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bike-sharing-data's Introduction

Bike Sharing Dashboard

Tugas Akhir Proyek Analisis Data

Setup environment

conda create --name projek1 python=3.11
conda activate projek1
pip install numpy pandas matplotlib seaborn jupyter streamlit 

Run steamlit app

streamlit run dashboard.py

Dataset Characteristics

Both hour.csv and day.csv have the following fields, except hr which is not available in day.csv:

  • instant: record index
  • dteday: date
  • season: season (1:springer, 2:summer, 3:fall, 4:winter)
  • yr: year (0: 2011, 1:2012)
  • mnth: month (1 to 12)
  • hr: hour (0 to 23)
  • holiday: weather day is holiday or not (extracted from DC Government Holiday Schedule)
  • weekday: day of the week
  • workingday: if day is neither weekend nor holiday is 1, otherwise is 0.
  • weathersit:
    • 1: Clear, Few clouds, Partly cloudy, Partly cloudy
    • 2: Mist + Cloudy, Mist + Broken clouds, Mist + Few clouds, Mist
    • 3: Light Snow, Light Rain + Thunderstorm + Scattered clouds, Light Rain + Scattered clouds
    • 4: Heavy Rain + Ice Pallets + Thunderstorm + Mist, Snow + Fog
  • temp: Normalized temperature in Celsius. The values are divided by 41 (max)
  • atemp: Normalized feeling temperature in Celsius. The values are divided by 50 (max)
  • hum: Normalized humidity. The values are divided by 100 (max)
  • windspeed: Normalized wind speed. The values are divided by 67 (max)
  • casual: count of casual users
  • registered: count of registered users
  • cnt: count of total rental bikes including both casual and registered

Information about main_data.csv:

  • date: date format yyyy-mm-dd
  • season: category (spring, summer, fall, winter)
  • year: category (2011, 2012)
  • month: category ('Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec')
  • hour: int (0 to 23)
  • holiday: category, day is holiday or not
  • weekday: category, day of the week ('Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday')
  • workingday: category, if day is neither weekend nor holiday is YES, otherwise is No.
  • weather: category (Clear, Misty, Light_RainSnow, Heavy_RainSnow)
  • temp: float, temperature in Celsius. The values are multiplied by 41 (max)
  • atemp: float, feeling temperature in Celsius. The values are multiplied by 50 (max)
  • humidity: float, humidity. The values are multiplied by 100 (max)
  • windspeed: float, wind speed. The values are multiplied by 67 (max)
  • casual: count of casual users
  • registered: count of registered users
  • total_count: count of total rental bikes including both casual and registered

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