Seoulweather#

The forecast for the next day and current day weather conditions in and near Seoul from 2013-06-30 to 2017-08-30.

From the source: “This data is for the purpose of bias correction of next-day maximum and minimum air temperatures forecast of the LDAPS model operated by the Korea Meteorological Administration over Seoul, South Korea. This data consists of summer data from 2013 to 2017. The input data is largely composed of the LDAPS model’s next-day forecast data, in-situ maximum and minimum temperatures of present-day, and geographic auxiliary variables. There are two outputs (i.e. next-day maximum and minimum air temperatures) in this data.”

Initialization#

library(fosdata)
data <- fosdata::seoulweather

Accessing fields#

data <- fosdata::seoulweather
ldaps_ppt4 <- data$ldaps_ppt4 # Just a random field in the dataset

Interactive R Sample#

You can use the R editor below to interactively explore the dataset and generate plots. This contains a fully self-contained R environment with fosdata, ggplot2, and dplyr loaded.

webR + fosdata Test

Console
Plot

    


    
    

      

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      scatterplot
    

  



LLM instructions#


If using an LLM, you can copy-paste the following instructions to accompany your prompt to inform the model of the fields and their types in the dataset.


LLM Instructions


The fosdata::seoulweather dataset containing the following fields:

fields[25]{name,type,values}:
  station,integer,n/a
  date,character,n/a
  present_tmax,numeric,n/a
  present_tmin,numeric,n/a
  ldaps_r_hmin,numeric,n/a
  ldaps_r_hmax,numeric,n/a
  ldaps_tmax_lapse,numeric,n/a
  ldaps_tmin_lapse,numeric,n/a
  ldaps_ws,numeric,n/a
  ldaps_lh,numeric,n/a
  ldaps_cc1,numeric,n/a
  ldaps_cc2,numeric,n/a
  ldaps_cc3,numeric,n/a
  ldaps_cc4,numeric,n/a
  ldaps_ppt1,numeric,n/a
  ldaps_ppt2,numeric,n/a
  ldaps_ppt3,numeric,n/a
  ldaps_ppt4,numeric,n/a
  lat,numeric,n/a
  lon,numeric,n/a
  dem,numeric,n/a
  slope,numeric,n/a
  solar_radiation,numeric,n/a
  next_tmax,numeric,n/a
  next_tmin,numeric,n/a


Fields#



  
      

          Name
          Description
          Type
          Min
          Max
          Values
      

  
  
      

          station
          used weather station number: 1 to 25
          integer
          1
          25
          -
      

      

          date
          Present day: yyyy-mm-dd (2013-06-30 to 2017-08-30)
          character
          -
          -
          -
      

      

          present_tmax
          Maximum air temperature between 0 and 21 h on the present day: 20 to 37.6
          numeric
          20
          37.6
          -
      

      

          present_tmin
          Minimum air temperature between 0 and 21 h on the present day: 11.3 to 29.9
          numeric
          11.3
          29.9
          -
      

      

          ldaps_r_hmin
          LDAPS model forecast of next-day minimum relative humidity (percent): 19.8 to 98.5
          numeric
          19.7947
          98.5247
          -
      

      

          ldaps_r_hmax
          LDAPS model forecast of next-day maximum relative humidity (percent): 58.9 to 100
          numeric
          58.9363
          100.0002
          -
      

      

          ldaps_tmax_lapse
          LDAPS model forecast of next-day maximum air temperature applied lapse rate: 17.6 to 38.5
          numeric
          17.625
          38.5423
          -
      

      

          ldaps_tmin_lapse
          LDAPS model forecast of next-day minimum air temperature applied lapse rate: 14.3 to 29.6
          numeric
          14.2726
          29.6193
          -
      

      

          ldaps_ws
          LDAPS model forecast of next-day average wind speed (m/s): 2.9 to 21.9
          numeric
          2.8826
          21.8576
          -
      

      

          ldaps_lh
          LDAPS model forecast of next-day average latent heat flux (W/m2): -13.6 to 213.4
          numeric
          -13.6032
          213.414
          -
      

      

          ldaps_cc1
          LDAPS model forecast of next-day 1st 6-hour split average cloud cover (0-5 h) (percent): 0 to 0.97
          numeric
          -
          0.9673
          -
      

      

          ldaps_cc2
          LDAPS model forecast of next-day 2nd 6-hour split average cloud cover (6-11 h) (percent): 0 to 0.97
          numeric
          -
          0.9684
          -
      

      

          ldaps_cc3
          LDAPS model forecast of next-day 3rd 6-hour split average cloud cover (12-17 h) (percent): 0 to 0.98
          numeric
          -
          0.9838
          -
      

      

          ldaps_cc4
          LDAPS model forecast of next-day 4th 6-hour split average cloud cover (18-23 h) (percent): 0 to 0.97
          numeric
          -
          0.9747
          -
      

      

          ldaps_ppt1
          LDAPS model forecast of next-day 1st 6-hour split average precipitation (0-5 h) (percent): 0 to 23.7
          numeric
          -
          23.7015
          -
      

      

          ldaps_ppt2
          LDAPS model forecast of next-day 2nd 6-hour split average precipitation (6-11 h) (percent): 0 to 21.6
          numeric
          -
          21.6217
          -
      

      

          ldaps_ppt3
          LDAPS model forecast of next-day 3rd 6-hour split average precipitation (12-17 h) (percent): 0 to 15.8
          numeric
          -
          15.8412
          -
      

      

          ldaps_ppt4
          LDAPS model forecast of next-day 4th 6-hour split average precipitation (18-23 h) (percent): 0 to 16.7
          numeric
          -
          16.6555
          -
      

      

          lat
          Latitude: 37.456 to 37.645
          numeric
          37.4562
          37.645
          -
      

      

          lon
          Longitude: 126.826 to 127.135
          numeric
          126.826
          127.135
          -
      

      

          dem
          Elevation (m): 12.4 to 212.3
          numeric
          12.37
          212.335
          -
      

      

          slope
          Slope: 0.1 to 5.2
          numeric
          0.0985
          5.1782
          -
      

      

          solar_radiation
          Daily incoming solar radiation (wh/m2): 4329.5 to 5992.9
          numeric
          4329.5205
          5992.896
          -
      

      

          next_tmax
          The next-day maximum air temperature: 17.4 to 38.9
          numeric
          17.4
          38.9
          -
      

      

          next_tmin
          The next-day minimum air temperature: 11.3 to 29.8
          numeric
          11.3
          29.8
          -
      

  



Source#


‘Cho, D., Yoo, C., Im, J., & Cha, D. (2020). Comparative assessment of various machine learning-based bias correction methods for numerical weather prediction model forecasts of extreme air temperatures in urban areas. Earth and Space Science.’ https://archive.ics.uci.edu/ml/datasets/Bias+correction+of+numerical+prediction+model+temperature+forecast



 
      

      

        
  





















  
  
  
  

    
    
      
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