797.5,
      "second_furthest_km": 4297.9,
      "clarity_ratio": 1.81,
      "median_distance_km": 2490.2,
      "distances_to_centroid": {
        "São Sebastião do Paraíso": 1492.4,
        "Plottier": 4297.9,
        "Quiterianópolis": 1030.8,
        "Alenquer": 2490.2,
        "Busia": 7797.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  São Sebastião do Paraíso: (-20.92°, -46.99°)",
      "  Plottier: (-38.97°, -68.23°)",
      "  Quiterianópolis: (-5.84°, -40.70°)",
      "  Alenquer: (-1.94°, -54.74°)",
      "  Busia: (0.46°, 34.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Busia: 7797.5 km from centroid",
      "  Plottier: 4297.9 km from centroid",
      "  Alenquer: 2490.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Busia",
      "FINAL ANSWER: Busia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.7449,
        "lon": 116.8532,
        "name": "Taliwang"
      },
      {
        "lat": 27.42752,
        "lon": 83.41789,
        "name": "Nautanwa"
      },
      {
        "lat": 34.81667,
        "lon": 137.4,
        "name": "Toyokawa"
      },
      {
        "lat": 34.76667,
        "lon": 138.01667,
        "name": "Kakegawa"
      },
      {
        "lat": 34.77405,
        "lon": -79.46282,
        "name": "Laurinburg"
      }
    ],
    "question": "Which location is the geographic outlier among: Taliwang, Nautanwa, Toyokawa, Kakegawa, Laurinburg?",
    "ground_truth": {
      "answer": "Laurinburg",
      "outlier_distance_km": 13040.9,
      "second_furthest_km": 5709.0,
      "clarity_ratio": 2.28,
      "median_distance_km": 5652.4,
      "distances_to_centroid": {
        "Taliwang": 5511.5,
        "Nautanwa": 521.6,
        "Toyokawa": 5652.4,
        "Kakegawa": 5709.0,
        "Laurinburg": 13040.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taliwang: (-8.74°, 116.85°)",
      "  Nautanwa: (27.43°, 83.42°)",
      "  Toyokawa: (34.82°, 137.40°)",
      "  Kakegawa: (34.77°, 138.02°)",
      "  Laurinburg: (34.77°, -79.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Laurinburg: 13040.9 km from centroid",
      "  Kakegawa: 5709.0 km from centroid",
      "  Toyokawa: 5652.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Laurinburg",
      "FINAL ANSWER: Laurinburg"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 33.27668,
        "lon": 131.15628,
        "name": "Tsukawaki"
      },
      {
        "lat": 30.13894,
        "lon": 107.20487,
        "name": "Yuntai"
      },
      {
        "lat": 12.37169,
        "lon": 123.62494,
        "name": "Masbate"
      },
      {
        "lat": 24.26667,
        "lon": 98.28333,
        "name": "Zhefang"
      },
      {
        "lat": 41.5501,
        "lon": -71.46617,
        "name": "North Kingstown"
      }
    ],
    "question": "Which location is the geographic outlier among: Tsukawaki, Yuntai, Masbate, Zhefang, North Kingstown?",
    "ground_truth": {
      "answer": "North Kingstown",
      "outlier_distance_km": 11626.4,
      "second_furthest_km": 5075.1,
      "clarity_ratio": 2.29,
      "median_distance_km": 5063.8,
      "distances_to_centroid": {
        "Tsukawaki": 5075.1,
        "Yuntai": 2856.4,
        "Masbate": 5063.8,
        "Zhefang": 2092.1,
        "North Kingstown": 11626.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tsukawaki: (33.28°, 131.16°)",
      "  Yuntai: (30.14°, 107.20°)",
      "  Masbate: (12.37°, 123.62°)",
      "  Zhefang: (24.27°, 98.28°)",
      "  North Kingstown: (41.55°, -71.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  North Kingstown: 11626.4 km from centroid",
      "  Tsukawaki: 5075.1 km from centroid",
      "  Masbate: 5063.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: North Kingstown",
      "FINAL ANSWER: North Kingstown"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.995,
        "lon": -47.50778,
        "name": "Capivari"
      },
      {
        "lat": -23.54583,
        "lon": -47.18333,
        "name": "Mairinque"
      },
      {
        "lat": -6.66028,
        "lon": -69.87361,
        "name": "Eirunepé"
      },
      {
        "lat": 4.45265,
        "lon": -75.78746,
        "name": "La Tebaida"
      },
      {
        "lat": 53.11254,
        "lon": 6.0989,
        "name": "Drachten"
      }
    ],
    "question": "Which location is the geographic outlier among: Capivari, Mairinque, Eirunepé, La Tebaida, Drachten?",
    "ground_truth": {
      "answer": "Drachten",
      "outlier_distance_km": 7566.8,
      "second_furthest_km": 3238.1,
      "clarity_ratio": 2.34,
      "median_distance_km": 2715.5,
      "distances_to_centroid": {
        "Capivari": 2654.9,
        "Mairinque": 2715.5,
        "Eirunepé": 2688.7,
        "La Tebaida": 3238.1,
        "Drachten": 7566.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Capivari: (-23.00°, -47.51°)",
      "  Mairinque: (-23.55°, -47.18°)",
      "  Eirunepé: (-6.66°, -69.87°)",
      "  La Tebaida: (4.45°, -75.79°)",
      "  Drachten: (53.11°, 6.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Drachten: 7566.8 km from centroid",
      "  La Tebaida: 3238.1 km from centroid",
      "  Mairinque: 2715.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Drachten",
      "FINAL ANSWER: Drachten"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 31.10442,
        "lon": 77.16662,
        "name": "Shimla"
      },
      {
        "lat": 21.16516,
        "lon": 77.3091,
        "name": "Anjangaon"
      },
      {
        "lat": 29.80147,
        "lon": 76.92825,
        "name": "Tirāwari"
      },
      {
        "lat": 10.80603,
        "lon": 78.75031,
        "name": "Ellakkudi"
      },
      {
        "lat": 31.18287,
        "lon": 32.03108,
        "name": "Al Maţarīyah"
      }
    ],
    "question": "Which location is the geographic outlier among: Shimla, Anjangaon, Tirāwari, Ellakkudi, Al Maţarīyah?",
    "ground_truth": {
      "answer": "Al Maţarīyah",
      "outlier_distance_km": 3627.1,
      "second_furthest_km": 1899.9,
      "clarity_ratio": 1.91,
      "median_distance_km": 1105.9,
      "distances_to_centroid": {
        "Shimla": 1105.9,
        "Anjangaon": 994.3,
        "Tirāwari": 1005.3,
        "Ellakkudi": 1899.9,
        "Al Maţarīyah": 3627.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shimla: (31.10°, 77.17°)",
      "  Anjangaon: (21.17°, 77.31°)",
      "  Tirāwari: (29.80°, 76.93°)",
      "  Ellakkudi: (10.81°, 78.75°)",
      "  Al Maţarīyah: (31.18°, 32.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Al Maţarīyah: 3627.1 km from centroid",
      "  Ellakkudi: 1899.9 km from centroid",
      "  Shimla: 1105.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Al Maţarīyah",
      "FINAL ANSWER: Al Maţarīyah"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.09787,
        "lon": -2.44161,
        "name": "Crewe"
      },
      {
        "lat": 44.3496,
        "lon": 9.22796,
        "name": "Rapallo"
      },
      {
        "lat": 49.71443,
        "lon": 7.30776,
        "name": "Idar-Oberstein"
      },
      {
        "lat": 36.67777,
        "lon": -5.446,
        "name": "Ubrique"
      },
      {
        "lat": -38.68333,
        "lon": 176.08333,
        "name": "Taupo"
      }
    ],
    "question": "Which location is the geographic outlier among: Crewe, Rapallo, Idar-Oberstein, Ubrique, Taupo?",
    "ground_truth": {
      "answer": "Taupo",
      "outlier_distance_km": 16127.1,
      "second_furthest_km": 4164.9,
      "clarity_ratio": 3.87,
      "median_distance_km": 4016.6,
      "distances_to_centroid": {
        "Crewe": 4164.9,
        "Rapallo": 2978.1,
        "Idar-Oberstein": 3392.1,
        "Ubrique": 4016.6,
        "Taupo": 16127.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Crewe: (53.10°, -2.44°)",
      "  Rapallo: (44.35°, 9.23°)",
      "  Idar-Oberstein: (49.71°, 7.31°)",
      "  Ubrique: (36.68°, -5.45°)",
      "  Taupo: (-38.68°, 176.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Taupo: 16127.1 km from centroid",
      "  Crewe: 4164.9 km from centroid",
      "  Ubrique: 4016.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Taupo",
      "FINAL ANSWER: Taupo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.6554,
        "lon": 52.442,
        "name": "Buguruslan"
      },
      {
        "lat": 51.58417,
        "lon": 4.31944,
        "name": "Steenbergen"
      },
      {
        "lat": 41.45152,
        "lon": 2.2081,
        "name": "Santa Coloma de Gramenet"
      },
      {
        "lat": 46.49067,
        "lon": 11.33982,
        "name": "Bolzano"
      },
      {
        "lat": 28.58,
        "lon": 77.33,
        "name": "Noida"
      }
    ],
    "question": "Which location is the geographic outlier among: Buguruslan, Steenbergen, Santa Coloma de Gramenet, Bolzano, Noida?",
    "ground_truth": {
      "answer": "Noida",
      "outlier_distance_km": 4544.5,
      "second_furthest_km": 2237.9,
      "clarity_ratio": 2.03,
      "median_distance_km": 2028.7,
      "distances_to_centroid": {
        "Buguruslan": 1952.5,
        "Steenbergen": 2028.7,
        "Santa Coloma de Gramenet": 2237.9,
        "Bolzano": 1436.0,
        "Noida": 4544.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Buguruslan: (53.66°, 52.44°)",
      "  Steenbergen: (51.58°, 4.32°)",
      "  Santa Coloma de Gramenet: (41.45°, 2.21°)",
      "  Bolzano: (46.49°, 11.34°)",
      "  Noida: (28.58°, 77.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Noida: 4544.5 km from centroid",
      "  Santa Coloma de Gramenet: 2237.9 km from centroid",
      "  Steenbergen: 2028.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Noida",
      "FINAL ANSWER: Noida"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.55874,
        "lon": 7.63359,
        "name": "Bende"
      },
      {
        "lat": 12.01667,
        "lon": 39.63333,
        "name": "Robīt"
      },
      {
        "lat": 5.55728,
        "lon": -0.1864,
        "name": "Osu"
      },
      {
        "lat": -33.78664,
        "lon": 20.12106,
        "name": "Montagu"
      },
      {
        "lat": -37.79117,
        "lon": 144.81637,
        "name": "Sunshine West"
      }
    ],
    "question": "Which location is the geographic outlier among: Bende, Robīt, Osu, Montagu, Sunshine West?",
    "ground_truth": {
      "answer": "Sunshine West",
      "outlier_distance_km": 10417.6,
      "second_furthest_km": 5013.7,
      "clarity_ratio": 2.08,
      "median_distance_km": 4208.7,
      "distances_to_centroid": {
        "Bende": 4208.7,
        "Robīt": 2432.9,
        "Osu": 5013.7,
        "Montagu": 3514.4,
        "Sunshine West": 10417.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bende: (5.56°, 7.63°)",
      "  Robīt: (12.02°, 39.63°)",
      "  Osu: (5.56°, -0.19°)",
      "  Montagu: (-33.79°, 20.12°)",
      "  Sunshine West: (-37.79°, 144.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sunshine West: 10417.6 km from centroid",
      "  Osu: 5013.7 km from centroid",
      "  Bende: 4208.7 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": 41.23922,
        "lon": -81.34594,
        "name": "Streetsboro"
      },
      {
        "lat": 58.30194,
        "lon": -134.41972,
        "name": "Juneau"
      },
      {
        "lat": 43.16547,
        "lon": -77.70066,
        "name": "Gates-North Gates"
      },
      {
        "lat": 40.16523,
        "lon": -111.61075,
        "name": "Springville"
      },
      {
        "lat": 14.7451,
        "lon": 79.06288,
        "name": "Badvel"
      }
    ],
    "question": "Which location is the geographic outlier among: Streetsboro, Juneau, Gates-North Gates, Springville, Badvel?",
    "ground_truth": {
      "answer": "Badvel",
      "outlier_distance_km": 12935.4,
      "second_furthest_km": 5197.5,
      "clarity_ratio": 2.49,
      "median_distance_km": 3916.6,
      "distances_to_centroid": {
        "Streetsboro": 1378.6,
        "Juneau": 5197.5,
        "Gates-North Gates": 1117.8,
        "Springville": 3916.6,
        "Badvel": 12935.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Streetsboro: (41.24°, -81.35°)",
      "  Juneau: (58.30°, -134.42°)",
      "  Gates-North Gates: (43.17°, -77.70°)",
      "  Springville: (40.17°, -111.61°)",
      "  Badvel: (14.75°, 79.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Badvel: 12935.4 km from centroid",
      "  Juneau: 5197.5 km from centroid",
      "  Springville: 3916.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Badvel",
      "FINAL ANSWER: Badvel"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.05159,
        "lon": 12.61969,
        "name": "Monterotondo"
      },
      {
        "lat": 54.90395,
        "lon": 52.31793,
        "name": "Al’met’yevsk"
      },
      {
        "lat": 40.81249,
        "lon": 0.5216,
        "name": "Tortosa"
      },
      {
        "lat": 48.77275,
        "lon": 5.16108,
        "name": "Bar-le-Duc"
      },
      {
        "lat": 31.80921,
        "lon": 75.20294,
        "name": "Batāla"
      }
    ],
    "question": "Which location is the geographic outlier among: Monterotondo, Al’met’yevsk, Tortosa, Bar-le-Duc, Batāla?",
    "ground_truth": {
      "answer": "Batāla",
      "outlier_distance_km": 4197.9,
      "second_furthest_km": 2367.2,
      "clarity_ratio": 1.77,
      "median_distance_km": 2076.7,
      "distances_to_centroid": {
        "Monterotondo": 1358.2,
        "Al’met’yevsk": 2076.7,
        "Tortosa": 2367.2,
        "Bar-le-Duc": 1922.6,
        "Batāla": 4197.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Monterotondo: (42.05°, 12.62°)",
      "  Al’met’yevsk: (54.90°, 52.32°)",
      "  Tortosa: (40.81°, 0.52°)",
      "  Bar-le-Duc: (48.77°, 5.16°)",
      "  Batāla: (31.81°, 75.20°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Batāla: 4197.9 km from centroid",
      "  Tortosa: 2367.2 km from centroid",
      "  Al’met’yevsk: 2076.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Batāla",
      "FINAL ANSWER: Batāla"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.55308,
        "lon": -87.93341,
        "name": "Pleasant Prairie"
      },
      {
        "lat": 21.88262,
        "lon": -102.2843,
        "name": "Aguascalientes"
      },
      {
        "lat": 34.00288,
        "lon": -84.14464,
        "name": "Duluth"
      },
      {
        "lat": 34.57943,
        "lon": -118.11646,
        "name": "Palmdale"
      },
      {
        "lat": -34.63364,
        "lon": -58.57047,
        "name": "Villa Sarmiento"
      }
    ],
    "question": "Which location is the geographic outlier among: Pleasant Prairie, Aguascalientes, Duluth, Palmdale, Villa Sarmiento?",
    "ground_truth": {
      "answer": "Villa Sarmiento",
      "outlier_distance_km": 6903.0,
      "second_furthest_km": 3203.7,
      "clarity_ratio": 2.15,
      "median_distance_km": 2552.7,
      "distances_to_centroid": {
        "Pleasant Prairie": 2552.7,
        "Aguascalientes": 1278.6,
        "Duluth": 1701.8,
        "Palmdale": 3203.7,
        "Villa Sarmiento": 6903.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pleasant Prairie: (42.55°, -87.93°)",
      "  Aguascalientes: (21.88°, -102.28°)",
      "  Duluth: (34.00°, -84.14°)",
      "  Palmdale: (34.58°, -118.12°)",
      "  Villa Sarmiento: (-34.63°, -58.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Villa Sarmiento: 6903.0 km from centroid",
      "  Palmdale: 3203.7 km from centroid",
      "  Pleasant Prairie: 2552.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Villa Sarmiento",
      "FINAL ANSWER: Villa Sarmiento"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.73253,
        "lon": -84.55553,
        "name": "Lansing"
      },
      {
        "lat": 39.14539,
        "lon": -77.14415,
        "name": "Redland"
      },
      {
        "lat": 49.10797,
        "lon": -122.7276,
        "name": "Cloverdale"
      },
      {
        "lat": 34.15917,
        "lon": -118.50119,
        "name": "Encino"
      },
      {
        "lat": 0.20387,
        "lon": 35.105,
        "name": "Kapsabet"
      }
    ],
    "question": "Which location is the geographic outlier among: Lansing, Redland, Cloverdale, Encino, Kapsabet?",
    "ground_truth": {
      "answer": "Kapsabet",
      "outlier_distance_km": 11724.9,
      "second_furthest_km": 4396.3,
      "clarity_ratio": 2.67,
      "median_distance_km": 4128.8,
      "distances_to_centroid": {
        "Lansing": 1441.2,
        "Redland": 748.0,
        "Cloverdale": 4396.3,
        "Encino": 4128.8,
        "Kapsabet": 11724.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lansing: (42.73°, -84.56°)",
      "  Redland: (39.15°, -77.14°)",
      "  Cloverdale: (49.11°, -122.73°)",
      "  Encino: (34.16°, -118.50°)",
      "  Kapsabet: (0.20°, 35.10°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kapsabet: 11724.9 km from centroid",
      "  Cloverdale: 4396.3 km from centroid",
      "  Encino: 4128.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kapsabet",
      "FINAL ANSWER: Kapsabet"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.47892,
        "lon": -87.45476,
        "name": "Schererville"
      },
      {
        "lat": 41.34559,
        "lon": -88.84258,
        "name": "Ottawa"
      },
      {
        "lat": 43.91452,
        "lon": -69.96533,
        "name": "Brunswick"
      },
      {
        "lat": 34.73706,
        "lon": -82.25428,
        "name": "Simpsonville"
      },
      {
        "lat": 27.2146,
        "lon": 78.23683,
        "name": "Tūndla"
      }
    ],
    "question": "Which location is the geographic outlier among: Schererville, Ottawa, Brunswick, Simpsonville, Tūndla?",
    "ground_truth": {
      "answer": "Tūndla",
      "outlier_distance_km": 11004.8,
      "second_furthest_km": 3322.1,
      "clarity_ratio": 3.31,
      "median_distance_km": 3205.5,
      "distances_to_centroid": {
        "Schererville": 3205.5,
        "Ottawa": 3322.1,
        "Brunswick": 1804.7,
        "Simpsonville": 2892.7,
        "Tūndla": 11004.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Schererville: (41.48°, -87.45°)",
      "  Ottawa: (41.35°, -88.84°)",
      "  Brunswick: (43.91°, -69.97°)",
      "  Simpsonville: (34.74°, -82.25°)",
      "  Tūndla: (27.21°, 78.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tūndla: 11004.8 km from centroid",
      "  Ottawa: 3322.1 km from centroid",
      "  Schererville: 3205.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tūndla",
      "FINAL ANSWER: Tūndla"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.50306,
        "lon": -80.27306,
        "name": "Zarumilla"
      },
      {
        "lat": -17.56944,
        "lon": -52.55111,
        "name": "Mineiros"
      },
      {
        "lat": -16.58197,
        "lon": -39.78117,
        "name": "Guaratinga"
      },
      {
        "lat": -24.50944,
        "lon": -50.41361,
        "name": "Tibagi"
      },
      {
        "lat": 38.78928,
        "lon": -77.1872,
        "name": "Springfield"
      }
    ],
    "question": "Which location is the geographic outlier among: Zarumilla, Mineiros, Guaratinga, Tibagi, Springfield?",
    "ground_truth": {
      "answer": "Springfield",
      "outlier_distance_km": 5144.8,
      "second_furthest_km": 2575.7,
      "clarity_ratio": 2.0,
      "median_distance_km": 2434.0,
      "distances_to_centroid": {
        "Zarumilla": 2247.6,
        "Mineiros": 1649.4,
        "Guaratinga": 2575.7,
        "Tibagi": 2434.0,
        "Springfield": 5144.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zarumilla: (-3.50°, -80.27°)",
      "  Mineiros: (-17.57°, -52.55°)",
      "  Guaratinga: (-16.58°, -39.78°)",
      "  Tibagi: (-24.51°, -50.41°)",
      "  Springfield: (38.79°, -77.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Springfield: 5144.8 km from centroid",
      "  Guaratinga: 2575.7 km from centroid",
      "  Tibagi: 2434.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Springfield",
      "FINAL ANSWER: Springfield"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 1.15284,
        "lon": -76.65208,
        "name": "Mocoa"
      },
      {
        "lat": -12.16028,
        "lon": -39.33167,
        "name": "Serra Preta"
      },
      {
        "lat": 7.07993,
        "lon": -74.6989,
        "name": "Segovia"
      },
      {
        "lat": -4.00092,
        "lon": -49.5068,
        "name": "Breu Branco"
      },
      {
        "lat": -27.19354,
        "lon": 153.02631,
        "name": "Deception Bay"
      }
    ],
    "question": "Which location is the geographic outlier among: Mocoa, Serra Preta, Segovia, Breu Branco, Deception Bay?",
    "ground_truth": {
      "answer": "Deception Bay",
      "outlier_distance_km": 16074.0,
      "second_furthest_km": 6632.3,
      "clarity_ratio": 2.42,
      "median_distance_km": 6542.1,
      "distances_to_centroid": {
        "Mocoa": 6632.3,
        "Serra Preta": 2466.7,
        "Segovia": 6542.1,
        "Breu Branco": 3565.0,
        "Deception Bay": 16074.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mocoa: (1.15°, -76.65°)",
      "  Serra Preta: (-12.16°, -39.33°)",
      "  Segovia: (7.08°, -74.70°)",
      "  Breu Branco: (-4.00°, -49.51°)",
      "  Deception Bay: (-27.19°, 153.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Deception Bay: 16074.0 km from centroid",
      "  Mocoa: 6632.3 km from centroid",
      "  Segovia: 6542.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Deception Bay",
      "FINAL ANSWER: Deception Bay"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.91756,
        "lon": -82.07842,
        "name": "Punta Gorda Isles"
      },
      {
        "lat": 18.82776,
        "lon": -97.16311,
        "name": "Nogales"
      },
      {
        "lat": 28.0199,
        "lon": -82.77323,
        "name": "Dunedin"
      },
      {
        "lat": 19.10446,
        "lon": -99.5898,
        "name": "Tenango de Arista"
      },
      {
        "lat": 25.19407,
        "lon": 75.07215,
        "name": "Māndalgarh"
      }
    ],
    "question": "Which location is the geographic outlier among: Punta Gorda Isles, Nogales, Dunedin, Tenango de Arista, Māndalgarh?",
    "ground_truth": {
      "answer": "Māndalgarh",
      "outlier_distance_km": 12548.4,
      "second_furthest_km": 4392.0,
      "clarity_ratio": 2.86,
      "median_distance_km": 4152.4,
      "distances_to_centroid": {
        "Punta Gorda Isles": 2513.9,
        "Nogales": 4152.4,
        "Dunedin": 2590.8,
        "Tenango de Arista": 4392.0,
        "Māndalgarh": 12548.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Punta Gorda Isles: (26.92°, -82.08°)",
      "  Nogales: (18.83°, -97.16°)",
      "  Dunedin: (28.02°, -82.77°)",
      "  Tenango de Arista: (19.10°, -99.59°)",
      "  Māndalgarh: (25.19°, 75.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Māndalgarh: 12548.4 km from centroid",
      "  Tenango de Arista: 4392.0 km from centroid",
      "  Nogales: 4152.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Māndalgarh",
      "FINAL ANSWER: Māndalgarh"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.51103,
        "lon": -46.74713,
        "name": "Jaguara"
      },
      {
        "lat": -16.20639,
        "lon": -44.43333,
        "name": "Brasília de Minas"
      },
      {
        "lat": 10.39817,
        "lon": -75.49328,
        "name": "Cartagena"
      },
      {
        "lat": -4.49083,
        "lon": -38.59667,
        "name": "Ocara"
      },
      {
        "lat": 18.9378,
        "lon": -103.96417,
        "name": "Ciudad de Armería"
      }
    ],
    "question": "Which location is the geographic outlier among: Jaguara, Brasília de Minas, Cartagena, Ocara, Ciudad de Armería?",
    "ground_truth": {
      "answer": "Ciudad de Armería",
      "outlier_distance_km": 5210.1,
      "second_furthest_km": 2802.1,
      "clarity_ratio": 1.86,
      "median_distance_km": 2585.2,
      "distances_to_centroid": {
        "Jaguara": 2802.1,
        "Brasília de Minas": 2406.6,
        "Cartagena": 2119.8,
        "Ocara": 2585.2,
        "Ciudad de Armería": 5210.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jaguara: (-23.51°, -46.75°)",
      "  Brasília de Minas: (-16.21°, -44.43°)",
      "  Cartagena: (10.40°, -75.49°)",
      "  Ocara: (-4.49°, -38.60°)",
      "  Ciudad de Armería: (18.94°, -103.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ciudad de Armería: 5210.1 km from centroid",
      "  Jaguara: 2802.1 km from centroid",
      "  Ocara: 2585.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ciudad de Armería",
      "FINAL ANSWER: Ciudad de Armería"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.99389,
        "lon": 119.65028,
        "name": "Linjiacun"
      },
      {
        "lat": 33.52111,
        "lon": 130.42444,
        "name": "Katanawa"
      },
      {
        "lat": 33.96389,
        "lon": 117.96944,
        "name": "Liangji"
      },
      {
        "lat": 26.34197,
        "lon": 89.21555,
        "name": "Mātābhānga"
      },
      {
        "lat": 49.69925,
        "lon": -123.15631,
        "name": "Squamish"
      }
    ],
    "question": "Which location is the geographic outlier among: Linjiacun, Katanawa, Liangji, Mātābhānga, Squamish?",
    "ground_truth": {
      "answer": "Squamish",
      "outlier_distance_km": 10445.8,
      "second_furthest_km": 5713.9,
      "clarity_ratio": 1.83,
      "median_distance_km": 4694.4,
      "distances_to_centroid": {
        "Linjiacun": 4694.4,
        "Katanawa": 5713.9,
        "Liangji": 4613.7,
        "Mātābhānga": 2374.3,
        "Squamish": 10445.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Linjiacun: (35.99°, 119.65°)",
      "  Katanawa: (33.52°, 130.42°)",
      "  Liangji: (33.96°, 117.97°)",
      "  Mātābhānga: (26.34°, 89.22°)",
      "  Squamish: (49.70°, -123.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Squamish: 10445.8 km from centroid",
      "  Katanawa: 5713.9 km from centroid",
      "  Linjiacun: 4694.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Squamish",
      "FINAL ANSWER: Squamish"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.54647,
        "lon": 9.12054,
        "name": "Bollate"
      },
      {
        "lat": 48.81642,
        "lon": 2.49366,
        "name": "Champigny-sur-Marne"
      },
      {
        "lat": 42.5114,
        "lon": 14.14507,
        "name": "Montesilvano Marina"
      },
      {
        "lat": 40.50024,
        "lon": -3.67877,
        "name": "Valverde"
      },
      {
        "lat": -10.46139,
        "lon": -40.18944,
        "name": "Senhor do Bonfim"
      }
    ],
    "question": "Which location is the geographic outlier among: Bollate, Champigny-sur-Marne, Montesilvano Marina, Valverde, Senhor do Bonfim?",
    "ground_truth": {
      "answer": "Senhor do Bonfim",
      "outlier_distance_km": 6223.9,
      "second_furthest_km": 1853.5,
      "clarity_ratio": 3.36,
      "median_distance_km": 1789.5,
      "distances_to_centroid": {
        "Bollate": 1735.0,
        "Champigny-sur-Marne": 1789.5,
        "Montesilvano Marina": 1853.5,
        "Valverde": 791.5,
        "Senhor do Bonfim": 6223.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bollate: (45.55°, 9.12°)",
      "  Champigny-sur-Marne: (48.82°, 2.49°)",
      "  Montesilvano Marina: (42.51°, 14.15°)",
      "  Valverde: (40.50°, -3.68°)",
      "  Senhor do Bonfim: (-10.46°, -40.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Senhor do Bonfim: 6223.9 km from centroid",
      "  Montesilvano Marina: 1853.5 km from centroid",
      "  Champigny-sur-Marne: 1789.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Senhor do Bonfim",
      "FINAL ANSWER: Senhor do Bonfim"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.76952,
        "lon": 30.79165,
        "name": "Vryheid"
      },
      {
        "lat": 1.23889,
        "lon": 35.11194,
        "name": "Kapenguria"
      },
      {
        "lat": 8.72851,
        "lon": 5.75561,
        "name": "Patigi"
      },
      {
        "lat": -0.36774,
        "lon": 35.28314,
        "name": "Kericho"
      },
      {
        "lat": -36.84103,
        "lon": 174.65223,
        "name": "Te Atatu Peninsula"
      }
    ],
    "question": "Which location is the geographic outlier among: Vryheid, Kapenguria, Patigi, Kericho, Te Atatu Peninsula?",
    "ground_truth": {
      "answer": "Te Atatu Peninsula",
      "outlier_distance_km": 11672.8,
      "second_furthest_km": 6007.8,
      "clarity_ratio": 1.94,
      "median_distance_km": 3249.9,
      "distances_to_centroid": {
        "Vryheid": 3249.9,
        "Kapenguria": 2711.3,
        "Patigi": 6007.8,
        "Kericho": 2607.5,
        "Te Atatu Peninsula": 11672.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vryheid: (-27.77°, 30.79°)",
      "  Kapenguria: (1.24°, 35.11°)",
      "  Patigi: (8.73°, 5.76°)",
      "  Kericho: (-0.37°, 35.28°)",
      "  Te Atatu Peninsula: (-36.84°, 174.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Te Atatu Peninsula: 11672.8 km from centroid",
      "  Patigi: 6007.8 km from centroid",
      "  Vryheid: 3249.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Te Atatu Peninsula",
      "FINAL ANSWER: Te Atatu Peninsula"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.9205,
        "lon": 151.25522,
        "name": "Coogee"
      },
      {
        "lat": -20.72523,
        "lon": 139.49727,
        "name": "Mount Isa"
      },
      {
        "lat": -31.83291,
        "lon": 115.7759,
        "name": "Duncraig"
      },
      {
        "lat": -32.24295,
        "lon": 148.60484,
        "name": "Dubbo"
      },
      {
        "lat": 43.41727,
        "lon": 5.21462,
        "name": "Marignane"
      }
    ],
    "question": "Which location is the geographic outlier among: Coogee, Mount Isa, Duncraig, Dubbo, Marignane?",
    "ground_truth": {
      "answer": "Marignane",
      "outlier_distance_km": 12504.5,
      "second_furthest_km": 4447.2,
      "clarity_ratio": 2.81,
      "median_distance_km": 4153.9,
      "distances_to_centroid": {
        "Coogee": 4447.2,
        "Mount Isa": 2965.7,
        "Duncraig": 1902.5,
        "Dubbo": 4153.9,
        "Marignane": 12504.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Coogee: (-33.92°, 151.26°)",
      "  Mount Isa: (-20.73°, 139.50°)",
      "  Duncraig: (-31.83°, 115.78°)",
      "  Dubbo: (-32.24°, 148.60°)",
      "  Marignane: (43.42°, 5.21°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Marignane: 12504.5 km from centroid",
      "  Coogee: 4447.2 km from centroid",
      "  Dubbo: 4153.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Marignane",
      "FINAL ANSWER: Marignane"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.44623,
        "lon": -122.63926,
        "name": "Milwaukie"
      },
      {
        "lat": 33.836,
        "lon": -79.04781,
        "name": "Conway"
      },
      {
        "lat": 34.93873,
        "lon": -82.22706,
        "name": "Greer"
      },
      {
        "lat": 40.39162,
        "lon": -111.85077,
        "name": "Lehi"
      },
      {
        "lat": -40.91667,
        "lon": 175.01667,
        "name": "Paraparaumu"
      }
    ],
    "question": "Which location is the geographic outlier among: Milwaukie, Conway, Greer, Lehi, Paraparaumu?",
    "ground_truth": {
      "answer": "Paraparaumu",
      "outlier_distance_km": 15846.9,
      "second_furthest_km": 7354.0,
      "clarity_ratio": 2.15,
      "median_distance_km": 6545.8,
      "distances_to_centroid": {
        "Milwaukie": 7354.0,
        "Conway": 3612.1,
        "Greer": 3921.0,
        "Lehi": 6545.8,
        "Paraparaumu": 15846.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Milwaukie: (45.45°, -122.64°)",
      "  Conway: (33.84°, -79.05°)",
      "  Greer: (34.94°, -82.23°)",
      "  Lehi: (40.39°, -111.85°)",
      "  Paraparaumu: (-40.92°, 175.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Paraparaumu: 15846.9 km from centroid",
      "  Milwaukie: 7354.0 km from centroid",
      "  Lehi: 6545.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Paraparaumu",
      "FINAL ANSWER: Paraparaumu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.77993,
        "lon": -121.97802,
        "name": "San Ramon"
      },
      {
        "lat": 38.597,
        "lon": -90.50929,
        "name": "Manchester"
      },
      {
        "lat": 17.17291,
        "lon": -92.33392,
        "name": "Yajalón"
      },
      {
        "lat": 34.15917,
        "lon": -118.50119,
        "name": "Encino"
      },
      {
        "lat": -36.88158,
        "lon": 174.76204,
        "name": "Mount Eden"
      }
    ],
    "question": "Which location is the geographic outlier among: San Ramon, Manchester, Yajalón, Encino, Mount Eden?",
    "ground_truth": {
      "answer": "Mount Eden",
      "outlier_distance_km": 15215.7,
      "second_furthest_km": 7247.9,
      "clarity_ratio": 2.1,
      "median_distance_km": 6965.7,
      "distances_to_centroid": {
        "San Ramon": 7247.9,
        "Manchester": 4540.0,
        "Yajalón": 4506.9,
        "Encino": 6965.7,
        "Mount Eden": 15215.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Ramon: (37.78°, -121.98°)",
      "  Manchester: (38.60°, -90.51°)",
      "  Yajalón: (17.17°, -92.33°)",
      "  Encino: (34.16°, -118.50°)",
      "  Mount Eden: (-36.88°, 174.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mount Eden: 15215.7 km from centroid",
      "  San Ramon: 7247.9 km from centroid",
      "  Encino: 6965.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mount Eden",
      "FINAL ANSWER: Mount Eden"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.54139,
        "lon": -44.635,
        "name": "Carmópolis de Minas"
      },
      {
        "lat": -20.97194,
        "lon": -46.11889,
        "name": "Carmo do Rio Claro"
      },
      {
        "lat": -4.85889,
        "lon": -43.35611,
        "name": "Caxias"
      },
      {
        "lat": -22.23333,
        "lon": -53.34306,
        "name": "Nova Andradina"
      },
      {
        "lat": 29.41386,
        "lon": 77.4689,
        "name": "Sisauli"
      }
    ],
    "question": "Which location is the geographic outlier among: Carmópolis de Minas, Carmo do Rio Claro, Caxias, Nova Andradina, Sisauli?",
    "ground_truth": {
      "answer": "Sisauli",
      "outlier_distance_km": 11348.3,
      "second_furthest_km": 3714.9,
      "clarity_ratio": 3.05,
      "median_distance_km": 2973.2,
      "distances_to_centroid": {
        "Carmópolis de Minas": 2813.7,
        "Carmo do Rio Claro": 2973.2,
        "Caxias": 2383.2,
        "Nova Andradina": 3714.9,
        "Sisauli": 11348.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Carmópolis de Minas: (-20.54°, -44.63°)",
      "  Carmo do Rio Claro: (-20.97°, -46.12°)",
      "  Caxias: (-4.86°, -43.36°)",
      "  Nova Andradina: (-22.23°, -53.34°)",
      "  Sisauli: (29.41°, 77.47°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sisauli: 11348.3 km from centroid",
      "  Nova Andradina: 3714.9 km from centroid",
      "  Carmo do Rio Claro: 2973.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sisauli",
      "FINAL ANSWER: Sisauli"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -12.77778,
        "lon": -38.91944,
        "name": "Maragogipe"
      },
      {
        "lat": -29.35622,
        "lon": -50.81357,
        "name": "Canela"
      },
      {
        "lat": -7.24972,
        "lon": -39.14306,
        "name": "Missão Velha"
      },
      {
        "lat": -7.51556,
        "lon": -34.90833,
        "name": "Caaporã"
      },
      {
        "lat": 42.09869,
        "lon": -75.91797,
        "name": "Binghamton"
      }
    ],
    "question": "Which location is the geographic outlier among: Maragogipe, Canela, Missão Velha, Caaporã, Binghamton?",
    "ground_truth": {
      "answer": "Binghamton",
      "outlier_distance_km": 5748.8,
      "second_furthest_km": 2950.8,
      "clarity_ratio": 1.95,
      "median_distance_km": 1529.0,
      "distances_to_centroid": {
        "Maragogipe": 1475.3,
        "Canela": 2950.8,
        "Missão Velha": 1084.6,
        "Caaporã": 1529.0,
        "Binghamton": 5748.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maragogipe: (-12.78°, -38.92°)",
      "  Canela: (-29.36°, -50.81°)",
      "  Missão Velha: (-7.25°, -39.14°)",
      "  Caaporã: (-7.52°, -34.91°)",
      "  Binghamton: (42.10°, -75.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Binghamton: 5748.8 km from centroid",
      "  Canela: 2950.8 km from centroid",
      "  Caaporã: 1529.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Binghamton",
      "FINAL ANSWER: Binghamton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.39759,
        "lon": 107.3895,
        "name": "Xinmin"
      },
      {
        "lat": 27.57429,
        "lon": 81.59474,
        "name": "Bahraigh"
      },
      {
        "lat": 38.51473,
        "lon": 114.9868,
        "name": "Dingzhou"
      },
      {
        "lat": 16.05025,
        "lon": 75.78997,
        "name": "Guledagudda"
      },
      {
        "lat": 39.02756,
        "lon": -84.72411,
        "name": "Burlington"
      }
    ],
    "question": "Which location is the geographic outlier among: Xinmin, Bahraigh, Dingzhou, Guledagudda, Burlington?",
    "ground_truth": {
      "answer": "Burlington",
      "outlier_distance_km": 11439.5,
      "second_furthest_km": 5136.5,
      "clarity_ratio": 2.23,
      "median_distance_km": 4605.2,
      "distances_to_centroid": {
        "Xinmin": 4605.2,
        "Bahraigh": 2215.1,
        "Dingzhou": 5136.5,
        "Guledagudda": 2330.5,
        "Burlington": 11439.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Xinmin: (30.40°, 107.39°)",
      "  Bahraigh: (27.57°, 81.59°)",
      "  Dingzhou: (38.51°, 114.99°)",
      "  Guledagudda: (16.05°, 75.79°)",
      "  Burlington: (39.03°, -84.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Burlington: 11439.5 km from centroid",
      "  Dingzhou: 5136.5 km from centroid",
      "  Xinmin: 4605.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Burlington",
      "FINAL ANSWER: Burlington"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -7.56222,
        "lon": -38.50889,
        "name": "Conceição"
      },
      {
        "lat": -16.62306,
        "lon": -54.47389,
        "name": "Pedra Preta"
      },
      {
        "lat": -19.00917,
        "lon": -57.65333,
        "name": "Corumbá"
      },
      {
        "lat": -10.70778,
        "lon": -43.63056,
        "name": "Buritirama"
      },
      {
        "lat": 44.55468,
        "lon": 4.75469,
        "name": "Montélimar"
      }
    ],
    "question": "Which location is the geographic outlier among: Conceição, Pedra Preta, Corumbá, Buritirama, Montélimar?",
    "ground_truth": {
      "answer": "Montélimar",
      "outlier_distance_km": 6665.2,
      "second_furthest_km": 2873.5,
      "clarity_ratio": 2.32,
      "median_distance_km": 2445.1,
      "distances_to_centroid": {
        "Conceição": 636.6,
        "Pedra Preta": 2445.1,
        "Corumbá": 2873.5,
        "Buritirama": 1168.7,
        "Montélimar": 6665.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Conceição: (-7.56°, -38.51°)",
      "  Pedra Preta: (-16.62°, -54.47°)",
      "  Corumbá: (-19.01°, -57.65°)",
      "  Buritirama: (-10.71°, -43.63°)",
      "  Montélimar: (44.55°, 4.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Montélimar: 6665.2 km from centroid",
      "  Corumbá: 2873.5 km from centroid",
      "  Pedra Preta: 2445.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Montélimar",
      "FINAL ANSWER: Montélimar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.92893,
        "lon": 151.05111,
        "name": "Punchbowl"
      },
      {
        "lat": -33.83902,
        "lon": 151.23956,
        "name": "Mosman"
      },
      {
        "lat": -37.97695,
        "lon": 145.25866,
        "name": "Endeavour Hills"
      },
      {
        "lat": -36.9382,
        "lon": 174.84019,
        "name": "Otahuhu"
      },
      {
        "lat": 51.84417,
        "lon": 4.63889,
        "name": "Hendrik-Ido-Ambacht"
      }
    ],
    "question": "Which location is the geographic outlier among: Punchbowl, Mosman, Endeavour Hills, Otahuhu, Hendrik-Ido-Ambacht?",
    "ground_truth": {
      "answer": "Hendrik-Ido-Ambacht",
      "outlier_distance_km": 13683.2,
      "second_furthest_km": 5232.7,
      "clarity_ratio": 2.61,
      "median_distance_km": 3099.7,
      "distances_to_centroid": {
        "Punchbowl": 3089.0,
        "Mosman": 3099.7,
        "Endeavour Hills": 2926.9,
        "Otahuhu": 5232.7,
        "Hendrik-Ido-Ambacht": 13683.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Punchbowl: (-33.93°, 151.05°)",
      "  Mosman: (-33.84°, 151.24°)",
      "  Endeavour Hills: (-37.98°, 145.26°)",
      "  Otahuhu: (-36.94°, 174.84°)",
      "  Hendrik-Ido-Ambacht: (51.84°, 4.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hendrik-Ido-Ambacht: 13683.2 km from centroid",
      "  Otahuhu: 5232.7 km from centroid",
      "  Mosman: 3099.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hendrik-Ido-Ambacht",
      "FINAL ANSWER: Hendrik-Ido-Ambacht"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.32711,
        "lon": 115.64137,
        "name": "Bunbury"
      },
      {
        "lat": -38.09968,
        "lon": 145.17248,
        "name": "Carrum Downs"
      },
      {
        "lat": -33.86436,
        "lon": 151.0397,
        "name": "Lidcombe"
      },
      {
        "lat": -37.83634,
        "lon": 144.65952,
        "name": "Tarneit"
      },
      {
        "lat": 11.73292,
        "lon": 41.082,
        "name": "Dubti"
      }
    ],
    "question": "Which location is the geographic outlier among: Bunbury, Carrum Downs, Lidcombe, Tarneit, Dubti?",
    "ground_truth": {
      "answer": "Dubti",
      "outlier_distance_km": 9459.3,
      "second_furthest_km": 3134.5,
      "clarity_ratio": 3.02,
      "median_distance_km": 2735.3,
      "distances_to_centroid": {
        "Bunbury": 868.2,
        "Carrum Downs": 2735.3,
        "Lidcombe": 3134.5,
        "Tarneit": 2682.8,
        "Dubti": 9459.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bunbury: (-33.33°, 115.64°)",
      "  Carrum Downs: (-38.10°, 145.17°)",
      "  Lidcombe: (-33.86°, 151.04°)",
      "  Tarneit: (-37.84°, 144.66°)",
      "  Dubti: (11.73°, 41.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dubti: 9459.3 km from centroid",
      "  Lidcombe: 3134.5 km from centroid",
      "  Carrum Downs: 2735.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dubti",
      "FINAL ANSWER: Dubti"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.00204,
        "lon": -118.29896,
        "name": "Vermont Square"
      },
      {
        "lat": 44.64024,
        "lon": -93.14355,
        "name": "Farmington"
      },
      {
        "lat": 41.50087,
        "lon": -90.4443,
        "name": "East Moline"
      },
      {
        "lat": 19.12384,
        "lon": -98.76649,
        "name": "Amecameca"
      },
      {
        "lat": 49.03333,
        "lon": 2.03333,
        "name": "Vauréal"
      }
    ],
    "question": "Which location is the geographic outlier among: Vermont Square, Farmington, East Moline, Amecameca, Vauréal?",
    "ground_truth": {
      "answer": "Vauréal",
      "outlier_distance_km": 6405.4,
      "second_furthest_km": 3476.8,
      "clarity_ratio": 1.84,
      "median_distance_km": 2766.5,
      "distances_to_centroid": {
        "Vermont Square": 3476.8,
        "Farmington": 1362.8,
        "East Moline": 1012.2,
        "Amecameca": 2766.5,
        "Vauréal": 6405.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Vermont Square: (34.00°, -118.30°)",
      "  Farmington: (44.64°, -93.14°)",
      "  East Moline: (41.50°, -90.44°)",
      "  Amecameca: (19.12°, -98.77°)",
      "  Vauréal: (49.03°, 2.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vauréal: 6405.4 km from centroid",
      "  Vermont Square: 3476.8 km from centroid",
      "  Amecameca: 2766.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vauréal",
      "FINAL ANSWER: Vauréal"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.66644,
        "lon": 100.90073,
        "name": "Sattahip"
      },
      {
        "lat": 37.40458,
        "lon": 136.89912,
        "name": "Wajima"
      },
      {
        "lat": 37.14828,
        "lon": 138.23642,
        "name": "Jōetsu"
      },
      {
        "lat": 13.21055,
        "lon": 79.0956,
        "name": "Chittoor"
      },
      {
        "lat": 8.66762,
        "lon": 3.39393,
        "name": "Saki"
      }
    ],
    "question": "Which location is the geographic outlier among: Sattahip, Wajima, Jōetsu, Chittoor, Saki?",
    "ground_truth": {
      "answer": "Saki",
      "outlier_distance_km": 9477.8,
      "second_furthest_km": 4761.1,
      "clarity_ratio": 1.99,
      "median_distance_km": 4648.0,
      "distances_to_centroid": {
        "Sattahip": 1409.5,
        "Wajima": 4648.0,
        "Jōetsu": 4761.1,
        "Chittoor": 1642.9,
        "Saki": 9477.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sattahip: (12.67°, 100.90°)",
      "  Wajima: (37.40°, 136.90°)",
      "  Jōetsu: (37.15°, 138.24°)",
      "  Chittoor: (13.21°, 79.10°)",
      "  Saki: (8.67°, 3.39°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Saki: 9477.8 km from centroid",
      "  Jōetsu: 4761.1 km from centroid",
      "  Wajima: 4648.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Saki",
      "FINAL ANSWER: Saki"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 7.93333,
        "lon": 38.71667,
        "name": "Ziway"
      },
      {
        "lat": 29.30995,
        "lon": 30.8418,
        "name": "Al Fayyum"
      },
      {
        "lat": 25.75089,
        "lon": 32.6776,
        "name": "Az Zaynīyah Qiblī"
      },
      {
        "lat": 26.99306,
        "lon": 31.41605,
        "name": "Al Badārī"
      },
      {
        "lat": 6.76667,
        "lon": 125.18333,
        "name": "Magsaysay"
      }
    ],
    "question": "Which location is the geographic outlier among: Ziway, Al Fayyum, Az Zaynīyah Qiblī, Al Badārī, Magsaysay?",
    "ground_truth": {
      "answer": "Magsaysay",
      "outlier_distance_km": 8023.2,
      "second_furthest_km": 2386.3,
      "clarity_ratio": 3.36,
      "median_distance_km": 2243.4,
      "distances_to_centroid": {
        "Ziway": 1895.3,
        "Al Fayyum": 2386.3,
        "Az Zaynīyah Qiblī": 2082.8,
        "Al Badārī": 2243.4,
        "Magsaysay": 8023.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ziway: (7.93°, 38.72°)",
      "  Al Fayyum: (29.31°, 30.84°)",
      "  Az Zaynīyah Qiblī: (25.75°, 32.68°)",
      "  Al Badārī: (26.99°, 31.42°)",
      "  Magsaysay: (6.77°, 125.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Magsaysay: 8023.2 km from centroid",
      "  Al Fayyum: 2386.3 km from centroid",
      "  Al Badārī: 2243.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Magsaysay",
      "FINAL ANSWER: Magsaysay"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.74124,
        "lon": 144.73631,
        "name": "Caroline Springs"
      },
      {
        "lat": -38.09968,
        "lon": 145.17248,
        "name": "Carrum Downs"
      },
      {
        "lat": -37.68611,
        "lon": 176.16667,
        "name": "Tauranga"
      },
      {
        "lat": -36.84853,
        "lon": 174.76349,
        "name": "Auckland"
      },
      {
        "lat": -1.28333,
        "lon": 36.81667,
        "name": "Nairobi"
      }
    ],
    "question": "Which location is the geographic outlier among: Caroline Springs, Carrum Downs, Tauranga, Auckland, Nairobi?",
    "ground_truth": {
      "answer": "Nairobi",
      "outlier_distance_km": 10770.2,
      "second_furthest_km": 3803.0,
      "clarity_ratio": 2.83,
      "median_distance_km": 3679.0,
      "distances_to_centroid": {
        "Caroline Springs": 1181.3,
        "Carrum Downs": 1236.3,
        "Tauranga": 3803.0,
        "Auckland": 3679.0,
        "Nairobi": 10770.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caroline Springs: (-37.74°, 144.74°)",
      "  Carrum Downs: (-38.10°, 145.17°)",
      "  Tauranga: (-37.69°, 176.17°)",
      "  Auckland: (-36.85°, 174.76°)",
      "  Nairobi: (-1.28°, 36.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nairobi: 10770.2 km from centroid",
      "  Tauranga: 3803.0 km from centroid",
      "  Auckland: 3679.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nairobi",
      "FINAL ANSWER: Nairobi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.07294,
        "lon": 36.56828,
        "name": "May Cadera"
      },
      {
        "lat": -0.93605,
        "lon": 38.05955,
        "name": "Mwingi"
      },
      {
        "lat": 6.84684,
        "lon": -1.39612,
        "name": "Effiduase"
      },
      {
        "lat": -27.42573,
        "lon": 29.16585,
        "name": "Vrede"
      },
      {
        "lat": -23.77806,
        "lon": -45.35806,
        "name": "Ilhabela"
      }
    ],
    "question": "Which location is the geographic outlier among: May Cadera, Mwingi, Effiduase, Vrede, Ilhabela?",
    "ground_truth": {
      "answer": "Ilhabela",
      "outlier_distance_km": 6355.0,
      "second_furthest_km": 3579.2,
      "clarity_ratio": 1.78,
      "median_distance_km": 3014.9,
      "distances_to_centroid": {
        "May Cadera": 3579.2,
        "Mwingi": 3014.9,
        "Effiduase": 2034.0,
        "Vrede": 3010.8,
        "Ilhabela": 6355.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  May Cadera: (14.07°, 36.57°)",
      "  Mwingi: (-0.94°, 38.06°)",
      "  Effiduase: (6.85°, -1.40°)",
      "  Vrede: (-27.43°, 29.17°)",
      "  Ilhabela: (-23.78°, -45.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ilhabela: 6355.0 km from centroid",
      "  May Cadera: 3579.2 km from centroid",
      "  Mwingi: 3014.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ilhabela",
      "FINAL ANSWER: Ilhabela"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -5.7925,
        "lon": -37.55667,
        "name": "Caraúbas"
      },
      {
        "lat": -9.40917,
        "lon": -59.025,
        "name": "Colniza"
      },
      {
        "lat": -31.25285,
        "lon": -61.49078,
        "name": "Rafaela"
      },
      {
        "lat": -35.44394,
        "lon": -60.88463,
        "name": "Nueve de Julio"
      },
      {
        "lat": 7.91283,
        "lon": 4.66741,
        "name": "Ikirun"
      }
    ],
    "question": "Which location is the geographic outlier among: Caraúbas, Colniza, Rafaela, Nueve de Julio, Ikirun?",
    "ground_truth": {
      "answer": "Ikirun",
      "outlier_distance_km": 5815.8,
      "second_furthest_km": 2915.5,
      "clarity_ratio": 1.99,
      "median_distance_km": 2634.5,
      "distances_to_centroid": {
        "Caraúbas": 1156.8,
        "Colniza": 1856.1,
        "Rafaela": 2634.5,
        "Nueve de Julio": 2915.5,
        "Ikirun": 5815.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Caraúbas: (-5.79°, -37.56°)",
      "  Colniza: (-9.41°, -59.02°)",
      "  Rafaela: (-31.25°, -61.49°)",
      "  Nueve de Julio: (-35.44°, -60.88°)",
      "  Ikirun: (7.91°, 4.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ikirun: 5815.8 km from centroid",
      "  Nueve de Julio: 2915.5 km from centroid",
      "  Rafaela: 2634.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ikirun",
      "FINAL ANSWER: Ikirun"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.3171,
        "lon": 153.03097,
        "name": "Bracken Ridge"
      },
      {
        "lat": -41.51603,
        "lon": 173.9528,
        "name": "Blenheim"
      },
      {
        "lat": -33.80383,
        "lon": 150.98768,
        "name": "Westmead"
      },
      {
        "lat": -36.8582,
        "lon": 174.62019,
        "name": "Lincoln"
      },
      {
        "lat": 29.62173,
        "lon": 105.69265,
        "name": "Baoxing"
      }
    ],
    "question": "Which location is the geographic outlier among: Bracken Ridge, Blenheim, Westmead, Lincoln, Baoxing?",
    "ground_truth": {
      "answer": "Baoxing",
      "outlier_distance_km": 7555.8,
      "second_furthest_km": 3009.5,
      "clarity_ratio": 2.51,
      "median_distance_km": 2759.6,
      "distances_to_centroid": {
        "Bracken Ridge": 610.0,
        "Blenheim": 3009.5,
        "Westmead": 1317.0,
        "Lincoln": 2759.6,
        "Baoxing": 7555.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bracken Ridge: (-27.32°, 153.03°)",
      "  Blenheim: (-41.52°, 173.95°)",
      "  Westmead: (-33.80°, 150.99°)",
      "  Lincoln: (-36.86°, 174.62°)",
      "  Baoxing: (29.62°, 105.69°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Baoxing: 7555.8 km from centroid",
      "  Blenheim: 3009.5 km from centroid",
      "  Lincoln: 2759.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Baoxing",
      "FINAL ANSWER: Baoxing"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.41098,
        "lon": 26.70107,
        "name": "Theunissen"
      },
      {
        "lat": 9.4025,
        "lon": 42.3175,
        "name": "Funyan Bīra"
      },
      {
        "lat": 9.39334,
        "lon": 42.00967,
        "name": "‘Alemaya"
      },
      {
        "lat": -26.36737,
        "lon": 28.9189,
        "name": "Leslie"
      },
      {
        "lat": -28.21298,
        "lon": 153.53634,
        "name": "Banora Point"
      }
    ],
    "question": "Which location is the geographic outlier among: Theunissen, Funyan Bīra, ‘Alemaya, Leslie, Banora Point?",
    "ground_truth": {
      "answer": "Banora Point",
      "outlier_distance_km": 9800.0,
      "second_furthest_km": 3735.0,
      "clarity_ratio": 2.62,
      "median_distance_km": 3450.3,
      "distances_to_centroid": {
        "Theunissen": 3735.0,
        "Funyan Bīra": 3064.1,
        "‘Alemaya": 3083.5,
        "Leslie": 3450.3,
        "Banora Point": 9800.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Theunissen: (-28.41°, 26.70°)",
      "  Funyan Bīra: (9.40°, 42.32°)",
      "  ‘Alemaya: (9.39°, 42.01°)",
      "  Leslie: (-26.37°, 28.92°)",
      "  Banora Point: (-28.21°, 153.54°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Banora Point: 9800.0 km from centroid",
      "  Theunissen: 3735.0 km from centroid",
      "  Leslie: 3450.3 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": -29.15667,
        "lon": -49.57944,
        "name": "Balneário Gaivota"
      },
      {
        "lat": -11.54722,
        "lon": -41.9775,
        "name": "Ibititá"
      },
      {
        "lat": -24.08204,
        "lon": -54.24622,
        "name": "Guaíra"
      },
      {
        "lat": -29.95111,
        "lon": -51.09389,
        "name": "Cachoeirinha"
      },
      {
        "lat": 43.71619,
        "lon": -79.59636,
        "name": "West Humber-Clairville"
      }
    ],
    "question": "Which location is the geographic outlier among: Balneário Gaivota, Ibititá, Guaíra, Cachoeirinha, West Humber-Clairville?",
    "ground_truth": {
      "answer": "West Humber-Clairville",
      "outlier_distance_km": 6479.5,
      "second_furthest_km": 2238.6,
      "clarity_ratio": 2.89,
      "median_distance_km": 2189.8,
      "distances_to_centroid": {
        "Balneário Gaivota": 2189.8,
        "Ibititá": 1462.1,
        "Guaíra": 1547.2,
        "Cachoeirinha": 2238.6,
        "West Humber-Clairville": 6479.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Balneário Gaivota: (-29.16°, -49.58°)",
      "  Ibititá: (-11.55°, -41.98°)",
      "  Guaíra: (-24.08°, -54.25°)",
      "  Cachoeirinha: (-29.95°, -51.09°)",
      "  West Humber-Clairville: (43.72°, -79.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  West Humber-Clairville: 6479.5 km from centroid",
      "  Cachoeirinha: 2238.6 km from centroid",
      "  Balneário Gaivota: 2189.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: West Humber-Clairville",
      "FINAL ANSWER: West Humber-Clairville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.13389,
        "lon": -35.85639,
        "name": "Riacho das Almas"
      },
      {
        "lat": -27.14944,
        "lon": -52.31056,
        "name": "Seara"
      },
      {
        "lat": -4.88583,
        "lon": -46.005,
        "name": "Arame"
      },
      {
        "lat": 4.56639,
        "lon": -75.75111,
        "name": "Montenegro"
      },
      {
        "lat": 5.82917,
        "lon": 7.35056,
        "name": "Okigwe"
      }
    ],
    "question": "Which location is the geographic outlier among: Riacho das Almas, Seara, Arame, Montenegro, Okigwe?",
    "ground_truth": {
      "answer": "Okigwe",
      "outlier_distance_km": 5472.0,
      "second_furthest_km": 4083.5,
      "clarity_ratio": 1.34,
      "median_distance_km": 2666.8,
      "distances_to_centroid": {
        "Riacho das Almas": 568.3,
        "Seara": 2666.8,
        "Arame": 619.3,
        "Montenegro": 4083.5,
        "Okigwe": 5472.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Riacho das Almas: (-8.13°, -35.86°)",
      "  Seara: (-27.15°, -52.31°)",
      "  Arame: (-4.89°, -46.01°)",
      "  Montenegro: (4.57°, -75.75°)",
      "  Okigwe: (5.83°, 7.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Okigwe: 5472.0 km from centroid",
      "  Montenegro: 4083.5 km from centroid",
      "  Seara: 2666.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Okigwe",
      "FINAL ANSWER: Okigwe"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.25204,
        "lon": 152.99226,
        "name": "Kallangur"
      },
      {
        "lat": -32.5269,
        "lon": 115.7217,
        "name": "Mandurah"
      },
      {
        "lat": -32.27682,
        "lon": 115.72978,
        "name": "Rockingham"
      },
      {
        "lat": -38.38176,
        "lon": 142.48799,
        "name": "Warrnambool"
      },
      {
        "lat": 40.1215,
        "lon": -75.3399,
        "name": "Norristown"
      }
    ],
    "question": "Which location is the geographic outlier among: Kallangur, Mandurah, Rockingham, Warrnambool, Norristown?",
    "ground_truth": {
      "answer": "Norristown",
      "outlier_distance_km": 17202.8,
      "second_furthest_km": 6448.9,
      "clarity_ratio": 2.67,
      "median_distance_km": 5502.8,
      "distances_to_centroid": {
        "Kallangur": 6448.9,
        "Mandurah": 3005.1,
        "Rockingham": 2993.7,
        "Warrnambool": 5502.8,
        "Norristown": 17202.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kallangur: (-27.25°, 152.99°)",
      "  Mandurah: (-32.53°, 115.72°)",
      "  Rockingham: (-32.28°, 115.73°)",
      "  Warrnambool: (-38.38°, 142.49°)",
      "  Norristown: (40.12°, -75.34°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Norristown: 17202.8 km from centroid",
      "  Kallangur: 6448.9 km from centroid",
      "  Warrnambool: 5502.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Norristown",
      "FINAL ANSWER: Norristown"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.92953,
        "lon": 151.7801,
        "name": "Newcastle"
      },
      {
        "lat": -37.75819,
        "lon": 145.00583,
        "name": "Thornbury"
      },
      {
        "lat": -37.81819,
        "lon": 145.00176,
        "name": "Richmond"
      },
      {
        "lat": -33.91439,
        "lon": 151.24895,
        "name": "Randwick"
      },
      {
        "lat": -26.25,
        "lon": 29.26,
        "name": "Kriel"
      }
    ],
    "question": "Which location is the geographic outlier among: Newcastle, Thornbury, Richmond, Randwick, Kriel?",
    "ground_truth": {
      "answer": "Kriel",
      "outlier_distance_km": 8867.2,
      "second_furthest_km": 2532.4,
      "clarity_ratio": 3.5,
      "median_distance_km": 2467.7,
      "distances_to_centroid": {
        "Newcastle": 2532.4,
        "Thornbury": 1903.2,
        "Richmond": 1903.7,
        "Randwick": 2467.7,
        "Kriel": 8867.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Newcastle: (-32.93°, 151.78°)",
      "  Thornbury: (-37.76°, 145.01°)",
      "  Richmond: (-37.82°, 145.00°)",
      "  Randwick: (-33.91°, 151.25°)",
      "  Kriel: (-26.25°, 29.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kriel: 8867.2 km from centroid",
      "  Newcastle: 2532.4 km from centroid",
      "  Randwick: 2467.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kriel",
      "FINAL ANSWER: Kriel"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -9.62361,
        "lon": -37.75667,
        "name": "Piranhas"
      },
      {
        "lat": -23.5702,
        "lon": -46.72628,
        "name": "Butanta"
      },
      {
        "lat": -3.10222,
        "lon": -67.93972,
        "name": "Santo Antônio do Içá"
      },
      {
        "lat": -3.57972,
        "lon": -59.13056,
        "name": "Autazes"
      },
      {
        "lat": 5.63418,
        "lon": 38.23603,
        "name": "Hagere Maryam"
      }
    ],
    "question": "Which location is the geographic outlier among: Piranhas, Butanta, Santo Antônio do Içá, Autazes, Hagere Maryam?",
    "ground_truth": {
      "answer": "Hagere Maryam",
      "outlier_distance_km": 8207.2,
      "second_furthest_km": 3708.6,
      "clarity_ratio": 2.21,
      "median_distance_km": 2733.1,
      "distances_to_centroid": {
        "Piranhas": 459.4,
        "Butanta": 2262.2,
        "Santo Antônio do Içá": 3708.6,
        "Autazes": 2733.1,
        "Hagere Maryam": 8207.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Piranhas: (-9.62°, -37.76°)",
      "  Butanta: (-23.57°, -46.73°)",
      "  Santo Antônio do Içá: (-3.10°, -67.94°)",
      "  Autazes: (-3.58°, -59.13°)",
      "  Hagere Maryam: (5.63°, 38.24°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hagere Maryam: 8207.2 km from centroid",
      "  Santo Antônio do Içá: 3708.6 km from centroid",
      "  Autazes: 2733.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hagere Maryam",
      "FINAL ANSWER: Hagere Maryam"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.58601,
        "lon": 26.88329,
        "name": "Port Alfred"
      },
      {
        "lat": -30.29831,
        "lon": 29.93772,
        "name": "Clydesdale"
      },
      {
        "lat": 7.25256,
        "lon": 5.19312,
        "name": "Akure"
      },
      {
        "lat": -27.03026,
        "lon": 28.60061,
        "name": "Villiers"
      },
      {
        "lat": 59.59737,
        "lon": 60.58608,
        "name": "Serov"
      }
    ],
    "question": "Which location is the geographic outlier among: Port Alfred, Clydesdale, Akure, Villiers, Serov?",
    "ground_truth": {
      "answer": "Serov",
      "outlier_distance_km": 7642.0,
      "second_furthest_km": 3218.2,
      "clarity_ratio": 2.37,
      "median_distance_km": 3086.2,
      "distances_to_centroid": {
        "Port Alfred": 3218.2,
        "Clydesdale": 2834.0,
        "Akure": 3086.2,
        "Villiers": 2476.6,
        "Serov": 7642.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Port Alfred: (-33.59°, 26.88°)",
      "  Clydesdale: (-30.30°, 29.94°)",
      "  Akure: (7.25°, 5.19°)",
      "  Villiers: (-27.03°, 28.60°)",
      "  Serov: (59.60°, 60.59°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Serov: 7642.0 km from centroid",
      "  Port Alfred: 3218.2 km from centroid",
      "  Akure: 3086.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Serov",
      "FINAL ANSWER: Serov"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.74761,
        "lon": -77.08303,
        "name": "Hybla Valley"
      },
      {
        "lat": 23.77846,
        "lon": -105.36038,
        "name": "El Salto"
      },
      {
        "lat": 41.4501,
        "lon": -71.4495,
        "name": "Narragansett"
      },
      {
        "lat": 39.06387,
        "lon": -108.55065,
        "name": "Grand Junction"
      },
      {
        "lat": -21.23342,
        "lon": -45.23488,
        "name": "Nepomuceno"
      }
    ],
    "question": "Which location is the geographic outlier among: Hybla Valley, El Salto, Narragansett, Grand Junction, Nepomuceno?",
    "ground_truth": {
      "answer": "Nepomuceno",
      "outlier_distance_km": 6411.6,
      "second_furthest_km": 3015.2,
      "clarity_ratio": 2.13,
      "median_distance_km": 2416.7,
      "distances_to_centroid": {
        "Hybla Valley": 1653.8,
        "El Salto": 2416.7,
        "Narragansett": 2117.0,
        "Grand Junction": 3015.2,
        "Nepomuceno": 6411.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hybla Valley: (38.75°, -77.08°)",
      "  El Salto: (23.78°, -105.36°)",
      "  Narragansett: (41.45°, -71.45°)",
      "  Grand Junction: (39.06°, -108.55°)",
      "  Nepomuceno: (-21.23°, -45.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nepomuceno: 6411.6 km from centroid",
      "  Grand Junction: 3015.2 km from centroid",
      "  El Salto: 2416.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nepomuceno",
      "FINAL ANSWER: Nepomuceno"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.91928,
        "lon": 145.05301,
        "name": "Bentleigh East"
      },
      {
        "lat": -39.93333,
        "lon": 175.05,
        "name": "Whanganui"
      },
      {
        "lat": -41.26667,
        "lon": 174.95,
        "name": "Wainuiomata"
      },
      {
        "lat": -28.00274,
        "lon": 153.42999,
        "name": "Surfers Paradise"
      },
      {
        "lat": 27.43137,
        "lon": 80.53157,
        "name": "Misrikh"
      }
    ],
    "question": "Which location is the geographic outlier among: Bentleigh East, Whanganui, Wainuiomata, Surfers Paradise, Misrikh?",
    "ground_truth": {
      "answer": "Misrikh",
      "outlier_distance_km": 9032.6,
      "second_furthest_km": 3315.5,
      "clarity_ratio": 2.72,
      "median_distance_km": 3259.7,
      "distances_to_centroid": {
        "Bentleigh East": 1556.3,
        "Whanganui": 3259.7,
        "Wainuiomata": 3315.5,
        "Surfers Paradise": 886.0,
        "Misrikh": 9032.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bentleigh East: (-37.92°, 145.05°)",
      "  Whanganui: (-39.93°, 175.05°)",
      "  Wainuiomata: (-41.27°, 174.95°)",
      "  Surfers Paradise: (-28.00°, 153.43°)",
      "  Misrikh: (27.43°, 80.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Misrikh: 9032.6 km from centroid",
      "  Wainuiomata: 3315.5 km from centroid",
      "  Whanganui: 3259.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Misrikh",
      "FINAL ANSWER: Misrikh"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 32.01667,
        "lon": 130.2,
        "name": "Akune"
      },
      {
        "lat": 21.0028,
        "lon": 105.8151,
        "name": "Vinhomes Royal City"
      },
      {
        "lat": 30.83424,
        "lon": 76.57677,
        "name": "Kūrāli"
      },
      {
        "lat": 13.71466,
        "lon": 100.43691,
        "name": "Phasi Charoen"
      },
      {
        "lat": -11.33333,
        "lon": -38.96667,
        "name": "Araci"
      }
    ],
    "question": "Which location is the geographic outlier among: Akune, Vinhomes Royal City, Kūrāli, Phasi Charoen, Araci?",
    "ground_truth": {
      "answer": "Araci",
      "outlier_distance_km": 12880.7,
      "second_furthest_km": 5770.0,
      "clarity_ratio": 2.23,
      "median_distance_km": 3278.6,
      "distances_to_centroid": {
        "Akune": 5770.0,
        "Vinhomes Royal City": 3278.6,
        "Kūrāli": 1521.3,
        "Phasi Charoen": 2771.7,
        "Araci": 12880.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Akune: (32.02°, 130.20°)",
      "  Vinhomes Royal City: (21.00°, 105.82°)",
      "  Kūrāli: (30.83°, 76.58°)",
      "  Phasi Charoen: (13.71°, 100.44°)",
      "  Araci: (-11.33°, -38.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Araci: 12880.7 km from centroid",
      "  Akune: 5770.0 km from centroid",
      "  Vinhomes Royal City: 3278.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Araci",
      "FINAL ANSWER: Araci"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.76667,
        "lon": 150.91667,
        "name": "Blacktown"
      },
      {
        "lat": -37.8739,
        "lon": 145.02485,
        "name": "Caulfield North"
      },
      {
        "lat": -12.48602,
        "lon": 130.9833,
        "name": "Palmerston"
      },
      {
        "lat": -33.88834,
        "lon": 151.12274,
        "name": "Ashfield"
      },
      {
        "lat": 7.75537,
        "lon": -0.98085,
        "name": "Atebubu"
      }
    ],
    "question": "Which location is the geographic outlier among: Blacktown, Caulfield North, Palmerston, Ashfield, Atebubu?",
    "ground_truth": {
      "answer": "Atebubu",
      "outlier_distance_km": 13045.1,
      "second_furthest_km": 3722.8,
      "clarity_ratio": 3.5,
      "median_distance_km": 3701.5,
      "distances_to_centroid": {
        "Blacktown": 3701.5,
        "Caulfield North": 3329.0,
        "Palmerston": 1963.4,
        "Ashfield": 3722.8,
        "Atebubu": 13045.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Blacktown: (-33.77°, 150.92°)",
      "  Caulfield North: (-37.87°, 145.02°)",
      "  Palmerston: (-12.49°, 130.98°)",
      "  Ashfield: (-33.89°, 151.12°)",
      "  Atebubu: (7.76°, -0.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Atebubu: 13045.1 km from centroid",
      "  Ashfield: 3722.8 km from centroid",
      "  Blacktown: 3701.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Atebubu",
      "FINAL ANSWER: Atebubu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.277,
        "lon": 39.462,
        "name": "Ādīgrat"
      },
      {
        "lat": 7.06273,
        "lon": -1.4001,
        "name": "Mampong"
      },
      {
        "lat": 30.75438,
        "lon": 31.44016,
        "name": "Diyarb Najm"
      },
      {
        "lat": -22.34881,
        "lon": 30.04074,
        "name": "Musina"
      },
      {
        "lat": 42.96339,
        "lon": -78.80392,
        "name": "Eggertsville"
      }
    ],
    "question": "Which location is the geographic outlier among: Ādīgrat, Mampong, Diyarb Najm, Musina, Eggertsville?",
    "ground_truth": {
      "answer": "Eggertsville",
      "outlier_distance_km": 8344.8,
      "second_furthest_km": 4978.5,
      "clarity_ratio": 1.68,
      "median_distance_km": 3799.5,
      "distances_to_centroid": {
        "Ādīgrat": 3799.5,
        "Mampong": 1028.7,
        "Diyarb Najm": 3315.3,
        "Musina": 4978.5,
        "Eggertsville": 8344.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ādīgrat: (14.28°, 39.46°)",
      "  Mampong: (7.06°, -1.40°)",
      "  Diyarb Najm: (30.75°, 31.44°)",
      "  Musina: (-22.35°, 30.04°)",
      "  Eggertsville: (42.96°, -78.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Eggertsville: 8344.8 km from centroid",
      "  Musina: 4978.5 km from centroid",
      "  Ādīgrat: 3799.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Eggertsville",
      "FINAL ANSWER: Eggertsville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.98333,
        "lon": 145.2,
        "name": "Dandenong"
      },
      {
        "lat": -37.70462,
        "lon": 145.10302,
        "name": "Greensborough"
      },
      {
        "lat": -38.04369,
        "lon": 145.2923,
        "name": "Narre Warren South"
      },
      {
        "lat": -33.70244,
        "lon": 151.09931,
        "name": "Hornsby"
      },
      {
        "lat": -21.8025,
        "lon": -49.61,
        "name": "Cafelândia"
      }
    ],
    "question": "Which location is the geographic outlier among: Dandenong, Greensborough, Narre Warren South, Hornsby, Cafelândia?",
    "ground_truth": {
      "answer": "Cafelândia",
      "outlier_distance_km": 13366.2,
      "second_furthest_km": 4006.1,
      "clarity_ratio": 3.34,
      "median_distance_km": 3417.6,
      "distances_to_centroid": {
        "Dandenong": 3410.0,
        "Greensborough": 3403.8,
        "Narre Warren South": 3417.6,
        "Hornsby": 4006.1,
        "Cafelândia": 13366.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dandenong: (-37.98°, 145.20°)",
      "  Greensborough: (-37.70°, 145.10°)",
      "  Narre Warren South: (-38.04°, 145.29°)",
      "  Hornsby: (-33.70°, 151.10°)",
      "  Cafelândia: (-21.80°, -49.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cafelândia: 13366.2 km from centroid",
      "  Hornsby: 4006.1 km from centroid",
      "  Narre Warren South: 3417.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cafelândia",
      "FINAL ANSWER: Cafelândia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.02366,
        "lon": 39.10436,
        "name": "Pashkovskiy"
      },
      {
        "lat": 55.66977,
        "lon": 37.27716,
        "name": "Odintsovo"
      },
      {
        "lat": 45.08201,
        "lon": 7.66485,
        "name": "San Donato"
      },
      {
        "lat": 38.09519,
        "lon": -3.63602,
        "name": "Linares"
      },
      {
        "lat": -38.09968,
        "lon": 145.17248,
        "name": "Carrum Downs"
      }
    ],
    "question": "Which location is the geographic outlier among: Pashkovskiy, Odintsovo, San Donato, Linares, Carrum Downs?",
    "ground_truth": {
      "answer": "Carrum Downs",
      "outlier_distance_km": 12773.2,
      "second_furthest_km": 4568.8,
      "clarity_ratio": 2.8,
      "median_distance_km": 3718.0,
      "distances_to_centroid": {
        "Pashkovskiy": 1842.1,
        "Odintsovo": 3013.4,
        "San Donato": 3718.0,
        "Linares": 4568.8,
        "Carrum Downs": 12773.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pashkovskiy: (45.02°, 39.10°)",
      "  Odintsovo: (55.67°, 37.28°)",
      "  San Donato: (45.08°, 7.66°)",
      "  Linares: (38.10°, -3.64°)",
      "  Carrum Downs: (-38.10°, 145.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carrum Downs: 12773.2 km from centroid",
      "  Linares: 4568.8 km from centroid",
      "  San Donato: 3718.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carrum Downs",
      "FINAL ANSWER: Carrum Downs"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.10482,
        "lon": -70.94532,
        "name": "Abington"
      },
      {
        "lat": 44.08385,
        "lon": -93.22604,
        "name": "Owatonna"
      },
      {
        "lat": 28.05502,
        "lon": -82.60982,
        "name": "Westchase"
      },
      {
        "lat": 33.93113,
        "lon": -117.54866,
        "name": "Norco"
      },
      {
        "lat": 53.14657,
        "lon": 140.72287,
        "name": "Nikolayevsk-on-Amure"
      }
    ],
    "question": "Which location is the geographic outlier among: Abington, Owatonna, Westchase, Norco, Nikolayevsk-on-Amure?",
    "ground_truth": {
      "answer": "Nikolayevsk-on-Amure",
      "outlier_distance_km": 9615.1,
      "second_furthest_km": 6314.8,
      "clarity_ratio": 1.52,
      "median_distance_km": 3961.6,
      "distances_to_centroid": {
        "Abington": 2195.4,
        "Owatonna": 3961.6,
        "Westchase": 3707.1,
        "Norco": 6314.8,
        "Nikolayevsk-on-Amure": 9615.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Abington: (42.10°, -70.95°)",
      "  Owatonna: (44.08°, -93.23°)",
      "  Westchase: (28.06°, -82.61°)",
      "  Norco: (33.93°, -117.55°)",
      "  Nikolayevsk-on-Amure: (53.15°, 140.72°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nikolayevsk-on-Amure: 9615.1 km from centroid",
      "  Norco: 6314.8 km from centroid",
      "  Owatonna: 3961.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nikolayevsk-on-Amure",
      "FINAL ANSWER: Nikolayevsk-on-Amure"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 3.10591,
        "lon": 101.68683,
        "name": "Taman Desa"
      },
      {
        "lat": 30.60369,
        "lon": 109.72333,
        "name": "Yezhou"
      },
      {
        "lat": 6.6925,
        "lon": 124.67639,
        "name": "Tacurong"
      },
      {
        "lat": 27.43818,
        "lon": 78.03758,
        "name": "Sadābād"
      },
      {
        "lat": 19.13325,
        "lon": -97.64167,
        "name": "San Salvador El Seco"
      }
    ],
    "question": "Which location is the geographic outlier among: Taman Desa, Yezhou, Tacurong, Sadābād, San Salvador El Seco?",
    "ground_truth": {
      "answer": "San Salvador El Seco",
      "outlier_distance_km": 15450.5,
      "second_furthest_km": 6753.6,
      "clarity_ratio": 2.29,
      "median_distance_km": 4901.8,
      "distances_to_centroid": {
        "Taman Desa": 4477.4,
        "Yezhou": 4901.8,
        "Tacurong": 6753.6,
        "Sadābād": 1879.5,
        "San Salvador El Seco": 15450.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taman Desa: (3.11°, 101.69°)",
      "  Yezhou: (30.60°, 109.72°)",
      "  Tacurong: (6.69°, 124.68°)",
      "  Sadābād: (27.44°, 78.04°)",
      "  San Salvador El Seco: (19.13°, -97.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Salvador El Seco: 15450.5 km from centroid",
      "  Tacurong: 6753.6 km from centroid",
      "  Yezhou: 4901.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Salvador El Seco",
      "FINAL ANSWER: San Salvador El Seco"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 18.56667,
        "lon": 105.68333,
        "name": "Hồng Lĩnh"
      },
      {
        "lat": 19.61186,
        "lon": 76.6874,
        "name": "Jintūr"
      },
      {
        "lat": 16.36389,
        "lon": 120.67694,
        "name": "Itogon"
      },
      {
        "lat": 35.75264,
        "lon": 139.73348,
        "name": "Kita"
      },
      {
        "lat": -43.24895,
        "lon": -65.30505,
        "name": "Trelew"
      }
    ],
    "question": "Which location is the geographic outlier among: Hồng Lĩnh, Jintūr, Itogon, Kita, Trelew?",
    "ground_truth": {
      "answer": "Trelew",
      "outlier_distance_km": 14675.6,
      "second_furthest_km": 7080.1,
      "clarity_ratio": 2.07,
      "median_distance_km": 4948.0,
      "distances_to_centroid": {
        "Hồng Lĩnh": 3406.6,
        "Jintūr": 1141.7,
        "Itogon": 4948.0,
        "Kita": 7080.1,
        "Trelew": 14675.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hồng Lĩnh: (18.57°, 105.68°)",
      "  Jintūr: (19.61°, 76.69°)",
      "  Itogon: (16.36°, 120.68°)",
      "  Kita: (35.75°, 139.73°)",
      "  Trelew: (-43.25°, -65.31°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Trelew: 14675.6 km from centroid",
      "  Kita: 7080.1 km from centroid",
      "  Itogon: 4948.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Trelew",
      "FINAL ANSWER: Trelew"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -11.51056,
        "lon": -38.15,
        "name": "Crisópolis"
      },
      {
        "lat": -23.54476,
        "lon": -46.64105,
        "name": "Republica"
      },
      {
        "lat": -9.70926,
        "lon": -36.44785,
        "name": "Cajueiro"
      },
      {
        "lat": -6.0,
        "lon": -40.28333,
        "name": "São João dos Inhamuns"
      },
      {
        "lat": 17.4,
        "lon": 73.76667,
        "name": "Koynanagar"
      }
    ],
    "question": "Which location is the geographic outlier among: Crisópolis, Republica, Cajueiro, São João dos Inhamuns, Koynanagar?",
    "ground_truth": {
      "answer": "Koynanagar",
      "outlier_distance_km": 10368.0,
      "second_furthest_km": 3629.1,
      "clarity_ratio": 2.86,
      "median_distance_km": 2513.2,
      "distances_to_centroid": {
        "Crisópolis": 2323.8,
        "Republica": 3629.1,
        "Cajueiro": 2106.6,
        "São João dos Inhamuns": 2513.2,
        "Koynanagar": 10368.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Crisópolis: (-11.51°, -38.15°)",
      "  Republica: (-23.54°, -46.64°)",
      "  Cajueiro: (-9.71°, -36.45°)",
      "  São João dos Inhamuns: (-6.00°, -40.28°)",
      "  Koynanagar: (17.40°, 73.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Koynanagar: 10368.0 km from centroid",
      "  Republica: 3629.1 km from centroid",
      "  São João dos Inhamuns: 2513.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Koynanagar",
      "FINAL ANSWER: Koynanagar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.17492,
        "lon": -122.2608,
        "name": "American Canyon"
      },
      {
        "lat": 39.91789,
        "lon": -75.22796,
        "name": "Elmwood"
      },
      {
        "lat": 41.9659,
        "lon": -87.65262,
        "name": "Uptown"
      },
      {
        "lat": 42.12922,
        "lon": -80.08506,
        "name": "Erie"
      },
      {
        "lat": 13.83224,
        "lon": 120.63219,
        "name": "Calatagan"
      }
    ],
    "question": "Which location is the geographic outlier among: American Canyon, Elmwood, Uptown, Erie, Calatagan?",
    "ground_truth": {
      "answer": "Calatagan",
      "outlier_distance_km": 14452.3,
      "second_furthest_km": 6369.9,
      "clarity_ratio": 2.27,
      "median_distance_km": 3419.1,
      "distances_to_centroid": {
        "American Canyon": 6369.9,
        "Elmwood": 2368.3,
        "Uptown": 3419.1,
        "Erie": 2795.9,
        "Calatagan": 14452.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  American Canyon: (38.17°, -122.26°)",
      "  Elmwood: (39.92°, -75.23°)",
      "  Uptown: (41.97°, -87.65°)",
      "  Erie: (42.13°, -80.09°)",
      "  Calatagan: (13.83°, 120.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Calatagan: 14452.3 km from centroid",
      "  American Canyon: 6369.9 km from centroid",
      "  Uptown: 3419.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Calatagan",
      "FINAL ANSWER: Calatagan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -9.40917,
        "lon": -59.025,
        "name": "Colniza"
      },
      {
        "lat": -15.74333,
        "lon": -43.02833,
        "name": "Porteirinha"
      },
      {
        "lat": 4.53656,
        "lon": -75.67263,
        "name": "Armenia"
      },
      {
        "lat": -23.60389,
        "lon": -46.91917,
        "name": "Cotia"
      },
      {
        "lat": -33.85,
        "lon": 151.03333,
        "name": "Auburn"
      }
    ],
    "question": "Which location is the geographic outlier among: Colniza, Porteirinha, Armenia, Cotia, Auburn?",
    "ground_truth": {
      "answer": "Auburn",
      "outlier_distance_km": 14311.5,
      "second_furthest_km": 7070.1,
      "clarity_ratio": 2.02,
      "median_distance_km": 4849.9,
      "distances_to_centroid": {
        "Colniza": 4849.9,
        "Porteirinha": 3028.1,
        "Armenia": 7070.1,
        "Cotia": 3478.9,
        "Auburn": 14311.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Colniza: (-9.41°, -59.02°)",
      "  Porteirinha: (-15.74°, -43.03°)",
      "  Armenia: (4.54°, -75.67°)",
      "  Cotia: (-23.60°, -46.92°)",
      "  Auburn: (-33.85°, 151.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Auburn: 14311.5 km from centroid",
      "  Armenia: 7070.1 km from centroid",
      "  Colniza: 4849.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Auburn",
      "FINAL ANSWER: Auburn"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -2.54389,
        "lon": -45.77546,
        "name": "Santa Luzia do Paruá"
      },
      {
        "lat": -12.60139,
        "lon": -38.96576,
        "name": "Cachoeira"
      },
      {
        "lat": -6.89028,
        "lon": -38.55528,
        "name": "Cajazeiras"
      },
      {
        "lat": -16.25,
        "lon": -69.08333,
        "name": "Yunguyo"
      },
      {
        "lat": 26.61708,
        "lon": -80.07231,
        "name": "Lake Worth Beach"
      }
    ],
    "question": "Which location is the geographic outlier among: Santa Luzia do Paruá, Cachoeira, Cajazeiras, Yunguyo, Lake Worth Beach?",
    "ground_truth": {
      "answer": "Lake Worth Beach",
      "outlier_distance_km": 4231.0,
      "second_furthest_km": 2223.7,
      "clarity_ratio": 1.9,
      "median_distance_km": 2055.4,
      "distances_to_centroid": {
        "Santa Luzia do Paruá": 968.5,
        "Cachoeira": 2055.4,
        "Cajazeiras": 1836.9,
        "Yunguyo": 2223.7,
        "Lake Worth Beach": 4231.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santa Luzia do Paruá: (-2.54°, -45.78°)",
      "  Cachoeira: (-12.60°, -38.97°)",
      "  Cajazeiras: (-6.89°, -38.56°)",
      "  Yunguyo: (-16.25°, -69.08°)",
      "  Lake Worth Beach: (26.62°, -80.07°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lake Worth Beach: 4231.0 km from centroid",
      "  Yunguyo: 2223.7 km from centroid",
      "  Cachoeira: 2055.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lake Worth Beach",
      "FINAL ANSWER: Lake Worth Beach"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.88384,
        "lon": 29.70557,
        "name": "Mankweng"
      },
      {
        "lat": 5.01806,
        "lon": -1.66437,
        "name": "Shama Junction"
      },
      {
        "lat": -27.00805,
        "lon": 27.3646,
        "name": "Vredefort"
      },
      {
        "lat": -0.75675,
        "lon": 34.59833,
        "name": "Rongo"
      },
      {
        "lat": 54.91443,
        "lon": 85.63971,
        "name": "Promyshlennaya"
      }
    ],
    "question": "Which location is the geographic outlier among: Mankweng, Shama Junction, Vredefort, Rongo, Promyshlennaya?",
    "ground_truth": {
      "answer": "Promyshlennaya",
      "outlier_distance_km": 7461.8,
      "second_furthest_km": 4100.5,
      "clarity_ratio": 1.82,
      "median_distance_km": 3294.2,
      "distances_to_centroid": {
        "Mankweng": 2899.9,
        "Shama Junction": 4100.5,
        "Vredefort": 3294.2,
        "Rongo": 274.8,
        "Promyshlennaya": 7461.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mankweng: (-23.88°, 29.71°)",
      "  Shama Junction: (5.02°, -1.66°)",
      "  Vredefort: (-27.01°, 27.36°)",
      "  Rongo: (-0.76°, 34.60°)",
      "  Promyshlennaya: (54.91°, 85.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Promyshlennaya: 7461.8 km from centroid",
      "  Shama Junction: 4100.5 km from centroid",
      "  Vredefort: 3294.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Promyshlennaya",
      "FINAL ANSWER: Promyshlennaya"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.54783,
        "lon": -104.0461,
        "name": "Ameca"
      },
      {
        "lat": 43.1859,
        "lon": -76.17243,
        "name": "Clay"
      },
      {
        "lat": 44.29496,
        "lon": -93.26883,
        "name": "Faribault"
      },
      {
        "lat": 20.21081,
        "lon": -101.13212,
        "name": "Yuriria"
      },
      {
        "lat": 44.12489,
        "lon": 4.08082,
        "name": "Alès"
      }
    ],
    "question": "Which location is the geographic outlier among: Ameca, Clay, Faribault, Yuriria, Alès?",
    "ground_truth": {
      "answer": "Alès",
      "outlier_distance_km": 6559.3,
      "second_furthest_km": 3315.7,
      "clarity_ratio": 1.98,
      "median_distance_km": 3089.5,
      "distances_to_centroid": {
        "Ameca": 3315.7,
        "Clay": 985.1,
        "Faribault": 1968.3,
        "Yuriria": 3089.5,
        "Alès": 6559.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ameca: (20.55°, -104.05°)",
      "  Clay: (43.19°, -76.17°)",
      "  Faribault: (44.29°, -93.27°)",
      "  Yuriria: (20.21°, -101.13°)",
      "  Alès: (44.12°, 4.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alès: 6559.3 km from centroid",
      "  Ameca: 3315.7 km from centroid",
      "  Yuriria: 3089.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alès",
      "FINAL ANSWER: Alès"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -4.05466,
        "lon": 39.66359,
        "name": "Mombasa"
      },
      {
        "lat": 7.1962,
        "lon": 5.58681,
        "name": "Owo"
      },
      {
        "lat": -28.01274,
        "lon": 27.08234,
        "name": "Phomolong"
      },
      {
        "lat": 5.31667,
        "lon": 39.58333,
        "name": "Negēlē"
      },
      {
        "lat": -38.02388,
        "lon": 144.40617,
        "name": "Lara"
      }
    ],
    "question": "Which location is the geographic outlier among: Mombasa, Owo, Phomolong, Negēlē, Lara?",
    "ground_truth": {
      "answer": "Lara",
      "outlier_distance_km": 9493.0,
      "second_furthest_km": 5464.0,
      "clarity_ratio": 1.74,
      "median_distance_km": 3113.8,
      "distances_to_centroid": {
        "Mombasa": 1522.9,
        "Owo": 5464.0,
        "Phomolong": 3113.8,
        "Negēlē": 2274.4,
        "Lara": 9493.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mombasa: (-4.05°, 39.66°)",
      "  Owo: (7.20°, 5.59°)",
      "  Phomolong: (-28.01°, 27.08°)",
      "  Negēlē: (5.32°, 39.58°)",
      "  Lara: (-38.02°, 144.41°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lara: 9493.0 km from centroid",
      "  Owo: 5464.0 km from centroid",
      "  Phomolong: 3113.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lara",
      "FINAL ANSWER: Lara"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -38.18333,
        "lon": 145.08333,
        "name": "Mount Eliza"
      },
      {
        "lat": -35.73167,
        "lon": 174.32391,
        "name": "Whangarei"
      },
      {
        "lat": -30.29626,
        "lon": 153.11351,
        "name": "Coffs Harbour"
      },
      {
        "lat": -37.76722,
        "lon": 144.76657,
        "name": "Deer Park"
      },
      {
        "lat": -27.03026,
        "lon": 28.60061,
        "name": "Villiers"
      }
    ],
    "question": "Which location is the geographic outlier among: Mount Eliza, Whangarei, Coffs Harbour, Deer Park, Villiers?",
    "ground_truth": {
      "answer": "Villiers",
      "outlier_distance_km": 9260.7,
      "second_furthest_km": 4092.9,
      "clarity_ratio": 2.26,
      "median_distance_km": 2284.0,
      "distances_to_centroid": {
        "Mount Eliza": 1509.3,
        "Whangarei": 4092.9,
        "Coffs Harbour": 2284.0,
        "Deer Park": 1471.6,
        "Villiers": 9260.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mount Eliza: (-38.18°, 145.08°)",
      "  Whangarei: (-35.73°, 174.32°)",
      "  Coffs Harbour: (-30.30°, 153.11°)",
      "  Deer Park: (-37.77°, 144.77°)",
      "  Villiers: (-27.03°, 28.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Villiers: 9260.7 km from centroid",
      "  Whangarei: 4092.9 km from centroid",
      "  Coffs Harbour: 2284.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Villiers",
      "FINAL ANSWER: Villiers"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.79176,
        "lon": 151.08057,
        "name": "Eastwood"
      },
      {
        "lat": -38.07018,
        "lon": 145.47411,
        "name": "Pakenham"
      },
      {
        "lat": -37.96667,
        "lon": 145.16667,
        "name": "Noble Park"
      },
      {
        "lat": -33.9677,
        "lon": 151.10149,
        "name": "Hurstville"
      },
      {
        "lat": 10.38584,
        "lon": 8.57286,
        "name": "Lere"
      }
    ],
    "question": "Which location is the geographic outlier among: Eastwood, Pakenham, Noble Park, Hurstville, Lere?",
    "ground_truth": {
      "answer": "Lere",
      "outlier_distance_km": 12671.1,
      "second_furthest_km": 3054.4,
      "clarity_ratio": 4.15,
      "median_distance_km": 3050.1,
      "distances_to_centroid": {
        "Eastwood": 3050.1,
        "Pakenham": 2671.1,
        "Noble Park": 2641.8,
        "Hurstville": 3054.4,
        "Lere": 12671.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Eastwood: (-33.79°, 151.08°)",
      "  Pakenham: (-38.07°, 145.47°)",
      "  Noble Park: (-37.97°, 145.17°)",
      "  Hurstville: (-33.97°, 151.10°)",
      "  Lere: (10.39°, 8.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lere: 12671.1 km from centroid",
      "  Hurstville: 3054.4 km from centroid",
      "  Eastwood: 3050.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lere",
      "FINAL ANSWER: Lere"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.92598,
        "lon": 151.19347,
        "name": "Mascot"
      },
      {
        "lat": -39.06667,
        "lon": 174.08333,
        "name": "New Plymouth"
      },
      {
        "lat": -33.8178,
        "lon": 151.00348,
        "name": "Parramatta"
      },
      {
        "lat": -41.13333,
        "lon": 174.85,
        "name": "Porirua"
      },
      {
        "lat": 45.94541,
        "lon": -66.66558,
        "name": "Fredericton"
      }
    ],
    "question": "Which location is the geographic outlier among: Mascot, New Plymouth, Parramatta, Porirua, Fredericton?",
    "ground_truth": {
      "answer": "Fredericton",
      "outlier_distance_km": 17156.0,
      "second_furthest_km": 5877.2,
      "clarity_ratio": 2.92,
      "median_distance_km": 5795.6,
      "distances_to_centroid": {
        "Mascot": 3688.8,
        "New Plymouth": 5795.6,
        "Parramatta": 3668.7,
        "Porirua": 5877.2,
        "Fredericton": 17156.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mascot: (-33.93°, 151.19°)",
      "  New Plymouth: (-39.07°, 174.08°)",
      "  Parramatta: (-33.82°, 151.00°)",
      "  Porirua: (-41.13°, 174.85°)",
      "  Fredericton: (45.95°, -66.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Fredericton: 17156.0 km from centroid",
      "  Porirua: 5877.2 km from centroid",
      "  New Plymouth: 5795.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Fredericton",
      "FINAL ANSWER: Fredericton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -12.09086,
        "lon": -45.78501,
        "name": "Luis Eduardo Magalhães"
      },
      {
        "lat": -10.74167,
        "lon": -40.36083,
        "name": "Pindobaçu"
      },
      {
        "lat": 5.01789,
        "lon": -72.74675,
        "name": "Tauramena"
      },
      {
        "lat": -38.90056,
        "lon": -70.06674,
        "name": "Zapala"
      },
      {
        "lat": -37.8739,
        "lon": 145.02485,
        "name": "Caulfield North"
      }
    ],
    "question": "Which location is the geographic outlier among: Luis Eduardo Magalhães, Pindobaçu, Tauramena, Zapala, Caulfield North?",
    "ground_truth": {
      "answer": "Caulfield North",
      "outlier_distance_km": 13420.0,
      "second_furthest_km": 6677.9,
      "clarity_ratio": 2.01,
      "median_distance_km": 5551.5,
      "distances_to_centroid": {
        "Luis Eduardo Magalhães": 3193.9,
        "Pindobaçu": 2688.6,
        "Tauramena": 6677.9,
        "Zapala": 5551.5,
        "Caulfield North": 13420.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Luis Eduardo Magalhães: (-12.09°, -45.79°)",
      "  Pindobaçu: (-10.74°, -40.36°)",
      "  Tauramena: (5.02°, -72.75°)",
      "  Zapala: (-38.90°, -70.07°)",
      "  Caulfield North: (-37.87°, 145.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Caulfield North: 13420.0 km from centroid",
      "  Tauramena: 6677.9 km from centroid",
      "  Zapala: 5551.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Caulfield North",
      "FINAL ANSWER: Caulfield North"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.60306,
        "lon": -58.54074,
        "name": "Santos Lugares"
      },
      {
        "lat": -34.65118,
        "lon": -58.62205,
        "name": "Morón"
      },
      {
        "lat": -28.55104,
        "lon": -56.04125,
        "name": "Santo Tomé"
      },
      {
        "lat": -12.76556,
        "lon": -39.42833,
        "name": "Castro Alves"
      },
      {
        "lat": 66.53373,
        "lon": 66.60955,
        "name": "Salekhard"
      }
    ],
    "question": "Which location is the geographic outlier among: Santos Lugares, Morón, Santo Tomé, Castro Alves, Salekhard?",
    "ground_truth": {
      "answer": "Salekhard",
      "outlier_distance_km": 11162.6,
      "second_furthest_km": 4150.8,
      "clarity_ratio": 2.69,
      "median_distance_km": 4141.6,
      "distances_to_centroid": {
        "Santos Lugares": 4141.6,
        "Morón": 4150.8,
        "Santo Tomé": 3562.1,
        "Castro Alves": 1200.1,
        "Salekhard": 11162.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Santos Lugares: (-34.60°, -58.54°)",
      "  Morón: (-34.65°, -58.62°)",
      "  Santo Tomé: (-28.55°, -56.04°)",
      "  Castro Alves: (-12.77°, -39.43°)",
      "  Salekhard: (66.53°, 66.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Salekhard: 11162.6 km from centroid",
      "  Morón: 4150.8 km from centroid",
      "  Santos Lugares: 4141.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Salekhard",
      "FINAL ANSWER: Salekhard"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.28431,
        "lon": -98.43885,
        "name": "San Martin Texmelucan de Labastida"
      },
      {
        "lat": 25.79698,
        "lon": -100.31791,
        "name": "Ciudad General Escobedo"
      },
      {
        "lat": 30.60353,
        "lon": -87.9036,
        "name": "Daphne"
      },
      {
        "lat": 15.13924,
        "lon": -92.4634,
        "name": "Huixtla"
      },
      {
        "lat": -7.0868,
        "lon": 110.9158,
        "name": "Purwodadi"
      }
    ],
    "question": "Which location is the geographic outlier among: San Martin Texmelucan de Labastida, Ciudad General Escobedo, Daphne, Huixtla, Purwodadi?",
    "ground_truth": {
      "answer": "Purwodadi",
      "outlier_distance_km": 18023.0,
      "second_furthest_km": 4914.6,
      "clarity_ratio": 3.67,
      "median_distance_km": 4732.7,
      "distances_to_centroid": {
        "San Martin Texmelucan de Labastida": 4732.7,
        "Ciudad General Escobedo": 4914.6,
        "Daphne": 3793.8,
        "Huixtla": 4148.2,
        "Purwodadi": 18023.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Martin Texmelucan de Labastida: (19.28°, -98.44°)",
      "  Ciudad General Escobedo: (25.80°, -100.32°)",
      "  Daphne: (30.60°, -87.90°)",
      "  Huixtla: (15.14°, -92.46°)",
      "  Purwodadi: (-7.09°, 110.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Purwodadi: 18023.0 km from centroid",
      "  Ciudad General Escobedo: 4914.6 km from centroid",
      "  San Martin Texmelucan de Labastida: 4732.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Purwodadi",
      "FINAL ANSWER: Purwodadi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -3.20333,
        "lon": -52.20639,
        "name": "Altamira"
      },
      {
        "lat": 4.9825,
        "lon": -75.60361,
        "name": "Chinchiná"
      },
      {
        "lat": -17.74431,
        "lon": -48.62789,
        "name": "Caldas Novas"
      },
      {
        "lat": -23.56675,
        "lon": -46.66439,
        "name": "Jardim Paulista"
      },
      {
        "lat": 28.55023,
        "lon": 79.31761,
        "name": "Shāhi"
      }
    ],
    "question": "Which location is the geographic outlier among: Altamira, Chinchiná, Caldas Novas, Jardim Paulista, Shāhi?",
    "ground_truth": {
      "answer": "Shāhi",
      "outlier_distance_km": 11886.3,
      "second_furthest_km": 5264.9,
      "clarity_ratio": 2.26,
      "median_distance_km": 3059.8,
      "distances_to_centroid": {
        "Altamira": 2606.9,
        "Chinchiná": 5264.9,
        "Caldas Novas": 2773.3,
        "Jardim Paulista": 3059.8,
        "Shāhi": 11886.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Altamira: (-3.20°, -52.21°)",
      "  Chinchiná: (4.98°, -75.60°)",
      "  Caldas Novas: (-17.74°, -48.63°)",
      "  Jardim Paulista: (-23.57°, -46.66°)",
      "  Shāhi: (28.55°, 79.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Shāhi: 11886.3 km from centroid",
      "  Chinchiná: 5264.9 km from centroid",
      "  Jardim Paulista: 3059.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Shāhi",
      "FINAL ANSWER: Shāhi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.69689,
        "lon": 7.46809,
        "name": "Selm"
      },
      {
        "lat": 55.52771,
        "lon": 45.45679,
        "name": "Sergach"
      },
      {
        "lat": 52.25443,
        "lon": 21.03472,
        "name": "Praga Północ"
      },
      {
        "lat": 53.27096,
        "lon": 34.32143,
        "name": "Bryansk"
      },
      {
        "lat": -0.56333,
        "lon": 34.93583,
        "name": "Nyamira"
      }
    ],
    "question": "Which location is the geographic outlier among: Selm, Sergach, Praga Północ, Bryansk, Nyamira?",
    "ground_truth": {
      "answer": "Nyamira",
      "outlier_distance_km": 4822.8,
      "second_furthest_km": 1895.1,
      "clarity_ratio": 2.54,
      "median_distance_km": 1893.5,
      "distances_to_centroid": {
        "Selm": 1895.1,
        "Sergach": 1893.5,
        "Praga Północ": 1231.4,
        "Bryansk": 1276.0,
        "Nyamira": 4822.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Selm: (51.70°, 7.47°)",
      "  Sergach: (55.53°, 45.46°)",
      "  Praga Północ: (52.25°, 21.03°)",
      "  Bryansk: (53.27°, 34.32°)",
      "  Nyamira: (-0.56°, 34.94°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nyamira: 4822.8 km from centroid",
      "  Selm: 1895.1 km from centroid",
      "  Sergach: 1893.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nyamira",
      "FINAL ANSWER: Nyamira"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -18.16583,
        "lon": -47.94639,
        "name": "Catalão"
      },
      {
        "lat": -16.32667,
        "lon": -48.95278,
        "name": "Anápolis"
      },
      {
        "lat": -11.6725,
        "lon": -61.19361,
        "name": "Pimenta Bueno"
      },
      {
        "lat": -19.22444,
        "lon": -44.93528,
        "name": "Pompéu"
      },
      {
        "lat": -45.87416,
        "lon": 170.50361,
        "name": "Dunedin"
      }
    ],
    "question": "Which location is the geographic outlier among: Catalão, Anápolis, Pimenta Bueno, Pompéu, Dunedin?",
    "ground_truth": {
      "answer": "Dunedin",
      "outlier_distance_km": 12433.7,
      "second_furthest_km": 5903.6,
      "clarity_ratio": 2.11,
      "median_distance_km": 4489.2,
      "distances_to_centroid": {
        "Catalão": 4335.2,
        "Anápolis": 4489.2,
        "Pimenta Bueno": 5903.6,
        "Pompéu": 4000.1,
        "Dunedin": 12433.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Catalão: (-18.17°, -47.95°)",
      "  Anápolis: (-16.33°, -48.95°)",
      "  Pimenta Bueno: (-11.67°, -61.19°)",
      "  Pompéu: (-19.22°, -44.94°)",
      "  Dunedin: (-45.87°, 170.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dunedin: 12433.7 km from centroid",
      "  Pimenta Bueno: 5903.6 km from centroid",
      "  Anápolis: 4489.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dunedin",
      "FINAL ANSWER: Dunedin"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.27519,
        "lon": -89.78117,
        "name": "Slidell"
      },
      {
        "lat": 42.33437,
        "lon": -71.10845,
        "name": "Mission Hill"
      },
      {
        "lat": 33.93196,
        "lon": -117.94617,
        "name": "La Habra"
      },
      {
        "lat": 37.29347,
        "lon": -80.05476,
        "name": "Salem"
      },
      {
        "lat": -36.96587,
        "lon": 174.82389,
        "name": "Mangere East"
      }
    ],
    "question": "Which location is the geographic outlier among: Slidell, Mission Hill, La Habra, Salem, Mangere East?",
    "ground_truth": {
      "answer": "Mangere East",
      "outlier_distance_km": 16512.3,
      "second_furthest_km": 7915.3,
      "clarity_ratio": 2.09,
      "median_distance_km": 5346.3,
      "distances_to_centroid": {
        "Slidell": 5346.3,
        "Mission Hill": 3947.1,
        "La Habra": 7915.3,
        "Salem": 4502.5,
        "Mangere East": 16512.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Slidell: (30.28°, -89.78°)",
      "  Mission Hill: (42.33°, -71.11°)",
      "  La Habra: (33.93°, -117.95°)",
      "  Salem: (37.29°, -80.05°)",
      "  Mangere East: (-36.97°, 174.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mangere East: 16512.3 km from centroid",
      "  La Habra: 7915.3 km from centroid",
      "  Slidell: 5346.3 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": -33.7457,
        "lon": 151.04764,
        "name": "West Pennant Hills"
      },
      {
        "lat": -37.82289,
        "lon": 147.61041,
        "name": "Bairnsdale"
      },
      {
        "lat": -37.98333,
        "lon": 145.2,
        "name": "Dandenong"
      },
      {
        "lat": -33.86482,
        "lon": 151.20773,
        "name": "Sydney Central Business District"
      },
      {
        "lat": 42.3751,
        "lon": -71.10561,
        "name": "Cambridge"
      }
    ],
    "question": "Which location is the geographic outlier among: West Pennant Hills, Bairnsdale, Dandenong, Sydney Central Business District, Cambridge?",
    "ground_truth": {
      "answer": "Cambridge",
      "outlier_distance_km": 17520.4,
      "second_furthest_km": 4796.7,
      "clarity_ratio": 3.65,
      "median_distance_km": 4780.6,
      "distances_to_centroid": {
        "West Pennant Hills": 4780.6,
        "Bairnsdale": 4550.6,
        "Dandenong": 4350.1,
        "Sydney Central Business District": 4796.7,
        "Cambridge": 17520.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  West Pennant Hills: (-33.75°, 151.05°)",
      "  Bairnsdale: (-37.82°, 147.61°)",
      "  Dandenong: (-37.98°, 145.20°)",
      "  Sydney Central Business District: (-33.86°, 151.21°)",
      "  Cambridge: (42.38°, -71.11°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cambridge: 17520.4 km from centroid",
      "  Sydney Central Business District: 4796.7 km from centroid",
      "  West Pennant Hills: 4780.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cambridge",
      "FINAL ANSWER: Cambridge"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.83333,
        "lon": 145.05,
        "name": "Glenferrie"
      },
      {
        "lat": -27.46794,
        "lon": 153.02809,
        "name": "Brisbane"
      },
      {
        "lat": -36.88041,
        "lon": 174.79819,
        "name": "Remuera"
      },
      {
        "lat": -33.95,
        "lon": 151.13333,
        "name": "Rockdale"
      },
      {
        "lat": 46.57472,
        "lon": 131.39318,
        "name": "Baoshan"
      }
    ],
    "question": "Which location is the geographic outlier among: Glenferrie, Brisbane, Remuera, Rockdale, Baoshan?",
    "ground_truth": {
      "answer": "Baoshan",
      "outlier_distance_km": 7437.8,
      "second_furthest_km": 3134.3,
      "clarity_ratio": 2.37,
      "median_distance_km": 2291.7,
      "distances_to_centroid": {
        "Glenferrie": 2291.7,
        "Brisbane": 1081.2,
        "Remuera": 3134.3,
        "Rockdale": 1783.4,
        "Baoshan": 7437.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Glenferrie: (-37.83°, 145.05°)",
      "  Brisbane: (-27.47°, 153.03°)",
      "  Remuera: (-36.88°, 174.80°)",
      "  Rockdale: (-33.95°, 151.13°)",
      "  Baoshan: (46.57°, 131.39°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Baoshan: 7437.8 km from centroid",
      "  Remuera: 3134.3 km from centroid",
      "  Glenferrie: 2291.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Baoshan",
      "FINAL ANSWER: Baoshan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 27.3126,
        "lon": 30.96987,
        "name": "Manfalūţ"
      },
      {
        "lat": 7.94783,
        "lon": 4.78836,
        "name": "Otan Ayegbaju"
      },
      {
        "lat": 29.30995,
        "lon": 30.8418,
        "name": "Al Fayyum"
      },
      {
        "lat": -28.70025,
        "lon": 26.4581,
        "name": "Winnie Mandela"
      },
      {
        "lat": 29.42412,
        "lon": -98.49363,
        "name": "San Antonio"
      }
    ],
    "question": "Which location is the geographic outlier among: Manfalūţ, Otan Ayegbaju, Al Fayyum, Winnie Mandela, San Antonio?",
    "ground_truth": {
      "answer": "San Antonio",
      "outlier_distance_km": 9997.2,
      "second_furthest_km": 5507.1,
      "clarity_ratio": 1.82,
      "median_distance_km": 3752.1,
      "distances_to_centroid": {
        "Manfalūţ": 3686.2,
        "Otan Ayegbaju": 857.5,
        "Al Fayyum": 3752.1,
        "Winnie Mandela": 5507.1,
        "San Antonio": 9997.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Manfalūţ: (27.31°, 30.97°)",
      "  Otan Ayegbaju: (7.95°, 4.79°)",
      "  Al Fayyum: (29.31°, 30.84°)",
      "  Winnie Mandela: (-28.70°, 26.46°)",
      "  San Antonio: (29.42°, -98.49°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Antonio: 9997.2 km from centroid",
      "  Winnie Mandela: 5507.1 km from centroid",
      "  Al Fayyum: 3752.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Antonio",
      "FINAL ANSWER: San Antonio"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.26667,
        "lon": -73.91667,
        "name": "La Mesa"
      },
      {
        "lat": -6.45833,
        "lon": -37.09778,
        "name": "Caicó"
      },
      {
        "lat": -7.16378,
        "lon": -78.50027,
        "name": "Cajamarca"
      },
      {
        "lat": -22.76111,
        "lon": -47.15417,
        "name": "Paulínia"
      },
      {
        "lat": 34.76062,
        "lon": 127.66215,
        "name": "Yeosu"
      }
    ],
    "question": "Which location is the geographic outlier among: La Mesa, Caicó, Cajamarca, Paulínia, Yeosu?",
    "ground_truth": {
      "answer": "Yeosu",
      "outlier_distance_km": 14950.2,
      "second_furthest_km": 6349.6,
      "clarity_ratio": 2.35,
      "median_distance_km": 5806.9,
      "distances_to_centroid": {
        "La Mesa": 5806.9,
        "Caicó": 1876.3,
        "Cajamarca": 6349.6,
        "Paulínia": 3788.7,
        "Yeosu": 14950.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  La Mesa: (5.27°, -73.92°)",
      "  Caicó: (-6.46°, -37.10°)",
      "  Cajamarca: (-7.16°, -78.50°)",
      "  Paulínia: (-22.76°, -47.15°)",
      "  Yeosu: (34.76°, 127.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Yeosu: 14950.2 km from centroid",
      "  Cajamarca: 6349.6 km from centroid",
      "  La Mesa: 5806.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Yeosu",
      "FINAL ANSWER: Yeosu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 53.46579,
        "lon": 9.84344,
        "name": "Neugraben-Fischbek"
      },
      {
        "lat": 37.33791,
        "lon": -5.83951,
        "name": "Alcalá de Guadaira"
      },
      {
        "lat": 48.80263,
        "lon": 44.47491,
        "name": "Gorodishche"
      },
      {
        "lat": 47.19058,
        "lon": -1.56885,
        "name": "Rezé"
      },
      {
        "lat": 10.9499,
        "lon": 79.35607,
        "name": "Dārāsuram"
      }
    ],
    "question": "Which location is the geographic outlier among: Neugraben-Fischbek, Alcalá de Guadaira, Gorodishche, Rezé, Dārāsuram?",
    "ground_truth": {
      "answer": "Dārāsuram",
      "outlier_distance_km": 6183.5,
      "second_furthest_km": 2705.5,
      "clarity_ratio": 2.29,
      "median_distance_km": 2314.3,
      "distances_to_centroid": {
        "Neugraben-Fischbek": 1936.8,
        "Alcalá de Guadaira": 2705.5,
        "Gorodishche": 1838.0,
        "Rezé": 2314.3,
        "Dārāsuram": 6183.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Neugraben-Fischbek: (53.47°, 9.84°)",
      "  Alcalá de Guadaira: (37.34°, -5.84°)",
      "  Gorodishche: (48.80°, 44.47°)",
      "  Rezé: (47.19°, -1.57°)",
      "  Dārāsuram: (10.95°, 79.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Dārāsuram: 6183.5 km from centroid",
      "  Alcalá de Guadaira: 2705.5 km from centroid",
      "  Rezé: 2314.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Dārāsuram",
      "FINAL ANSWER: Dārāsuram"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -27.87394,
        "lon": 26.69072,
        "name": "Odendaalsrus"
      },
      {
        "lat": 10.08333,
        "lon": 39.03333,
        "name": "‘Alem Ketema"
      },
      {
        "lat": 6.73156,
        "lon": -1.6137,
        "name": "Tafo"
      },
      {
        "lat": 5.96667,
        "lon": 41.03333,
        "name": "Ara Ali"
      },
      {
        "lat": -3.78514,
        "lon": 103.54279,
        "name": "Lahat"
      }
    ],
    "question": "Which location is the geographic outlier among: Odendaalsrus, ‘Alem Ketema, Tafo, Ara Ali, Lahat?",
    "ground_truth": {
      "answer": "Lahat",
      "outlier_distance_km": 6866.8,
      "second_furthest_km": 4903.3,
      "clarity_ratio": 1.4,
      "median_distance_km": 3313.8,
      "distances_to_centroid": {
        "Odendaalsrus": 3313.8,
        "‘Alem Ketema": 1352.2,
        "Tafo": 4903.3,
        "Ara Ali": 864.4,
        "Lahat": 6866.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Odendaalsrus: (-27.87°, 26.69°)",
      "  ‘Alem Ketema: (10.08°, 39.03°)",
      "  Tafo: (6.73°, -1.61°)",
      "  Ara Ali: (5.97°, 41.03°)",
      "  Lahat: (-3.79°, 103.54°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lahat: 6866.8 km from centroid",
      "  Tafo: 4903.3 km from centroid",
      "  Odendaalsrus: 3313.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lahat",
      "FINAL ANSWER: Lahat"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -6.18667,
        "lon": -35.09194,
        "name": "Tibau do Sul"
      },
      {
        "lat": -13.94697,
        "lon": -39.10257,
        "name": "Camamu"
      },
      {
        "lat": -18.91806,
        "lon": -54.84417,
        "name": "Rio Verde de Mato Grosso"
      },
      {
        "lat": -29.98972,
        "lon": -52.37806,
        "name": "Rio Pardo"
      },
      {
        "lat": 48.78716,
        "lon": 2.40332,
        "name": "Vitry-sur-Seine"
      }
    ],
    "question": "Which location is the geographic outlier among: Tibau do Sul, Camamu, Rio Verde de Mato Grosso, Rio Pardo, Vitry-sur-Seine?",
    "ground_truth": {
      "answer": "Vitry-sur-Seine",
      "outlier_distance_km": 6938.6,
      "second_furthest_km": 3369.7,
      "clarity_ratio": 2.06,
      "median_distance_km": 2647.5,
      "distances_to_centroid": {
        "Tibau do Sul": 250.2,
        "Camamu": 1158.4,
        "Rio Verde de Mato Grosso": 2647.5,
        "Rio Pardo": 3369.7,
        "Vitry-sur-Seine": 6938.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tibau do Sul: (-6.19°, -35.09°)",
      "  Camamu: (-13.95°, -39.10°)",
      "  Rio Verde de Mato Grosso: (-18.92°, -54.84°)",
      "  Rio Pardo: (-29.99°, -52.38°)",
      "  Vitry-sur-Seine: (48.79°, 2.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vitry-sur-Seine: 6938.6 km from centroid",
      "  Rio Pardo: 3369.7 km from centroid",
      "  Rio Verde de Mato Grosso: 2647.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vitry-sur-Seine",
      "FINAL ANSWER: Vitry-sur-Seine"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.41944,
        "lon": -51.42444,
        "name": "Arapongas"
      },
      {
        "lat": -17.84222,
        "lon": -42.07667,
        "name": "Malacacheta"
      },
      {
        "lat": 11.23855,
        "lon": -74.19427,
        "name": "Santa Marta"
      },
      {
        "lat": -24.00028,
        "lon": -51.31944,
        "name": "Faxinal"
      },
      {
        "lat": 15.2921,
        "lon": 120.65498,
        "name": "San Vicente"
      }
    ],
    "question": "Which location is the geographic outlier among: Arapongas, Malacacheta, Santa Marta, Faxinal, San Vicente?",
    "ground_truth": {
      "answer": "San Vicente",
      "outlier_distance_km": 15618.8,
      "second_furthest_km": 6390.0,
      "clarity_ratio": 2.44,
      "median_distance_km": 3821.7,
      "distances_to_centroid": {
        "Arapongas": 3806.8,
        "Malacacheta": 2672.3,
        "Santa Marta": 6390.0,
        "Faxinal": 3821.7,
        "San Vicente": 15618.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Arapongas: (-23.42°, -51.42°)",
      "  Malacacheta: (-17.84°, -42.08°)",
      "  Santa Marta: (11.24°, -74.19°)",
      "  Faxinal: (-24.00°, -51.32°)",
      "  San Vicente: (15.29°, 120.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  San Vicente: 15618.8 km from centroid",
      "  Santa Marta: 6390.0 km from centroid",
      "  Faxinal: 3821.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: San Vicente",
      "FINAL ANSWER: San Vicente"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -5.19889,
        "lon": -35.46083,
        "name": "Touros"
      },
      {
        "lat": -6.87444,
        "lon": -39.875,
        "name": "Assaré"
      },
      {
        "lat": -39.28569,
        "lon": -72.2279,
        "name": "Villarrica"
      },
      {
        "lat": -12.89444,
        "lon": -38.32722,
        "name": "Lauro de Freitas"
      },
      {
        "lat": -33.78333,
        "lon": 150.93333,
        "name": "Seven Hills"
      }
    ],
    "question": "Which location is the geographic outlier among: Touros, Assaré, Villarrica, Lauro de Freitas, Seven Hills?",
    "ground_truth": {
      "answer": "Seven Hills",
      "outlier_distance_km": 13633.9,
      "second_furthest_km": 6539.3,
      "clarity_ratio": 2.08,
      "median_distance_km": 3820.1,
      "distances_to_centroid": {
        "Touros": 3472.5,
        "Assaré": 3820.1,
        "Villarrica": 6539.3,
        "Lauro de Freitas": 3421.8,
        "Seven Hills": 13633.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Touros: (-5.20°, -35.46°)",
      "  Assaré: (-6.87°, -39.88°)",
      "  Villarrica: (-39.29°, -72.23°)",
      "  Lauro de Freitas: (-12.89°, -38.33°)",
      "  Seven Hills: (-33.78°, 150.93°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Seven Hills: 13633.9 km from centroid",
      "  Villarrica: 6539.3 km from centroid",
      "  Assaré: 3820.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Seven Hills",
      "FINAL ANSWER: Seven Hills"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.19361,
        "lon": -49.38389,
        "name": "Piraju"
      },
      {
        "lat": -12.05354,
        "lon": -77.09802,
        "name": "Carmen De La Legua Reynoso"
      },
      {
        "lat": 9.24391,
        "lon": -75.14675,
        "name": "San Luis de Sincé"
      },
      {
        "lat": -22.41139,
        "lon": -47.56139,
        "name": "Rio Claro"
      },
      {
        "lat": 51.48167,
        "lon": 5.66111,
        "name": "Helmond"
      }
    ],
    "question": "Which location is the geographic outlier among: Piraju, Carmen De La Legua Reynoso, San Luis de Sincé, Rio Claro, Helmond?",
    "ground_truth": {
      "answer": "Helmond",
      "outlier_distance_km": 7584.8,
      "second_furthest_km": 3436.3,
      "clarity_ratio": 2.21,
      "median_distance_km": 3079.5,
      "distances_to_centroid": {
        "Piraju": 2648.2,
        "Carmen De La Legua Reynoso": 3436.3,
        "San Luis de Sincé": 3079.5,
        "Rio Claro": 2563.2,
        "Helmond": 7584.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Piraju: (-23.19°, -49.38°)",
      "  Carmen De La Legua Reynoso: (-12.05°, -77.10°)",
      "  San Luis de Sincé: (9.24°, -75.15°)",
      "  Rio Claro: (-22.41°, -47.56°)",
      "  Helmond: (51.48°, 5.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Helmond: 7584.8 km from centroid",
      "  Carmen De La Legua Reynoso: 3436.3 km from centroid",
      "  San Luis de Sincé: 3079.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Helmond",
      "FINAL ANSWER: Helmond"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -0.5,
        "lon": 34.4,
        "name": "Awendo"
      },
      {
        "lat": 10.95627,
        "lon": 36.50456,
        "name": "Chagni"
      },
      {
        "lat": -26.25,
        "lon": 29.26,
        "name": "Kriel"
      },
      {
        "lat": 12.76889,
        "lon": 37.62389,
        "name": "Amba Giorgis"
      },
      {
        "lat": 41.77809,
        "lon": -87.66672,
        "name": "West Englewood"
      }
    ],
    "question": "Which location is the geographic outlier among: Awendo, Chagni, Kriel, Amba Giorgis, West Englewood?",
    "ground_truth": {
      "answer": "West Englewood",
      "outlier_distance_km": 10065.1,
      "second_furthest_km": 4313.6,
      "clarity_ratio": 2.33,
      "median_distance_km": 3069.0,
      "distances_to_centroid": {
        "Awendo": 2854.0,
        "Chagni": 2926.0,
        "Kriel": 4313.6,
        "Amba Giorgis": 3069.0,
        "West Englewood": 10065.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Awendo: (-0.50°, 34.40°)",
      "  Chagni: (10.96°, 36.50°)",
      "  Kriel: (-26.25°, 29.26°)",
      "  Amba Giorgis: (12.77°, 37.62°)",
      "  West Englewood: (41.78°, -87.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  West Englewood: 10065.1 km from centroid",
      "  Kriel: 4313.6 km from centroid",
      "  Amba Giorgis: 3069.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: West Englewood",
      "FINAL ANSWER: West Englewood"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.35896,
        "lon": 30.68061,
        "name": "Ibshawāy"
      },
      {
        "lat": 10.71668,
        "lon": 39.86997,
        "name": "Kemisē"
      },
      {
        "lat": -32.78749,
        "lon": 26.8344,
        "name": "Alice"
      },
      {
        "lat": 7.12294,
        "lon": 40.00412,
        "name": "Bale Robe"
      },
      {
        "lat": 41.44144,
        "lon": -81.8643,
        "name": "Fairview Park"
      }
    ],
    "question": "Which location is the geographic outlier among: Ibshawāy, Kemisē, Alice, Bale Robe, Fairview Park?",
    "ground_truth": {
      "answer": "Fairview Park",
      "outlier_distance_km": 9432.6,
      "second_furthest_km": 5165.2,
      "clarity_ratio": 1.83,
      "median_distance_km": 3202.8,
      "distances_to_centroid": {
        "Ibshawāy": 2864.5,
        "Kemisē": 3139.5,
        "Alice": 5165.2,
        "Bale Robe": 3202.8,
        "Fairview Park": 9432.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ibshawāy: (29.36°, 30.68°)",
      "  Kemisē: (10.72°, 39.87°)",
      "  Alice: (-32.79°, 26.83°)",
      "  Bale Robe: (7.12°, 40.00°)",
      "  Fairview Park: (41.44°, -81.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Fairview Park: 9432.6 km from centroid",
      "  Alice: 5165.2 km from centroid",
      "  Bale Robe: 3202.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Fairview Park",
      "FINAL ANSWER: Fairview Park"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.28861,
        "lon": -50.34,
        "name": "Birigui"
      },
      {
        "lat": -23.69389,
        "lon": -46.565,
        "name": "São Bernardo do Campo"
      },
      {
        "lat": -3.6707,
        "lon": -45.84749,
        "name": "Alto Alegre do Pindaré"
      },
      {
        "lat": -26.74056,
        "lon": -49.17694,
        "name": "Pomerode"
      },
      {
        "lat": 5.6,
        "lon": 100.65,
        "name": "Kuala Ketil"
      }
    ],
    "question": "Which location is the geographic outlier among: Birigui, São Bernardo do Campo, Alto Alegre do Pindaré, Pomerode, Kuala Ketil?",
    "ground_truth": {
      "answer": "Kuala Ketil",
      "outlier_distance_km": 13273.0,
      "second_furthest_km": 3509.9,
      "clarity_ratio": 3.78,
      "median_distance_km": 3489.4,
      "distances_to_centroid": {
        "Birigui": 3489.4,
        "São Bernardo do Campo": 3162.4,
        "Alto Alegre do Pindaré": 3235.7,
        "Pomerode": 3509.9,
        "Kuala Ketil": 13273.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Birigui: (-21.29°, -50.34°)",
      "  São Bernardo do Campo: (-23.69°, -46.56°)",
      "  Alto Alegre do Pindaré: (-3.67°, -45.85°)",
      "  Pomerode: (-26.74°, -49.18°)",
      "  Kuala Ketil: (5.60°, 100.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kuala Ketil: 13273.0 km from centroid",
      "  Pomerode: 3509.9 km from centroid",
      "  Birigui: 3489.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kuala Ketil",
      "FINAL ANSWER: Kuala Ketil"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.64621,
        "lon": -73.97069,
        "name": "Kensington"
      },
      {
        "lat": 35.59412,
        "lon": -119.34095,
        "name": "Wasco"
      },
      {
        "lat": 39.58471,
        "lon": -104.90109,
        "name": "Castlewood"
      },
      {
        "lat": 18.83036,
        "lon": -97.156,
        "name": "Río Blanco"
      },
      {
        "lat": 43.83125,
        "lon": 5.03586,
        "name": "Cavaillon"
      }
    ],
    "question": "Which location is the geographic outlier among: Kensington, Wasco, Castlewood, Río Blanco, Cavaillon?",
    "ground_truth": {
      "answer": "Cavaillon",
      "outlier_distance_km": 6858.1,
      "second_furthest_km": 3701.3,
      "clarity_ratio": 1.85,
      "median_distance_km": 2650.3,
      "distances_to_centroid": {
        "Kensington": 656.3,
        "Wasco": 3701.3,
        "Castlewood": 2392.7,
        "Río Blanco": 2650.3,
        "Cavaillon": 6858.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kensington: (40.65°, -73.97°)",
      "  Wasco: (35.59°, -119.34°)",
      "  Castlewood: (39.58°, -104.90°)",
      "  Río Blanco: (18.83°, -97.16°)",
      "  Cavaillon: (43.83°, 5.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cavaillon: 6858.1 km from centroid",
      "  Wasco: 3701.3 km from centroid",
      "  Río Blanco: 2650.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cavaillon",
      "FINAL ANSWER: Cavaillon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.93537,
        "lon": -89.01802,
        "name": "Izamal"
      },
      {
        "lat": 41.75003,
        "lon": -87.80422,
        "name": "Bridgeview"
      },
      {
        "lat": 19.02867,
        "lon": -98.27698,
        "name": "San Bernardino Tlaxcalancingo"
      },
      {
        "lat": 40.84954,
        "lon": -73.90569,
        "name": "Tremont"
      },
      {
        "lat": -37.81667,
        "lon": 144.75,
        "name": "Truganina"
      }
    ],
    "question": "Which location is the geographic outlier among: Izamal, Bridgeview, San Bernardino Tlaxcalancingo, Tremont, Truganina?",
    "ground_truth": {
      "answer": "Truganina",
      "outlier_distance_km": 17631.1,
      "second_furthest_km": 6050.7,
      "clarity_ratio": 2.91,
      "median_distance_km": 5232.6,
      "distances_to_centroid": {
        "Izamal": 5067.1,
        "Bridgeview": 5232.6,
        "San Bernardino Tlaxcalancingo": 6050.7,
        "Tremont": 4130.0,
        "Truganina": 17631.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Izamal: (20.94°, -89.02°)",
      "  Bridgeview: (41.75°, -87.80°)",
      "  San Bernardino Tlaxcalancingo: (19.03°, -98.28°)",
      "  Tremont: (40.85°, -73.91°)",
      "  Truganina: (-37.82°, 144.75°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Truganina: 17631.1 km from centroid",
      "  San Bernardino Tlaxcalancingo: 6050.7 km from centroid",
      "  Bridgeview: 5232.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Truganina",
      "FINAL ANSWER: Truganina"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.24295,
        "lon": 148.60484,
        "name": "Dubbo"
      },
      {
        "lat": -38.14458,
        "lon": 145.12291,
        "name": "Frankston"
      },
      {
        "lat": -31.76737,
        "lon": 115.96936,
        "name": "Ellenbrook"
      },
      {
        "lat": -33.79728,
        "lon": 150.7847,
        "name": "St Clair"
      },
      {
        "lat": -0.52731,
        "lon": 34.45714,
        "name": "Homa Bay"
      }
    ],
    "question": "Which location is the geographic outlier among: Dubbo, Frankston, Ellenbrook, St Clair, Homa Bay?",
    "ground_truth": {
      "answer": "Homa Bay",
      "outlier_distance_km": 9440.3,
      "second_furthest_km": 3116.3,
      "clarity_ratio": 3.03,
      "median_distance_km": 2901.5,
      "distances_to_centroid": {
        "Dubbo": 2901.5,
        "Frankston": 2713.3,
        "Ellenbrook": 576.5,
        "St Clair": 3116.3,
        "Homa Bay": 9440.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dubbo: (-32.24°, 148.60°)",
      "  Frankston: (-38.14°, 145.12°)",
      "  Ellenbrook: (-31.77°, 115.97°)",
      "  St Clair: (-33.80°, 150.78°)",
      "  Homa Bay: (-0.53°, 34.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Homa Bay: 9440.3 km from centroid",
      "  St Clair: 3116.3 km from centroid",
      "  Dubbo: 2901.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Homa Bay",
      "FINAL ANSWER: Homa Bay"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.88333,
        "lon": 174.7,
        "name": "Avondale"
      },
      {
        "lat": -31.84062,
        "lon": 115.89549,
        "name": "Ballajura"
      },
      {
        "lat": -27.94402,
        "lon": 153.39815,
        "name": "Labrador"
      },
      {
        "lat": -36.8,
        "lon": 174.75,
        "name": "North Shore"
      },
      {
        "lat": -34.15152,
        "lon": 19.01509,
        "name": "Grabouw"
      }
    ],
    "question": "Which location is the geographic outlier among: Avondale, Ballajura, Labrador, North Shore, Grabouw?",
    "ground_truth": {
      "answer": "Grabouw",
      "outlier_distance_km": 9428.8,
      "second_furthest_km": 4262.7,
      "clarity_ratio": 2.21,
      "median_distance_km": 4256.7,
      "distances_to_centroid": {
        "Avondale": 4256.7,
        "Ballajura": 1106.2,
        "Labrador": 2539.7,
        "North Shore": 4262.7,
        "Grabouw": 9428.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Avondale: (-36.88°, 174.70°)",
      "  Ballajura: (-31.84°, 115.90°)",
      "  Labrador: (-27.94°, 153.40°)",
      "  North Shore: (-36.80°, 174.75°)",
      "  Grabouw: (-34.15°, 19.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Grabouw: 9428.8 km from centroid",
      "  North Shore: 4262.7 km from centroid",
      "  Avondale: 4256.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Grabouw",
      "FINAL ANSWER: Grabouw"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.34772,
        "lon": -120.60908,
        "name": "Atwater"
      },
      {
        "lat": 41.93808,
        "lon": -88.40452,
        "name": "Wasco"
      },
      {
        "lat": 33.74021,
        "lon": -86.64938,
        "name": "Dixiana"
      },
      {
        "lat": 34.01434,
        "lon": -86.00639,
        "name": "Gadsden"
      },
      {
        "lat": -43.30437,
        "lon": 172.58356,
        "name": "Rangiora"
      }
    ],
    "question": "Which location is the geographic outlier among: Atwater, Wasco, Dixiana, Gadsden, Rangiora?",
    "ground_truth": {
      "answer": "Rangiora",
      "outlier_distance_km": 15963.1,
      "second_furthest_km": 7665.4,
      "clarity_ratio": 2.08,
      "median_distance_km": 4933.9,
      "distances_to_centroid": {
        "Atwater": 7665.4,
        "Wasco": 4933.9,
        "Dixiana": 4621.5,
        "Gadsden": 4566.1,
        "Rangiora": 15963.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Atwater: (37.35°, -120.61°)",
      "  Wasco: (41.94°, -88.40°)",
      "  Dixiana: (33.74°, -86.65°)",
      "  Gadsden: (34.01°, -86.01°)",
      "  Rangiora: (-43.30°, 172.58°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rangiora: 15963.1 km from centroid",
      "  Atwater: 7665.4 km from centroid",
      "  Wasco: 4933.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rangiora",
      "FINAL ANSWER: Rangiora"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.88822,
        "lon": 115.87186,
        "name": "Dianella"
      },
      {
        "lat": -41.21667,
        "lon": 174.91667,
        "name": "Lower Hutt"
      },
      {
        "lat": -37.86667,
        "lon": 145.28333,
        "name": "Boronia"
      },
      {
        "lat": -38.18333,
        "lon": 145.08333,
        "name": "Mount Eliza"
      },
      {
        "lat": 48.7,
        "lon": 9.01667,
        "name": "Sindelfingen"
      }
    ],
    "question": "Which location is the geographic outlier among: Dianella, Lower Hutt, Boronia, Mount Eliza, Sindelfingen?",
    "ground_truth": {
      "answer": "Sindelfingen",
      "outlier_distance_km": 13053.2,
      "second_furthest_km": 5809.1,
      "clarity_ratio": 2.25,
      "median_distance_km": 3287.3,
      "distances_to_centroid": {
        "Dianella": 1329.4,
        "Lower Hutt": 5809.1,
        "Boronia": 3285.1,
        "Mount Eliza": 3287.3,
        "Sindelfingen": 13053.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dianella: (-31.89°, 115.87°)",
      "  Lower Hutt: (-41.22°, 174.92°)",
      "  Boronia: (-37.87°, 145.28°)",
      "  Mount Eliza: (-38.18°, 145.08°)",
      "  Sindelfingen: (48.70°, 9.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sindelfingen: 13053.2 km from centroid",
      "  Lower Hutt: 5809.1 km from centroid",
      "  Mount Eliza: 3287.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sindelfingen",
      "FINAL ANSWER: Sindelfingen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -28.11694,
        "lon": 153.46584,
        "name": "Palm Beach"
      },
      {
        "lat": -37.88214,
        "lon": 144.98215,
        "name": "Elwood"
      },
      {
        "lat": -27.66757,
        "lon": 152.92488,
        "name": "Springfield Lakes"
      },
      {
        "lat": -35.13333,
        "lon": 138.51667,
        "name": "Morphett Vale"
      },
      {
        "lat": 40.04559,
        "lon": -86.0086,
        "name": "Noblesville"
      }
    ],
    "question": "Which location is the geographic outlier among: Palm Beach, Elwood, Springfield Lakes, Morphett Vale, Noblesville?",
    "ground_truth": {
      "answer": "Noblesville",
      "outlier_distance_km": 17451.6,
      "second_furthest_km": 5475.8,
      "clarity_ratio": 3.19,
      "median_distance_km": 5422.4,
      "distances_to_centroid": {
        "Palm Beach": 5475.8,
        "Elwood": 4830.7,
        "Springfield Lakes": 5422.4,
        "Morphett Vale": 4190.4,
        "Noblesville": 17451.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Palm Beach: (-28.12°, 153.47°)",
      "  Elwood: (-37.88°, 144.98°)",
      "  Springfield Lakes: (-27.67°, 152.92°)",
      "  Morphett Vale: (-35.13°, 138.52°)",
      "  Noblesville: (40.05°, -86.01°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Noblesville: 17451.6 km from centroid",
      "  Palm Beach: 5475.8 km from centroid",
      "  Springfield Lakes: 5422.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Noblesville",
      "FINAL ANSWER: Noblesville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 26.45352,
        "lon": 87.02744,
        "name": "Bhawanipur"
      },
      {
        "lat": 10.77269,
        "lon": 79.6368,
        "name": "Thiruvarur"
      },
      {
        "lat": 11.23725,
        "lon": 79.73585,
        "name": "Sīrkāzhi"
      },
      {
        "lat": 9.04298,
        "lon": 76.52297,
        "name": "Ayanavelikulangara Vadakku"
      },
      {
        "lat": 7.60039,
        "lon": 4.19264,
        "name": "Olupona"
      }
    ],
    "question": "Which location is the geographic outlier among: Bhawanipur, Thiruvarur, Sīrkāzhi, Ayanavelikulangara Vadakku, Olupona?",
    "ground_truth": {
      "answer": "Olupona",
      "outlier_distance_km": 6711.4,
      "second_furthest_km": 2702.6,
      "clarity_ratio": 2.48,
      "median_distance_km": 1568.3,
      "distances_to_centroid": {
        "Bhawanipur": 2702.6,
        "Thiruvarur": 1566.3,
        "Sīrkāzhi": 1568.3,
        "Ayanavelikulangara Vadakku": 1289.4,
        "Olupona": 6711.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bhawanipur: (26.45°, 87.03°)",
      "  Thiruvarur: (10.77°, 79.64°)",
      "  Sīrkāzhi: (11.24°, 79.74°)",
      "  Ayanavelikulangara Vadakku: (9.04°, 76.52°)",
      "  Olupona: (7.60°, 4.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Olupona: 6711.4 km from centroid",
      "  Bhawanipur: 2702.6 km from centroid",
      "  Sīrkāzhi: 1568.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Olupona",
      "FINAL ANSWER: Olupona"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 32.93429,
        "lon": -97.07807,
        "name": "Grapevine"
      },
      {
        "lat": 41.45532,
        "lon": -81.91792,
        "name": "Westlake"
      },
      {
        "lat": 31.31716,
        "lon": -113.53799,
        "name": "Puerto Peñasco"
      },
      {
        "lat": 33.44179,
        "lon": -94.03769,
        "name": "Texarkana"
      },
      {
        "lat": -12.36333,
        "lon": -44.97333,
        "name": "São Desidério"
      }
    ],
    "question": "Which location is the geographic outlier among: Grapevine, Westlake, Puerto Peñasco, Texarkana, São Desidério?",
    "ground_truth": {
      "answer": "São Desidério",
      "outlier_distance_km": 6135.1,
      "second_furthest_km": 2738.3,
      "clarity_ratio": 2.24,
      "median_distance_km": 1835.2,
      "distances_to_centroid": {
        "Grapevine": 1341.6,
        "Westlake": 1835.2,
        "Puerto Peñasco": 2738.3,
        "Texarkana": 1169.1,
        "São Desidério": 6135.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Grapevine: (32.93°, -97.08°)",
      "  Westlake: (41.46°, -81.92°)",
      "  Puerto Peñasco: (31.32°, -113.54°)",
      "  Texarkana: (33.44°, -94.04°)",
      "  São Desidério: (-12.36°, -44.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  São Desidério: 6135.1 km from centroid",
      "  Puerto Peñasco: 2738.3 km from centroid",
      "  Westlake: 1835.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: São Desidério",
      "FINAL ANSWER: São Desidério"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 11.97549,
        "lon": 75.36453,
        "name": "Kalliyasshēri"
      },
      {
        "lat": 22.69385,
        "lon": 72.86157,
        "name": "Nadiād"
      },
      {
        "lat": 25.44126,
        "lon": 74.56979,
        "name": "Māndal"
      },
      {
        "lat": 37.84608,
        "lon": 139.23039,
        "name": "Suibara"
      },
      {
        "lat": -37.76667,
        "lon": 144.91667,
        "name": "Moonee Ponds"
      }
    ],
    "question": "Which location is the geographic outlier among: Kalliyasshēri, Nadiād, Māndal, Suibara, Moonee Ponds?",
    "ground_truth": {
      "answer": "Moonee Ponds",
      "outlier_distance_km": 7155.8,
      "second_furthest_km": 4720.4,
      "clarity_ratio": 1.52,
      "median_distance_km": 3243.1,
      "distances_to_centroid": {
        "Kalliyasshēri": 2829.4,
        "Nadiād": 3243.1,
        "Māndal": 3183.0,
        "Suibara": 4720.4,
        "Moonee Ponds": 7155.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kalliyasshēri: (11.98°, 75.36°)",
      "  Nadiād: (22.69°, 72.86°)",
      "  Māndal: (25.44°, 74.57°)",
      "  Suibara: (37.85°, 139.23°)",
      "  Moonee Ponds: (-37.77°, 144.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Moonee Ponds: 7155.8 km from centroid",
      "  Suibara: 4720.4 km from centroid",
      "  Nadiād: 3243.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Moonee Ponds",
      "FINAL ANSWER: Moonee Ponds"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.60857,
        "lon": 106.67135,
        "name": "Cần Giuộc"
      },
      {
        "lat": 28.6,
        "lon": 77.13333,
        "name": "Delhi Cantonment"
      },
      {
        "lat": 29.53284,
        "lon": 108.77478,
        "name": "Qianjiang"
      },
      {
        "lat": 17.1307,
        "lon": 76.94361,
        "name": "Shāhābād"
      },
      {
        "lat": 5.35113,
        "lon": -0.62313,
        "name": "Winneba"
      }
    ],
    "question": "Which location is the geographic outlier among: Cần Giuộc, Delhi Cantonment, Qianjiang, Shāhābād, Winneba?",
    "ground_truth": {
      "answer": "Winneba",
      "outlier_distance_km": 8176.7,
      "second_furthest_km": 3755.3,
      "clarity_ratio": 2.18,
      "median_distance_km": 3636.3,
      "distances_to_centroid": {
        "Cần Giuộc": 3636.3,
        "Delhi Cantonment": 1201.0,
        "Qianjiang": 3755.3,
        "Shāhābād": 357.3,
        "Winneba": 8176.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cần Giuộc: (10.61°, 106.67°)",
      "  Delhi Cantonment: (28.60°, 77.13°)",
      "  Qianjiang: (29.53°, 108.77°)",
      "  Shāhābād: (17.13°, 76.94°)",
      "  Winneba: (5.35°, -0.62°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Winneba: 8176.7 km from centroid",
      "  Qianjiang: 3755.3 km from centroid",
      "  Cần Giuộc: 3636.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Winneba",
      "FINAL ANSWER: Winneba"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.58501,
        "lon": 32.76314,
        "name": "Starodub"
      },
      {
        "lat": 53.61122,
        "lon": -0.96308,
        "name": "Thorne"
      },
      {
        "lat": 43.30621,
        "lon": 10.51729,
        "name": "Cecina"
      },
      {
        "lat": 53.3613,
        "lon": 13.07292,
        "name": "Neustrelitz"
      },
      {
        "lat": -7.35889,
        "lon": 109.90306,
        "name": "Wonosobo"
      }
    ],
    "question": "Which location is the geographic outlier among: Starodub, Thorne, Cecina, Neustrelitz, Wonosobo?",
    "ground_truth": {
      "answer": "Wonosobo",
      "outlier_distance_km": 9405.3,
      "second_furthest_km": 3026.2,
      "clarity_ratio": 3.11,
      "median_distance_km": 2193.8,
      "distances_to_centroid": {
        "Starodub": 1499.5,
        "Thorne": 3026.2,
        "Cecina": 1936.4,
        "Neustrelitz": 2193.8,
        "Wonosobo": 9405.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Starodub: (52.59°, 32.76°)",
      "  Thorne: (53.61°, -0.96°)",
      "  Cecina: (43.31°, 10.52°)",
      "  Neustrelitz: (53.36°, 13.07°)",
      "  Wonosobo: (-7.36°, 109.90°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Wonosobo: 9405.3 km from centroid",
      "  Thorne: 3026.2 km from centroid",
      "  Neustrelitz: 2193.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Wonosobo",
      "FINAL ANSWER: Wonosobo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 50.83868,
        "lon": 7.21399,
        "name": "Lohmar"
      },
      {
        "lat": 45.85589,
        "lon": 9.39704,
        "name": "Lecco"
      },
      {
        "lat": 50.93182,
        "lon": 6.99469,
        "name": "Humboldtkolonie"
      },
      {
        "lat": 54.35,
        "lon": -6.28333,
        "name": "Banbridge"
      },
      {
        "lat": -33.92019,
        "lon": 151.22241,
        "name": "Kensington"
      }
    ],
    "question": "Which location is the geographic outlier among: Lohmar, Lecco, Humboldtkolonie, Banbridge, Kensington?",
    "ground_truth": {
      "answer": "Kensington",
      "outlier_distance_km": 14334.6,
      "second_furthest_km": 3863.6,
      "clarity_ratio": 3.71,
      "median_distance_km": 2893.5,
      "distances_to_centroid": {
        "Lohmar": 2874.9,
        "Lecco": 2469.5,
        "Humboldtkolonie": 2893.5,
        "Banbridge": 3863.6,
        "Kensington": 14334.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lohmar: (50.84°, 7.21°)",
      "  Lecco: (45.86°, 9.40°)",
      "  Humboldtkolonie: (50.93°, 6.99°)",
      "  Banbridge: (54.35°, -6.28°)",
      "  Kensington: (-33.92°, 151.22°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kensington: 14334.6 km from centroid",
      "  Banbridge: 3863.6 km from centroid",
      "  Humboldtkolonie: 2893.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kensington",
      "FINAL ANSWER: Kensington"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.88822,
        "lon": 115.87186,
        "name": "Dianella"
      },
      {
        "lat": -27.62329,
        "lon": 153.04785,
        "name": "Calamvale"
      },
      {
        "lat": -37.8,
        "lon": 145.28333,
        "name": "Croydon"
      },
      {
        "lat": -37.66667,
        "lon": 145.01667,
        "name": "Lalor"
      },
      {
        "lat": 8.53417,
        "lon": 37.96515,
        "name": "Waliso"
      }
    ],
    "question": "Which location is the geographic outlier among: Dianella, Calamvale, Croydon, Lalor, Waliso?",
    "ground_truth": {
      "answer": "Waliso",
      "outlier_distance_km": 9566.3,
      "second_furthest_km": 3345.9,
      "clarity_ratio": 2.86,
      "median_distance_km": 2802.7,
      "distances_to_centroid": {
        "Dianella": 812.0,
        "Calamvale": 3345.9,
        "Croydon": 2802.7,
        "Lalor": 2775.4,
        "Waliso": 9566.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dianella: (-31.89°, 115.87°)",
      "  Calamvale: (-27.62°, 153.05°)",
      "  Croydon: (-37.80°, 145.28°)",
      "  Lalor: (-37.67°, 145.02°)",
      "  Waliso: (8.53°, 37.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Waliso: 9566.3 km from centroid",
      "  Calamvale: 3345.9 km from centroid",
      "  Croydon: 2802.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Waliso",
      "FINAL ANSWER: Waliso"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.4647,
        "lon": -98.48648,
        "name": "Aberdeen"
      },
      {
        "lat": 33.60002,
        "lon": -117.672,
        "name": "Mission Viejo"
      },
      {
        "lat": 50.03928,
        "lon": -110.67661,
        "name": "Medicine Hat"
      },
      {
        "lat": 41.82371,
        "lon": -72.6212,
        "name": "South Windsor"
      },
      {
        "lat": 12.87398,
        "lon": 11.04057,
        "name": "Gashua"
      }
    ],
    "question": "Which location is the geographic outlier among: Aberdeen, Mission Viejo, Medicine Hat, South Windsor, Gashua?",
    "ground_truth": {
      "answer": "Gashua",
      "outlier_distance_km": 9043.5,
      "second_furthest_km": 3625.0,
      "clarity_ratio": 2.49,
      "median_distance_km": 3012.4,
      "distances_to_centroid": {
        "Aberdeen": 1985.1,
        "Mission Viejo": 3625.0,
        "Medicine Hat": 3012.4,
        "South Windsor": 711.6,
        "Gashua": 9043.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Aberdeen: (45.46°, -98.49°)",
      "  Mission Viejo: (33.60°, -117.67°)",
      "  Medicine Hat: (50.04°, -110.68°)",
      "  South Windsor: (41.82°, -72.62°)",
      "  Gashua: (12.87°, 11.04°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Gashua: 9043.5 km from centroid",
      "  Mission Viejo: 3625.0 km from centroid",
      "  Medicine Hat: 3012.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Gashua",
      "FINAL ANSWER: Gashua"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.66667,
        "lon": 145.01667,
        "name": "Lalor"
      },
      {
        "lat": -37.88333,
        "lon": 145.21667,
        "name": "Wantirna South"
      },
      {
        "lat": -33.73333,
        "lon": 151.0,
        "name": "Castle Hill"
      },
      {
        "lat": -37.90561,
        "lon": 145.00279,
        "name": "Brighton"
      },
      {
        "lat": 43.47064,
        "lon": 11.14804,
        "name": "Poggibonsi"
      }
    ],
    "question": "Which location is the geographic outlier among: Lalor, Wantirna South, Castle Hill, Brighton, Poggibonsi?",
    "ground_truth": {
      "answer": "Poggibonsi",
      "outlier_distance_km": 13032.1,
      "second_furthest_km": 3416.3,
      "clarity_ratio": 3.81,
      "median_distance_km": 3121.5,
      "distances_to_centroid": {
        "Lalor": 3094.2,
        "Wantirna South": 3121.5,
        "Castle Hill": 3416.3,
        "Brighton": 3106.6,
        "Poggibonsi": 13032.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lalor: (-37.67°, 145.02°)",
      "  Wantirna South: (-37.88°, 145.22°)",
      "  Castle Hill: (-33.73°, 151.00°)",
      "  Brighton: (-37.91°, 145.00°)",
      "  Poggibonsi: (43.47°, 11.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Poggibonsi: 13032.1 km from centroid",
      "  Castle Hill: 3416.3 km from centroid",
      "  Wantirna South: 3121.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Poggibonsi",
      "FINAL ANSWER: Poggibonsi"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 23.09714,
        "lon": 86.22292,
        "name": "Balarāmpur"
      },
      {
        "lat": 25.33218,
        "lon": 84.40454,
        "name": "Piro"
      },
      {
        "lat": 28.41124,
        "lon": 77.31316,
        "name": "Faridabad"
      },
      {
        "lat": 16.61667,
        "lon": 74.40442,
        "name": "Hupari"
      },
      {
        "lat": 37.35411,
        "lon": -121.95524,
        "name": "Santa Clara"
      }
    ],
    "question": "Which location is the geographic outlier among: Balarāmpur, Piro, Faridabad, Hupari, Santa Clara?",
    "ground_truth": {
      "answer": "Santa Clara",
      "outlier_distance_km": 12707.0,
      "second_furthest_km": 4652.7,
      "clarity_ratio": 2.73,
      "median_distance_km": 4418.5,
      "distances_to_centroid": {
        "Balarāmpur": 4652.7,
        "Piro": 4418.5,
        "Faridabad": 3673.7,
        "Hupari": 3696.3,
        "Santa Clara": 12707.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Balarāmpur: (23.10°, 86.22°)",
      "  Piro: (25.33°, 84.40°)",
      "  Faridabad: (28.41°, 77.31°)",
      "  Hupari: (16.62°, 74.40°)",
      "  Santa Clara: (37.35°, -121.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Santa Clara: 12707.0 km from centroid",
      "  Balarāmpur: 4652.7 km from centroid",
      "  Piro: 4418.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Santa Clara",
      "FINAL ANSWER: Santa Clara"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.06611,
        "lon": -50.14722,
        "name": "Buritama"
      },
      {
        "lat": -13.03667,
        "lon": -46.77167,
        "name": "Campos Belos"
      },
      {
        "lat": -17.7425,
        "lon": -46.1725,
        "name": "João Pinheiro"
      },
      {
        "lat": 1.21456,
        "lon": -77.27846,
        "name": "Pasto"
      },
      {
        "lat": 13.2997,
        "lon": 123.4386,
        "name": "Libon"
      }
    ],
    "question": "Which location is the geographic outlier among: Buritama, Campos Belos, João Pinheiro, Pasto, Libon?",
    "ground_truth": {
      "answer": "Libon",
      "outlier_distance_km": 15902.0,
      "second_furthest_km": 6492.7,
      "clarity_ratio": 2.45,
      "median_distance_km": 3632.8,
      "distances_to_centroid": {
        "Buritama": 3632.8,
        "Campos Belos": 3057.7,
        "João Pinheiro": 3117.9,
        "Pasto": 6492.7,
        "Libon": 15902.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Buritama: (-21.07°, -50.15°)",
      "  Campos Belos: (-13.04°, -46.77°)",
      "  João Pinheiro: (-17.74°, -46.17°)",
      "  Pasto: (1.21°, -77.28°)",
      "  Libon: (13.30°, 123.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Libon: 15902.0 km from centroid",
      "  Pasto: 6492.7 km from centroid",
      "  Buritama: 3632.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Libon",
      "FINAL ANSWER: Libon"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.81667,
        "lon": 144.9,
        "name": "Yarraville"
      },
      {
        "lat": -33.80383,
        "lon": 150.98768,
        "name": "Westmead"
      },
      {
        "lat": -31.83291,
        "lon": 115.7759,
        "name": "Duncraig"
      },
      {
        "lat": -27.53221,
        "lon": 153.22889,
        "name": "Alexandra Hills"
      },
      {
        "lat": -22.28306,
        "lon": -46.36889,
        "name": "Ouro Fino"
      }
    ],
    "question": "Which location is the geographic outlier among: Yarraville, Westmead, Duncraig, Alexandra Hills, Ouro Fino?",
    "ground_truth": {
      "answer": "Ouro Fino",
      "outlier_distance_km": 13318.1,
      "second_furthest_km": 4786.0,
      "clarity_ratio": 2.78,
      "median_distance_km": 4422.6,
      "distances_to_centroid": {
        "Yarraville": 3837.9,
        "Westmead": 4422.6,
        "Duncraig": 1154.4,
        "Alexandra Hills": 4786.0,
        "Ouro Fino": 13318.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Yarraville: (-37.82°, 144.90°)",
      "  Westmead: (-33.80°, 150.99°)",
      "  Duncraig: (-31.83°, 115.78°)",
      "  Alexandra Hills: (-27.53°, 153.23°)",
      "  Ouro Fino: (-22.28°, -46.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ouro Fino: 13318.1 km from centroid",
      "  Alexandra Hills: 4786.0 km from centroid",
      "  Westmead: 4422.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ouro Fino",
      "FINAL ANSWER: Ouro Fino"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -12.06982,
        "lon": -77.04495,
        "name": "Jesus Maria"
      },
      {
        "lat": -34.57365,
        "lon": -58.44924,
        "name": "Colegiales"
      },
      {
        "lat": -23.40472,
        "lon": -46.75472,
        "name": "Perus"
      },
      {
        "lat": -23.71694,
        "lon": -46.84917,
        "name": "Itapecerica da Serra"
      },
      {
        "lat": 19.9855,
        "lon": -102.28387,
        "name": "Zamora"
      }
    ],
    "question": "Which location is the geographic outlier among: Jesus Maria, Colegiales, Perus, Itapecerica da Serra, Zamora?",
    "ground_truth": {
      "answer": "Zamora",
      "outlier_distance_km": 5515.4,
      "second_furthest_km": 2339.1,
      "clarity_ratio": 2.36,
      "median_distance_km": 2266.5,
      "distances_to_centroid": {
        "Jesus Maria": 1202.2,
        "Colegiales": 2339.1,
        "Perus": 2262.3,
        "Itapecerica da Serra": 2266.5,
        "Zamora": 5515.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jesus Maria: (-12.07°, -77.04°)",
      "  Colegiales: (-34.57°, -58.45°)",
      "  Perus: (-23.40°, -46.75°)",
      "  Itapecerica da Serra: (-23.72°, -46.85°)",
      "  Zamora: (19.99°, -102.28°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zamora: 5515.4 km from centroid",
      "  Colegiales: 2339.1 km from centroid",
      "  Itapecerica da Serra: 2266.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zamora",
      "FINAL ANSWER: Zamora"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -41.26667,
        "lon": 174.95,
        "name": "Wainuiomata"
      },
      {
        "lat": -41.27078,
        "lon": 173.28404,
        "name": "Nelson"
      },
      {
        "lat": -31.91099,
        "lon": 152.45387,
        "name": "Taree"
      },
      {
        "lat": -36.8,
        "lon": 174.75,
        "name": "North Shore"
      },
      {
        "lat": 36.09005,
        "lon": 136.35994,
        "name": "Iijima"
      }
    ],
    "question": "Which location is the geographic outlier among: Wainuiomata, Nelson, Taree, North Shore, Iijima?",
    "ground_truth": {
      "answer": "Iijima",
      "outlier_distance_km": 7119.4,
      "second_furthest_km": 2342.8,
      "clarity_ratio": 3.04,
      "median_distance_km": 2269.4,
      "distances_to_centroid": {
        "Wainuiomata": 2342.8,
        "Nelson": 2269.4,
        "Taree": 1387.8,
        "North Shore": 1937.7,
        "Iijima": 7119.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wainuiomata: (-41.27°, 174.95°)",
      "  Nelson: (-41.27°, 173.28°)",
      "  Taree: (-31.91°, 152.45°)",
      "  North Shore: (-36.80°, 174.75°)",
      "  Iijima: (36.09°, 136.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Iijima: 7119.4 km from centroid",
      "  Wainuiomata: 2342.8 km from centroid",
      "  Nelson: 2269.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Iijima",
      "FINAL ANSWER: Iijima"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.64261,
        "lon": 83.30353,
        "name": "Iskitim"
      },
      {
        "lat": 52.39836,
        "lon": -0.72571,
        "name": "Kettering"
      },
      {
        "lat": 49.92139,
        "lon": 8.48255,
        "name": "Groß-Gerau"
      },
      {
        "lat": 38.22008,
        "lon": 15.24023,
        "name": "Milazzo"
      },
      {
        "lat": -38.26667,
        "lon": 145.01667,
        "name": "Mount Martha"
      }
    ],
    "question": "Which location is the geographic outlier among: Iskitim, Kettering, Groß-Gerau, Milazzo, Mount Martha?",
    "ground_truth": {
      "answer": "Mount Martha",
      "outlier_distance_km": 12477.6,
      "second_furthest_km": 4695.6,
      "clarity_ratio": 2.66,
      "median_distance_km": 4010.4,
      "distances_to_centroid": {
        "Iskitim": 3667.5,
        "Kettering": 4695.6,
        "Groß-Gerau": 4010.4,
        "Milazzo": 3266.2,
        "Mount Martha": 12477.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Iskitim: (54.64°, 83.30°)",
      "  Kettering: (52.40°, -0.73°)",
      "  Groß-Gerau: (49.92°, 8.48°)",
      "  Milazzo: (38.22°, 15.24°)",
      "  Mount Martha: (-38.27°, 145.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mount Martha: 12477.6 km from centroid",
      "  Kettering: 4695.6 km from centroid",
      "  Groß-Gerau: 4010.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mount Martha",
      "FINAL ANSWER: Mount Martha"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 38.97789,
        "lon": -77.00748,
        "name": "Takoma Park"
      },
      {
        "lat": 19.6927,
        "lon": -100.55445,
        "name": "Ciudad Hidalgo"
      },
      {
        "lat": 43.64801,
        "lon": -93.36827,
        "name": "Albert Lea"
      },
      {
        "lat": 40.9276,
        "lon": -73.99736,
        "name": "Bergenfield"
      },
      {
        "lat": -6.96333,
        "lon": -35.69167,
        "name": "Areia"
      }
    ],
    "question": "Which location is the geographic outlier among: Takoma Park, Ciudad Hidalgo, Albert Lea, Bergenfield, Areia?",
    "ground_truth": {
      "answer": "Areia",
      "outlier_distance_km": 5778.2,
      "second_furthest_km": 2624.3,
      "clarity_ratio": 2.2,
      "median_distance_km": 2390.3,
      "distances_to_centroid": {
        "Takoma Park": 1305.9,
        "Ciudad Hidalgo": 2624.3,
        "Albert Lea": 2390.3,
        "Bergenfield": 1532.6,
        "Areia": 5778.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Takoma Park: (38.98°, -77.01°)",
      "  Ciudad Hidalgo: (19.69°, -100.55°)",
      "  Albert Lea: (43.65°, -93.37°)",
      "  Bergenfield: (40.93°, -74.00°)",
      "  Areia: (-6.96°, -35.69°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Areia: 5778.2 km from centroid",
      "  Ciudad Hidalgo: 2624.3 km from centroid",
      "  Albert Lea: 2390.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Areia",
      "FINAL ANSWER: Areia"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.06889,
        "lon": 34.29891,
        "name": "Kirov"
      },
      {
        "lat": 50.2813,
        "lon": 19.56503,
        "name": "Olkusz"
      },
      {
        "lat": 44.02556,
        "lon": 43.05028,
        "name": "Svobody"
      },
      {
        "lat": 51.48158,
        "lon": 11.97947,
        "name": "Halle (Saale)"
      },
      {
        "lat": -19.26639,
        "lon": 146.80569,
        "name": "Townsville"
      }
    ],
    "question": "Which location is the geographic outlier among: Kirov, Olkusz, Svobody, Halle (Saale), Townsville?",
    "ground_truth": {
      "answer": "Townsville",
      "outlier_distance_km": 11747.9,
      "second_furthest_km": 3519.4,
      "clarity_ratio": 3.34,
      "median_distance_km": 2971.6,
      "distances_to_centroid": {
        "Kirov": 2380.7,
        "Olkusz": 2971.6,
        "Svobody": 1115.5,
        "Halle (Saale)": 3519.4,
        "Townsville": 11747.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kirov: (54.07°, 34.30°)",
      "  Olkusz: (50.28°, 19.57°)",
      "  Svobody: (44.03°, 43.05°)",
      "  Halle (Saale): (51.48°, 11.98°)",
      "  Townsville: (-19.27°, 146.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Townsville: 11747.9 km from centroid",
      "  Halle (Saale): 3519.4 km from centroid",
      "  Olkusz: 2971.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Townsville",
      "FINAL ANSWER: Townsville"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -15.54667,
        "lon": -55.16889,
        "name": "Campo Verde"
      },
      {
        "lat": -26.40843,
        "lon": -54.69463,
        "name": "Puerto Eldorado"
      },
      {
        "lat": -22.42313,
        "lon": -42.96612,
        "name": "São Pedro"
      },
      {
        "lat": -2.64528,
        "lon": -44.895,
        "name": "Palmeirândia"
      },
      {
        "lat": 27.05715,
        "lon": 78.68661,
        "name": "Sirsāganj"
      }
    ],
    "question": "Which location is the geographic outlier among: Campo Verde, Puerto Eldorado, São Pedro, Palmeirândia, Sirsāganj?",
    "ground_truth": {
      "answer": "Sirsāganj",
      "outlier_distance_km": 11644.0,
      "second_furthest_km": 3848.8,
      "clarity_ratio": 3.03,
      "median_distance_km": 3511.2,
      "distances_to_centroid": {
        "Campo Verde": 3511.2,
        "Puerto Eldorado": 3848.8,
        "São Pedro": 2602.0,
        "Palmeirândia": 2408.3,
        "Sirsāganj": 11644.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Campo Verde: (-15.55°, -55.17°)",
      "  Puerto Eldorado: (-26.41°, -54.69°)",
      "  São Pedro: (-22.42°, -42.97°)",
      "  Palmeirândia: (-2.65°, -44.90°)",
      "  Sirsāganj: (27.06°, 78.69°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sirsāganj: 11644.0 km from centroid",
      "  Puerto Eldorado: 3848.8 km from centroid",
      "  Campo Verde: 3511.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sirsāganj",
      "FINAL ANSWER: Sirsāganj"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.46279,
        "lon": 28.65041,
        "name": "Moloto South"
      },
      {
        "lat": 11.73292,
        "lon": 41.082,
        "name": "Dubti"
      },
      {
        "lat": -24.78864,
        "lon": 31.07938,
        "name": "Mafemani"
      },
      {
        "lat": 8.66667,
        "lon": 39.43333,
        "name": "Welench’ītī"
      },
      {
        "lat": -33.91439,
        "lon": 151.24895,
        "name": "Randwick"
      }
    ],
    "question": "Which location is the geographic outlier among: Moloto South, Dubti, Mafemani, Welench’ītī, Randwick?",
    "ground_truth": {
      "answer": "Randwick",
      "outlier_distance_km": 9487.7,
      "second_furthest_km": 3409.2,
      "clarity_ratio": 2.78,
      "median_distance_km": 3319.9,
      "distances_to_centroid": {
        "Moloto South": 3409.2,
        "Dubti": 3319.9,
        "Mafemani": 3153.7,
        "Welench’ītī": 3164.8,
        "Randwick": 9487.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Moloto South: (-25.46°, 28.65°)",
      "  Dubti: (11.73°, 41.08°)",
      "  Mafemani: (-24.79°, 31.08°)",
      "  Welench’ītī: (8.67°, 39.43°)",
      "  Randwick: (-33.91°, 151.25°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Randwick: 9487.7 km from centroid",
      "  Moloto South: 3409.2 km from centroid",
      "  Dubti: 3319.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Randwick",
      "FINAL ANSWER: Randwick"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.84205,
        "lon": 145.0694,
        "name": "Camberwell"
      },
      {
        "lat": -37.66667,
        "lon": 145.01667,
        "name": "Lalor"
      },
      {
        "lat": -33.91667,
        "lon": 151.03333,
        "name": "Bankstown"
      },
      {
        "lat": -37.86667,
        "lon": 145.06667,
        "name": "Glen Iris"
      },
      {
        "lat": 53.69803,
        "lon": -2.46494,
        "name": "Darwen"
      }
    ],
    "question": "Which location is the geographic outlier among: Camberwell, Lalor, Bankstown, Glen Iris, Darwen?",
    "ground_truth": {
      "answer": "Darwen",
      "outlier_distance_km": 13583.4,
      "second_furthest_km": 3787.5,
      "clarity_ratio": 3.59,
      "median_distance_km": 3471.7,
      "distances_to_centroid": {
        "Camberwell": 3470.5,
        "Lalor": 3456.8,
        "Bankstown": 3787.5,
        "Glen Iris": 3471.7,
        "Darwen": 13583.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Camberwell: (-37.84°, 145.07°)",
      "  Lalor: (-37.67°, 145.02°)",
      "  Bankstown: (-33.92°, 151.03°)",
      "  Glen Iris: (-37.87°, 145.07°)",
      "  Darwen: (53.70°, -2.46°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Darwen: 13583.4 km from centroid",
      "  Bankstown: 3787.5 km from centroid",
      "  Glen Iris: 3471.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Darwen",
      "FINAL ANSWER: Darwen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.77271,
        "lon": 151.08184,
        "name": "Epping"
      },
      {
        "lat": -37.74496,
        "lon": 144.80049,
        "name": "St Albans"
      },
      {
        "lat": -39.06667,
        "lon": 174.08333,
        "name": "New Plymouth"
      },
      {
        "lat": -16.92366,
        "lon": 145.76613,
        "name": "Cairns"
      },
      {
        "lat": 40.6851,
        "lon": -73.7018,
        "name": "North Valley Stream"
      }
    ],
    "question": "Which location is the geographic outlier among: Epping, St Albans, New Plymouth, Cairns, North Valley Stream?",
    "ground_truth": {
      "answer": "North Valley Stream",
      "outlier_distance_km": 17414.1,
      "second_furthest_km": 6720.9,
      "clarity_ratio": 2.59,
      "median_distance_km": 4612.3,
      "distances_to_centroid": {
        "Epping": 4612.3,
        "St Albans": 4202.7,
        "New Plymouth": 6720.9,
        "Cairns": 3963.6,
        "North Valley Stream": 17414.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Epping: (-33.77°, 151.08°)",
      "  St Albans: (-37.74°, 144.80°)",
      "  New Plymouth: (-39.07°, 174.08°)",
      "  Cairns: (-16.92°, 145.77°)",
      "  North Valley Stream: (40.69°, -73.70°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  North Valley Stream: 17414.1 km from centroid",
      "  New Plymouth: 6720.9 km from centroid",
      "  Epping: 4612.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: North Valley Stream",
      "FINAL ANSWER: North Valley Stream"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 45.4759,
        "lon": 4.51294,
        "name": "Saint-Chamond"
      },
      {
        "lat": 48.56067,
        "lon": 11.26071,
        "name": "Schrobenhausen"
      },
      {
        "lat": 43.14322,
        "lon": -2.96204,
        "name": "Laudio / Llodio"
      },
      {
        "lat": 53.55024,
        "lon": -2.77348,
        "name": "Skelmersdale"
      },
      {
        "lat": -3.22028,
        "lon": -45.00361,
        "name": "Viana"
      }
    ],
    "question": "Which location is the geographic outlier among: Saint-Chamond, Schrobenhausen, Laudio / Llodio, Skelmersdale, Viana?",
    "ground_truth": {
      "answer": "Viana",
      "outlier_distance_km": 5988.0,
      "second_furthest_km": 1918.3,
      "clarity_ratio": 3.12,
      "median_distance_km": 1813.7,
      "distances_to_centroid": {
        "Saint-Chamond": 1303.2,
        "Schrobenhausen": 1918.3,
        "Laudio / Llodio": 714.1,
        "Skelmersdale": 1813.7,
        "Viana": 5988.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Saint-Chamond: (45.48°, 4.51°)",
      "  Schrobenhausen: (48.56°, 11.26°)",
      "  Laudio / Llodio: (43.14°, -2.96°)",
      "  Skelmersdale: (53.55°, -2.77°)",
      "  Viana: (-3.22°, -45.00°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Viana: 5988.0 km from centroid",
      "  Schrobenhausen: 1918.3 km from centroid",
      "  Skelmersdale: 1813.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Viana",
      "FINAL ANSWER: Viana"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.91119,
        "lon": 138.70735,
        "name": "Adelaide Hills"
      },
      {
        "lat": -33.77271,
        "lon": 151.08184,
        "name": "Epping"
      },
      {
        "lat": -41.13333,
        "lon": 174.85,
        "name": "Porirua"
      },
      {
        "lat": -38.04369,
        "lon": 145.2923,
        "name": "Narre Warren South"
      },
      {
        "lat": 39.94845,
        "lon": -75.17212,
        "name": "Rittenhouse"
      }
    ],
    "question": "Which location is the geographic outlier among: Adelaide Hills, Epping, Porirua, Narre Warren South, Rittenhouse?",
    "ground_truth": {
      "answer": "Rittenhouse",
      "outlier_distance_km": 17963.0,
      "second_furthest_km": 6631.2,
      "clarity_ratio": 2.71,
      "median_distance_km": 4514.3,
      "distances_to_centroid": {
        "Adelaide Hills": 3425.4,
        "Epping": 4514.3,
        "Porirua": 6631.2,
        "Narre Warren South": 4088.3,
        "Rittenhouse": 17963.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Adelaide Hills: (-34.91°, 138.71°)",
      "  Epping: (-33.77°, 151.08°)",
      "  Porirua: (-41.13°, 174.85°)",
      "  Narre Warren South: (-38.04°, 145.29°)",
      "  Rittenhouse: (39.95°, -75.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Rittenhouse: 17963.0 km from centroid",
      "  Porirua: 6631.2 km from centroid",
      "  Epping: 4514.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Rittenhouse",
      "FINAL ANSWER: Rittenhouse"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.65,
        "lon": 36.21667,
        "name": "Dibate"
      },
      {
        "lat": -27.1974,
        "lon": 25.98311,
        "name": "Wolmaransstad"
      },
      {
        "lat": 7.61667,
        "lon": 39.5,
        "name": "Gobēsa"
      },
      {
        "lat": 9.50619,
        "lon": 42.60938,
        "name": "Chinahsen"
      },
      {
        "lat": 39.55388,
        "lon": -104.96943,
        "name": "Highlands Ranch"
      }
    ],
    "question": "Which location is the geographic outlier among: Dibate, Wolmaransstad, Gobēsa, Chinahsen, Highlands Ranch?",
    "ground_truth": {
      "answer": "Highlands Ranch",
      "outlier_distance_km": 11338.6,
      "second_furthest_km": 4375.8,
      "clarity_ratio": 2.59,
      "median_distance_km": 3820.0,
      "distances_to_centroid": {
        "Dibate": 3123.0,
        "Wolmaransstad": 4375.8,
        "Gobēsa": 3484.0,
        "Chinahsen": 3820.0,
        "Highlands Ranch": 11338.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dibate: (10.65°, 36.22°)",
      "  Wolmaransstad: (-27.20°, 25.98°)",
      "  Gobēsa: (7.62°, 39.50°)",
      "  Chinahsen: (9.51°, 42.61°)",
      "  Highlands Ranch: (39.55°, -104.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Highlands Ranch: 11338.6 km from centroid",
      "  Wolmaransstad: 4375.8 km from centroid",
      "  Chinahsen: 3820.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Highlands Ranch",
      "FINAL ANSWER: Highlands Ranch"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -6.2349,
        "lon": 106.9896,
        "name": "Bekasi"
      },
      {
        "lat": 16.16901,
        "lon": 74.82393,
        "name": "Gokak"
      },
      {
        "lat": 5.3473,
        "lon": 115.7455,
        "name": "Beaufort"
      },
      {
        "lat": -7.1955,
        "lon": 107.4313,
        "name": "Banjar"
      },
      {
        "lat": 41.64662,
        "lon": 2.74135,
        "name": "Malgrat de Mar"
      }
    ],
    "question": "Which location is the geographic outlier among: Bekasi, Gokak, Beaufort, Banjar, Malgrat de Mar?",
    "ground_truth": {
      "answer": "Malgrat de Mar",
      "outlier_distance_km": 8347.1,
      "second_furthest_km": 3801.4,
      "clarity_ratio": 2.2,
      "median_distance_km": 3442.5,
      "distances_to_centroid": {
        "Bekasi": 3343.6,
        "Gokak": 1004.2,
        "Beaufort": 3801.4,
        "Banjar": 3442.5,
        "Malgrat de Mar": 8347.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bekasi: (-6.23°, 106.99°)",
      "  Gokak: (16.17°, 74.82°)",
      "  Beaufort: (5.35°, 115.75°)",
      "  Banjar: (-7.20°, 107.43°)",
      "  Malgrat de Mar: (41.65°, 2.74°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Malgrat de Mar: 8347.1 km from centroid",
      "  Beaufort: 3801.4 km from centroid",
      "  Banjar: 3442.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Malgrat de Mar",
      "FINAL ANSWER: Malgrat de Mar"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -30.30225,
        "lon": 27.08395,
        "name": "Zastron"
      },
      {
        "lat": 27.26881,
        "lon": 31.15232,
        "name": "Abnūb"
      },
      {
        "lat": 12.11667,
        "lon": 37.78333,
        "name": "Ādīs Zemen"
      },
      {
        "lat": 10.65,
        "lon": 36.21667,
        "name": "Dibate"
      },
      {
        "lat": -2.895,
        "lon": -40.44917,
        "name": "Jijoca de Jericoacoara"
      }
    ],
    "question": "Which location is the geographic outlier among: Zastron, Abnūb, Ādīs Zemen, Dibate, Jijoca de Jericoacoara?",
    "ground_truth": {
      "answer": "Jijoca de Jericoacoara",
      "outlier_distance_km": 6572.6,
      "second_furthest_km": 3857.1,
      "clarity_ratio": 1.7,
      "median_distance_km": 2985.3,
      "distances_to_centroid": {
        "Zastron": 3857.1,
        "Abnūb": 2985.3,
        "Ādīs Zemen": 2348.9,
        "Dibate": 2129.5,
        "Jijoca de Jericoacoara": 6572.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Zastron: (-30.30°, 27.08°)",
      "  Abnūb: (27.27°, 31.15°)",
      "  Ādīs Zemen: (12.12°, 37.78°)",
      "  Dibate: (10.65°, 36.22°)",
      "  Jijoca de Jericoacoara: (-2.90°, -40.45°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Jijoca de Jericoacoara: 6572.6 km from centroid",
      "  Zastron: 3857.1 km from centroid",
      "  Abnūb: 2985.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Jijoca de Jericoacoara",
      "FINAL ANSWER: Jijoca de Jericoacoara"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.86472,
        "lon": 174.64768,
        "name": "Te Atatu South"
      },
      {
        "lat": -38.21792,
        "lon": 145.03876,
        "name": "Mornington"
      },
      {
        "lat": -31.95224,
        "lon": 115.8614,
        "name": "Perth"
      },
      {
        "lat": -37.97695,
        "lon": 145.25866,
        "name": "Endeavour Hills"
      },
      {
        "lat": 17.99913,
        "lon": -94.6359,
        "name": "Cosoleacaque"
      }
    ],
    "question": "Which location is the geographic outlier among: Te Atatu South, Mornington, Perth, Endeavour Hills, Cosoleacaque?",
    "ground_truth": {
      "answer": "Cosoleacaque",
      "outlier_distance_km": 18539.4,
      "second_furthest_km": 7282.2,
      "clarity_ratio": 2.55,
      "median_distance_km": 4698.2,
      "distances_to_centroid": {
        "Te Atatu South": 7282.2,
        "Mornington": 4680.4,
        "Perth": 1954.2,
        "Endeavour Hills": 4698.2,
        "Cosoleacaque": 18539.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Te Atatu South: (-36.86°, 174.65°)",
      "  Mornington: (-38.22°, 145.04°)",
      "  Perth: (-31.95°, 115.86°)",
      "  Endeavour Hills: (-37.98°, 145.26°)",
      "  Cosoleacaque: (18.00°, -94.64°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cosoleacaque: 18539.4 km from centroid",
      "  Te Atatu South: 7282.2 km from centroid",
      "  Endeavour Hills: 4698.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cosoleacaque",
      "FINAL ANSWER: Cosoleacaque"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -1.28316,
        "lon": 36.84725,
        "name": "Pumwani"
      },
      {
        "lat": -0.30719,
        "lon": 36.07225,
        "name": "Nakuru"
      },
      {
        "lat": -32.83483,
        "lon": 27.21742,
        "name": "Dimbaza"
      },
      {
        "lat": 29.03556,
        "lon": 31.11792,
        "name": "New Bani Sewif City"
      },
      {
        "lat": 28.29675,
        "lon": 108.95841,
        "name": "Zhongling"
      }
    ],
    "question": "Which location is the geographic outlier among: Pumwani, Nakuru, Dimbaza, New Bani Sewif City, Zhongling?",
    "ground_truth": {
      "answer": "Zhongling",
      "outlier_distance_km": 6929.9,
      "second_furthest_km": 4704.6,
      "clarity_ratio": 1.47,
      "median_distance_km": 3251.8,
      "distances_to_centroid": {
        "Pumwani": 1404.4,
        "Nakuru": 1436.5,
        "Dimbaza": 4704.6,
        "New Bani Sewif City": 3251.8,
        "Zhongling": 6929.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pumwani: (-1.28°, 36.85°)",
      "  Nakuru: (-0.31°, 36.07°)",
      "  Dimbaza: (-32.83°, 27.22°)",
      "  New Bani Sewif City: (29.04°, 31.12°)",
      "  Zhongling: (28.30°, 108.96°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Zhongling: 6929.9 km from centroid",
      "  Dimbaza: 4704.6 km from centroid",
      "  New Bani Sewif City: 3251.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Zhongling",
      "FINAL ANSWER: Zhongling"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 37.73333,
        "lon": 139.16667,
        "name": "Gosen"
      },
      {
        "lat": 36.45556,
        "lon": 127.12472,
        "name": "Gongju"
      },
      {
        "lat": 16.7262,
        "lon": 121.3589,
        "name": "Diadi"
      },
      {
        "lat": 22.75278,
        "lon": 88.34222,
        "name": "Shrīrāmpur"
      },
      {
        "lat": -35.13333,
        "lon": 138.51667,
        "name": "Morphett Vale"
      }
    ],
    "question": "Which location is the geographic outlier among: Gosen, Gongju, Diadi, Shrīrāmpur, Morphett Vale?",
    "ground_truth": {
      "answer": "Morphett Vale",
      "outlier_distance_km": 5888.4,
      "second_furthest_km": 3703.0,
      "clarity_ratio": 1.59,
      "median_distance_km": 2923.7,
      "distances_to_centroid": {
        "Gosen": 2923.7,
        "Gongju": 2344.7,
        "Diadi": 200.0,
        "Shrīrāmpur": 3703.0,
        "Morphett Vale": 5888.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gosen: (37.73°, 139.17°)",
      "  Gongju: (36.46°, 127.12°)",
      "  Diadi: (16.73°, 121.36°)",
      "  Shrīrāmpur: (22.75°, 88.34°)",
      "  Morphett Vale: (-35.13°, 138.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Morphett Vale: 5888.4 km from centroid",
      "  Shrīrāmpur: 3703.0 km from centroid",
      "  Gosen: 2923.7 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": -26.002,
        "lon": 29.034,
        "name": "Phola"
      },
      {
        "lat": -32.33083,
        "lon": 28.14981,
        "name": "Butterworth"
      },
      {
        "lat": -28.17827,
        "lon": 30.14702,
        "name": "Glencoe"
      },
      {
        "lat": 7.25256,
        "lon": 5.19312,
        "name": "Akure"
      },
      {
        "lat": -25.59912,
        "lon": -54.57355,
        "name": "Puerto Iguazú"
      }
    ],
    "question": "Which location is the geographic outlier among: Phola, Butterworth, Glencoe, Akure, Puerto Iguazú?",
    "ground_truth": {
      "answer": "Puerto Iguazú",
      "outlier_distance_km": 6313.6,
      "second_furthest_km": 3149.3,
      "clarity_ratio": 2.0,
      "median_distance_km": 2412.9,
      "distances_to_centroid": {
        "Phola": 2254.3,
        "Butterworth": 2395.2,
        "Glencoe": 2412.9,
        "Akure": 3149.3,
        "Puerto Iguazú": 6313.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Phola: (-26.00°, 29.03°)",
      "  Butterworth: (-32.33°, 28.15°)",
      "  Glencoe: (-28.18°, 30.15°)",
      "  Akure: (7.25°, 5.19°)",
      "  Puerto Iguazú: (-25.60°, -54.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Puerto Iguazú: 6313.6 km from centroid",
      "  Akure: 3149.3 km from centroid",
      "  Glencoe: 2412.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Puerto Iguazú",
      "FINAL ANSWER: Puerto Iguazú"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.13278,
        "lon": -74.15977,
        "name": "Pacho"
      },
      {
        "lat": 2.64644,
        "lon": -75.97269,
        "name": "Belalcázar"
      },
      {
        "lat": -36.77803,
        "lon": -59.85848,
        "name": "Azul"
      },
      {
        "lat": 7.00621,
        "lon": -73.90972,
        "name": "Yondó"
      },
      {
        "lat": 17.87445,
        "lon": 76.94972,
        "name": "Basavakalyan"
      }
    ],
    "question": "Which location is the geographic outlier among: Pacho, Belalcázar, Azul, Yondó, Basavakalyan?",
    "ground_truth": {
      "answer": "Basavakalyan",
      "outlier_distance_km": 13025.3,
      "second_furthest_km": 4426.0,
      "clarity_ratio": 2.94,
      "median_distance_km": 3863.6,
      "distances_to_centroid": {
        "Pacho": 3699.3,
        "Belalcázar": 3863.6,
        "Azul": 4426.0,
        "Yondó": 3711.3,
        "Basavakalyan": 13025.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Pacho: (5.13°, -74.16°)",
      "  Belalcázar: (2.65°, -75.97°)",
      "  Azul: (-36.78°, -59.86°)",
      "  Yondó: (7.01°, -73.91°)",
      "  Basavakalyan: (17.87°, 76.95°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Basavakalyan: 13025.3 km from centroid",
      "  Azul: 4426.0 km from centroid",
      "  Belalcázar: 3863.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Basavakalyan",
      "FINAL ANSWER: Basavakalyan"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -34.18307,
        "lon": 22.14605,
        "name": "Mossel Bay"
      },
      {
        "lat": -31.87101,
        "lon": 26.97862,
        "name": "Queensdale"
      },
      {
        "lat": 12.6,
        "lon": 37.46667,
        "name": "Gonder"
      },
      {
        "lat": 10.9992,
        "lon": 10.41062,
        "name": "Darazo"
      },
      {
        "lat": -27.46794,
        "lon": 153.02809,
        "name": "Brisbane"
      }
    ],
    "question": "Which location is the geographic outlier among: Mossel Bay, Queensdale, Gonder, Darazo, Brisbane?",
    "ground_truth": {
      "answer": "Brisbane",
      "outlier_distance_km": 10534.0,
      "second_furthest_km": 5174.7,
      "clarity_ratio": 2.04,
      "median_distance_km": 3589.2,
      "distances_to_centroid": {
        "Mossel Bay": 3589.2,
        "Queensdale": 3071.7,
        "Gonder": 3263.0,
        "Darazo": 5174.7,
        "Brisbane": 10534.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mossel Bay: (-34.18°, 22.15°)",
      "  Queensdale: (-31.87°, 26.98°)",
      "  Gonder: (12.60°, 37.47°)",
      "  Darazo: (11.00°, 10.41°)",
      "  Brisbane: (-27.47°, 153.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Brisbane: 10534.0 km from centroid",
      "  Darazo: 5174.7 km from centroid",
      "  Mossel Bay: 3589.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Brisbane",
      "FINAL ANSWER: Brisbane"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.88333,
        "lon": 37.58333,
        "name": "Altuf’yevskiy"
      },
      {
        "lat": 52.20197,
        "lon": 8.33826,
        "name": "Melle"
      },
      {
        "lat": 50.3425,
        "lon": -4.77442,
        "name": "St Austell"
      },
      {
        "lat": 41.03288,
        "lon": 13.94354,
        "name": "Castel Volturno"
      },
      {
        "lat": -37.89359,
        "lon": 145.05534,
        "name": "Carnegie"
      }
    ],
    "question": "Which location is the geographic outlier among: Altuf’yevskiy, Melle, St Austell, Castel Volturno, Carnegie?",
    "ground_truth": {
      "answer": "Carnegie",
      "outlier_distance_km": 13352.4,
      "second_furthest_km": 4160.6,
      "clarity_ratio": 3.21,
      "median_distance_km": 3372.6,
      "distances_to_centroid": {
        "Altuf’yevskiy": 2627.7,
        "Melle": 3372.6,
        "St Austell": 4160.6,
        "Castel Volturno": 2508.1,
        "Carnegie": 13352.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Altuf’yevskiy: (55.88°, 37.58°)",
      "  Melle: (52.20°, 8.34°)",
      "  St Austell: (50.34°, -4.77°)",
      "  Castel Volturno: (41.03°, 13.94°)",
      "  Carnegie: (-37.89°, 145.06°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carnegie: 13352.4 km from centroid",
      "  St Austell: 4160.6 km from centroid",
      "  Melle: 3372.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carnegie",
      "FINAL ANSWER: Carnegie"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 20.83417,
        "lon": 76.45924,
        "name": "Nāndūra"
      },
      {
        "lat": 23.53798,
        "lon": 93.3732,
        "name": "Ngūr"
      },
      {
        "lat": 19.71664,
        "lon": 74.48109,
        "name": "Rahata"
      },
      {
        "lat": 2.6931,
        "lon": 101.7498,
        "name": "Sepang"
      },
      {
        "lat": 42.74698,
        "lon": -84.40108,
        "name": "Haslett"
      }
    ],
    "question": "Which location is the geographic outlier among: Nāndūra, Ngūr, Rahata, Sepang, Haslett?",
    "ground_truth": {
      "answer": "Haslett",
      "outlier_distance_km": 11570.7,
      "second_furthest_km": 5743.4,
      "clarity_ratio": 2.01,
      "median_distance_km": 4199.0,
      "distances_to_centroid": {
        "Nāndūra": 2498.6,
        "Ngūr": 4199.0,
        "Rahata": 2312.9,
        "Sepang": 5743.4,
        "Haslett": 11570.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nāndūra: (20.83°, 76.46°)",
      "  Ngūr: (23.54°, 93.37°)",
      "  Rahata: (19.72°, 74.48°)",
      "  Sepang: (2.69°, 101.75°)",
      "  Haslett: (42.75°, -84.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Haslett: 11570.7 km from centroid",
      "  Sepang: 5743.4 km from centroid",
      "  Ngūr: 4199.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Haslett",
      "FINAL ANSWER: Haslett"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -5.68167,
        "lon": -43.09333,
        "name": "Parnarama"
      },
      {
        "lat": 0.71333,
        "lon": -51.41333,
        "name": "Porto Grande"
      },
      {
        "lat": -3.96333,
        "lon": -45.65833,
        "name": "Santa Luzia"
      },
      {
        "lat": 6.96321,
        "lon": -75.41738,
        "name": "Yarumal"
      },
      {
        "lat": 40.81232,
        "lon": -73.07844,
        "name": "Holbrook"
      }
    ],
    "question": "Which location is the geographic outlier among: Parnarama, Porto Grande, Santa Luzia, Yarumal, Holbrook?",
    "ground_truth": {
      "answer": "Holbrook",
      "outlier_distance_km": 3975.8,
      "second_furthest_km": 2207.6,
      "clarity_ratio": 1.8,
      "median_distance_km": 1952.2,
      "distances_to_centroid": {
        "Parnarama": 2207.6,
        "Porto Grande": 1051.6,
        "Santa Luzia": 1869.8,
        "Yarumal": 1952.2,
        "Holbrook": 3975.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Parnarama: (-5.68°, -43.09°)",
      "  Porto Grande: (0.71°, -51.41°)",
      "  Santa Luzia: (-3.96°, -45.66°)",
      "  Yarumal: (6.96°, -75.42°)",
      "  Holbrook: (40.81°, -73.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Holbrook: 3975.8 km from centroid",
      "  Parnarama: 2207.6 km from centroid",
      "  Yarumal: 1952.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Holbrook",
      "FINAL ANSWER: Holbrook"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.65003,
        "lon": -0.2361,
        "name": "Dome"
      },
      {
        "lat": 12.416,
        "lon": 39.55971,
        "name": "Alamata"
      },
      {
        "lat": -24.95775,
        "lon": 27.26543,
        "name": "Northam"
      },
      {
        "lat": -28.41098,
        "lon": 26.70107,
        "name": "Theunissen"
      },
      {
        "lat": 7.06528,
        "lon": -73.85472,
        "name": "Barrancabermeja"
      }
    ],
    "question": "Which location is the geographic outlier among: Dome, Alamata, Northam, Theunissen, Barrancabermeja?",
    "ground_truth": {
      "answer": "Barrancabermeja",
      "outlier_distance_km": 8740.4,
      "second_furthest_km": 4424.9,
      "clarity_ratio": 1.98,
      "median_distance_km": 3490.5,
      "distances_to_centroid": {
        "Dome": 1337.0,
        "Alamata": 4424.9,
        "Northam": 3289.1,
        "Theunissen": 3490.5,
        "Barrancabermeja": 8740.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dome: (5.65°, -0.24°)",
      "  Alamata: (12.42°, 39.56°)",
      "  Northam: (-24.96°, 27.27°)",
      "  Theunissen: (-28.41°, 26.70°)",
      "  Barrancabermeja: (7.07°, -73.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Barrancabermeja: 8740.4 km from centroid",
      "  Alamata: 4424.9 km from centroid",
      "  Theunissen: 3490.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Barrancabermeja",
      "FINAL ANSWER: Barrancabermeja"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.61835,
        "lon": -1.17904,
        "name": "Braunstone"
      },
      {
        "lat": 54.03481,
        "lon": 38.40172,
        "name": "Severo-Zadonsk"
      },
      {
        "lat": 50.24962,
        "lon": 8.64281,
        "name": "Friedrichsdorf"
      },
      {
        "lat": 56.04284,
        "lon": 37.85153,
        "name": "Zavety Il’icha"
      },
      {
        "lat": 10.04807,
        "lon": 11.21055,
        "name": "Kumo"
      }
    ],
    "question": "Which location is the geographic outlier among: Braunstone, Severo-Zadonsk, Friedrichsdorf, Zavety Il’icha, Kumo?",
    "ground_truth": {
      "answer": "Kumo",
      "outlier_distance_km": 3913.7,
      "second_furthest_km": 1836.2,
      "clarity_ratio": 2.13,
      "median_distance_km": 1745.9,
      "distances_to_centroid": {
        "Braunstone": 1721.3,
        "Severo-Zadonsk": 1745.9,
        "Friedrichsdorf": 998.6,
        "Zavety Il’icha": 1836.2,
        "Kumo": 3913.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Braunstone: (52.62°, -1.18°)",
      "  Severo-Zadonsk: (54.03°, 38.40°)",
      "  Friedrichsdorf: (50.25°, 8.64°)",
      "  Zavety Il’icha: (56.04°, 37.85°)",
      "  Kumo: (10.05°, 11.21°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kumo: 3913.7 km from centroid",
      "  Zavety Il’icha: 1836.2 km from centroid",
      "  Severo-Zadonsk: 1745.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kumo",
      "FINAL ANSWER: Kumo"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -19.39528,
        "lon": -54.56639,
        "name": "São Gabriel do Oeste"
      },
      {
        "lat": -23.05056,
        "lon": -50.22889,
        "name": "Andirá"
      },
      {
        "lat": -29.16806,
        "lon": -51.17944,
        "name": "Caxias do Sul"
      },
      {
        "lat": -31.34582,
        "lon": -64.33849,
        "name": "La Calera"
      },
      {
        "lat": 41.41533,
        "lon": -81.56596,
        "name": "Maple Heights"
      }
    ],
    "question": "Which location is the geographic outlier among: São Gabriel do Oeste, Andirá, Caxias do Sul, La Calera, Maple Heights?",
    "ground_truth": {
      "answer": "Maple Heights",
      "outlier_distance_km": 6357.1,
      "second_furthest_km": 2155.4,
      "clarity_ratio": 2.95,
      "median_distance_km": 2102.2,
      "distances_to_centroid": {
        "São Gabriel do Oeste": 1003.2,
        "Andirá": 1605.5,
        "Caxias do Sul": 2102.2,
        "La Calera": 2155.4,
        "Maple Heights": 6357.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  São Gabriel do Oeste: (-19.40°, -54.57°)",
      "  Andirá: (-23.05°, -50.23°)",
      "  Caxias do Sul: (-29.17°, -51.18°)",
      "  La Calera: (-31.35°, -64.34°)",
      "  Maple Heights: (41.42°, -81.57°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maple Heights: 6357.1 km from centroid",
      "  La Calera: 2155.4 km from centroid",
      "  Caxias do Sul: 2102.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maple Heights",
      "FINAL ANSWER: Maple Heights"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -6.0144,
        "lon": 106.0542,
        "name": "Cilegon"
      },
      {
        "lat": 35.1,
        "lon": 138.86667,
        "name": "Numazu"
      },
      {
        "lat": 33.28662,
        "lon": 134.16832,
        "name": "Muroto-misakicho"
      },
      {
        "lat": 35.46667,
        "lon": 133.9,
        "name": "Matsuzaki"
      },
      {
        "lat": -12.60139,
        "lon": -38.96576,
        "name": "Cachoeira"
      }
    ],
    "question": "Which location is the geographic outlier among: Cilegon, Numazu, Muroto-misakicho, Matsuzaki, Cachoeira?",
    "ground_truth": {
      "answer": "Cachoeira",
      "outlier_distance_km": 15032.0,
      "second_furthest_km": 4787.9,
      "clarity_ratio": 3.14,
      "median_distance_km": 4364.1,
      "distances_to_centroid": {
        "Cilegon": 2846.9,
        "Numazu": 4787.9,
        "Muroto-misakicho": 4319.9,
        "Matsuzaki": 4364.1,
        "Cachoeira": 15032.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Cilegon: (-6.01°, 106.05°)",
      "  Numazu: (35.10°, 138.87°)",
      "  Muroto-misakicho: (33.29°, 134.17°)",
      "  Matsuzaki: (35.47°, 133.90°)",
      "  Cachoeira: (-12.60°, -38.97°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cachoeira: 15032.0 km from centroid",
      "  Numazu: 4787.9 km from centroid",
      "  Matsuzaki: 4364.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cachoeira",
      "FINAL ANSWER: Cachoeira"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.52306,
        "lon": -44.10417,
        "name": "Volta Redonda"
      },
      {
        "lat": -15.32333,
        "lon": -58.00361,
        "name": "Lambari d'Oeste"
      },
      {
        "lat": -23.53194,
        "lon": -46.44417,
        "name": "Itaquera"
      },
      {
        "lat": -23.43088,
        "lon": -46.79295,
        "name": "Anhanguera"
      },
      {
        "lat": 8.11667,
        "lon": 38.36667,
        "name": "Butajīra"
      }
    ],
    "question": "Which location is the geographic outlier among: Volta Redonda, Lambari d'Oeste, Itaquera, Anhanguera, Butajīra?",
    "ground_truth": {
      "answer": "Butajīra",
      "outlier_distance_km": 8113.7,
      "second_furthest_km": 2851.6,
      "clarity_ratio": 2.85,
      "median_distance_km": 1846.7,
      "distances_to_centroid": {
        "Volta Redonda": 1556.0,
        "Lambari d'Oeste": 2851.6,
        "Itaquera": 1820.1,
        "Anhanguera": 1846.7,
        "Butajīra": 8113.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Volta Redonda: (-22.52°, -44.10°)",
      "  Lambari d'Oeste: (-15.32°, -58.00°)",
      "  Itaquera: (-23.53°, -46.44°)",
      "  Anhanguera: (-23.43°, -46.79°)",
      "  Butajīra: (8.12°, 38.37°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Butajīra: 8113.7 km from centroid",
      "  Lambari d'Oeste: 2851.6 km from centroid",
      "  Anhanguera: 1846.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Butajīra",
      "FINAL ANSWER: Butajīra"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.68095,
        "lon": 101.25798,
        "name": "Rayong"
      },
      {
        "lat": 22.60777,
        "lon": 73.46272,
        "name": "Kālol"
      },
      {
        "lat": 22.69881,
        "lon": 73.11561,
        "name": "Umreth"
      },
      {
        "lat": -7.74306,
        "lon": 110.57944,
        "name": "Wedi"
      },
      {
        "lat": 29.71106,
        "lon": -95.59633,
        "name": "Alief"
      }
    ],
    "question": "Which location is the geographic outlier among: Rayong, Kālol, Umreth, Wedi, Alief?",
    "ground_truth": {
      "answer": "Alief",
      "outlier_distance_km": 13893.0,
      "second_furthest_km": 6908.8,
      "clarity_ratio": 2.01,
      "median_distance_km": 5247.6,
      "distances_to_centroid": {
        "Rayong": 5247.6,
        "Kālol": 2310.5,
        "Umreth": 2278.8,
        "Wedi": 6908.8,
        "Alief": 13893.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rayong: (12.68°, 101.26°)",
      "  Kālol: (22.61°, 73.46°)",
      "  Umreth: (22.70°, 73.12°)",
      "  Wedi: (-7.74°, 110.58°)",
      "  Alief: (29.71°, -95.60°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alief: 13893.0 km from centroid",
      "  Wedi: 6908.8 km from centroid",
      "  Rayong: 5247.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alief",
      "FINAL ANSWER: Alief"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.52066,
        "lon": -74.18504,
        "name": "Fundación"
      },
      {
        "lat": -7.09829,
        "lon": -49.9435,
        "name": "Xinguara"
      },
      {
        "lat": -2.76194,
        "lon": -42.27444,
        "name": "Tutóia"
      },
      {
        "lat": -26.74056,
        "lon": -49.17694,
        "name": "Pomerode"
      },
      {
        "lat": 47.62621,
        "lon": -122.52124,
        "name": "Bainbridge Island"
      }
    ],
    "question": "Which location is the geographic outlier among: Fundación, Xinguara, Tutóia, Pomerode, Bainbridge Island?",
    "ground_truth": {
      "answer": "Bainbridge Island",
      "outlier_distance_km": 7091.2,
      "second_furthest_km": 3981.7,
      "clarity_ratio": 1.78,
      "median_distance_km": 2924.0,
      "distances_to_centroid": {
        "Fundación": 1000.2,
        "Xinguara": 2336.1,
        "Tutóia": 2924.0,
        "Pomerode": 3981.7,
        "Bainbridge Island": 7091.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Fundación: (10.52°, -74.19°)",
      "  Xinguara: (-7.10°, -49.94°)",
      "  Tutóia: (-2.76°, -42.27°)",
      "  Pomerode: (-26.74°, -49.18°)",
      "  Bainbridge Island: (47.63°, -122.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bainbridge Island: 7091.2 km from centroid",
      "  Pomerode: 3981.7 km from centroid",
      "  Tutóia: 2924.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bainbridge Island",
      "FINAL ANSWER: Bainbridge Island"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.80055,
        "lon": -81.27312,
        "name": "Sanford"
      },
      {
        "lat": 44.05817,
        "lon": -121.31531,
        "name": "Bend"
      },
      {
        "lat": 42.13919,
        "lon": -87.92896,
        "name": "Wheeling"
      },
      {
        "lat": 44.64969,
        "lon": -93.24272,
        "name": "Lakeville"
      },
      {
        "lat": -38.04369,
        "lon": 145.2923,
        "name": "Narre Warren South"
      }
    ],
    "question": "Which location is the geographic outlier among: Sanford, Bend, Wheeling, Lakeville, Narre Warren South?",
    "ground_truth": {
      "answer": "Narre Warren South",
      "outlier_distance_km": 18056.2,
      "second_furthest_km": 6882.7,
      "clarity_ratio": 2.62,
      "median_distance_km": 4667.5,
      "distances_to_centroid": {
        "Sanford": 3365.6,
        "Bend": 6882.7,
        "Wheeling": 4182.3,
        "Lakeville": 4667.5,
        "Narre Warren South": 18056.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sanford: (28.80°, -81.27°)",
      "  Bend: (44.06°, -121.32°)",
      "  Wheeling: (42.14°, -87.93°)",
      "  Lakeville: (44.65°, -93.24°)",
      "  Narre Warren South: (-38.04°, 145.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Narre Warren South: 18056.2 km from centroid",
      "  Bend: 6882.7 km from centroid",
      "  Lakeville: 4667.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Narre Warren South",
      "FINAL ANSWER: Narre Warren South"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -17.89194,
        "lon": -39.37194,
        "name": "Nova Viçosa"
      },
      {
        "lat": -22.52694,
        "lon": -41.945,
        "name": "Rio das Ostras"
      },
      {
        "lat": -28.84556,
        "lon": -51.89028,
        "name": "Guaporé"
      },
      {
        "lat": -30.60106,
        "lon": -71.19901,
        "name": "Ovalle"
      },
      {
        "lat": 10.96209,
        "lon": 79.39124,
        "name": "Kumbakonam"
      }
    ],
    "question": "Which location is the geographic outlier among: Nova Viçosa, Rio das Ostras, Guaporé, Ovalle, Kumbakonam?",
    "ground_truth": {
      "answer": "Kumbakonam",
      "outlier_distance_km": 11885.2,
      "second_furthest_km": 4860.9,
      "clarity_ratio": 2.45,
      "median_distance_km": 2998.9,
      "distances_to_centroid": {
        "Nova Viçosa": 1520.6,
        "Rio das Ostras": 1844.2,
        "Guaporé": 2998.9,
        "Ovalle": 4860.9,
        "Kumbakonam": 11885.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nova Viçosa: (-17.89°, -39.37°)",
      "  Rio das Ostras: (-22.53°, -41.95°)",
      "  Guaporé: (-28.85°, -51.89°)",
      "  Ovalle: (-30.60°, -71.20°)",
      "  Kumbakonam: (10.96°, 79.39°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kumbakonam: 11885.2 km from centroid",
      "  Ovalle: 4860.9 km from centroid",
      "  Guaporé: 2998.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kumbakonam",
      "FINAL ANSWER: Kumbakonam"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 30.43046,
        "lon": 31.03679,
        "name": "Al Bājūr"
      },
      {
        "lat": 30.79336,
        "lon": 31.62575,
        "name": "Kafr Şaqr"
      },
      {
        "lat": 12.87398,
        "lon": 11.04057,
        "name": "Gashua"
      },
      {
        "lat": 13.15498,
        "lon": 10.63468,
        "name": "Kumagunnam"
      },
      {
        "lat": 36.35,
        "lon": 138.63333,
        "name": "Karuizawa"
      }
    ],
    "question": "Which location is the geographic outlier among: Al Bājūr, Kafr Şaqr, Gashua, Kumagunnam, Karuizawa?",
    "ground_truth": {
      "answer": "Karuizawa",
      "outlier_distance_km": 8748.5,
      "second_furthest_km": 3783.0,
      "clarity_ratio": 2.31,
      "median_distance_km": 3756.6,
      "distances_to_centroid": {
        "Al Bājūr": 1477.9,
        "Kafr Şaqr": 1442.3,
        "Gashua": 3756.6,
        "Kumagunnam": 3783.0,
        "Karuizawa": 8748.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Al Bājūr: (30.43°, 31.04°)",
      "  Kafr Şaqr: (30.79°, 31.63°)",
      "  Gashua: (12.87°, 11.04°)",
      "  Kumagunnam: (13.15°, 10.63°)",
      "  Karuizawa: (36.35°, 138.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Karuizawa: 8748.5 km from centroid",
      "  Kumagunnam: 3783.0 km from centroid",
      "  Gashua: 3756.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Karuizawa",
      "FINAL ANSWER: Karuizawa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.40778,
        "lon": -52.41611,
        "name": "Laranjeiras do Sul"
      },
      {
        "lat": -2.52139,
        "lon": -45.0825,
        "name": "Pinheiro"
      },
      {
        "lat": -23.58481,
        "lon": -46.40084,
        "name": "Cidade Tiradentes"
      },
      {
        "lat": -4.13873,
        "lon": -45.11881,
        "name": "Olho d’Água das Cunhãs"
      },
      {
        "lat": 7.25256,
        "lon": 5.19312,
        "name": "Akure"
      }
    ],
    "question": "Which location is the geographic outlier among: Laranjeiras do Sul, Pinheiro, Cidade Tiradentes, Olho d’Água das Cunhãs, Akure?",
    "ground_truth": {
      "answer": "Akure",
      "outlier_distance_km": 5014.2,
      "second_furthest_km": 2405.8,
      "clarity_ratio": 2.08,
      "median_distance_km": 1854.1,
      "distances_to_centroid": {
        "Laranjeiras do Sul": 2405.8,
        "Pinheiro": 1215.8,
        "Cidade Tiradentes": 1854.1,
        "Olho d’Água das Cunhãs": 1108.7,
        "Akure": 5014.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Laranjeiras do Sul: (-25.41°, -52.42°)",
      "  Pinheiro: (-2.52°, -45.08°)",
      "  Cidade Tiradentes: (-23.58°, -46.40°)",
      "  Olho d’Água das Cunhãs: (-4.14°, -45.12°)",
      "  Akure: (7.25°, 5.19°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Akure: 5014.2 km from centroid",
      "  Laranjeiras do Sul: 2405.8 km from centroid",
      "  Cidade Tiradentes: 1854.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Akure",
      "FINAL ANSWER: Akure"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.78941,
        "lon": -93.60218,
        "name": "Chaska"
      },
      {
        "lat": 19.55793,
        "lon": -99.25675,
        "name": "Ciudad López Mateos"
      },
      {
        "lat": 20.21081,
        "lon": -101.13212,
        "name": "Yuriria"
      },
      {
        "lat": 44.40011,
        "lon": -79.66634,
        "name": "Barrie"
      },
      {
        "lat": 47.95013,
        "lon": 1.87601,
        "name": "Saran"
      }
    ],
    "question": "Which location is the geographic outlier among: Chaska, Ciudad López Mateos, Yuriria, Barrie, Saran?",
    "ground_truth": {
      "answer": "Saran",
      "outlier_distance_km": 6221.3,
      "second_furthest_km": 3111.2,
      "clarity_ratio": 2.0,
      "median_distance_km": 3006.7,
      "distances_to_centroid": {
        "Chaska": 1935.4,
        "Ciudad López Mateos": 3006.7,
        "Yuriria": 3111.2,
        "Barrie": 1099.8,
        "Saran": 6221.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chaska: (44.79°, -93.60°)",
      "  Ciudad López Mateos: (19.56°, -99.26°)",
      "  Yuriria: (20.21°, -101.13°)",
      "  Barrie: (44.40°, -79.67°)",
      "  Saran: (47.95°, 1.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Saran: 6221.3 km from centroid",
      "  Yuriria: 3111.2 km from centroid",
      "  Ciudad López Mateos: 3006.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Saran",
      "FINAL ANSWER: Saran"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -31.84062,
        "lon": 115.89549,
        "name": "Ballajura"
      },
      {
        "lat": -33.90034,
        "lon": 151.05563,
        "name": "Greenacre"
      },
      {
        "lat": -28.00029,
        "lon": 153.43088,
        "name": "Gold Coast"
      },
      {
        "lat": -39.6381,
        "lon": 176.84918,
        "name": "Hastings"
      },
      {
        "lat": 41.80753,
        "lon": -87.65644,
        "name": "New City"
      }
    ],
    "question": "Which location is the geographic outlier among: Ballajura, Greenacre, Gold Coast, Hastings, New City?",
    "ground_truth": {
      "answer": "New City",
      "outlier_distance_km": 17249.6,
      "second_furthest_km": 7451.7,
      "clarity_ratio": 2.31,
      "median_distance_km": 5337.2,
      "distances_to_centroid": {
        "Ballajura": 2056.1,
        "Greenacre": 5149.5,
        "Gold Coast": 5337.2,
        "Hastings": 7451.7,
        "New City": 17249.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ballajura: (-31.84°, 115.90°)",
      "  Greenacre: (-33.90°, 151.06°)",
      "  Gold Coast: (-28.00°, 153.43°)",
      "  Hastings: (-39.64°, 176.85°)",
      "  New City: (41.81°, -87.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  New City: 17249.6 km from centroid",
      "  Hastings: 7451.7 km from centroid",
      "  Gold Coast: 5337.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: New City",
      "FINAL ANSWER: New City"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -32.73308,
        "lon": 151.5574,
        "name": "Maitland"
      },
      {
        "lat": -27.10876,
        "lon": 152.94907,
        "name": "Morayfield"
      },
      {
        "lat": -34.92866,
        "lon": 138.59863,
        "name": "Adelaide"
      },
      {
        "lat": -33.85,
        "lon": 151.03333,
        "name": "Auburn"
      },
      {
        "lat": -23.57381,
        "lon": -46.51561,
        "name": "Aricanduva"
      }
    ],
    "question": "Which location is the geographic outlier among: Maitland, Morayfield, Adelaide, Auburn, Aricanduva?",
    "ground_truth": {
      "answer": "Aricanduva",
      "outlier_distance_km": 13487.9,
      "second_furthest_km": 4223.0,
      "clarity_ratio": 3.19,
      "median_distance_km": 3963.6,
      "distances_to_centroid": {
        "Maitland": 3963.6,
        "Morayfield": 4223.0,
        "Adelaide": 2756.4,
        "Auburn": 3900.2,
        "Aricanduva": 13487.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maitland: (-32.73°, 151.56°)",
      "  Morayfield: (-27.11°, 152.95°)",
      "  Adelaide: (-34.93°, 138.60°)",
      "  Auburn: (-33.85°, 151.03°)",
      "  Aricanduva: (-23.57°, -46.52°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Aricanduva: 13487.9 km from centroid",
      "  Morayfield: 4223.0 km from centroid",
      "  Maitland: 3963.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Aricanduva",
      "FINAL ANSWER: Aricanduva"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.56083,
        "lon": 38.97389,
        "name": "Ābīy Ādī"
      },
      {
        "lat": -28.27276,
        "lon": 29.12946,
        "name": "Harrismith"
      },
      {
        "lat": 7.36983,
        "lon": 4.1863,
        "name": "Ikire"
      },
      {
        "lat": 25.61988,
        "lon": 32.54305,
        "name": "Armant"
      },
      {
        "lat": 38.00492,
        "lon": -121.80579,
        "name": "Antioch"
      }
    ],
    "question": "Which location is the geographic outlier among: Ābīy Ādī, Harrismith, Ikire, Armant, Antioch?",
    "ground_truth": {
      "answer": "Antioch",
      "outlier_distance_km": 11600.9,
      "second_furthest_km": 5617.4,
      "clarity_ratio": 2.07,
      "median_distance_km": 4602.8,
      "distances_to_centroid": {
        "Ābīy Ādī": 4602.8,
        "Harrismith": 5617.4,
        "Ikire": 937.3,
        "Armant": 4095.3,
        "Antioch": 11600.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ābīy Ādī: (13.56°, 38.97°)",
      "  Harrismith: (-28.27°, 29.13°)",
      "  Ikire: (7.37°, 4.19°)",
      "  Armant: (25.62°, 32.54°)",
      "  Antioch: (38.00°, -121.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Antioch: 11600.9 km from centroid",
      "  Harrismith: 5617.4 km from centroid",
      "  Ābīy Ādī: 4602.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Antioch",
      "FINAL ANSWER: Antioch"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -29.04912,
        "lon": 29.78232,
        "name": "Wembesi"
      },
      {
        "lat": 31.58229,
        "lon": 30.98095,
        "name": "Al Burj"
      },
      {
        "lat": 11.35599,
        "lon": 36.95449,
        "name": "Gurbetē"
      },
      {
        "lat": -0.98855,
        "lon": 36.58537,
        "name": "Maai Mahiu"
      },
      {
        "lat": -27.80047,
        "lon": -64.26285,
        "name": "Santiago del Estero"
      }
    ],
    "question": "Which location is the geographic outlier among: Wembesi, Al Burj, Gurbetē, Maai Mahiu, Santiago del Estero?",
    "ground_truth": {
      "answer": "Santiago del Estero",
      "outlier_distance_km": 8699.8,
      "second_furthest_km": 4241.5,
      "clarity_ratio": 2.05,
      "median_distance_km": 3344.0,
      "distances_to_centroid": {
        "Wembesi": 3344.0,
        "Al Burj": 4241.5,
        "Gurbetē": 2997.0,
        "Maai Mahiu": 2518.6,
        "Santiago del Estero": 8699.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wembesi: (-29.05°, 29.78°)",
      "  Al Burj: (31.58°, 30.98°)",
      "  Gurbetē: (11.36°, 36.95°)",
      "  Maai Mahiu: (-0.99°, 36.59°)",
      "  Santiago del Estero: (-27.80°, -64.26°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Santiago del Estero: 8699.8 km from centroid",
      "  Al Burj: 4241.5 km from centroid",
      "  Wembesi: 3344.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Santiago del Estero",
      "FINAL ANSWER: Santiago del Estero"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 22.33971,
        "lon": 87.32501,
        "name": "Kharagpur"
      },
      {
        "lat": 33.51003,
        "lon": 105.1812,
        "name": "Yulong"
      },
      {
        "lat": 10.93314,
        "lon": 108.28327,
        "name": "Mui Ne"
      },
      {
        "lat": 13.95114,
        "lon": 101.71769,
        "name": "Kabin Buri"
      },
      {
        "lat": 31.76212,
        "lon": -95.63079,
        "name": "Palestine"
      }
    ],
    "question": "Which location is the geographic outlier among: Kharagpur, Yulong, Mui Ne, Kabin Buri, Palestine?",
    "ground_truth": {
      "answer": "Palestine",
      "outlier_distance_km": 13504.0,
      "second_furthest_km": 5135.9,
      "clarity_ratio": 2.63,
      "median_distance_km": 4436.3,
      "distances_to_centroid": {
        "Kharagpur": 2664.1,
        "Yulong": 4436.3,
        "Mui Ne": 5135.9,
        "Kabin Buri": 4351.6,
        "Palestine": 13504.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kharagpur: (22.34°, 87.33°)",
      "  Yulong: (33.51°, 105.18°)",
      "  Mui Ne: (10.93°, 108.28°)",
      "  Kabin Buri: (13.95°, 101.72°)",
      "  Palestine: (31.76°, -95.63°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palestine: 13504.0 km from centroid",
      "  Mui Ne: 5135.9 km from centroid",
      "  Yulong: 4436.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palestine",
      "FINAL ANSWER: Palestine"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -8.44722,
        "lon": -40.77111,
        "name": "Dormentes"
      },
      {
        "lat": -3.14306,
        "lon": -58.44417,
        "name": "Itacoatiara"
      },
      {
        "lat": -22.84278,
        "lon": -45.25139,
        "name": "Potim"
      },
      {
        "lat": -29.51694,
        "lon": -50.77778,
        "name": "Três Coroas"
      },
      {
        "lat": -32.05251,
        "lon": 115.88782,
        "name": "Willetton"
      }
    ],
    "question": "Which location is the geographic outlier among: Dormentes, Itacoatiara, Potim, Três Coroas, Willetton?",
    "ground_truth": {
      "answer": "Willetton",
      "outlier_distance_km": 12343.8,
      "second_furthest_km": 4955.5,
      "clarity_ratio": 2.49,
      "median_distance_km": 3700.8,
      "distances_to_centroid": {
        "Dormentes": 2937.0,
        "Itacoatiara": 4955.5,
        "Potim": 3071.2,
        "Três Coroas": 3700.8,
        "Willetton": 12343.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dormentes: (-8.45°, -40.77°)",
      "  Itacoatiara: (-3.14°, -58.44°)",
      "  Potim: (-22.84°, -45.25°)",
      "  Três Coroas: (-29.52°, -50.78°)",
      "  Willetton: (-32.05°, 115.89°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Willetton: 12343.8 km from centroid",
      "  Itacoatiara: 4955.5 km from centroid",
      "  Três Coroas: 3700.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Willetton",
      "FINAL ANSWER: Willetton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.90012,
        "lon": -78.93286,
        "name": "Fort Erie"
      },
      {
        "lat": 45.49452,
        "lon": -73.82419,
        "name": "Dollard-Des Ormeaux"
      },
      {
        "lat": 42.86947,
        "lon": -85.64475,
        "name": "Kentwood"
      },
      {
        "lat": 25.7065,
        "lon": -80.4388,
        "name": "Kendall West"
      },
      {
        "lat": -31.8075,
        "lon": 115.86599,
        "name": "Landsdale"
      }
    ],
    "question": "Which location is the geographic outlier among: Fort Erie, Dollard-Des Ormeaux, Kentwood, Kendall West, Landsdale?",
    "ground_truth": {
      "answer": "Landsdale",
      "outlier_distance_km": 17598.9,
      "second_furthest_km": 4536.5,
      "clarity_ratio": 3.88,
      "median_distance_km": 4007.0,
      "distances_to_centroid": {
        "Fort Erie": 4007.0,
        "Dollard-Des Ormeaux": 3734.7,
        "Kentwood": 4536.5,
        "Kendall West": 3988.4,
        "Landsdale": 17598.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Fort Erie: (42.90°, -78.93°)",
      "  Dollard-Des Ormeaux: (45.49°, -73.82°)",
      "  Kentwood: (42.87°, -85.64°)",
      "  Kendall West: (25.71°, -80.44°)",
      "  Landsdale: (-31.81°, 115.87°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Landsdale: 17598.9 km from centroid",
      "  Kentwood: 4536.5 km from centroid",
      "  Fort Erie: 4007.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Landsdale",
      "FINAL ANSWER: Landsdale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.08338,
        "lon": -68.47312,
        "name": "San Martín"
      },
      {
        "lat": -23.18111,
        "lon": -46.395,
        "name": "Nazaré Paulista"
      },
      {
        "lat": -6.25444,
        "lon": -39.20194,
        "name": "Quixelô"
      },
      {
        "lat": -19.53791,
        "lon": -49.48813,
        "name": "Campina Verde"
      },
      {
        "lat": 12.54654,
        "lon": 77.42005,
        "name": "Kanakapura"
      }
    ],
    "question": "Which location is the geographic outlier among: San Martín, Nazaré Paulista, Quixelô, Campina Verde, Kanakapura?",
    "ground_truth": {
      "answer": "Kanakapura",
      "outlier_distance_km": 11681.0,
      "second_furthest_km": 4853.4,
      "clarity_ratio": 2.41,
      "median_distance_km": 2655.6,
      "distances_to_centroid": {
        "San Martín": 4853.4,
        "Nazaré Paulista": 2454.4,
        "Quixelô": 1749.2,
        "Campina Verde": 2655.6,
        "Kanakapura": 11681.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Martín: (-33.08°, -68.47°)",
      "  Nazaré Paulista: (-23.18°, -46.40°)",
      "  Quixelô: (-6.25°, -39.20°)",
      "  Campina Verde: (-19.54°, -49.49°)",
      "  Kanakapura: (12.55°, 77.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kanakapura: 11681.0 km from centroid",
      "  San Martín: 4853.4 km from centroid",
      "  Campina Verde: 2655.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kanakapura",
      "FINAL ANSWER: Kanakapura"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.88041,
        "lon": 174.79819,
        "name": "Remuera"
      },
      {
        "lat": -39.6381,
        "lon": 176.84918,
        "name": "Hastings"
      },
      {
        "lat": -34.28853,
        "lon": 146.05093,
        "name": "Griffith"
      },
      {
        "lat": -37.65,
        "lon": 145.1,
        "name": "South Morang"
      },
      {
        "lat": 7.83793,
        "lon": -72.5037,
        "name": "Los Patios"
      }
    ],
    "question": "Which location is the geographic outlier among: Remuera, Hastings, Griffith, South Morang, Los Patios?",
    "ground_truth": {
      "answer": "Los Patios",
      "outlier_distance_km": 17656.4,
      "second_furthest_km": 5817.7,
      "clarity_ratio": 3.03,
      "median_distance_km": 5684.1,
      "distances_to_centroid": {
        "Remuera": 5684.1,
        "Hastings": 5817.7,
        "Griffith": 3105.3,
        "South Morang": 3068.8,
        "Los Patios": 17656.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Remuera: (-36.88°, 174.80°)",
      "  Hastings: (-39.64°, 176.85°)",
      "  Griffith: (-34.29°, 146.05°)",
      "  South Morang: (-37.65°, 145.10°)",
      "  Los Patios: (7.84°, -72.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Los Patios: 17656.4 km from centroid",
      "  Hastings: 5817.7 km from centroid",
      "  Remuera: 5684.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Los Patios",
      "FINAL ANSWER: Los Patios"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 18.51716,
        "lon": 83.20548,
        "name": "Sālūr"
      },
      {
        "lat": 40.54139,
        "lon": 110.51083,
        "name": "Salaqi"
      },
      {
        "lat": 30.66134,
        "lon": 117.47783,
        "name": "Chizhou"
      },
      {
        "lat": 38.71528,
        "lon": 112.7575,
        "name": "Yuanping"
      },
      {
        "lat": -22.14583,
        "lon": -51.17083,
        "name": "Martinópolis"
      }
    ],
    "question": "Which location is the geographic outlier among: Sālūr, Salaqi, Chizhou, Yuanping, Martinópolis?",
    "ground_truth": {
      "answer": "Martinópolis",
      "outlier_distance_km": 14438.2,
      "second_furthest_km": 4389.0,
      "clarity_ratio": 3.29,
      "median_distance_km": 4118.7,
      "distances_to_centroid": {
        "Sālūr": 954.2,
        "Salaqi": 4003.6,
        "Chizhou": 4389.0,
        "Yuanping": 4118.7,
        "Martinópolis": 14438.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sālūr: (18.52°, 83.21°)",
      "  Salaqi: (40.54°, 110.51°)",
      "  Chizhou: (30.66°, 117.48°)",
      "  Yuanping: (38.72°, 112.76°)",
      "  Martinópolis: (-22.15°, -51.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Martinópolis: 14438.2 km from centroid",
      "  Chizhou: 4389.0 km from centroid",
      "  Yuanping: 4118.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Martinópolis",
      "FINAL ANSWER: Martinópolis"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 48.69572,
        "lon": 2.18727,
        "name": "Orsay"
      },
      {
        "lat": 51.57141,
        "lon": 34.68324,
        "name": "Ryl’sk"
      },
      {
        "lat": 45.76873,
        "lon": 4.95883,
        "name": "Décines-Charpieu"
      },
      {
        "lat": 54.51889,
        "lon": 18.53188,
        "name": "Gdynia"
      },
      {
        "lat": 38.62083,
        "lon": 115.39639,
        "name": "Beiwangli"
      }
    ],
    "question": "Which location is the geographic outlier among: Orsay, Ryl’sk, Décines-Charpieu, Gdynia, Beiwangli?",
    "ground_truth": {
      "answer": "Beiwangli",
      "outlier_distance_km": 6285.8,
      "second_furthest_km": 2422.8,
      "clarity_ratio": 2.59,
      "median_distance_km": 2294.8,
      "distances_to_centroid": {
        "Orsay": 2422.8,
        "Ryl’sk": 416.8,
        "Décines-Charpieu": 2294.8,
        "Gdynia": 1371.2,
        "Beiwangli": 6285.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Orsay: (48.70°, 2.19°)",
      "  Ryl’sk: (51.57°, 34.68°)",
      "  Décines-Charpieu: (45.77°, 4.96°)",
      "  Gdynia: (54.52°, 18.53°)",
      "  Beiwangli: (38.62°, 115.40°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Beiwangli: 6285.8 km from centroid",
      "  Orsay: 2422.8 km from centroid",
      "  Décines-Charpieu: 2294.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Beiwangli",
      "FINAL ANSWER: Beiwangli"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.7,
        "lon": 37.8,
        "name": "Kuz’minki"
      },
      {
        "lat": 58.28731,
        "lon": 59.74751,
        "name": "Kushva"
      },
      {
        "lat": 55.50194,
        "lon": 36.02722,
        "name": "Mozhaysk"
      },
      {
        "lat": 45.37411,
        "lon": 44.2198,
        "name": "Arzgir"
      },
      {
        "lat": -5.1075,
        "lon": -36.32028,
        "name": "Guamaré"
      }
    ],
    "question": "Which location is the geographic outlier among: Kuz’minki, Kushva, Mozhaysk, Arzgir, Guamaré?",
    "ground_truth": {
      "answer": "Guamaré",
      "outlier_distance_km": 8344.7,
      "second_furthest_km": 2841.3,
      "clarity_ratio": 2.94,
      "median_distance_km": 1676.1,
      "distances_to_centroid": {
        "Kuz’minki": 1676.1,
        "Kushva": 2841.3,
        "Mozhaysk": 1607.6,
        "Arzgir": 1333.8,
        "Guamaré": 8344.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kuz’minki: (55.70°, 37.80°)",
      "  Kushva: (58.29°, 59.75°)",
      "  Mozhaysk: (55.50°, 36.03°)",
      "  Arzgir: (45.37°, 44.22°)",
      "  Guamaré: (-5.11°, -36.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Guamaré: 8344.7 km from centroid",
      "  Kushva: 2841.3 km from centroid",
      "  Kuz’minki: 1676.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Guamaré",
      "FINAL ANSWER: Guamaré"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -20.42833,
        "lon": -47.82417,
        "name": "Guará"
      },
      {
        "lat": -13.18222,
        "lon": -39.425,
        "name": "Laje"
      },
      {
        "lat": -18.37333,
        "lon": -40.83056,
        "name": "Ecoporanga"
      },
      {
        "lat": -21.23342,
        "lon": -45.23488,
        "name": "Nepomuceno"
      },
      {
        "lat": -23.69748,
        "lon": 133.88362,
        "name": "Alice Springs"
      }
    ],
    "question": "Which location is the geographic outlier among: Guará, Laje, Ecoporanga, Nepomuceno, Alice Springs?",
    "ground_truth": {
      "answer": "Alice Springs",
      "outlier_distance_km": 13680.8,
      "second_furthest_km": 4166.9,
      "clarity_ratio": 3.28,
      "median_distance_km": 3891.4,
      "distances_to_centroid": {
        "Guará": 4166.9,
        "Laje": 3430.8,
        "Ecoporanga": 3462.8,
        "Nepomuceno": 3891.4,
        "Alice Springs": 13680.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Guará: (-20.43°, -47.82°)",
      "  Laje: (-13.18°, -39.42°)",
      "  Ecoporanga: (-18.37°, -40.83°)",
      "  Nepomuceno: (-21.23°, -45.23°)",
      "  Alice Springs: (-23.70°, 133.88°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alice Springs: 13680.8 km from centroid",
      "  Guará: 4166.9 km from centroid",
      "  Nepomuceno: 3891.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alice Springs",
      "FINAL ANSWER: Alice Springs"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.0182,
        "lon": 174.88019,
        "name": "Manurewa"
      },
      {
        "lat": -33.72197,
        "lon": 151.04607,
        "name": "Cherrybrook"
      },
      {
        "lat": -37.79798,
        "lon": 144.94512,
        "name": "North Melbourne"
      },
      {
        "lat": -41.21667,
        "lon": 174.91667,
        "name": "Lower Hutt"
      },
      {
        "lat": 28.47112,
        "lon": -81.42452,
        "name": "Oak Ridge"
      }
    ],
    "question": "Which location is the geographic outlier among: Manurewa, Cherrybrook, North Melbourne, Lower Hutt, Oak Ridge?",
    "ground_truth": {
      "answer": "Oak Ridge",
      "outlier_distance_km": 18516.8,
      "second_furthest_km": 5994.8,
      "clarity_ratio": 3.09,
      "median_distance_km": 5969.7,
      "distances_to_centroid": {
        "Manurewa": 5994.8,
        "Cherrybrook": 3835.2,
        "North Melbourne": 3383.6,
        "Lower Hutt": 5969.7,
        "Oak Ridge": 18516.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Manurewa: (-37.02°, 174.88°)",
      "  Cherrybrook: (-33.72°, 151.05°)",
      "  North Melbourne: (-37.80°, 144.95°)",
      "  Lower Hutt: (-41.22°, 174.92°)",
      "  Oak Ridge: (28.47°, -81.42°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Oak Ridge: 18516.8 km from centroid",
      "  Manurewa: 5994.8 km from centroid",
      "  Lower Hutt: 5969.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Oak Ridge",
      "FINAL ANSWER: Oak Ridge"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 42.01114,
        "lon": -87.84062,
        "name": "Park Ridge"
      },
      {
        "lat": 40.78955,
        "lon": -74.05653,
        "name": "Secaucus"
      },
      {
        "lat": 41.05899,
        "lon": -74.02181,
        "name": "Pearl River"
      },
      {
        "lat": 47.64177,
        "lon": -122.0804,
        "name": "Sammamish"
      },
      {
        "lat": -26.65682,
        "lon": 153.07955,
        "name": "Sunshine Coast"
      }
    ],
    "question": "Which location is the geographic outlier among: Park Ridge, Secaucus, Pearl River, Sammamish, Sunshine Coast?",
    "ground_truth": {
      "answer": "Sunshine Coast",
      "outlier_distance_km": 18609.2,
      "second_furthest_km": 7040.0,
      "clarity_ratio": 2.64,
      "median_distance_km": 4421.7,
      "distances_to_centroid": {
        "Park Ridge": 4421.7,
        "Secaucus": 3265.8,
        "Pearl River": 3269.9,
        "Sammamish": 7040.0,
        "Sunshine Coast": 18609.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Park Ridge: (42.01°, -87.84°)",
      "  Secaucus: (40.79°, -74.06°)",
      "  Pearl River: (41.06°, -74.02°)",
      "  Sammamish: (47.64°, -122.08°)",
      "  Sunshine Coast: (-26.66°, 153.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Sunshine Coast: 18609.2 km from centroid",
      "  Sammamish: 7040.0 km from centroid",
      "  Park Ridge: 4421.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Sunshine Coast",
      "FINAL ANSWER: Sunshine Coast"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -37.73261,
        "lon": 144.86504,
        "name": "Keilor East"
      },
      {
        "lat": -35.41647,
        "lon": 149.06954,
        "name": "Tuggeranong Administrative District"
      },
      {
        "lat": -33.78333,
        "lon": 150.93333,
        "name": "Seven Hills"
      },
      {
        "lat": -37.80639,
        "lon": 145.03086,
        "name": "Kew"
      },
      {
        "lat": -29.2975,
        "lon": -51.50361,
        "name": "Carlos Barbosa"
      }
    ],
    "question": "Which location is the geographic outlier among: Keilor East, Tuggeranong Administrative District, Seven Hills, Kew, Carlos Barbosa?",
    "ground_truth": {
      "answer": "Carlos Barbosa",
      "outlier_distance_km": 12559.8,
      "second_furthest_km": 3943.9,
      "clarity_ratio": 3.18,
      "median_distance_km": 3737.5,
      "distances_to_centroid": {
        "Keilor East": 3327.7,
        "Tuggeranong Administrative District": 3737.5,
        "Seven Hills": 3943.9,
        "Kew": 3341.3,
        "Carlos Barbosa": 12559.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Keilor East: (-37.73°, 144.87°)",
      "  Tuggeranong Administrative District: (-35.42°, 149.07°)",
      "  Seven Hills: (-33.78°, 150.93°)",
      "  Kew: (-37.81°, 145.03°)",
      "  Carlos Barbosa: (-29.30°, -51.50°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Carlos Barbosa: 12559.8 km from centroid",
      "  Seven Hills: 3943.9 km from centroid",
      "  Tuggeranong Administrative District: 3737.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Carlos Barbosa",
      "FINAL ANSWER: Carlos Barbosa"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.30468,
        "lon": -81.41667,
        "name": "Kissimmee"
      },
      {
        "lat": 36.74731,
        "lon": -95.98082,
        "name": "Bartlesville"
      },
      {
        "lat": 19.70186,
        "lon": -99.14485,
        "name": "Melchor Ocampo"
      },
      {
        "lat": 32.85727,
        "lon": -116.92225,
        "name": "Lakeside"
      },
      {
        "lat": -37.96944,
        "lon": 145.04806,
        "name": "Cheltenham"
      }
    ],
    "question": "Which location is the geographic outlier among: Kissimmee, Bartlesville, Melchor Ocampo, Lakeside, Cheltenham?",
    "ground_truth": {
      "answer": "Cheltenham",
      "outlier_distance_km": 17170.9,
      "second_furthest_km": 6952.1,
      "clarity_ratio": 2.47,
      "median_distance_km": 5235.4,
      "distances_to_centroid": {
        "Kissimmee": 3532.4,
        "Bartlesville": 5098.2,
        "Melchor Ocampo": 5235.4,
        "Lakeside": 6952.1,
        "Cheltenham": 17170.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Kissimmee: (28.30°, -81.42°)",
      "  Bartlesville: (36.75°, -95.98°)",
      "  Melchor Ocampo: (19.70°, -99.14°)",
      "  Lakeside: (32.86°, -116.92°)",
      "  Cheltenham: (-37.97°, 145.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cheltenham: 17170.9 km from centroid",
      "  Lakeside: 6952.1 km from centroid",
      "  Melchor Ocampo: 5235.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cheltenham",
      "FINAL ANSWER: Cheltenham"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.64082,
        "lon": 79.43229,
        "name": "Rānikhet"
      },
      {
        "lat": 13.79425,
        "lon": 100.50447,
        "name": "Bang Phlat"
      },
      {
        "lat": 12.66621,
        "lon": 76.4877,
        "name": "Krishnarājpet"
      },
      {
        "lat": 10.96464,
        "lon": 79.4293,
        "name": "Tirunāgeswaram"
      },
      {
        "lat": 32.72541,
        "lon": -97.32085,
        "name": "Fort Worth"
      }
    ],
    "question": "Which location is the geographic outlier among: Rānikhet, Bang Phlat, Krishnarājpet, Tirunāgeswaram, Fort Worth?",
    "ground_truth": {
      "answer": "Fort Worth",
      "outlier_distance_km": 13077.5,
      "second_furthest_km": 5638.2,
      "clarity_ratio": 2.32,
      "median_distance_km": 3536.6,
      "distances_to_centroid": {
        "Rānikhet": 3365.6,
        "Bang Phlat": 5638.2,
        "Krishnarājpet": 3171.7,
        "Tirunāgeswaram": 3536.6,
        "Fort Worth": 13077.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Rānikhet: (29.64°, 79.43°)",
      "  Bang Phlat: (13.79°, 100.50°)",
      "  Krishnarājpet: (12.67°, 76.49°)",
      "  Tirunāgeswaram: (10.96°, 79.43°)",
      "  Fort Worth: (32.73°, -97.32°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Fort Worth: 13077.5 km from centroid",
      "  Bang Phlat: 5638.2 km from centroid",
      "  Tirunāgeswaram: 3536.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Fort Worth",
      "FINAL ANSWER: Fort Worth"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 35.60004,
        "lon": 126.91699,
        "name": "Jeongeup"
      },
      {
        "lat": 2.08333,
        "lon": 111.61667,
        "name": "Maradong"
      },
      {
        "lat": 13.80349,
        "lon": 100.60749,
        "name": "Lat Phrao"
      },
      {
        "lat": 39.07167,
        "lon": 141.71667,
        "name": "Ōfunato"
      },
      {
        "lat": -21.76417,
        "lon": -43.35028,
        "name": "Juiz de Fora"
      }
    ],
    "question": "Which location is the geographic outlier among: Jeongeup, Maradong, Lat Phrao, Ōfunato, Juiz de Fora?",
    "ground_truth": {
      "answer": "Juiz de Fora",
      "outlier_distance_km": 14756.2,
      "second_furthest_km": 5980.4,
      "clarity_ratio": 2.47,
      "median_distance_km": 4618.1,
      "distances_to_centroid": {
        "Jeongeup": 4618.1,
        "Maradong": 2951.5,
        "Lat Phrao": 1415.2,
        "Ōfunato": 5980.4,
        "Juiz de Fora": 14756.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jeongeup: (35.60°, 126.92°)",
      "  Maradong: (2.08°, 111.62°)",
      "  Lat Phrao: (13.80°, 100.61°)",
      "  Ōfunato: (39.07°, 141.72°)",
      "  Juiz de Fora: (-21.76°, -43.35°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Juiz de Fora: 14756.2 km from centroid",
      "  Ōfunato: 5980.4 km from centroid",
      "  Jeongeup: 4618.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Juiz de Fora",
      "FINAL ANSWER: Juiz de Fora"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 14.71694,
        "lon": 120.95806,
        "name": "Malanday"
      },
      {
        "lat": 20.53917,
        "lon": 85.91512,
        "name": "Choudwar"
      },
      {
        "lat": 5.41123,
        "lon": 100.33543,
        "name": "George Town"
      },
      {
        "lat": 28.63406,
        "lon": 77.05771,
        "name": "Hashtsāl"
      },
      {
        "lat": -27.46794,
        "lon": 153.02809,
        "name": "Brisbane"
      }
    ],
    "question": "Which location is the geographic outlier among: Malanday, Choudwar, George Town, Hashtsāl, Brisbane?",
    "ground_truth": {
      "answer": "Brisbane",
      "outlier_distance_km": 6317.1,
      "second_furthest_km": 3896.9,
      "clarity_ratio": 1.62,
      "median_distance_km": 2680.5,
      "distances_to_centroid": {
        "Malanday": 1630.5,
        "Choudwar": 2680.5,
        "George Town": 852.2,
        "Hashtsāl": 3896.9,
        "Brisbane": 6317.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Malanday: (14.72°, 120.96°)",
      "  Choudwar: (20.54°, 85.92°)",
      "  George Town: (5.41°, 100.34°)",
      "  Hashtsāl: (28.63°, 77.06°)",
      "  Brisbane: (-27.47°, 153.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Brisbane: 6317.1 km from centroid",
      "  Hashtsāl: 3896.9 km from centroid",
      "  Choudwar: 2680.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Brisbane",
      "FINAL ANSWER: Brisbane"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -15.83326,
        "lon": -48.05506,
        "name": "Taguatinga"
      },
      {
        "lat": -21.27528,
        "lon": -47.30417,
        "name": "Cajuru"
      },
      {
        "lat": -5.25806,
        "lon": -44.64889,
        "name": "Tuntum"
      },
      {
        "lat": -27.36737,
        "lon": -70.33219,
        "name": "Copiapó"
      },
      {
        "lat": 51.43158,
        "lon": -0.55239,
        "name": "Egham"
      }
    ],
    "question": "Which location is the geographic outlier among: Taguatinga, Cajuru, Tuntum, Copiapó, Egham?",
    "ground_truth": {
      "answer": "Egham",
      "outlier_distance_km": 7280.0,
      "second_furthest_km": 3984.1,
      "clarity_ratio": 1.83,
      "median_distance_km": 2035.5,
      "distances_to_centroid": {
        "Taguatinga": 1498.4,
        "Cajuru": 2035.5,
        "Tuntum": 326.4,
        "Copiapó": 3984.1,
        "Egham": 7280.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Taguatinga: (-15.83°, -48.06°)",
      "  Cajuru: (-21.28°, -47.30°)",
      "  Tuntum: (-5.26°, -44.65°)",
      "  Copiapó: (-27.37°, -70.33°)",
      "  Egham: (51.43°, -0.55°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Egham: 7280.0 km from centroid",
      "  Copiapó: 3984.1 km from centroid",
      "  Cajuru: 2035.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Egham",
      "FINAL ANSWER: Egham"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 41.38364,
        "lon": 2.17628,
        "name": "Barri Gòtic"
      },
      {
        "lat": 41.32879,
        "lon": 15.70994,
        "name": "Orta Nova"
      },
      {
        "lat": 47.85775,
        "lon": 11.48054,
        "name": "Geretsried"
      },
      {
        "lat": 39.07195,
        "lon": -0.26623,
        "name": "Tavernes de la Valldigna"
      },
      {
        "lat": -21.19361,
        "lon": -48.16389,
        "name": "Barrinha"
      }
    ],
    "question": "Which location is the geographic outlier among: Barri Gòtic, Orta Nova, Geretsried, Tavernes de la Valldigna, Barrinha?",
    "ground_truth": {
      "answer": "Barrinha",
      "outlier_distance_km": 7385.0,
      "second_furthest_km": 2406.5,
      "clarity_ratio": 3.07,
      "median_distance_km": 2181.8,
      "distances_to_centroid": {
        "Barri Gòtic": 1407.8,
        "Orta Nova": 2181.8,
        "Geretsried": 2406.5,
        "Tavernes de la Valldigna": 1092.6,
        "Barrinha": 7385.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Barri Gòtic: (41.38°, 2.18°)",
      "  Orta Nova: (41.33°, 15.71°)",
      "  Geretsried: (47.86°, 11.48°)",
      "  Tavernes de la Valldigna: (39.07°, -0.27°)",
      "  Barrinha: (-21.19°, -48.16°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Barrinha: 7385.0 km from centroid",
      "  Geretsried: 2406.5 km from centroid",
      "  Orta Nova: 2181.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Barrinha",
      "FINAL ANSWER: Barrinha"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 6.86,
        "lon": 37.76159,
        "name": "Sodo"
      },
      {
        "lat": -29.20824,
        "lon": 29.9946,
        "name": "Mooi River"
      },
      {
        "lat": -33.96109,
        "lon": 25.61494,
        "name": "Port Elizabeth"
      },
      {
        "lat": 5.63418,
        "lon": 38.23603,
        "name": "Hagere Maryam"
      },
      {
        "lat": -28.84556,
        "lon": -51.89028,
        "name": "Guaporé"
      }
    ],
    "question": "Which location is the geographic outlier among: Sodo, Mooi River, Port Elizabeth, Hagere Maryam, Guaporé?",
    "ground_truth": {
      "answer": "Guaporé",
      "outlier_distance_km": 7033.5,
      "second_furthest_km": 3489.6,
      "clarity_ratio": 2.02,
      "median_distance_km": 3428.8,
      "distances_to_centroid": {
        "Sodo": 3489.6,
        "Mooi River": 2062.7,
        "Port Elizabeth": 2229.1,
        "Hagere Maryam": 3428.8,
        "Guaporé": 7033.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Sodo: (6.86°, 37.76°)",
      "  Mooi River: (-29.21°, 29.99°)",
      "  Port Elizabeth: (-33.96°, 25.61°)",
      "  Hagere Maryam: (5.63°, 38.24°)",
      "  Guaporé: (-28.85°, -51.89°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Guaporé: 7033.5 km from centroid",
      "  Sodo: 3489.6 km from centroid",
      "  Hagere Maryam: 3428.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Guaporé",
      "FINAL ANSWER: Guaporé"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.66008,
        "lon": 153.09953,
        "name": "Maroochydore"
      },
      {
        "lat": -33.90034,
        "lon": 151.05563,
        "name": "Greenacre"
      },
      {
        "lat": -27.98941,
        "lon": 153.33633,
        "name": "Nerang"
      },
      {
        "lat": -38.15912,
        "lon": 145.93118,
        "name": "Warragul"
      },
      {
        "lat": 6.70608,
        "lon": 37.76966,
        "name": "Tebela"
      }
    ],
    "question": "Which location is the geographic outlier among: Maroochydore, Greenacre, Nerang, Warragul, Tebela?",
    "ground_truth": {
      "answer": "Tebela",
      "outlier_distance_km": 10357.6,
      "second_furthest_km": 2542.6,
      "clarity_ratio": 4.07,
      "median_distance_km": 2512.1,
      "distances_to_centroid": {
        "Maroochydore": 2512.1,
        "Greenacre": 2470.1,
        "Nerang": 2542.6,
        "Warragul": 2298.1,
        "Tebela": 10357.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Maroochydore: (-26.66°, 153.10°)",
      "  Greenacre: (-33.90°, 151.06°)",
      "  Nerang: (-27.99°, 153.34°)",
      "  Warragul: (-38.16°, 145.93°)",
      "  Tebela: (6.71°, 37.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tebela: 10357.6 km from centroid",
      "  Nerang: 2542.6 km from centroid",
      "  Maroochydore: 2512.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tebela",
      "FINAL ANSWER: Tebela"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.36,
        "lon": 28.129,
        "name": "Tokoza"
      },
      {
        "lat": -29.06415,
        "lon": 30.59279,
        "name": "Greytown"
      },
      {
        "lat": -1.17641,
        "lon": 36.7564,
        "name": "Karuri"
      },
      {
        "lat": 12.416,
        "lon": 39.55971,
        "name": "Alamata"
      },
      {
        "lat": -24.70806,
        "lon": -47.55528,
        "name": "Iguape"
      }
    ],
    "question": "Which location is the geographic outlier among: Tokoza, Greytown, Karuri, Alamata, Iguape?",
    "ground_truth": {
      "answer": "Iguape",
      "outlier_distance_km": 6877.9,
      "second_furthest_km": 3794.2,
      "clarity_ratio": 1.81,
      "median_distance_km": 2540.2,
      "distances_to_centroid": {
        "Tokoza": 1784.1,
        "Greytown": 2170.2,
        "Karuri": 2540.2,
        "Alamata": 3794.2,
        "Iguape": 6877.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Tokoza: (-26.36°, 28.13°)",
      "  Greytown: (-29.06°, 30.59°)",
      "  Karuri: (-1.18°, 36.76°)",
      "  Alamata: (12.42°, 39.56°)",
      "  Iguape: (-24.71°, -47.56°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Iguape: 6877.9 km from centroid",
      "  Alamata: 3794.2 km from centroid",
      "  Karuri: 2540.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Iguape",
      "FINAL ANSWER: Iguape"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -21.01028,
        "lon": -42.84056,
        "name": "Visconde do Rio Branco"
      },
      {
        "lat": -14.54114,
        "lon": -52.79508,
        "name": "Campinápolis"
      },
      {
        "lat": -28.4602,
        "lon": -62.83354,
        "name": "Añatuya"
      },
      {
        "lat": -19.86028,
        "lon": -44.60833,
        "name": "Pará de Minas"
      },
      {
        "lat": -37.90232,
        "lon": 145.01734,
        "name": "Brighton East"
      }
    ],
    "question": "Which location is the geographic outlier among: Visconde do Rio Branco, Campinápolis, Añatuya, Pará de Minas, Brighton East?",
    "ground_truth": {
      "answer": "Brighton East",
      "outlier_distance_km": 12674.8,
      "second_furthest_km": 5084.0,
      "clarity_ratio": 2.49,
      "median_distance_km": 4436.2,
      "distances_to_centroid": {
        "Visconde do Rio Branco": 3218.7,
        "Campinápolis": 4436.2,
        "Añatuya": 5084.0,
        "Pará de Minas": 3427.7,
        "Brighton East": 12674.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Visconde do Rio Branco: (-21.01°, -42.84°)",
      "  Campinápolis: (-14.54°, -52.80°)",
      "  Añatuya: (-28.46°, -62.83°)",
      "  Pará de Minas: (-19.86°, -44.61°)",
      "  Brighton East: (-37.90°, 145.02°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Brighton East: 12674.8 km from centroid",
      "  Añatuya: 5084.0 km from centroid",
      "  Campinápolis: 4436.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Brighton East",
      "FINAL ANSWER: Brighton East"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.08639,
        "lon": 106.98722,
        "name": "Nanping"
      },
      {
        "lat": 33.27668,
        "lon": 131.15628,
        "name": "Tsukawaki"
      },
      {
        "lat": 31.17664,
        "lon": 108.13155,
        "name": "Zhonghe"
      },
      {
        "lat": 36.43351,
        "lon": 129.057,
        "name": "Cheongsong gun"
      },
      {
        "lat": 42.48509,
        "lon": -71.43284,
        "name": "Acton"
      }
    ],
    "question": "Which location is the geographic outlier among: Nanping, Tsukawaki, Zhonghe, Cheongsong gun, Acton?",
    "ground_truth": {
      "answer": "Acton",
      "outlier_distance_km": 11000.7,
      "second_furthest_km": 4603.0,
      "clarity_ratio": 2.39,
      "median_distance_km": 4331.7,
      "distances_to_centroid": {
        "Nanping": 2541.0,
        "Tsukawaki": 4603.0,
        "Zhonghe": 2574.0,
        "Cheongsong gun": 4331.7,
        "Acton": 11000.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Nanping: (29.09°, 106.99°)",
      "  Tsukawaki: (33.28°, 131.16°)",
      "  Zhonghe: (31.18°, 108.13°)",
      "  Cheongsong gun: (36.43°, 129.06°)",
      "  Acton: (42.49°, -71.43°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Acton: 11000.7 km from centroid",
      "  Tsukawaki: 4603.0 km from centroid",
      "  Cheongsong gun: 4331.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Acton",
      "FINAL ANSWER: Acton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -36.90694,
        "lon": 174.68704,
        "name": "New Lynn"
      },
      {
        "lat": -43.58333,
        "lon": 172.38333,
        "name": "Rolleston"
      },
      {
        "lat": -41.05584,
        "lon": 145.90375,
        "name": "Burnie"
      },
      {
        "lat": -37.89138,
        "lon": 144.62368,
        "name": "Wyndham Vale"
      },
      {
        "lat": 46.21125,
        "lon": -119.13723,
        "name": "Kennewick"
      }
    ],
    "question": "Which location is the geographic outlier among: New Lynn, Rolleston, Burnie, Wyndham Vale, Kennewick?",
    "ground_truth": {
      "answer": "Kennewick",
      "outlier_distance_km": 15375.2,
      "second_furthest_km": 6879.2,
      "clarity_ratio": 2.24,
      "median_distance_km": 6609.9,
      "distances_to_centroid": {
        "New Lynn": 6879.2,
        "Rolleston": 6609.9,
        "Burnie": 4425.0,
        "Wyndham Vale": 4238.7,
        "Kennewick": 15375.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  New Lynn: (-36.91°, 174.69°)",
      "  Rolleston: (-43.58°, 172.38°)",
      "  Burnie: (-41.06°, 145.90°)",
      "  Wyndham Vale: (-37.89°, 144.62°)",
      "  Kennewick: (46.21°, -119.14°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kennewick: 15375.2 km from centroid",
      "  New Lynn: 6879.2 km from centroid",
      "  Rolleston: 6609.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kennewick",
      "FINAL ANSWER: Kennewick"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 28.35748,
        "lon": 78.26914,
        "name": "Anūpshahr"
      },
      {
        "lat": -6.82222,
        "lon": 107.13944,
        "name": "Cianjur"
      },
      {
        "lat": 36.77083,
        "lon": 119.21083,
        "name": "Hanting"
      },
      {
        "lat": 4.66115,
        "lon": 119.39647,
        "name": "Sitangkai"
      },
      {
        "lat": 40.66312,
        "lon": -73.76221,
        "name": "Springfield Gardens"
      }
    ],
    "question": "Which location is the geographic outlier among: Anūpshahr, Cianjur, Hanting, Sitangkai, Springfield Gardens?",
    "ground_truth": {
      "answer": "Springfield Gardens",
      "outlier_distance_km": 12231.3,
      "second_furthest_km": 5615.4,
      "clarity_ratio": 2.18,
      "median_distance_km": 5078.6,
      "distances_to_centroid": {
        "Anūpshahr": 1187.1,
        "Cianjur": 5078.6,
        "Hanting": 5051.5,
        "Sitangkai": 5615.4,
        "Springfield Gardens": 12231.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Anūpshahr: (28.36°, 78.27°)",
      "  Cianjur: (-6.82°, 107.14°)",
      "  Hanting: (36.77°, 119.21°)",
      "  Sitangkai: (4.66°, 119.40°)",
      "  Springfield Gardens: (40.66°, -73.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Springfield Gardens: 12231.3 km from centroid",
      "  Sitangkai: 5615.4 km from centroid",
      "  Cianjur: 5078.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Springfield Gardens",
      "FINAL ANSWER: Springfield Gardens"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -19.80139,
        "lon": -45.68556,
        "name": "Luz"
      },
      {
        "lat": -19.69194,
        "lon": -43.92333,
        "name": "Vespasiano"
      },
      {
        "lat": -2.04278,
        "lon": -45.95917,
        "name": "Maracaçumé"
      },
      {
        "lat": 5.13278,
        "lon": -74.15977,
        "name": "Pacho"
      },
      {
        "lat": 51.86583,
        "lon": 4.66111,
        "name": "Alblasserdam"
      }
    ],
    "question": "Which location is the geographic outlier among: Luz, Vespasiano, Maracaçumé, Pacho, Alblasserdam?",
    "ground_truth": {
      "answer": "Alblasserdam",
      "outlier_distance_km": 6866.6,
      "second_furthest_km": 3682.7,
      "clarity_ratio": 1.86,
      "median_distance_km": 2596.3,
      "distances_to_centroid": {
        "Luz": 2596.3,
        "Vespasiano": 2553.4,
        "Maracaçumé": 792.6,
        "Pacho": 3682.7,
        "Alblasserdam": 6866.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Luz: (-19.80°, -45.69°)",
      "  Vespasiano: (-19.69°, -43.92°)",
      "  Maracaçumé: (-2.04°, -45.96°)",
      "  Pacho: (5.13°, -74.16°)",
      "  Alblasserdam: (51.87°, 4.66°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Alblasserdam: 6866.6 km from centroid",
      "  Pacho: 3682.7 km from centroid",
      "  Luz: 2596.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Alblasserdam",
      "FINAL ANSWER: Alblasserdam"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 5.20087,
        "lon": -75.86865,
        "name": "Belén de Umbría"
      },
      {
        "lat": -1.05361,
        "lon": -46.76556,
        "name": "Bragança"
      },
      {
        "lat": -20.76361,
        "lon": -41.53306,
        "name": "Alegre"
      },
      {
        "lat": -23.785,
        "lon": -53.07333,
        "name": "Cruzeiro do Oeste"
      },
      {
        "lat": 22.00853,
        "lon": 81.23148,
        "name": "Kawardha"
      }
    ],
    "question": "Which location is the geographic outlier among: Belén de Umbría, Bragança, Alegre, Cruzeiro do Oeste, Kawardha?",
    "ground_truth": {
      "answer": "Kawardha",
      "outlier_distance_km": 12059.9,
      "second_furthest_km": 5494.9,
      "clarity_ratio": 2.19,
      "median_distance_km": 3564.4,
      "distances_to_centroid": {
        "Belén de Umbría": 5494.9,
        "Bragança": 2192.8,
        "Alegre": 2452.3,
        "Cruzeiro do Oeste": 3564.4,
        "Kawardha": 12059.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Belén de Umbría: (5.20°, -75.87°)",
      "  Bragança: (-1.05°, -46.77°)",
      "  Alegre: (-20.76°, -41.53°)",
      "  Cruzeiro do Oeste: (-23.79°, -53.07°)",
      "  Kawardha: (22.01°, 81.23°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Kawardha: 12059.9 km from centroid",
      "  Belén de Umbría: 5494.9 km from centroid",
      "  Cruzeiro do Oeste: 3564.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Kawardha",
      "FINAL ANSWER: Kawardha"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -14.33611,
        "lon": -43.77361,
        "name": "Malhada"
      },
      {
        "lat": -20.26871,
        "lon": -70.1049,
        "name": "Alto Hospicio"
      },
      {
        "lat": -22.61222,
        "lon": -46.70056,
        "name": "Serra Negra"
      },
      {
        "lat": -27.28278,
        "lon": -50.58444,
        "name": "Curitibanos"
      },
      {
        "lat": -37.8318,
        "lon": 140.77919,
        "name": "Mount Gambier"
      }
    ],
    "question": "Which location is the geographic outlier among: Malhada, Alto Hospicio, Serra Negra, Curitibanos, Mount Gambier?",
    "ground_truth": {
      "answer": "Mount Gambier",
      "outlier_distance_km": 12606.7,
      "second_furthest_km": 5742.2,
      "clarity_ratio": 2.2,
      "median_distance_km": 3653.2,
      "distances_to_centroid": {
        "Malhada": 3303.1,
        "Alto Hospicio": 5742.2,
        "Serra Negra": 3324.5,
        "Curitibanos": 3653.2,
        "Mount Gambier": 12606.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Malhada: (-14.34°, -43.77°)",
      "  Alto Hospicio: (-20.27°, -70.10°)",
      "  Serra Negra: (-22.61°, -46.70°)",
      "  Curitibanos: (-27.28°, -50.58°)",
      "  Mount Gambier: (-37.83°, 140.78°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mount Gambier: 12606.7 km from centroid",
      "  Alto Hospicio: 5742.2 km from centroid",
      "  Curitibanos: 3653.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mount Gambier",
      "FINAL ANSWER: Mount Gambier"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 4.775,
        "lon": 103.4162,
        "name": "Dungun"
      },
      {
        "lat": 7.36194,
        "lon": 125.85528,
        "name": "Maco"
      },
      {
        "lat": 32.45993,
        "lon": 130.16713,
        "name": "Hondomachi-hondo"
      },
      {
        "lat": 32.31625,
        "lon": 75.60741,
        "name": "Sujānpur"
      },
      {
        "lat": 4.64231,
        "lon": 7.92438,
        "name": "Eket"
      }
    ],
    "question": "Which location is the geographic outlier among: Dungun, Maco, Hondomachi-hondo, Sujānpur, Eket?",
    "ground_truth": {
      "answer": "Eket",
      "outlier_distance_km": 8868.6,
      "second_furthest_km": 4541.0,
      "clarity_ratio": 1.95,
      "median_distance_km": 4167.8,
      "distances_to_centroid": {
        "Dungun": 2064.1,
        "Maco": 4167.8,
        "Hondomachi-hondo": 4541.0,
        "Sujānpur": 2209.0,
        "Eket": 8868.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dungun: (4.78°, 103.42°)",
      "  Maco: (7.36°, 125.86°)",
      "  Hondomachi-hondo: (32.46°, 130.17°)",
      "  Sujānpur: (32.32°, 75.61°)",
      "  Eket: (4.64°, 7.92°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Eket: 8868.6 km from centroid",
      "  Hondomachi-hondo: 4541.0 km from centroid",
      "  Maco: 4167.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Eket",
      "FINAL ANSWER: Eket"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 40.60822,
        "lon": -74.51803,
        "name": "Warren Township"
      },
      {
        "lat": 35.14953,
        "lon": -90.04898,
        "name": "Memphis"
      },
      {
        "lat": 34.41333,
        "lon": -119.86097,
        "name": "Isla Vista"
      },
      {
        "lat": 34.09751,
        "lon": -117.64839,
        "name": "Upland"
      },
      {
        "lat": -26.55,
        "lon": 29.16667,
        "name": "Secunda"
      }
    ],
    "question": "Which location is the geographic outlier among: Warren Township, Memphis, Isla Vista, Upland, Secunda?",
    "ground_truth": {
      "answer": "Secunda",
      "outlier_distance_km": 12445.9,
      "second_furthest_km": 4527.6,
      "clarity_ratio": 2.75,
      "median_distance_km": 4322.5,
      "distances_to_centroid": {
        "Warren Township": 1897.5,
        "Memphis": 1973.5,
        "Isla Vista": 4527.6,
        "Upland": 4322.5,
        "Secunda": 12445.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Warren Township: (40.61°, -74.52°)",
      "  Memphis: (35.15°, -90.05°)",
      "  Isla Vista: (34.41°, -119.86°)",
      "  Upland: (34.10°, -117.65°)",
      "  Secunda: (-26.55°, 29.17°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Secunda: 12445.9 km from centroid",
      "  Isla Vista: 4527.6 km from centroid",
      "  Upland: 4322.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Secunda",
      "FINAL ANSWER: Secunda"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -11.34484,
        "lon": -41.66317,
        "name": "João Dourado"
      },
      {
        "lat": 0.82501,
        "lon": -77.63966,
        "name": "Ipiales"
      },
      {
        "lat": -17.79806,
        "lon": -50.92806,
        "name": "Rio Verde"
      },
      {
        "lat": -7.57611,
        "lon": -40.49833,
        "name": "Araripina"
      },
      {
        "lat": 40.01499,
        "lon": -105.27055,
        "name": "Boulder"
      }
    ],
    "question": "Which location is the geographic outlier among: João Dourado, Ipiales, Rio Verde, Araripina, Boulder?",
    "ground_truth": {
      "answer": "Boulder",
      "outlier_distance_km": 6083.5,
      "second_furthest_km": 2737.7,
      "clarity_ratio": 2.22,
      "median_distance_km": 2685.3,
      "distances_to_centroid": {
        "João Dourado": 2737.7,
        "Ipiales": 1605.5,
        "Rio Verde": 2468.2,
        "Araripina": 2685.3,
        "Boulder": 6083.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  João Dourado: (-11.34°, -41.66°)",
      "  Ipiales: (0.83°, -77.64°)",
      "  Rio Verde: (-17.80°, -50.93°)",
      "  Araripina: (-7.58°, -40.50°)",
      "  Boulder: (40.01°, -105.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Boulder: 6083.5 km from centroid",
      "  João Dourado: 2737.7 km from centroid",
      "  Araripina: 2685.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Boulder",
      "FINAL ANSWER: Boulder"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.66877,
        "lon": -46.78051,
        "name": "Capao Redondo"
      },
      {
        "lat": -8.4325,
        "lon": -35.80444,
        "name": "São Joaquim do Monte"
      },
      {
        "lat": -14.26722,
        "lon": -43.16194,
        "name": "Palmas de Monte Alto"
      },
      {
        "lat": 10.8293,
        "lon": -75.03346,
        "name": "Juan de Acosta"
      },
      {
        "lat": 55.63794,
        "lon": 51.81502,
        "name": "Nizhnekamsk"
      }
    ],
    "question": "Which location is the geographic outlier among: Capao Redondo, São Joaquim do Monte, Palmas de Monte Alto, Juan de Acosta, Nizhnekamsk?",
    "ground_truth": {
      "answer": "Nizhnekamsk",
      "outlier_distance_km": 9112.4,
      "second_furthest_km": 5040.1,
      "clarity_ratio": 1.81,
      "median_distance_km": 3587.3,
      "distances_to_centroid": {
        "Capao Redondo": 3587.3,
        "São Joaquim do Monte": 1536.7,
        "Palmas de Monte Alto": 2511.5,
        "Juan de Acosta": 5040.1,
        "Nizhnekamsk": 9112.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Capao Redondo: (-23.67°, -46.78°)",
      "  São Joaquim do Monte: (-8.43°, -35.80°)",
      "  Palmas de Monte Alto: (-14.27°, -43.16°)",
      "  Juan de Acosta: (10.83°, -75.03°)",
      "  Nizhnekamsk: (55.64°, 51.82°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nizhnekamsk: 9112.4 km from centroid",
      "  Juan de Acosta: 5040.1 km from centroid",
      "  Capao Redondo: 3587.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nizhnekamsk",
      "FINAL ANSWER: Nizhnekamsk"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 39.934,
        "lon": -74.891,
        "name": "Mount Laurel"
      },
      {
        "lat": 34.00946,
        "lon": -118.10535,
        "name": "Montebello"
      },
      {
        "lat": 19.26174,
        "lon": -98.89775,
        "name": "Chalco"
      },
      {
        "lat": 36.48847,
        "lon": -79.7667,
        "name": "Eden"
      },
      {
        "lat": -12.48602,
        "lon": 130.9833,
        "name": "Palmerston"
      }
    ],
    "question": "Which location is the geographic outlier among: Mount Laurel, Montebello, Chalco, Eden, Palmerston?",
    "ground_truth": {
      "answer": "Palmerston",
      "outlier_distance_km": 18793.3,
      "second_furthest_km": 6796.1,
      "clarity_ratio": 2.77,
      "median_distance_km": 5251.5,
      "distances_to_centroid": {
        "Mount Laurel": 3105.4,
        "Montebello": 6796.1,
        "Chalco": 5251.5,
        "Eden": 3353.9,
        "Palmerston": 18793.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mount Laurel: (39.93°, -74.89°)",
      "  Montebello: (34.01°, -118.11°)",
      "  Chalco: (19.26°, -98.90°)",
      "  Eden: (36.49°, -79.77°)",
      "  Palmerston: (-12.49°, 130.98°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Palmerston: 18793.3 km from centroid",
      "  Montebello: 6796.1 km from centroid",
      "  Chalco: 5251.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Palmerston",
      "FINAL ANSWER: Palmerston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 8.98333,
        "lon": 37.85,
        "name": "Hāgere Hiywet"
      },
      {
        "lat": -25.70866,
        "lon": 31.51025,
        "name": "Schoemansdal"
      },
      {
        "lat": 30.37746,
        "lon": 30.35032,
        "name": "Madīnat Wādī an Naţrūn"
      },
      {
        "lat": 6.58222,
        "lon": 46.43333,
        "name": "Qorof"
      },
      {
        "lat": -38.0965,
        "lon": 145.26707,
        "name": "Cranbourne West"
      }
    ],
    "question": "Which location is the geographic outlier among: Hāgere Hiywet, Schoemansdal, Madīnat Wādī an Naţrūn, Qorof, Cranbourne West?",
    "ground_truth": {
      "answer": "Cranbourne West",
      "outlier_distance_km": 9498.9,
      "second_furthest_km": 4801.3,
      "clarity_ratio": 1.98,
      "median_distance_km": 3770.8,
      "distances_to_centroid": {
        "Hāgere Hiywet": 2660.6,
        "Schoemansdal": 3770.8,
        "Madīnat Wādī an Naţrūn": 4801.3,
        "Qorof": 1733.5,
        "Cranbourne West": 9498.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Hāgere Hiywet: (8.98°, 37.85°)",
      "  Schoemansdal: (-25.71°, 31.51°)",
      "  Madīnat Wādī an Naţrūn: (30.38°, 30.35°)",
      "  Qorof: (6.58°, 46.43°)",
      "  Cranbourne West: (-38.10°, 145.27°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cranbourne West: 9498.9 km from centroid",
      "  Madīnat Wādī an Naţrūn: 4801.3 km from centroid",
      "  Schoemansdal: 3770.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cranbourne West",
      "FINAL ANSWER: Cranbourne West"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 43.2397,
        "lon": -2.8858,
        "name": "Basauri"
      },
      {
        "lat": 47.57143,
        "lon": 10.70171,
        "name": "Füssen"
      },
      {
        "lat": 45.76124,
        "lon": 4.85184,
        "name": "Lyon 03"
      },
      {
        "lat": 47.73512,
        "lon": -3.42952,
        "name": "Ploemeur"
      },
      {
        "lat": 35.65127,
        "lon": -78.83362,
        "name": "Holly Springs"
      }
    ],
    "question": "Which location is the geographic outlier among: Basauri, Füssen, Lyon 03, Ploemeur, Holly Springs?",
    "ground_truth": {
      "answer": "Holly Springs",
      "outlier_distance_km": 5477.1,
      "second_furthest_km": 1941.6,
      "clarity_ratio": 2.82,
      "median_distance_km": 1488.6,
      "distances_to_centroid": {
        "Basauri": 891.5,
        "Füssen": 1941.6,
        "Lyon 03": 1488.6,
        "Ploemeur": 911.6,
        "Holly Springs": 5477.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Basauri: (43.24°, -2.89°)",
      "  Füssen: (47.57°, 10.70°)",
      "  Lyon 03: (45.76°, 4.85°)",
      "  Ploemeur: (47.74°, -3.43°)",
      "  Holly Springs: (35.65°, -78.83°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Holly Springs: 5477.1 km from centroid",
      "  Füssen: 1941.6 km from centroid",
      "  Lyon 03: 1488.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Holly Springs",
      "FINAL ANSWER: Holly Springs"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.65278,
        "lon": -43.04056,
        "name": "Magé"
      },
      {
        "lat": -20.42833,
        "lon": -47.82417,
        "name": "Guará"
      },
      {
        "lat": -25.42861,
        "lon": -48.71194,
        "name": "Antonina"
      },
      {
        "lat": -23.4837,
        "lon": -46.41309,
        "name": "Jardim Helena"
      },
      {
        "lat": -29.20932,
        "lon": 26.83898,
        "name": "Thaba Nchu"
      }
    ],
    "question": "Which location is the geographic outlier among: Magé, Guará, Antonina, Jardim Helena, Thaba Nchu?",
    "ground_truth": {
      "answer": "Thaba Nchu",
      "outlier_distance_km": 5793.9,
      "second_furthest_km": 1707.5,
      "clarity_ratio": 3.39,
      "median_distance_km": 1697.6,
      "distances_to_centroid": {
        "Magé": 1156.8,
        "Guará": 1697.6,
        "Antonina": 1707.5,
        "Jardim Helena": 1484.7,
        "Thaba Nchu": 5793.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Magé: (-22.65°, -43.04°)",
      "  Guará: (-20.43°, -47.82°)",
      "  Antonina: (-25.43°, -48.71°)",
      "  Jardim Helena: (-23.48°, -46.41°)",
      "  Thaba Nchu: (-29.21°, 26.84°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Thaba Nchu: 5793.9 km from centroid",
      "  Antonina: 1707.5 km from centroid",
      "  Guará: 1697.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Thaba Nchu",
      "FINAL ANSWER: Thaba Nchu"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.10417,
        "lon": -55.22583,
        "name": "Amambai"
      },
      {
        "lat": -21.42917,
        "lon": -45.94722,
        "name": "Alfenas"
      },
      {
        "lat": -22.665,
        "lon": -45.00944,
        "name": "Cachoeira Paulista"
      },
      {
        "lat": -2.94722,
        "lon": -48.95306,
        "name": "Tailândia"
      },
      {
        "lat": 13.9,
        "lon": 99.76667,
        "name": "Tha Maka"
      }
    ],
    "question": "Which location is the geographic outlier among: Amambai, Alfenas, Cachoeira Paulista, Tailândia, Tha Maka?",
    "ground_truth": {
      "answer": "Tha Maka",
      "outlier_distance_km": 13388.5,
      "second_furthest_km": 4046.7,
      "clarity_ratio": 3.31,
      "median_distance_km": 3420.3,
      "distances_to_centroid": {
        "Amambai": 4046.7,
        "Alfenas": 3076.4,
        "Cachoeira Paulista": 3029.4,
        "Tailândia": 3420.3,
        "Tha Maka": 13388.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Amambai: (-23.10°, -55.23°)",
      "  Alfenas: (-21.43°, -45.95°)",
      "  Cachoeira Paulista: (-22.66°, -45.01°)",
      "  Tailândia: (-2.95°, -48.95°)",
      "  Tha Maka: (13.90°, 99.77°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tha Maka: 13388.5 km from centroid",
      "  Amambai: 4046.7 km from centroid",
      "  Tailândia: 3420.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tha Maka",
      "FINAL ANSWER: Tha Maka"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 10.87995,
        "lon": 76.002,
        "name": "Naduvattam"
      },
      {
        "lat": 50.78333,
        "lon": 121.51667,
        "name": "Genhe"
      },
      {
        "lat": 35.87291,
        "lon": 137.97503,
        "name": "Minamiminowa"
      },
      {
        "lat": 39.74326,
        "lon": 118.45099,
        "name": "Tangjiazhuang"
      },
      {
        "lat": -28.56003,
        "lon": -66.80737,
        "name": "Aimogasta"
      }
    ],
    "question": "Which location is the geographic outlier among: Naduvattam, Genhe, Minamiminowa, Tangjiazhuang, Aimogasta?",
    "ground_truth": {
      "answer": "Aimogasta",
      "outlier_distance_km": 16350.5,
      "second_furthest_km": 6009.4,
      "clarity_ratio": 2.72,
      "median_distance_km": 4988.3,
      "distances_to_centroid": {
        "Naduvattam": 1217.5,
        "Genhe": 4988.3,
        "Minamiminowa": 6009.4,
        "Tangjiazhuang": 4351.4,
        "Aimogasta": 16350.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Naduvattam: (10.88°, 76.00°)",
      "  Genhe: (50.78°, 121.52°)",
      "  Minamiminowa: (35.87°, 137.98°)",
      "  Tangjiazhuang: (39.74°, 118.45°)",
      "  Aimogasta: (-28.56°, -66.81°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Aimogasta: 16350.5 km from centroid",
      "  Minamiminowa: 6009.4 km from centroid",
      "  Genhe: 4988.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Aimogasta",
      "FINAL ANSWER: Aimogasta"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -22.61222,
        "lon": -46.70056,
        "name": "Serra Negra"
      },
      {
        "lat": -16.25,
        "lon": -69.08333,
        "name": "Yunguyo"
      },
      {
        "lat": -29.68861,
        "lon": -51.46111,
        "name": "Montenegro"
      },
      {
        "lat": -1.19667,
        "lon": -46.14,
        "name": "Viseu"
      },
      {
        "lat": -27.62329,
        "lon": 153.04785,
        "name": "Calamvale"
      }
    ],
    "question": "Which location is the geographic outlier among: Serra Negra, Yunguyo, Montenegro, Viseu, Calamvale?",
    "ground_truth": {
      "answer": "Calamvale",
      "outlier_distance_km": 14538.4,
      "second_furthest_km": 6018.2,
      "clarity_ratio": 2.42,
      "median_distance_km": 4228.3,
      "distances_to_centroid": {
        "Serra Negra": 3603.2,
        "Yunguyo": 6018.2,
        "Montenegro": 4120.2,
        "Viseu": 4228.3,
        "Calamvale": 14538.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Serra Negra: (-22.61°, -46.70°)",
      "  Yunguyo: (-16.25°, -69.08°)",
      "  Montenegro: (-29.69°, -51.46°)",
      "  Viseu: (-1.20°, -46.14°)",
      "  Calamvale: (-27.62°, 153.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Calamvale: 14538.4 km from centroid",
      "  Yunguyo: 6018.2 km from centroid",
      "  Viseu: 4228.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Calamvale",
      "FINAL ANSWER: Calamvale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 55.55329,
        "lon": 34.99684,
        "name": "Gagarin"
      },
      {
        "lat": 40.41409,
        "lon": -3.66553,
        "name": "Estrella"
      },
      {
        "lat": 50.95572,
        "lon": 6.63986,
        "name": "Bergheim"
      },
      {
        "lat": 41.3845,
        "lon": 2.18152,
        "name": "Sant Pere, Santa Caterina i La Ribera"
      },
      {
        "lat": -37.94853,
        "lon": 145.15274,
        "name": "Springvale"
      }
    ],
    "question": "Which location is the geographic outlier among: Gagarin, Estrella, Bergheim, Sant Pere, Santa Caterina i La Ribera, Springvale?",
    "ground_truth": {
      "answer": "Springvale",
      "outlier_distance_km": 13492.0,
      "second_furthest_km": 3835.5,
      "clarity_ratio": 3.52,
      "median_distance_km": 3421.1,
      "distances_to_centroid": {
        "Gagarin": 2838.1,
        "Estrella": 3835.5,
        "Bergheim": 3421.1,
        "Sant Pere, Santa Caterina i La Ribera": 3362.5,
        "Springvale": 13492.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Gagarin: (55.55°, 35.00°)",
      "  Estrella: (40.41°, -3.67°)",
      "  Bergheim: (50.96°, 6.64°)",
      "  Sant Pere, Santa Caterina i La Ribera: (41.38°, 2.18°)",
      "  Springvale: (-37.95°, 145.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Springvale: 13492.0 km from centroid",
      "  Estrella: 3835.5 km from centroid",
      "  Bergheim: 3421.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Springvale",
      "FINAL ANSWER: Springvale"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 11.80937,
        "lon": 8.84422,
        "name": "Wudil"
      },
      {
        "lat": 6.3,
        "lon": 36.88333,
        "name": "Felege Neway"
      },
      {
        "lat": -1.03326,
        "lon": 37.06933,
        "name": "Thika"
      },
      {
        "lat": -28.23078,
        "lon": 28.30707,
        "name": "Bethlehem"
      },
      {
        "lat": -5.25806,
        "lon": -44.64889,
        "name": "Tuntum"
      }
    ],
    "question": "Which location is the geographic outlier among: Wudil, Felege Neway, Thika, Bethlehem, Tuntum?",
    "ground_truth": {
      "answer": "Tuntum",
      "outlier_distance_km": 6426.5,
      "second_furthest_km": 3197.8,
      "clarity_ratio": 2.01,
      "median_distance_km": 2827.8,
      "distances_to_centroid": {
        "Wudil": 1748.7,
        "Felege Neway": 2827.8,
        "Thika": 2653.8,
        "Bethlehem": 3197.8,
        "Tuntum": 6426.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Wudil: (11.81°, 8.84°)",
      "  Felege Neway: (6.30°, 36.88°)",
      "  Thika: (-1.03°, 37.07°)",
      "  Bethlehem: (-28.23°, 28.31°)",
      "  Tuntum: (-5.26°, -44.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tuntum: 6426.5 km from centroid",
      "  Bethlehem: 3197.8 km from centroid",
      "  Felege Neway: 2827.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tuntum",
      "FINAL ANSWER: Tuntum"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 47.75935,
        "lon": 8.8403,
        "name": "Singen"
      },
      {
        "lat": 59.37627,
        "lon": 28.61409,
        "name": "Kingisepp"
      },
      {
        "lat": 40.05,
        "lon": 0.06667,
        "name": "Benicàssim"
      },
      {
        "lat": 51.55797,
        "lon": -1.78116,
        "name": "Swindon"
      },
      {
        "lat": -33.79798,
        "lon": 151.28826,
        "name": "Manly"
      }
    ],
    "question": "Which location is the geographic outlier among: Singen, Kingisepp, Benicàssim, Swindon, Manly?",
    "ground_truth": {
      "answer": "Manly",
      "outlier_distance_km": 13989.3,
      "second_furthest_km": 3762.2,
      "clarity_ratio": 3.72,
      "median_distance_km": 3401.4,
      "distances_to_centroid": {
        "Singen": 2898.0,
        "Kingisepp": 3005.3,
        "Benicàssim": 3401.4,
        "Swindon": 3762.2,
        "Manly": 13989.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Singen: (47.76°, 8.84°)",
      "  Kingisepp: (59.38°, 28.61°)",
      "  Benicàssim: (40.05°, 0.07°)",
      "  Swindon: (51.56°, -1.78°)",
      "  Manly: (-33.80°, 151.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Manly: 13989.3 km from centroid",
      "  Swindon: 3762.2 km from centroid",
      "  Benicàssim: 3401.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Manly",
      "FINAL ANSWER: Manly"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 34.45,
        "lon": 115.65,
        "name": "Shangqiu"
      },
      {
        "lat": 21.6281,
        "lon": 81.70376,
        "name": "Simga"
      },
      {
        "lat": 19.56784,
        "lon": 74.21154,
        "name": "Sangamner"
      },
      {
        "lat": 2.5703,
        "lon": 101.833,
        "name": "Lukut"
      },
      {
        "lat": 33.01512,
        "lon": -96.61305,
        "name": "Murphy"
      }
    ],
    "question": "Which location is the geographic outlier among: Shangqiu, Simga, Sangamner, Lukut, Murphy?",
    "ground_truth": {
      "answer": "Murphy",
      "outlier_distance_km": 13188.5,
      "second_furthest_km": 5968.1,
      "clarity_ratio": 2.21,
      "median_distance_km": 5468.1,
      "distances_to_centroid": {
        "Shangqiu": 5968.1,
        "Simga": 2714.9,
        "Sangamner": 1979.6,
        "Lukut": 5468.1,
        "Murphy": 13188.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shangqiu: (34.45°, 115.65°)",
      "  Simga: (21.63°, 81.70°)",
      "  Sangamner: (19.57°, 74.21°)",
      "  Lukut: (2.57°, 101.83°)",
      "  Murphy: (33.02°, -96.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Murphy: 13188.5 km from centroid",
      "  Shangqiu: 5968.1 km from centroid",
      "  Lukut: 5468.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Murphy",
      "FINAL ANSWER: Murphy"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -26.23656,
        "lon": 28.36938,
        "name": "Brakpan"
      },
      {
        "lat": 9.99461,
        "lon": 39.89693,
        "name": "Robit"
      },
      {
        "lat": 0.52036,
        "lon": 35.26993,
        "name": "Eldoret"
      },
      {
        "lat": 0.00624,
        "lon": 37.07398,
        "name": "Nanyuki"
      },
      {
        "lat": -33.79068,
        "lon": 150.6693,
        "name": "Glenmore Park"
      }
    ],
    "question": "Which location is the geographic outlier among: Brakpan, Robit, Eldoret, Nanyuki, Glenmore Park?",
    "ground_truth": {
      "answer": "Glenmore Park",
      "outlier_distance_km": 9617.7,
      "second_furthest_km": 3628.8,
      "clarity_ratio": 2.65,
      "median_distance_km": 3003.3,
      "distances_to_centroid": {
        "Brakpan": 3628.8,
        "Robit": 3003.3,
        "Eldoret": 2795.2,
        "Nanyuki": 2589.5,
        "Glenmore Park": 9617.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Brakpan: (-26.24°, 28.37°)",
      "  Robit: (9.99°, 39.90°)",
      "  Eldoret: (0.52°, 35.27°)",
      "  Nanyuki: (0.01°, 37.07°)",
      "  Glenmore Park: (-33.79°, 150.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Glenmore Park: 9617.7 km from centroid",
      "  Brakpan: 3628.8 km from centroid",
      "  Robit: 3003.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Glenmore Park",
      "FINAL ANSWER: Glenmore Park"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -0.21209,
        "lon": 36.27248,
        "name": "Upper Gilgil"
      },
      {
        "lat": 27.55642,
        "lon": 30.81057,
        "name": "Dayrūţ"
      },
      {
        "lat": -27.36541,
        "lon": 29.88175,
        "name": "Volksrust"
      },
      {
        "lat": 5.91793,
        "lon": 0.98789,
        "name": "Keta"
      },
      {
        "lat": -41.43876,
        "lon": 147.13467,
        "name": "Launceston"
      }
    ],
    "question": "Which location is the geographic outlier among: Upper Gilgil, Dayrūţ, Volksrust, Keta, Launceston?",
    "ground_truth": {
      "answer": "Launceston",
      "outlier_distance_km": 10155.0,
      "second_furthest_km": 5522.0,
      "clarity_ratio": 1.84,
      "median_distance_km": 4323.4,
      "distances_to_centroid": {
        "Upper Gilgil": 1608.0,
        "Dayrūţ": 4323.4,
        "Volksrust": 3024.0,
        "Keta": 5522.0,
        "Launceston": 10155.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Upper Gilgil: (-0.21°, 36.27°)",
      "  Dayrūţ: (27.56°, 30.81°)",
      "  Volksrust: (-27.37°, 29.88°)",
      "  Keta: (5.92°, 0.99°)",
      "  Launceston: (-41.44°, 147.13°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Launceston: 10155.0 km from centroid",
      "  Keta: 5522.0 km from centroid",
      "  Dayrūţ: 4323.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Launceston",
      "FINAL ANSWER: Launceston"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -33.94185,
        "lon": 150.8717,
        "name": "Prestons"
      },
      {
        "lat": -34.03857,
        "lon": 151.10005,
        "name": "Miranda"
      },
      {
        "lat": -33.79068,
        "lon": 150.6693,
        "name": "Glenmore Park"
      },
      {
        "lat": -37.96944,
        "lon": 145.04806,
        "name": "Cheltenham"
      },
      {
        "lat": 41.45282,
        "lon": -82.18237,
        "name": "Lorain"
      }
    ],
    "question": "Which location is the geographic outlier among: Prestons, Miranda, Glenmore Park, Cheltenham, Lorain?",
    "ground_truth": {
      "answer": "Lorain",
      "outlier_distance_km": 17540.6,
      "second_furthest_km": 4973.3,
      "clarity_ratio": 3.53,
      "median_distance_km": 4951.2,
      "distances_to_centroid": {
        "Prestons": 4951.2,
        "Miranda": 4973.3,
        "Glenmore Park": 4930.9,
        "Cheltenham": 4515.9,
        "Lorain": 17540.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Prestons: (-33.94°, 150.87°)",
      "  Miranda: (-34.04°, 151.10°)",
      "  Glenmore Park: (-33.79°, 150.67°)",
      "  Cheltenham: (-37.97°, 145.05°)",
      "  Lorain: (41.45°, -82.18°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Lorain: 17540.6 km from centroid",
      "  Miranda: 4973.3 km from centroid",
      "  Prestons: 4951.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Lorain",
      "FINAL ANSWER: Lorain"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 52.60252,
        "lon": 4.68815,
        "name": "Heiloo"
      },
      {
        "lat": 38.22008,
        "lon": 15.24023,
        "name": "Milazzo"
      },
      {
        "lat": 40.38524,
        "lon": -3.63726,
        "name": "Palomeras Sureste"
      },
      {
        "lat": 51.36969,
        "lon": -0.36693,
        "name": "Esher"
      },
      {
        "lat": -38.14711,
        "lon": 144.36069,
        "name": "Geelong"
      }
    ],
    "question": "Which location is the geographic outlier among: Heiloo, Milazzo, Palomeras Sureste, Esher, Geelong?",
    "ground_truth": {
      "answer": "Geelong",
      "outlier_distance_km": 13792.2,
      "second_furthest_km": 3668.2,
      "clarity_ratio": 3.76,
      "median_distance_km": 3478.2,
      "distances_to_centroid": {
        "Heiloo": 3461.2,
        "Milazzo": 1867.6,
        "Palomeras Sureste": 3478.2,
        "Esher": 3668.2,
        "Geelong": 13792.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Heiloo: (52.60°, 4.69°)",
      "  Milazzo: (38.22°, 15.24°)",
      "  Palomeras Sureste: (40.39°, -3.64°)",
      "  Esher: (51.37°, -0.37°)",
      "  Geelong: (-38.15°, 144.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Geelong: 13792.2 km from centroid",
      "  Esher: 3668.2 km from centroid",
      "  Palomeras Sureste: 3478.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Geelong",
      "FINAL ANSWER: Geelong"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 25.98507,
        "lon": -98.08964,
        "name": "Ciudad Río Bravo"
      },
      {
        "lat": 37.83615,
        "lon": -87.59001,
        "name": "Henderson"
      },
      {
        "lat": 29.703,
        "lon": -98.12445,
        "name": "New Braunfels"
      },
      {
        "lat": 25.81454,
        "lon": -80.22394,
        "name": "Allapattah"
      },
      {
        "lat": 34.86667,
        "lon": 137.05,
        "name": "Nishio"
      }
    ],
    "question": "Which location is the geographic outlier among: Ciudad Río Bravo, Henderson, New Braunfels, Allapattah, Nishio?",
    "ground_truth": {
      "answer": "Nishio",
      "outlier_distance_km": 12704.2,
      "second_furthest_km": 5135.1,
      "clarity_ratio": 2.47,
      "median_distance_km": 5016.8,
      "distances_to_centroid": {
        "Ciudad Río Bravo": 5135.1,
        "Henderson": 3917.4,
        "New Braunfels": 5016.8,
        "Allapattah": 3440.4,
        "Nishio": 12704.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ciudad Río Bravo: (25.99°, -98.09°)",
      "  Henderson: (37.84°, -87.59°)",
      "  New Braunfels: (29.70°, -98.12°)",
      "  Allapattah: (25.81°, -80.22°)",
      "  Nishio: (34.87°, 137.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Nishio: 12704.2 km from centroid",
      "  Ciudad Río Bravo: 5135.1 km from centroid",
      "  New Braunfels: 5016.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Nishio",
      "FINAL ANSWER: Nishio"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 9.61524,
        "lon": 6.54776,
        "name": "Minna"
      },
      {
        "lat": -1.08083,
        "lon": 35.87111,
        "name": "Narok"
      },
      {
        "lat": 7.59383,
        "lon": 6.21798,
        "name": "Ogaminana"
      },
      {
        "lat": 6.45407,
        "lon": 3.39467,
        "name": "Lagos"
      },
      {
        "lat": 24.827,
        "lon": 87.2125,
        "name": "Godda"
      }
    ],
    "question": "Which location is the geographic outlier among: Minna, Narok, Ogaminana, Lagos, Godda?",
    "ground_truth": {
      "answer": "Godda",
      "outlier_distance_km": 6483.6,
      "second_furthest_km": 2713.2,
      "clarity_ratio": 2.39,
      "median_distance_km": 2387.4,
      "distances_to_centroid": {
        "Minna": 2335.4,
        "Narok": 1472.6,
        "Ogaminana": 2387.4,
        "Lagos": 2713.2,
        "Godda": 6483.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Minna: (9.62°, 6.55°)",
      "  Narok: (-1.08°, 35.87°)",
      "  Ogaminana: (7.59°, 6.22°)",
      "  Lagos: (6.45°, 3.39°)",
      "  Godda: (24.83°, 87.21°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Godda: 6483.6 km from centroid",
      "  Lagos: 2713.2 km from centroid",
      "  Ogaminana: 2387.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Godda",
      "FINAL ANSWER: Godda"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 13.73028,
        "lon": 100.65138,
        "name": "Suan Luang"
      },
      {
        "lat": 20.79393,
        "lon": 70.70216,
        "name": "Kodīnar"
      },
      {
        "lat": 30.39733,
        "lon": 107.46953,
        "name": "Caohui"
      },
      {
        "lat": 4.48178,
        "lon": 118.61119,
        "name": "Semporna"
      },
      {
        "lat": 42.97839,
        "lon": -78.79976,
        "name": "Amherst"
      }
    ],
    "question": "Which location is the geographic outlier among: Suan Luang, Kodīnar, Caohui, Semporna, Amherst?",
    "ground_truth": {
      "answer": "Amherst",
      "outlier_distance_km": 11788.4,
      "second_furthest_km": 6222.4,
      "clarity_ratio": 1.89,
      "median_distance_km": 4415.9,
      "distances_to_centroid": {
        "Suan Luang": 4010.4,
        "Kodīnar": 744.8,
        "Caohui": 4415.9,
        "Semporna": 6222.4,
        "Amherst": 11788.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Suan Luang: (13.73°, 100.65°)",
      "  Kodīnar: (20.79°, 70.70°)",
      "  Caohui: (30.40°, 107.47°)",
      "  Semporna: (4.48°, 118.61°)",
      "  Amherst: (42.98°, -78.80°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Amherst: 11788.4 km from centroid",
      "  Semporna: 6222.4 km from centroid",
      "  Caohui: 4415.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Amherst",
      "FINAL ANSWER: Amherst"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 8.71068,
        "lon": 77.4519,
        "name": "Ambasamudram"
      },
      {
        "lat": 12.02999,
        "lon": 75.28193,
        "name": "Ezhome"
      },
      {
        "lat": 25.25034,
        "lon": 79.06204,
        "name": "Rānīpur"
      },
      {
        "lat": 9.65941,
        "lon": 76.36335,
        "name": "Srīkandamangalam"
      },
      {
        "lat": 51.53333,
        "lon": 0.08333,
        "name": "Barking"
      }
    ],
    "question": "Which location is the geographic outlier among: Ambasamudram, Ezhome, Rānīpur, Srīkandamangalam, Barking?",
    "ground_truth": {
      "answer": "Barking",
      "outlier_distance_km": 6206.4,
      "second_furthest_km": 2205.9,
      "clarity_ratio": 2.81,
      "median_distance_km": 2046.5,
      "distances_to_centroid": {
        "Ambasamudram": 2205.9,
        "Ezhome": 1787.4,
        "Rānīpur": 1826.1,
        "Srīkandamangalam": 2046.5,
        "Barking": 6206.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Ambasamudram: (8.71°, 77.45°)",
      "  Ezhome: (12.03°, 75.28°)",
      "  Rānīpur: (25.25°, 79.06°)",
      "  Srīkandamangalam: (9.66°, 76.36°)",
      "  Barking: (51.53°, 0.08°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Barking: 6206.4 km from centroid",
      "  Ambasamudram: 2205.9 km from centroid",
      "  Srīkandamangalam: 2046.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Barking",
      "FINAL ANSWER: Barking"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.09861,
        "lon": -48.92583,
        "name": "Avaré"
      },
      {
        "lat": -22.85472,
        "lon": -46.31833,
        "name": "Extrema"
      },
      {
        "lat": 3.93135,
        "lon": -76.48481,
        "name": "Darien"
      },
      {
        "lat": -21.54,
        "lon": -43.01056,
        "name": "São João Nepomuceno"
      },
      {
        "lat": 44.63394,
        "lon": 39.13582,
        "name": "Goryachiy Klyuch"
      }
    ],
    "question": "Which location is the geographic outlier among: Avaré, Extrema, Darien, São João Nepomuceno, Goryachiy Klyuch?",
    "ground_truth": {
      "answer": "Goryachiy Klyuch",
      "outlier_distance_km": 9072.3,
      "second_furthest_km": 4675.4,
      "clarity_ratio": 1.94,
      "median_distance_km": 2610.6,
      "distances_to_centroid": {
        "Avaré": 2610.6,
        "Extrema": 2438.8,
        "Darien": 4675.4,
        "São João Nepomuceno": 2150.2,
        "Goryachiy Klyuch": 9072.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Avaré: (-23.10°, -48.93°)",
      "  Extrema: (-22.85°, -46.32°)",
      "  Darien: (3.93°, -76.48°)",
      "  São João Nepomuceno: (-21.54°, -43.01°)",
      "  Goryachiy Klyuch: (44.63°, 39.14°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Goryachiy Klyuch: 9072.3 km from centroid",
      "  Darien: 4675.4 km from centroid",
      "  Avaré: 2610.6 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Goryachiy Klyuch",
      "FINAL ANSWER: Goryachiy Klyuch"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.35867,
        "lon": -99.20329,
        "name": "Álvaro Obregón"
      },
      {
        "lat": 19.28431,
        "lon": -98.43885,
        "name": "San Martin Texmelucan de Labastida"
      },
      {
        "lat": 43.6135,
        "lon": -116.20345,
        "name": "Boise"
      },
      {
        "lat": 37.82159,
        "lon": -121.99996,
        "name": "Danville"
      },
      {
        "lat": -25.40892,
        "lon": 28.287,
        "name": "Hammanskraal"
      }
    ],
    "question": "Which location is the geographic outlier among: Álvaro Obregón, San Martin Texmelucan de Labastida, Boise, Danville, Hammanskraal?",
    "ground_truth": {
      "answer": "Hammanskraal",
      "outlier_distance_km": 12829.7,
      "second_furthest_km": 4436.0,
      "clarity_ratio": 2.89,
      "median_distance_km": 4236.8,
      "distances_to_centroid": {
        "Álvaro Obregón": 1858.2,
        "San Martin Texmelucan de Labastida": 1778.2,
        "Boise": 4236.8,
        "Danville": 4436.0,
        "Hammanskraal": 12829.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Álvaro Obregón: (19.36°, -99.20°)",
      "  San Martin Texmelucan de Labastida: (19.28°, -98.44°)",
      "  Boise: (43.61°, -116.20°)",
      "  Danville: (37.82°, -122.00°)",
      "  Hammanskraal: (-25.41°, 28.29°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Hammanskraal: 12829.7 km from centroid",
      "  Danville: 4436.0 km from centroid",
      "  Boise: 4236.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Hammanskraal",
      "FINAL ANSWER: Hammanskraal"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.03609,
        "lon": 13.91815,
        "name": "Dikwa"
      },
      {
        "lat": 5.69951,
        "lon": -0.03484,
        "name": "Ashaiman"
      },
      {
        "lat": 5.84802,
        "lon": -0.17449,
        "name": "Aburi"
      },
      {
        "lat": 1.25881,
        "lon": 35.09569,
        "name": "Makutano"
      },
      {
        "lat": -43.89834,
        "lon": 171.73011,
        "name": "Ashburton"
      }
    ],
    "question": "Which location is the geographic outlier among: Dikwa, Ashaiman, Aburi, Makutano, Ashburton?",
    "ground_truth": {
      "answer": "Ashburton",
      "outlier_distance_km": 12579.5,
      "second_furthest_km": 5033.1,
      "clarity_ratio": 2.5,
      "median_distance_km": 5014.7,
      "distances_to_centroid": {
        "Dikwa": 3773.7,
        "Ashaiman": 5014.7,
        "Aburi": 5033.1,
        "Makutano": 1149.2,
        "Ashburton": 12579.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Dikwa: (12.04°, 13.92°)",
      "  Ashaiman: (5.70°, -0.03°)",
      "  Aburi: (5.85°, -0.17°)",
      "  Makutano: (1.26°, 35.10°)",
      "  Ashburton: (-43.90°, 171.73°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ashburton: 12579.5 km from centroid",
      "  Aburi: 5033.1 km from centroid",
      "  Ashaiman: 5014.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ashburton",
      "FINAL ANSWER: Ashburton"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -10.65167,
        "lon": -68.50444,
        "name": "Xapuri"
      },
      {
        "lat": -22.6083,
        "lon": -43.70948,
        "name": "Paracambi"
      },
      {
        "lat": -20.77556,
        "lon": -41.67944,
        "name": "Guaçuí"
      },
      {
        "lat": -22.54861,
        "lon": -47.91389,
        "name": "São Pedro"
      },
      {
        "lat": 41.10172,
        "lon": -80.76452,
        "name": "Austintown"
      }
    ],
    "question": "Which location is the geographic outlier among: Xapuri, Paracambi, Guaçuí, São Pedro, Austintown?",
    "ground_truth": {
      "answer": "Austintown",
      "outlier_distance_km": 5903.2,
      "second_furthest_km": 2204.9,
      "clarity_ratio": 2.68,
      "median_distance_km": 2203.3,
      "distances_to_centroid": {
        "Xapuri": 1375.0,
        "Paracambi": 2203.3,
        "Guaçuí": 2204.9,
        "São Pedro": 1949.5,
        "Austintown": 5903.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Xapuri: (-10.65°, -68.50°)",
      "  Paracambi: (-22.61°, -43.71°)",
      "  Guaçuí: (-20.78°, -41.68°)",
      "  São Pedro: (-22.55°, -47.91°)",
      "  Austintown: (41.10°, -80.76°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Austintown: 5903.2 km from centroid",
      "  Guaçuí: 2204.9 km from centroid",
      "  Paracambi: 2203.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Austintown",
      "FINAL ANSWER: Austintown"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.61857,
        "lon": -95.53772,
        "name": "Missouri City"
      },
      {
        "lat": 29.71801,
        "lon": -95.43383,
        "name": "West University Place"
      },
      {
        "lat": 43.64506,
        "lon": -79.46787,
        "name": "High Park-Swansea"
      },
      {
        "lat": 30.26715,
        "lon": -97.74306,
        "name": "Austin"
      },
      {
        "lat": -37.56622,
        "lon": 143.84957,
        "name": "Ballarat"
      }
    ],
    "question": "Which location is the geographic outlier among: Missouri City, West University Place, High Park-Swansea, Austin, Ballarat?",
    "ground_truth": {
      "answer": "Ballarat",
      "outlier_distance_km": 17798.1,
      "second_furthest_km": 5434.8,
      "clarity_ratio": 3.27,
      "median_distance_km": 5221.5,
      "distances_to_centroid": {
        "Missouri City": 5221.5,
        "West University Place": 5211.7,
        "High Park-Swansea": 4215.4,
        "Austin": 5434.8,
        "Ballarat": 17798.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Missouri City: (29.62°, -95.54°)",
      "  West University Place: (29.72°, -95.43°)",
      "  High Park-Swansea: (43.65°, -79.47°)",
      "  Austin: (30.27°, -97.74°)",
      "  Ballarat: (-37.57°, 143.85°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ballarat: 17798.1 km from centroid",
      "  Austin: 5434.8 km from centroid",
      "  Missouri City: 5221.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ballarat",
      "FINAL ANSWER: Ballarat"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -23.66778,
        "lon": -46.46139,
        "name": "Mauá"
      },
      {
        "lat": -23.48874,
        "lon": -46.57762,
        "name": "Vila Medeiros"
      },
      {
        "lat": -18.75639,
        "lon": -44.43083,
        "name": "Curvelo"
      },
      {
        "lat": -26.37028,
        "lon": -50.14444,
        "name": "Papanduva"
      },
      {
        "lat": 50.44548,
        "lon": 18.86147,
        "name": "Tarnowskie Góry"
      }
    ],
    "question": "Which location is the geographic outlier among: Mauá, Vila Medeiros, Curvelo, Papanduva, Tarnowskie Góry?",
    "ground_truth": {
      "answer": "Tarnowskie Góry",
      "outlier_distance_km": 8263.4,
      "second_furthest_km": 2645.7,
      "clarity_ratio": 3.12,
      "median_distance_km": 2173.9,
      "distances_to_centroid": {
        "Mauá": 2173.9,
        "Vila Medeiros": 2166.6,
        "Curvelo": 1631.8,
        "Papanduva": 2645.7,
        "Tarnowskie Góry": 8263.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Mauá: (-23.67°, -46.46°)",
      "  Vila Medeiros: (-23.49°, -46.58°)",
      "  Curvelo: (-18.76°, -44.43°)",
      "  Papanduva: (-26.37°, -50.14°)",
      "  Tarnowskie Góry: (50.45°, 18.86°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Tarnowskie Góry: 8263.4 km from centroid",
      "  Papanduva: 2645.7 km from centroid",
      "  Mauá: 2173.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Tarnowskie Góry",
      "FINAL ANSWER: Tarnowskie Góry"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 54.97763,
        "lon": 60.36582,
        "name": "Chebarkul’"
      },
      {
        "lat": 51.13321,
        "lon": 0.26256,
        "name": "Royal Tunbridge Wells"
      },
      {
        "lat": 37.38283,
        "lon": -5.97317,
        "name": "Sevilla"
      },
      {
        "lat": 50.57953,
        "lon": 13.00627,
        "name": "Annaberg-Buchholz"
      },
      {
        "lat": 10.01239,
        "lon": 76.32633,
        "name": "Vazhakkala"
      }
    ],
    "question": "Which location is the geographic outlier among: Chebarkul’, Royal Tunbridge Wells, Sevilla, Annaberg-Buchholz, Vazhakkala?",
    "ground_truth": {
      "answer": "Vazhakkala",
      "outlier_distance_km": 5772.4,
      "second_furthest_km": 3004.8,
      "clarity_ratio": 1.92,
      "median_distance_km": 2794.4,
      "distances_to_centroid": {
        "Chebarkul’": 2794.4,
        "Royal Tunbridge Wells": 2463.9,
        "Sevilla": 3004.8,
        "Annaberg-Buchholz": 1631.7,
        "Vazhakkala": 5772.4
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Chebarkul’: (54.98°, 60.37°)",
      "  Royal Tunbridge Wells: (51.13°, 0.26°)",
      "  Sevilla: (37.38°, -5.97°)",
      "  Annaberg-Buchholz: (50.58°, 13.01°)",
      "  Vazhakkala: (10.01°, 76.33°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Vazhakkala: 5772.4 km from centroid",
      "  Sevilla: 3004.8 km from centroid",
      "  Chebarkul’: 2794.4 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Vazhakkala",
      "FINAL ANSWER: Vazhakkala"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.1074,
        "lon": 7.64838,
        "name": "Meinerzhagen"
      },
      {
        "lat": 49.78498,
        "lon": 22.76728,
        "name": "Przemyśl"
      },
      {
        "lat": 43.67323,
        "lon": 7.19,
        "name": "Saint-Laurent-du-Var"
      },
      {
        "lat": 54.59015,
        "lon": 55.38201,
        "name": "Chishmy"
      },
      {
        "lat": -27.46794,
        "lon": 153.02809,
        "name": "Brisbane"
      }
    ],
    "question": "Which location is the geographic outlier among: Meinerzhagen, Przemyśl, Saint-Laurent-du-Var, Chishmy, Brisbane?",
    "ground_truth": {
      "answer": "Brisbane",
      "outlier_distance_km": 12876.5,
      "second_furthest_km": 3803.9,
      "clarity_ratio": 3.39,
      "median_distance_km": 3732.3,
      "distances_to_centroid": {
        "Meinerzhagen": 3803.9,
        "Przemyśl": 2752.3,
        "Saint-Laurent-du-Var": 3732.3,
        "Chishmy": 2302.6,
        "Brisbane": 12876.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Meinerzhagen: (51.11°, 7.65°)",
      "  Przemyśl: (49.78°, 22.77°)",
      "  Saint-Laurent-du-Var: (43.67°, 7.19°)",
      "  Chishmy: (54.59°, 55.38°)",
      "  Brisbane: (-27.47°, 153.03°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Brisbane: 12876.5 km from centroid",
      "  Meinerzhagen: 3803.9 km from centroid",
      "  Saint-Laurent-du-Var: 3732.3 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Brisbane",
      "FINAL ANSWER: Brisbane"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.22336,
        "lon": 4.37971,
        "name": "Jega"
      },
      {
        "lat": 30.08843,
        "lon": 31.28351,
        "name": "Ḩadā’iq al Qubbah"
      },
      {
        "lat": 6.80355,
        "lon": -2.5172,
        "name": "Goaso"
      },
      {
        "lat": 26.65817,
        "lon": 31.67137,
        "name": "Sāqultah"
      },
      {
        "lat": -33.55384,
        "lon": -71.60761,
        "name": "Cartagena"
      }
    ],
    "question": "Which location is the geographic outlier among: Jega, Ḩadā’iq al Qubbah, Goaso, Sāqultah, Cartagena?",
    "ground_truth": {
      "answer": "Cartagena",
      "outlier_distance_km": 8741.6,
      "second_furthest_km": 4159.7,
      "clarity_ratio": 2.1,
      "median_distance_km": 4024.5,
      "distances_to_centroid": {
        "Jega": 755.3,
        "Ḩadā’iq al Qubbah": 4159.7,
        "Goaso": 222.7,
        "Sāqultah": 4024.5,
        "Cartagena": 8741.6
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Jega: (12.22°, 4.38°)",
      "  Ḩadā’iq al Qubbah: (30.09°, 31.28°)",
      "  Goaso: (6.80°, -2.52°)",
      "  Sāqultah: (26.66°, 31.67°)",
      "  Cartagena: (-33.55°, -71.61°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Cartagena: 8741.6 km from centroid",
      "  Ḩadā’iq al Qubbah: 4159.7 km from centroid",
      "  Sāqultah: 4024.5 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Cartagena",
      "FINAL ANSWER: Cartagena"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 44.39318,
        "lon": 41.51929,
        "name": "Otradnaya"
      },
      {
        "lat": 41.3799,
        "lon": 2.18971,
        "name": "la Barceloneta"
      },
      {
        "lat": 43.13763,
        "lon": 5.98317,
        "name": "La Valette-du-Var"
      },
      {
        "lat": 43.41727,
        "lon": 5.21462,
        "name": "Marignane"
      },
      {
        "lat": 32.40732,
        "lon": 104.52738,
        "name": "Pingwu County"
      }
    ],
    "question": "Which location is the geographic outlier among: Otradnaya, la Barceloneta, La Valette-du-Var, Marignane, Pingwu County?",
    "ground_truth": {
      "answer": "Pingwu County",
      "outlier_distance_km": 6362.0,
      "second_furthest_km": 2474.2,
      "clarity_ratio": 2.57,
      "median_distance_km": 2205.2,
      "distances_to_centroid": {
        "Otradnaya": 875.0,
        "la Barceloneta": 2474.2,
        "La Valette-du-Var": 2144.3,
        "Marignane": 2205.2,
        "Pingwu County": 6362.0
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Otradnaya: (44.39°, 41.52°)",
      "  la Barceloneta: (41.38°, 2.19°)",
      "  La Valette-du-Var: (43.14°, 5.98°)",
      "  Marignane: (43.42°, 5.21°)",
      "  Pingwu County: (32.41°, 104.53°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Pingwu County: 6362.0 km from centroid",
      "  la Barceloneta: 2474.2 km from centroid",
      "  Marignane: 2205.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Pingwu County",
      "FINAL ANSWER: Pingwu County"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 51.61633,
        "lon": 7.64451,
        "name": "Bergkamen"
      },
      {
        "lat": 37.48613,
        "lon": -5.98091,
        "name": "La Rinconada"
      },
      {
        "lat": 48.70522,
        "lon": 2.39147,
        "name": "Athis-Mons"
      },
      {
        "lat": 51.06713,
        "lon": 19.44477,
        "name": "Radomsko"
      },
      {
        "lat": -33.20443,
        "lon": -70.67474,
        "name": "Colina"
      }
    ],
    "question": "Which location is the geographic outlier among: Bergkamen, La Rinconada, Athis-Mons, Radomsko, Colina?",
    "ground_truth": {
      "answer": "Colina",
      "outlier_distance_km": 9615.8,
      "second_furthest_km": 3243.3,
      "clarity_ratio": 2.96,
      "median_distance_km": 2671.9,
      "distances_to_centroid": {
        "Bergkamen": 2671.9,
        "La Rinconada": 774.1,
        "Athis-Mons": 2192.8,
        "Radomsko": 3243.3,
        "Colina": 9615.8
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Bergkamen: (51.62°, 7.64°)",
      "  La Rinconada: (37.49°, -5.98°)",
      "  Athis-Mons: (48.71°, 2.39°)",
      "  Radomsko: (51.07°, 19.44°)",
      "  Colina: (-33.20°, -70.67°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Colina: 9615.8 km from centroid",
      "  Radomsko: 3243.3 km from centroid",
      "  Bergkamen: 2671.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Colina",
      "FINAL ANSWER: Colina"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 21.63333,
        "lon": 108.95,
        "name": "Xichang"
      },
      {
        "lat": 11.83223,
        "lon": 75.48252,
        "name": "Peralassery"
      },
      {
        "lat": 17.04325,
        "lon": 99.08128,
        "name": "Ban Tak"
      },
      {
        "lat": 29.07888,
        "lon": 106.262,
        "name": "Lishi"
      },
      {
        "lat": -37.6,
        "lon": 145.15,
        "name": "Doreen"
      }
    ],
    "question": "Which location is the geographic outlier among: Xichang, Peralassery, Ban Tak, Lishi, Doreen?",
    "ground_truth": {
      "answer": "Doreen",
      "outlier_distance_km": 6470.1,
      "second_furthest_km": 3467.6,
      "clarity_ratio": 1.87,
      "median_distance_km": 2300.9,
      "distances_to_centroid": {
        "Xichang": 1486.7,
        "Peralassery": 3467.6,
        "Ban Tak": 1287.4,
        "Lishi": 2300.9,
        "Doreen": 6470.1
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Xichang: (21.63°, 108.95°)",
      "  Peralassery: (11.83°, 75.48°)",
      "  Ban Tak: (17.04°, 99.08°)",
      "  Lishi: (29.08°, 106.26°)",
      "  Doreen: (-37.60°, 145.15°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Doreen: 6470.1 km from centroid",
      "  Peralassery: 3467.6 km from centroid",
      "  Lishi: 2300.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Doreen",
      "FINAL ANSWER: Doreen"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 12.01667,
        "lon": 39.63333,
        "name": "Robīt"
      },
      {
        "lat": -28.16678,
        "lon": 30.23371,
        "name": "Dundee"
      },
      {
        "lat": 4.64231,
        "lon": 7.92438,
        "name": "Eket"
      },
      {
        "lat": -25.47776,
        "lon": 31.14559,
        "name": "Tekwane"
      },
      {
        "lat": -37.91928,
        "lon": 145.05301,
        "name": "Bentleigh East"
      }
    ],
    "question": "Which location is the geographic outlier among: Robīt, Dundee, Eket, Tekwane, Bentleigh East?",
    "ground_truth": {
      "answer": "Bentleigh East",
      "outlier_distance_km": 9354.5,
      "second_furthest_km": 5202.6,
      "clarity_ratio": 1.8,
      "median_distance_km": 3244.0,
      "distances_to_centroid": {
        "Robīt": 3244.0,
        "Dundee": 2575.9,
        "Eket": 5202.6,
        "Tekwane": 2354.8,
        "Bentleigh East": 9354.5
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Robīt: (12.02°, 39.63°)",
      "  Dundee: (-28.17°, 30.23°)",
      "  Eket: (4.64°, 7.92°)",
      "  Tekwane: (-25.48°, 31.15°)",
      "  Bentleigh East: (-37.92°, 145.05°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Bentleigh East: 9354.5 km from centroid",
      "  Eket: 5202.6 km from centroid",
      "  Robīt: 3244.0 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Bentleigh East",
      "FINAL ANSWER: Bentleigh East"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.97371,
        "lon": 32.52627,
        "name": "Suez"
      },
      {
        "lat": 9.62376,
        "lon": -0.82705,
        "name": "Savelugu"
      },
      {
        "lat": -0.56333,
        "lon": 34.93583,
        "name": "Nyamira"
      },
      {
        "lat": 5.65396,
        "lon": 0.0264,
        "name": "Tema New Town"
      },
      {
        "lat": 28.62778,
        "lon": -81.36312,
        "name": "Maitland"
      }
    ],
    "question": "Which location is the geographic outlier among: Suez, Savelugu, Nyamira, Tema New Town, Maitland?",
    "ground_truth": {
      "answer": "Maitland",
      "outlier_distance_km": 8121.7,
      "second_furthest_km": 4496.5,
      "clarity_ratio": 1.81,
      "median_distance_km": 4003.1,
      "distances_to_centroid": {
        "Suez": 4003.1,
        "Savelugu": 605.6,
        "Nyamira": 4496.5,
        "Tema New Town": 1053.0,
        "Maitland": 8121.7
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Suez: (29.97°, 32.53°)",
      "  Savelugu: (9.62°, -0.83°)",
      "  Nyamira: (-0.56°, 34.94°)",
      "  Tema New Town: (5.65°, 0.03°)",
      "  Maitland: (28.63°, -81.36°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Maitland: 8121.7 km from centroid",
      "  Nyamira: 4496.5 km from centroid",
      "  Suez: 4003.1 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Maitland",
      "FINAL ANSWER: Maitland"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 36.48839,
        "lon": -4.99123,
        "name": "San Pedro Alcántara"
      },
      {
        "lat": 52.71083,
        "lon": 5.74861,
        "name": "Emmeloord"
      },
      {
        "lat": 56.01141,
        "lon": -3.72183,
        "name": "Grangemouth"
      },
      {
        "lat": 48.79702,
        "lon": 2.54046,
        "name": "Chennevières-sur-Marne"
      },
      {
        "lat": 5.96669,
        "lon": 8.70632,
        "name": "Ikom"
      }
    ],
    "question": "Which location is the geographic outlier among: San Pedro Alcántara, Emmeloord, Grangemouth, Chennevières-sur-Marne, Ikom?",
    "ground_truth": {
      "answer": "Ikom",
      "outlier_distance_km": 3848.9,
      "second_furthest_km": 1824.0,
      "clarity_ratio": 2.11,
      "median_distance_km": 1447.8,
      "distances_to_centroid": {
        "San Pedro Alcántara": 699.0,
        "Emmeloord": 1447.8,
        "Grangemouth": 1824.0,
        "Chennevières-sur-Marne": 981.3,
        "Ikom": 3848.9
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  San Pedro Alcántara: (36.49°, -4.99°)",
      "  Emmeloord: (52.71°, 5.75°)",
      "  Grangemouth: (56.01°, -3.72°)",
      "  Chennevières-sur-Marne: (48.80°, 2.54°)",
      "  Ikom: (5.97°, 8.71°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ikom: 3848.9 km from centroid",
      "  Grangemouth: 1824.0 km from centroid",
      "  Emmeloord: 1447.8 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ikom",
      "FINAL ANSWER: Ikom"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 19.28881,
        "lon": -99.51163,
        "name": "Lerma de Villada"
      },
      {
        "lat": 41.64753,
        "lon": -88.08951,
        "name": "Romeoville"
      },
      {
        "lat": 34.39916,
        "lon": -118.91815,
        "name": "Fillmore"
      },
      {
        "lat": 40.71427,
        "lon": -73.83097,
        "name": "Kew Gardens"
      },
      {
        "lat": -34.65072,
        "lon": -59.43143,
        "name": "Mercedes"
      }
    ],
    "question": "Which location is the geographic outlier among: Lerma de Villada, Romeoville, Fillmore, Kew Gardens, Mercedes?",
    "ground_truth": {
      "answer": "Mercedes",
      "outlier_distance_km": 6811.3,
      "second_furthest_km": 3418.0,
      "clarity_ratio": 1.99,
      "median_distance_km": 2636.7,
      "distances_to_centroid": {
        "Lerma de Villada": 1213.8,
        "Romeoville": 2376.0,
        "Fillmore": 3418.0,
        "Kew Gardens": 2636.7,
        "Mercedes": 6811.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Lerma de Villada: (19.29°, -99.51°)",
      "  Romeoville: (41.65°, -88.09°)",
      "  Fillmore: (34.40°, -118.92°)",
      "  Kew Gardens: (40.71°, -73.83°)",
      "  Mercedes: (-34.65°, -59.43°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Mercedes: 6811.3 km from centroid",
      "  Fillmore: 3418.0 km from centroid",
      "  Kew Gardens: 2636.7 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Mercedes",
      "FINAL ANSWER: Mercedes"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": 29.63116,
        "lon": 105.83065,
        "name": "Shima"
      },
      {
        "lat": 28.1368,
        "lon": 106.822,
        "name": "Loushanguan"
      },
      {
        "lat": 10.80603,
        "lon": 78.75031,
        "name": "Ellakkudi"
      },
      {
        "lat": 30.79953,
        "lon": 76.02355,
        "name": "Dorāha"
      },
      {
        "lat": 18.90815,
        "lon": -98.43613,
        "name": "Atlixco"
      }
    ],
    "question": "Which location is the geographic outlier among: Shima, Loushanguan, Ellakkudi, Dorāha, Atlixco?",
    "ground_truth": {
      "answer": "Atlixco",
      "outlier_distance_km": 14405.2,
      "second_furthest_km": 5286.4,
      "clarity_ratio": 2.72,
      "median_distance_km": 5171.9,
      "distances_to_centroid": {
        "Shima": 5171.9,
        "Loushanguan": 5286.4,
        "Ellakkudi": 3002.7,
        "Dorāha": 2331.5,
        "Atlixco": 14405.2
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Shima: (29.63°, 105.83°)",
      "  Loushanguan: (28.14°, 106.82°)",
      "  Ellakkudi: (10.81°, 78.75°)",
      "  Dorāha: (30.80°, 76.02°)",
      "  Atlixco: (18.91°, -98.44°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Atlixco: 14405.2 km from centroid",
      "  Loushanguan: 5286.4 km from centroid",
      "  Shima: 5171.9 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Atlixco",
      "FINAL ANSWER: Atlixco"
    ]
  },
  {
    "task": "spatial_patterns",
    "subtask": "outlier_detection",
    "points": [
      {
        "lat": -25.6575,
        "lon": -49.30806,
        "name": "Fazenda Rio Grande"
      },
      {
        "lat": -12.71194,
        "lon": -39.69806,
        "name": "Itatim"
      },
      {
        "lat": -29.68861,
        "lon": -51.46111,
        "name": "Montenegro"
      },
      {
        "lat": -31.43722,
        "lon": -68.52556,
        "name": "Albardón"
      },
      {
        "lat": 14.98333,
        "lon": 102.65,
        "name": "Ban Huai Thalaeng"
      }
    ],
    "question": "Which location is the geographic outlier among: Fazenda Rio Grande, Itatim, Montenegro, Albardón, Ban Huai Thalaeng?",
    "ground_truth": {
      "answer": "Ban Huai Thalaeng",
      "outlier_distance_km": 14035.3,
      "second_furthest_km": 5016.3,
      "clarity_ratio": 2.8,
      "median_distance_km": 3381.2,
      "distances_to_centroid": {
        "Fazenda Rio Grande": 3056.4,
        "Itatim": 2034.2,
        "Montenegro": 3381.2,
        "Albardón": 5016.3,
        "Ban Huai Thalaeng": 14035.3
      }
    },
    "reasoning_steps": [
      "Step 1: Identify all points (5 locations)",
      "  Fazenda Rio Grande: (-25.66°, -49.31°)",
      "  Itatim: (-12.71°, -39.70°)",
      "  Montenegro: (-29.69°, -51.46°)",
      "  Albardón: (-31.44°, -68.53°)",
      "  Ban Huai Thalaeng: (14.98°, 102.65°)",
      "Step 2: Calculate centroid of all points",
      "Step 3: Calculate distance from each point to centroid",
      "  Ban Huai Thalaeng: 14035.3 km from centroid",
      "  Albardón: 5016.3 km from centroid",
      "  Montenegro: 3381.2 km from centroid",
      "Step 4: Identify geographic outlier (furthest from centroid)",
      "  Outlier: Ban Huai Thalaeng",
      "FINAL ANSWER: Ban Huai Thalaeng"
    ]
  }
]