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Sangam-2019

output1.csv : 4/100/99.7 output2.csv : 2/15/99.8314 output3.csv : 2/15/99.93395 output6.csv : 7 : 99.90

file1.csv: 99.37812 / XGBRegressor(objective ='reg:linear', colsample_bytree = 0.3, learning_rate = 0.1, max_depth = 10, alpha = 10, n_estimators = 10)

Observations:

  • dew_point is highly correlated with visibility_in_miles (ρ = 1). So, one column rejected?

  • Maximum days no rain or snow.( as there are lots of zeroes)

  • Most days are cloudy, windy (as no. of zeroes is low)

  • Temperature value has one 0 Kelvin value

Categorical: Date-Time, weather_description, weather_type, is_holiday

Date-Time: split into Date and Time

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