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main.py
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209 lines (206 loc) · 7.96 KB
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from investigator_crew import InvestigatorCrew
def main():
# Define the JSON payload for prediction
payload = {
"prediction_config": {
"target_columns": [
{
"name": "INSURANCE_VALUE",
"prediction_placeholder": "'[PREDICT]'",
"task_type": "regression",
},
{
"name": "ITEM_CATEGORY",
"prediction_placeholder": "'[PREDICT]'",
"task_type": "classification",
},
]
},
"index_column": "ITEM_ID",
"rows": [
{
"ITEM_ID": "ART_001",
"ITEM_NAME": "Water Lilies - Series 1",
"ARTIST": "Claude Monet",
"ACQUISITION_DATE": "1987-03-15",
"INSURANCE_VALUE": 45000000,
"ITEM_CATEGORY": "Painting",
"DIMENSIONS": "200x180cm",
"CONDITION_SCORE": 9,
"RARITY_SCORE": 9,
"PROVENANCE_CLARITY": 8,
},
{
"ITEM_ID": "ART_002",
"ITEM_NAME": "Japanese Bridge at Giverny",
"ARTIST": "Claude Monet",
"ACQUISITION_DATE": "1995-06-22",
"INSURANCE_VALUE": 42000000,
"ITEM_CATEGORY": "Painting",
"DIMENSIONS": "92x73cm",
"CONDITION_SCORE": 8,
"RARITY_SCORE": 8,
"PROVENANCE_CLARITY": 9,
},
{
"ITEM_ID": "ART_003",
"ITEM_NAME": "Irises",
"ARTIST": "Vincent van Gogh",
"ACQUISITION_DATE": "2001-11-08",
"INSURANCE_VALUE": "'[PREDICT]'",
"ITEM_CATEGORY": "Painting",
"DIMENSIONS": "71x93cm",
"CONDITION_SCORE": 7,
"RARITY_SCORE": 9,
"PROVENANCE_CLARITY": 8,
},
{
"ITEM_ID": "ART_004",
"ITEM_NAME": "Starry Night Over the Rhone",
"ARTIST": "Vincent van Gogh",
"ACQUISITION_DATE": "1998-09-14",
"INSURANCE_VALUE": 48000000,
"ITEM_CATEGORY": "Painting",
"DIMENSIONS": "73x92cm",
"CONDITION_SCORE": 8,
"RARITY_SCORE": 9,
"PROVENANCE_CLARITY": 9,
},
{
"ITEM_ID": "ART_005",
"ITEM_NAME": "The Birth of Venus",
"ARTIST": "Sandro Botticelli",
"ACQUISITION_DATE": "1992-04-30",
"INSURANCE_VALUE": 55000000,
"ITEM_CATEGORY": "Painting",
"DIMENSIONS": "172x278cm",
"CONDITION_SCORE": 6,
"RARITY_SCORE": 10,
"PROVENANCE_CLARITY": 10,
},
{
"ITEM_ID": "ART_006",
"ITEM_NAME": "Primavera",
"ARTIST": "Sandro Botticelli",
"ACQUISITION_DATE": "1989-02-19",
"INSURANCE_VALUE": 52000000,
"ITEM_CATEGORY": "Painting",
"DIMENSIONS": "203x314cm",
"CONDITION_SCORE": 7,
"RARITY_SCORE": 10,
"PROVENANCE_CLARITY": 10,
},
{
"ITEM_ID": "ART_007",
"ITEM_NAME": "Girl with a Pearl Earring",
"ARTIST": "Johannes Vermeer",
"ACQUISITION_DATE": "2003-07-11",
"INSURANCE_VALUE": "'[PREDICT]'",
"ITEM_CATEGORY": "Painting",
"DIMENSIONS": "44x39cm",
"CONDITION_SCORE": 8,
"RARITY_SCORE": 10,
"PROVENANCE_CLARITY": 9,
},
{
"ITEM_ID": "ART_008",
"ITEM_NAME": "The Music Lesson",
"ARTIST": "Johannes Vermeer",
"ACQUISITION_DATE": "1994-05-20",
"INSURANCE_VALUE": 38000000,
"ITEM_CATEGORY": "Painting",
"DIMENSIONS": "64x73cm",
"CONDITION_SCORE": 8,
"RARITY_SCORE": 9,
"PROVENANCE_CLARITY": 9,
},
{
"ITEM_ID": "ART_009",
"ITEM_NAME": "The Persistence of Memory",
"ARTIST": "Salvador Dalí",
"ACQUISITION_DATE": "2005-03-10",
"INSURANCE_VALUE": 35000000,
"ITEM_CATEGORY": "'[PREDICT]'",
"DIMENSIONS": "24x33cm",
"CONDITION_SCORE": 9,
"RARITY_SCORE": 9,
"PROVENANCE_CLARITY": 10,
},
{
"ITEM_ID": "ART_010",
"ITEM_NAME": "Metamorphosis of Narcissus",
"ARTIST": "Salvador Dalí",
"ACQUISITION_DATE": "1996-08-12",
"INSURANCE_VALUE": 32000000,
"ITEM_CATEGORY": "Painting",
"DIMENSIONS": "51x78cm",
"CONDITION_SCORE": 8,
"RARITY_SCORE": 8,
"PROVENANCE_CLARITY": 8,
},
{
"ITEM_ID": "ART_011",
"ITEM_NAME": "The Bronze Dancer",
"ARTIST": "Auguste Rodin",
"ACQUISITION_DATE": "1991-07-22",
"INSURANCE_VALUE": 8500000,
"ITEM_CATEGORY": "Sculpture",
"DIMENSIONS": "Height: 1.8m",
"CONDITION_SCORE": 9,
"RARITY_SCORE": 7,
"PROVENANCE_CLARITY": 8,
},
{
"ITEM_ID": "ART_012",
"ITEM_NAME": "The Thinker",
"ARTIST": "Auguste Rodin",
"ACQUISITION_DATE": "2000-11-05",
"INSURANCE_VALUE": "'[PREDICT]'",
"ITEM_CATEGORY": "Sculpture",
"DIMENSIONS": "Height: 1.9m",
"CONDITION_SCORE": 9,
"RARITY_SCORE": 7,
"PROVENANCE_CLARITY": 9,
},
{
"ITEM_ID": "ART_013",
"ITEM_NAME": "Hope Diamond Replica - Royal Cut",
"ARTIST": "Unknown Jeweler",
"ACQUISITION_DATE": "1988-02-19",
"INSURANCE_VALUE": 12000000,
"ITEM_CATEGORY": "Jewelry",
"DIMENSIONS": "Width: 15cm",
"CONDITION_SCORE": 10,
"RARITY_SCORE": 10,
"PROVENANCE_CLARITY": 7,
},
{
"ITEM_ID": "ART_014",
"ITEM_NAME": "Cartier Ruby Necklace - 1920s",
"ARTIST": "Cartier",
"ACQUISITION_DATE": "2002-09-11",
"INSURANCE_VALUE": 9500000,
"ITEM_CATEGORY": "Jewelry",
"DIMENSIONS": "Length: 45cm",
"CONDITION_SCORE": 9,
"RARITY_SCORE": 8,
"PROVENANCE_CLARITY": 9,
},
],
"data_schema": {
"ITEM_ID": {"dtype": "string"},
"ITEM_NAME": {"dtype": "string"},
"ARTIST": {"dtype": "string"},
"ACQUISITION_DATE": {"dtype": "date"},
"INSURANCE_VALUE": {"dtype": "numeric"},
"ITEM_CATEGORY": {"dtype": "string", "categories": ["Painting", "Sculpture", "Jewelry"]},
"DIMENSIONS": {"dtype": "string"},
"CONDITION_SCORE": {"dtype": "numeric", "range": [1, 10], "description": "1=Poor to 10=Pristine"},
"RARITY_SCORE": {"dtype": "numeric", "range": [1, 10], "description": "1=Common to 10=Extremely Rare"},
"PROVENANCE_CLARITY": {"dtype": "numeric", "range": [1, 10], "description": "1=Unknown to 10=Perfect Documentation"},
},
}
result = InvestigatorCrew().crew().kickoff(inputs={'suspect_names': "Sophie Dubois, Marcus Chen, Viktor Petrov", 'payload': payload})
print("\n📘 Result:\n", result)
if __name__ == "__main__":
main()