Update app.py

app.py

@@ -71,7 +71,6 @@ def generate_trading_signals(df):
     df['RSI'] = calculate_rsi(df)
     df['MiddleBB'], df['UpperBB'], df['LowerBB'] = calculate_bollinger_bands(df)
     df['SlowK'], df['SlowD'] = calculate_stochastic_oscillator(df)
-    df['ATR'] = calculate_atr(df)
     df['CMF'] = calculate_cmf(df)
     df['CCI'] = calculate_cci(df)
 
@@ -95,7 +94,6 @@ def generate_trading_signals(df):
     df['Stochastic_Signal'] = np.where((df['SlowK'] < 10) & (df['SlowD'] < 15), 1, 0)
     df['Stochastic_Signal'] = np.where((df['SlowK'] > 90) & (df['SlowD'] > 85), -1, df['Stochastic_Signal'])
     
-    df['ATR_Signal'] = calculate_atr_signal(df)
 
     df['CMF_Signal'] = np.where(df['CMF'] > 0.3, -1, np.where(df['CMF'] < -0.3, 1, 0))
 
@@ -234,7 +232,7 @@ def plot_individual_signals(df, ticker):
 def display_signals(df):
     # Create a signals DataFrame
     signals_df = df[['Close', 'SMA_Signal', 'MACD_Signal', 'RSI_Signal', 
-                      'BB_Signal', 'Stochastic_Signal', 'ATR_Signal', 
+                      'BB_Signal', 'Stochastic_Signal', 
                       'CMF_Signal', 'CCI_Signal']].copy()
 
     # The Date is the index, so we don't need to add it as a column