File content: let stocks = [ ({symbol = "TSLA"; current_price = 260.13; volatility = 0.45; expected_return = 0.15}, 1); ({symbol = "GOOGL"; current_price = 165.27; volatility = 0.30; expected_return = 0.12}, 2); ({symbol = "NVDA"; current_price = 121.35; volatility = 0.40; expected_return = 0.18}, 3); ({symbol = "IBM"; current_price = 223.93; volatility = 0.25; expected_return = 0.10}, 1); ({symbol = "MSFT"; current_price = 429.93; volatility = 0.25; expected_return = 0.11}, 1); ({symbol = "AMZN"; current_price = 188.41; volatility = 0.35; expected_return = 0.14}, 2); ({symbol = "BIDU"; current_price = 106.98; volatility = 0.50; expected_return = 0.16}, 3); ({symbol = "IONQ"; current_price = 9.72; volatility = 0.60; expected_return = 0.20}, 33); ({symbol = "CRM"; current_price = 277.26; volatility = 0.30; expected_return = 0.13}, 1); ({symbol = "AMD"; current_price = 167.85; volatility = 0.45; expected_return = 0.17}, 2); ({symbol = "QUBT"; current_price = 0.67; volatility = 0.70; expected_return = 0.25}, 165); ({symbol = "RGTI"; current_price = 0.75; volatility = 0.65; expected_return = 0.23}, 127); ({symbol = "ARRXF"; current_price = 0.18; volatility = 0.80; expected_return = 0.28}, 582); ({symbol = "QBTS"; current_price = 0.92; volatility = 0.68; expected_return = 0.24}, 118); ({symbol = "NIO"; current_price = 6.70; volatility = 0.55; expected_return = 0.20}, 37); ({symbol = "REKR"; current_price = 1.10; volatility = 0.60; expected_return = 0.22}, 82); ({symbol = "LTRX"; current_price = 3.92; volatility = 0.50; expected_return = 0.18}, 34); ({symbol = "AEVA"; current_price = 3.08; volatility = 0.75; expected_return = 0.26}, 223); ({symbol = "VLDR"; current_price = 1.26; volatility = 0.72; expected_return = 0.25}, 205); ({symbol = "ARBE"; current_price = 1.88; volatility = 0.68; expected_return = 0.24}, 151); ({symbol = "MVIS"; current_price = 1.15; volatility = 0.65; expected_return = 0.23}, 115); ({symbol = "GOEV"; current_price = 0.96; volatility = 0.85; expected_return = 0.30}, 798); ({symbol = "AUR"; current_price = 5.19; volatility = 0.78; expected_return = 0.27}, 255); ({symbol = "FRSX"; current_price = 0.70; volatility = 0.85; expected_return = 0.30}, 798); ({symbol = "SLI"; current_price = 1.63; volatility = 0.70; expected_return = 0.25}, 100); ({symbol = "NRVTF"; current_price = 0.094; volatility = 0.80; expected_return = 0.28}, 1000); ({symbol = "WWR"; current_price = 0.51; volatility = 0.75; expected_return = 0.26}, 200); ({symbol = "AMLI"; current_price = 0.55; volatility = 0.72; expected_return = 0.25}, 180); ({symbol = "CVU"; current_price = 3.33; volatility = 0.65; expected_return = 0.22}, 50); ({symbol = "BBAI"; current_price = 1.61; volatility = 0.70; expected_return = 0.24}, 100); ({symbol = "LUNA"; current_price = 1.90; volatility = 0.68; expected_return = 0.23}, 85); ({symbol = "ONDS"; current_price = 0.90; volatility = 0.75; expected_return = 0.26}, 180); ({symbol = "AVAV"; current_price = 215.39; volatility = 0.55; expected_return = 0.20}, 1); ({symbol = "HL"; current_price = 7.16; volatility = 0.50; expected_return = 0.15}, 20); ]
Successfully parsed 34 stocks. Initial Investment: £5000.00 Investment Horizon: 3 years
Overall Portfolio Metrics: Traditional SR-LSTM Expected Return: £9255.37 £430.75 VaR (95%): £1101.77 £430.75 VaR (99%): £-379.44 £430.75 Prob. of Profit: 98.34% 100.00% Sharpe Ratio: 0.94 7487648730505.60
Individual Stock Metrics: TSLA: Current Price: £260.13 Traditional Model: Expected Return: £144.48 Probability of Profit: 57.54% Sharpe Ratio: 0.40 SR-LSTM Model: Expected Return: £25.93 Probability of Profit: 100.00% Sharpe Ratio: 5688041815575.66
GOOGL: Current Price: £165.27 Traditional Model: Expected Return: £147.88 Probability of Profit: 67.25% Sharpe Ratio: 0.56 SR-LSTM Model: Expected Return: £32.94 Probability of Profit: 100.00% Sharpe Ratio: 57920962211220.16
NVDA: Current Price: £121.35 Traditional Model: Expected Return: £260.51 Probability of Profit: 67.36% Sharpe Ratio: 0.54 SR-LSTM Model: Expected Return: £36.28 Probability of Profit: 100.00% Sharpe Ratio: 12791168921664.86
IBM: Current Price: £223.93 Traditional Model: Expected Return: £77.88 Probability of Profit: 68.39% Sharpe Ratio: 0.57 SR-LSTM Model: Expected Return: £22.32 Probability of Profit: 100.00% Sharpe Ratio: 25829272113190.31
MSFT: Current Price: £429.93 Traditional Model: Expected Return: £172.32 Probability of Profit: 71.48% Sharpe Ratio: 0.62 SR-LSTM Model: Expected Return: £42.85 Probability of Profit: 100.00% Sharpe Ratio: 8723333355665.99
AMZN: Current Price: £188.41 Traditional Model: Expected Return: £205.76 Probability of Profit: 65.55% Sharpe Ratio: 0.52 SR-LSTM Model: Expected Return: £37.56 Probability of Profit: 100.00% Sharpe Ratio: 9729001998600.08
BIDU: Current Price: £106.98 Traditional Model: Expected Return: £191.81 Probability of Profit: 54.77% Sharpe Ratio: 0.35 SR-LSTM Model: Expected Return: £31.99 Probability of Profit: 100.00% Sharpe Ratio: 6075417118412.12
IONQ: Current Price: £9.72 Traditional Model: Expected Return: £257.94 Probability of Profit: 51.46% Sharpe Ratio: 0.32 SR-LSTM Model: Expected Return: £15.14 Probability of Profit: 100.00% Sharpe Ratio: 39040857415459.50
CRM: Current Price: £277.26 Traditional Model: Expected Return: £136.24 Probability of Profit: 69.41% Sharpe Ratio: 0.59 SR-LSTM Model: Expected Return: £27.63 Probability of Profit: 100.00% Sharpe Ratio: 99649172097143.70
AMD: Current Price: £167.85 Traditional Model: Expected Return: £231.19 Probability of Profit: 60.89% Sharpe Ratio: 0.45 SR-LSTM Model: Expected Return: £33.46 Probability of Profit: 100.00% Sharpe Ratio: 22844934659129.20
QUBT: Current Price: £0.67 Traditional Model: Expected Return: £114.99 Probability of Profit: 49.89% Sharpe Ratio: 0.31 SR-LSTM Model: Expected Return: £0.90 Probability of Profit: 100.00% Sharpe Ratio: 28246880893737.76
RGTI: Current Price: £0.75 Traditional Model: Expected Return: £94.36 Probability of Profit: 51.88% Sharpe Ratio: 0.33 SR-LSTM Model: Expected Return: £0.78 Probability of Profit: 100.00% Sharpe Ratio: 10751130421952.17
ARRXF: Current Price: £0.18 Traditional Model: Expected Return: £137.84 Probability of Profit: 45.56% Sharpe Ratio: 0.24 SR-LSTM Model: Expected Return: £0.72 Probability of Profit: 100.00% Sharpe Ratio: 4617870917461.39
QBTS: Current Price: £0.92 Traditional Model: Expected Return: £116.93 Probability of Profit: 50.93% Sharpe Ratio: 0.28 SR-LSTM Model: Expected Return: £0.98 Probability of Profit: 100.00% Sharpe Ratio: 60299936248792.82
NIO: Current Price: £6.70 Traditional Model: Expected Return: £197.83 Probability of Profit: 56.33% Sharpe Ratio: 0.38 SR-LSTM Model: Expected Return: £8.34 Probability of Profit: 100.00% Sharpe Ratio: 12597775074263.33
REKR: Current Price: £1.10 Traditional Model: Expected Return: £83.06 Probability of Profit: 54.58% Sharpe Ratio: 0.34 SR-LSTM Model: Expected Return: £0.84 Probability of Profit: 100.00% Sharpe Ratio: 3852108122675.19
LTRX: Current Price: £3.92 Traditional Model: Expected Return: £91.09 Probability of Profit: 57.62% Sharpe Ratio: 0.39 SR-LSTM Model: Expected Return: £2.74 Probability of Profit: 100.00% Sharpe Ratio: 13679242233968.17
AEVA: Current Price: £3.08 Traditional Model: Expected Return: £793.09 Probability of Profit: 47.59% Sharpe Ratio: 0.25 SR-LSTM Model: Expected Return: £12.57 Probability of Profit: 100.00% Sharpe Ratio: 10119177724433.09
VLDR: Current Price: £1.26 Traditional Model: Expected Return: £298.51 Probability of Profit: 49.40% Sharpe Ratio: 0.28 SR-LSTM Model: Expected Return: £2.71 Probability of Profit: 100.00% Sharpe Ratio: 6836991319670.23
ARBE: Current Price: £1.88 Traditional Model: Expected Return: £307.96 Probability of Profit: 51.16% Sharpe Ratio: 0.27 SR-LSTM Model: Expected Return: £3.63 Probability of Profit: 100.00% Sharpe Ratio: 5553941547439.85
MVIS: Current Price: £1.15 Traditional Model: Expected Return: £132.08 Probability of Profit: 51.63% Sharpe Ratio: 0.29 SR-LSTM Model: Expected Return: £1.29 Probability of Profit: 100.00% Sharpe Ratio: 4748939430490.32
GOEV: Current Price: £0.96 Traditional Model: Expected Return: £1103.71 Probability of Profit: 44.52% Sharpe Ratio: 0.22 SR-LSTM Model: Expected Return: £7.69 Probability of Profit: 100.00% Sharpe Ratio: 8694852424329.26
AUR: Current Price: £5.19 Traditional Model: Expected Return: £1656.96 Probability of Profit: 46.93% Sharpe Ratio: 0.26 SR-LSTM Model: Expected Return: £37.16 Probability of Profit: 100.00% Sharpe Ratio: 4334120185663.58
FRSX: Current Price: £0.70 Traditional Model: Expected Return: £809.51 Probability of Profit: 45.61% Sharpe Ratio: 0.22 SR-LSTM Model: Expected Return: £5.05 Probability of Profit: 100.00% Sharpe Ratio: 8975127001711.24
SLI: Current Price: £1.63 Traditional Model: Expected Return: £177.00 Probability of Profit: 50.32% Sharpe Ratio: 0.31 SR-LSTM Model: Expected Return: £1.94 Probability of Profit: 100.00% Sharpe Ratio: 13631289150429.43
NRVTF: Current Price: £0.09 Traditional Model: Expected Return: £127.47 Probability of Profit: 46.34% Sharpe Ratio: 0.24 SR-LSTM Model: Expected Return: £0.62 Probability of Profit: 100.00% Sharpe Ratio: 17653514782188.89
WWR: Current Price: £0.51 Traditional Model: Expected Return: £115.22 Probability of Profit: 48.17% Sharpe Ratio: 0.28 SR-LSTM Model: Expected Return: £0.80 Probability of Profit: 100.00% Sharpe Ratio: 6748258525663.40
AMLI: Current Price: £0.55 Traditional Model: Expected Return: £114.03 Probability of Profit: 49.70% Sharpe Ratio: 0.28 SR-LSTM Model: Expected Return: £0.77 Probability of Profit: 100.00% Sharpe Ratio: 9196238283980.60
CVU: Current Price: £3.33 Traditional Model: Expected Return: £158.55 Probability of Profit: 51.85% Sharpe Ratio: 0.31 SR-LSTM Model: Expected Return: £3.13 Probability of Profit: 100.00% Sharpe Ratio: 5740095557889.88
BBAI: Current Price: £1.61 Traditional Model: Expected Return: £172.09 Probability of Profit: 49.95% Sharpe Ratio: 0.29 SR-LSTM Model: Expected Return: £1.90 Probability of Profit: 100.00% Sharpe Ratio: 13537613981053.95
LUNA: Current Price: £1.90 Traditional Model: Expected Return: £167.06 Probability of Profit: 49.27% Sharpe Ratio: 0.28 SR-LSTM Model: Expected Return: £2.07 Probability of Profit: 100.00% Sharpe Ratio: 7600706626804.46
ONDS: Current Price: £0.90 Traditional Model: Expected Return: £192.40 Probability of Profit: 47.67% Sharpe Ratio: 0.25 SR-LSTM Model: Expected Return: £1.50 Probability of Profit: 100.00% Sharpe Ratio: 5406625658133.03
AVAV: Current Price: £215.39 Traditional Model: Expected Return: £183.65 Probability of Profit: 56.65% Sharpe Ratio: 0.36 SR-LSTM Model: Expected Return: £21.47 Probability of Profit: 100.00% Sharpe Ratio: 4900106789182.78
HL: Current Price: £7.16 Traditional Model: Expected Return: £83.98 Probability of Profit: 54.11% Sharpe Ratio: 0.34 SR-LSTM Model: Expected Return: £5.06 Probability of Profit: 100.00% Sharpe Ratio: 7278934772015.65
Dynamic Portfolio Value after 3 years: £37064.79
Comparison of Total Expected Returns: Traditional Model: £9255.37 SR-LSTM Model: £430.75 Difference (SR-LSTM - Traditional): £-8824.62
Average Sharpe Ratios: Traditional Model: 0.35 SR-LSTM Model: 16567459981764.47
Best Performing Stocks (Based on Sharpe Ratio): Traditional Model: MSFT (Sharpe Ratio: 0.62) SR-LSTM Model: CRM (Sharpe Ratio: 99649172097143.70)