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ML---Fertilizer-Prediction

based on the soil elements and other attributes the model predicte the appropriate agricultural fertilizer to make the soil suitable for this crop

Atrributes:

  • Temperature
  • Humidity
  • Rainfall
  • Soil - type of soil(0 "Clayey" , 1 "laterite", 2 "silty clay", 3 "sandy",4 "coastal",5 "clay loam",6 "alluvial")
  • Crop - Name of crop (0 "rice",1 "Coconut")
  • N - ratio of Nitrogen (NH4+) content in soil
  • P - ratio of Phosphorous (P) content in soil
  • K - ratio of Potassium (K) content in soil
  • ph - soil acidity (pH)

Target

  • Fertilizer: categorical
    0 "DAP and MOP: Source of P and K",
    1 "Good NPK: NPK are sufficient in soil. No need to apply any fertilizer",
    2 "MOP: Source of K",
    3 "Urea and DAP: Source of N and P",
    4 "Urea and MOP: Source of N and K",
    5 "Urea: Source of N only",
    6 "DAP: Source of P only DAP= Diammonium phosphate, MOP= Muriate of Potash"