pricefix

app.py

@@ -51,8 +51,7 @@ topAgencies = ['Fastighetsbyrån','Notar','Svensk Fastighetsförmedling','Husman
 
 def downloadAutogluonModel():
     # Download saved Autogluon model from Hopsworks
-    project = hopsworks.login(
-        api_key_value='OWXnoeaQ1Bg6I0IE.EgaQo2HmubMIzfChCahCK6sQVLs4vyrhj2ODWHcYr0RN9f1gqac2dJjn8p2fXwcQ')  # TODO: Remove, lol
+    project = hopsworks.login() 
     mr = project.get_model_registry()
     temp = mr.get_model("ag_model_20230109", version=5)
     temp_ag_folder_path = temp.download()
@@ -72,7 +71,7 @@ def moveFolder(temp_ag_folder_path):
 
 def downloadModel():
     # Download saved Autogluon model from Hopsworks 
-    project = hopsworks.login(api_key_value='OWXnoeaQ1Bg6I0IE.EgaQo2HmubMIzfChCahCK6sQVLs4vyrhj2ODWHcYr0RN9f1gqac2dJjn8p2fXwcQ') # TODO: Remove, lol
+    project = hopsworks.login() 
     mr = project.get_model_registry()
     temp = mr.get_model("xgboost_model", version=5)
     model_path = temp.download()
@@ -293,7 +292,7 @@ def autoPred(df):
     return res, agencyString
 
 def parseAgencyResult(top3, meanPrice):
-    toReturn = '\nTo get the most money for your apartment, you should sell it with the help of one of these agencies:\n'
+    toReturn = 'To get the most money for your apartment, you should sell it with the help of one of these agencies:\n'
     toReturn += 'Top 5:\n'
     for agency, result in top3:
         diff = result - meanPrice
@@ -392,7 +391,7 @@ def sthlm(streetName, number, sqm, rooms, monthlyFee, monthlyCost, floor, yearBu
 
             
 
-    return f'Predicted price of the apartment {mainExplanation}: {parsePrice(mainPred)}', agencyInfo, '\n'.join(result), ''
+    return f'Predicted price of the apartment {mainExplanation}: {parsePrice(mainPred)}', '\n'.join(result), agencyInfo, ''
 
 
 
@@ -413,7 +412,7 @@ for feature in numericalInputs:
 inputs.append(gr.inputs.Checkbox( label='Use AutoGluon instead of XGBoost', default=False))
 
 # Create the interface
-resultOutputs = [gr.outputs.Label(label='Price if sold today'), gr.outputs.Textbox(label='If sold at a different time'), gr.outputs.Textbox(label='Best agencies to use'), gr.outputs.Textbox(label='Error')]
+resultOutputs = [gr.outputs.Label(label='Price if sold today'), gr.outputs.Textbox(label='If sold at a different time'), gr.outputs.Textbox(label='Best agencies to use'), gr.outputs.Textbox(label='Error', type='error')]
 
 demo = gr.Interface(
     fn=sthlm,