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Wind-Speed-Prediction

Datasets:

Description:

The datasets contain the weather of Berlin, Germany (lat = 52.5246, lon = 13.3946) from 1995 to 2004

  • dataset-maonthly.csv contains the Month wise dataset (1)
  • dataset-daily.csv contains day by day dataset (2)

Despriction of Both the datasets dataset-daily.csv and dataset-maonthly.csv has given below:

time air_temperature_mean pressure wind_direction wind_speed
Unit YYYYMM (1) / YYYYMMDD (2) degC hPa deg m/s
description Time as per Gregorian calendar Mean temperature at 2 m height Mean air pressure at sea level Wind direction in 10 m height Mean wind speed at 10 m height
Minimum 199501 (1) / 19950101 (2) -3.6 (1) / -13.7 (2) 1005.6639 (1) / 984.4167 (2) 7 (1) / 0 (2) 2.3 (1) / 0.7 (2)
Maximum 200412 (1) / 20041231 (2) 23 (1) / 30.6 (2) 1025.2272 (1) / 1045 (2) 359 (1) / 359 (2) 5.2 (1) / 10.3 (2)
Mean -- 10.689 (1) / 10.6 (2) 1015.56 (1) / 1015.565916 (2) 225.425 (1) / 200.6731 (2) 3.4691(1) / 3.46367 (2)
Standard Deviation -- 7.2192 (1) / 7.9858 (2) 3.7031 (1) / 9.2113 (2) 68.5984 (1) / 90.7423 (2) 0.5982 (1) / 1.458 (2)
  • (1) - is the monthly dataset
  • (2) - is the daily dataset

Other Content:

  • Create-Dataset notebooks

    1. create-dataset-daily.ipynb
    2. create-dataset-daily.ipynb
  • Testing notebooks

    1. netCDF-test-monthly.ipynb

Maintainer

Relative date Maintenance

Arkadip Bhattacharya

Need help? Feel free to contact me @ [email protected]

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๐Ÿƒ Wind Speed Prediction Model based on Pytorch

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