Update app.py

app.py

@@ -12,14 +12,17 @@ with open('my-standard-scaler.pkl', 'rb') as file:
 
 # Definir la función de predicción
 def predict_1(SOC: float):
+    SOC = SOC/1.724 # SOC <- MO/1.724
     prediction = 1.58 + np.exp(-0.07*SOC)
     return prediction.round(2)
 
 def predict_2(SOC: float, Cy: float):
+    SOC = SOC/1.724 # SOC <- MO/1.724
     prediction = np.array(2.03 - 0.008*Cy - 0.008*SOC)
     return prediction.round(2)
 
 def predict_3(SOC: float, Cy: float, eCa: float, eMg: float, eK: float, eNa: float, eAlH: float):
+    SOC = SOC/1.724 # SOC <- MO/1.724
     ECEC = eCa + eMg + eK + eNa + eAlH
     xK = eK/ECEC
     prediction = np.array(1.53 - 0.076*SOC + 0.004*Cy - 2.04*xK)
@@ -27,6 +30,7 @@ def predict_3(SOC: float, Cy: float, eCa: float, eMg: float, eK: float, eNa: flo
     
 def predict_4(pH: float, EC: float, CCE: float, SOC: float, Sa: float, Si: float,
             Cy: float, CEC: float, eCa: float, eMg: float, eK: float, eNa: float, eAlH: float):
+    SOC = SOC/1.724 # SOC <- MO/1.724
     ECEC = eCa + eMg + eK + eNa + eAlH
     xCa = eCa/ECEC
     xMg = eMg/ECEC
@@ -45,22 +49,27 @@ with gr.Blocks() as demo:
     gr.Markdown("# Estimar la densidad aparente del suelo")
     with gr.Row():
         with gr.Column():
+            SOC = gr.Number(label="MO (%)", value=2.9408, interactive=True)
+            eK = gr.Number(label="K (meq/100g)", value=0.47, interactive=True)
             pH = gr.Number(label="pH (1:1)", value=7.09, interactive=True)
-            EC = gr.Number(label="CE 1:1 (dS/m)", value=0.31, interactive=True)
-            CCE = gr.Number(label="CaCO<sub>3</sub> (%)", value=0.20, interactive=True) 
-            eMg = gr.Number(label="Mg<sup>2+</sup> (meq/100g)", value=3.47, interactive=True)
-            eAlH = gr.Number(label="Al<sup>3+</sup> + H<sup>+</sup> (meq/100g)", value=0.0, interactive=True)
+            EC = gr.Number(label="C.E. (dS/m)", value=0.31, interactive=True)
+            
         with gr.Column():
-            SOC = gr.Number(label="SOC (%)", value=2.9408, interactive=True)
-            Sa = gr.Number(label="Arena (%)", value=45.0, interactive=True)
+            Cy = gr.Number(label="Arcilla (%)", value=31.0, interactive=True)
+            eNa = gr.Number(label="Na (meq/100g)", value=0.15, interactive=True)
+            CCE = gr.Number(label="CaCO3 (%)", value=0.20, interactive=True) 
+            
+            
+        with gr.Column():
+            eCa = gr.Number(label="Ca (meq/100g)", value=19.44, interactive=True)
+            eAlH = gr.Number(label="Al + H (meq/100g)", value=0.0, interactive=True)
             Si = gr.Number(label="Limo (%)", value=24.0, interactive=True)
-            eK = gr.Number(label="K<sup>+</sup> (meq/100g)", value=0.47, interactive=True)
+            
         with gr.Column():
-            Cy = gr.Number(label="Arcilla (%)", value=31.0, interactive=True)
+            eMg = gr.Number(label="Mg (meq/100g)", value=3.47, interactive=True)
+            Sa = gr.Number(label="Arena (%)", value=45.0, interactive=True)
             CEC = gr.Number(label="CIC (meq/100g)", value=23.52, interactive=True)
-            eCa = gr.Number(label="Ca<sup>2+</sup> (meq/100g)", value=19.44, interactive=True)
-            eNa = gr.Number(label="Na<sup>+</sup> (meq/100g)", value=0.15, interactive=True)
-
+            
     with gr.Row():
         with gr.Column():
             submit_1 = gr.Button(value='Abdelbaki')