Create app.py

app.py

@@ -0,0 +1,46 @@
+"""
+Created on Sun OCT 27 15:24:33 2022
+@author: ISAAC EBILOMA
+"""
+
+import pickle
+import gradio as gr
+
+
+model = pickle.load(open('RandomForest.pkl', 'rb'))
+
+
+def crop(Nitrogen, Phosphorus,
+         Potassium, Temperature,
+         Humidity, pH, Rainfall):
+    prediction = model.predict(
+        [[Nitrogen, Phosphorus, Potassium, Temperature, Humidity, pH, Rainfall]])
+    return prediction[0]
+
+
+# create input and output objects
+# input object1
+input1 = gr.inputs.Number(label="Nitrogen")
+# input object 2
+input2 = gr.inputs.Number(label="Phosphorus")
+# input object3
+input3 = gr.inputs.Number(label="Potassium")
+# input object 4
+input4 = gr.inputs.Number(label="Temperature")
+# input object 5
+input5 = gr.inputs.Number(label="Humidity")
+# input object 6
+input6 = gr.inputs.Number(label="Soil pH")
+# input object 7
+input7 = gr.inputs.Number(label="Rainfall")
+# output object
+output = gr.outputs.Textbox(label="Name of Crop")
+
+
+# create interface
+gui = gr.Interface(fn=crop,
+                   inputs=[input1, input2, input3,
+                           input4, input5, input6, input7],
+                   outputs=output, title='Crop Yield Prediction System', description='Welcome to our Crop Yield Prediction System, this system can recommend \
+kind of crop you should plant based on some properties of the soil and weather conditions.\
+This system can predict the following 23 different crops based on the input data supplied by the user to the system.\n \n Isaac Ebiloma').launch()