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Seamless Problem Formulation
- Produce thousands of problems from structured datasets
- Data Flexibility: Single or multi-table dataset support.
Empower Your Data Science Journey with Trane:
import trane
data, metadata = trane.load_airbnb()
problem_generator = trane.ProblemGenerator(
metadata=metadata,
entity_columns=["location"]
)
problems = problem_generator.generate()
print(f'Generated {len(problems)} problems.')
print(problems[108])
print(problems[108].create_target_values(data).head(5))
Output:
Generated 168 problems.
For each <location> predict the majority <rating> in all related records in the next 2 days.
location time target
0 London 2021-01-01 5
1 London 2021-01-03 4
2 London 2021-01-05 5
3 London 2021-01-07 4
4 London 2021-01-09 5
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