Update app.py

app.py

@@ -20,43 +20,25 @@ feature_view = fs.get_feature_view(
 )
 	
 
-def air_quality(city):
-    air_quality_df = pd.DataFrame()
-    weather_df = pd.DataFrame()
-    for i in range(8):
-        weather_data = get_weather_df([get_weather_data((datetime.now() + timedelta(days=i)).strftime("%Y-%m-%d"))])
-        weather_df = weather_df.append(weather_data)
 
-        quality_data= get_air_quality_df([get_air_quality_data(city)])
-        air_quality_df=air_quality_df.append(quality_data)
-        print(air_quality_df)
-        print(weather_df)
-        
-    weather_df = weather_df.drop(columns=["feelslikemin", "feelslikemax","precipprob", "snow", "snowdepth", "uvindex", "date","city","conditions"]).fillna(0)
 
-    start_date = datetime.now() - timedelta(days=1)
-    start_time = int(start_date.timestamp()) * 1000
-	X = feature_view.get_batch_data(start_time=start_time)
+start_date = datetime.now() - timedelta(days=1)
+start_time = int(start_date.timestamp()) * 1000
+X = feature_view.get_batch_data(start_time=start_time)
 
-    X = X.drop(columns=["date"]).fillna(0)
+X = X.drop(columns=["date"]).fillna(0)
 
-    mr = project.get_model_registry()
-    model = mr.get_model("gradient_boost_paris_model", version=1)
-    model_dir = model.download()
-    model = joblib.load(model_dir + "/model.pkl")
+mr = project.get_model_registry()
+model = mr.get_model("gradient_boost_paris_model", version=1)
+model_dir = model.download()
+model = joblib.load(model_dir + "/model.pkl")
 	    
-    preds = model.predict(X)
+preds = model.predict(X)
 	
-    """predictions = ''
-    for k in range(7):
-        predictions += "Predicted AQI on  " + (datetime.now() + timedelta(days=k)).strftime('%Y-%m-%d') + ":      " + str(int(preds[k]))+"\n"
-	        
-        print(predictions)"""
-    return preds
 	
     
 demo = gr.Interface(fn=air_quality, title="Air quality predictor",
-description="Input a value to get next weeks AQI prediction for Malmo", inputs="text", outputs="text")
+description="Input a value to get next weeks AQI prediction for Paris", inputs="text", outputs="text")