/ldssa-hackathon-1

Hacktoon 1 - Lisbon Data Science Starters Academy

Primary LanguageJupyter Notebook

Hackathon #1 - Binary Classification - LDSSA

We have got a final AUC Score of 0.881.

Objectives

The objective of this hackathon is to predict if it will rain tomorrow.

Data Dictionary

  • AmountRain: The amount of rainfall recorded for the day in mm;
  • StrongWindDir: The direction of the strongest wind gust in the 24 hours to midnight;
  • StrongWindSpeed: The speed (km/h) of the strongest wind gust in the 24 hours to midnight;
  • MorningWindDir: Direction of the wind at 9am;
  • AfternoonWindDir: Direction of the wind at 3pm;
  • AfternoonWindSpeed: Wind speed (km/hr) averaged over 10 minutes prior to 3pm;
  • MorningHumidity: Humidity (percent) at 9am;
  • AfternoonHumidity: Humidity (percent) at 3pm;
  • MorningTemp: Temperature (degrees C) at 9am;
  • AfternoonTemp: Temperature (degrees C) at 3pm;
  • DidRainToday: Yes if precipitation (mm) in the 24 hours to 9am exceeds 1mm, otherwise No;
  • DaysSinceNewYear: How many days passed since January 1st of the same year;
  • TomorrowRainForecast: 1 if it will rain tomorrow, otherwise 0 (TARGET).