added documentation to analysis.py

output/20250204_030912/predictions.csv

@@ -0,0 +1,7 @@
+vwap_direction_next_5min,confidence_score,expected_vwap_change,volatility_estimate,suggested_entry,suggested_stop_loss,suggested_take_profit,key_signals,reasoning,timestamp_prediction,actual_vwap_change,actual_price_change,actual_volume,actual_return,actual_movement,prediction_correct,hour,day_of_week
+up,0.85,0.02,0.03,105162.55,104900.0,105300.0,"['Recent price increase', 'High volume in the last interval', 'MA5 crossing above MA20', 'Previous VWAP movement up']","The current market window shows a strong upward price movement with significant volume, indicating bullish momentum. The MA5 is crossing above the MA20, a bullish signal, and the recent VWAP movement has been upward. Historical similar contexts also show a tendency for VWAP to continue rising after such patterns. Given these factors, a continued upward movement in VWAP is expected with moderate volatility. The suggested entry, stop-loss, and take-profit levels are set to capitalize on this expected movement while managing risk.",2025-01-31 15:30:00+00:00,0.0006223595103330148,-0.0007945831827385064,227617177.6,0.0006223595103330148,up,True,15,4
+up,0.85,0.02,0.03,105477.88,105162.55,105700.0,"['Recent price increase', 'High volume in the last interval', 'MA5 crossing above MA20', 'Previous VWAP movement up']","The current market window shows a strong upward price movement with significant volume, indicating bullish momentum. The MA5 is crossing above the MA20, a bullish signal, and the recent VWAP movement has been upward. Historical similar contexts also show a tendency for VWAP to move up after such patterns. Given these factors, a continued upward movement in VWAP is expected with moderate volatility. The suggested trade levels are set to capitalize on this expected movement while managing risk.",2025-01-31 15:35:00+00:00,0.0003614422540174633,-0.00023517400595893245,175525888.0,0.0003614422540174633,up,True,15,4
+up,0.85,0.15,0.2,105839.16,105477.88,106200.0,"['Recent price increase', 'High volume in the last interval', 'MA5 crossing above MA20', 'Previous VWAP movement up']","The current market window shows a strong upward price movement with significant volume, indicating bullish momentum. The MA5 is crossing above the MA20, a bullish signal, and the recent VWAP movement has been upward. Historical similar contexts also show a tendency for VWAP to continue rising after such patterns. Given these factors, a further increase in VWAP is expected with moderate volatility. The suggested trade levels are set to capitalize on this expected movement while managing risk.",2025-01-31 15:40:00+00:00,0.00048192300535661775,-0.0005716415553996083,147751936.0,0.00048192300535661775,down,False,15,4
+up,0.85,0.12,0.15,105649.51,105477.88,105839.16,"['Recent upward VWAP movement', 'High volume in the last intervals', 'Price consistently above MA5 and MA20', 'Positive price change in recent intervals']","The current market window shows a strong upward trend in both price and VWAP, supported by significant volume spikes in the last few intervals. The price is consistently above both the MA5 and MA20, indicating bullish momentum. Historical similar contexts also show a tendency for VWAP to continue rising after such patterns. Given these factors, a further upward movement in VWAP is expected with moderate volatility. The suggested entry, stop-loss, and take-profit levels are set to capitalize on this expected movement while managing risk.",2025-01-31 15:45:00+00:00,0.0001648807271268371,-0.0009348253007103735,197002581.33333334,0.0001648807271268371,up,True,15,4
+up,0.85,0.12,0.15,105731.3,105500.0,105900.0,"['Recent upward VWAP movement', 'High volume in the last intervals', 'Price above MA5 and MA20', 'Positive price change trend']","The current market window shows a strong upward trend in both price and VWAP, supported by significant volume in the last few intervals. The price is consistently above both the MA5 and MA20, indicating bullish momentum. Historical similar contexts also show a tendency for VWAP to continue rising after such patterns. Given these factors, a further upward movement in VWAP is expected with moderate volatility. The suggested trade levels are set to capitalize on this expected movement while managing risk.",2025-01-31 15:50:00+00:00,0.0,0.00044570787170150616,111935488.0,-0.0,up,True,15,4
+up,0.85,0.12,0.15,105747.66,105600.0,105900.0,"['Recent upward VWAP movement', 'High volume in the last intervals', 'Price consistently above MA5 and MA20', 'Positive price change in recent intervals']","The current market window shows a strong upward trend in both price and VWAP, supported by significant volume increases in the last few intervals. The price is consistently above both the MA5 and MA20, indicating bullish momentum. Historical similar contexts also show a tendency for VWAP to continue rising after such patterns. Given these factors, a further upward movement in VWAP is expected with moderate volatility. The suggested entry, stop-loss, and take-profit levels are set to capitalize on this expected movement while managing risk.",2025-01-31 15:55:00+00:00,,,0.0,,down,False,15,4