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trading_analysis_results_BTC_USD.json
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{
"timestamp": "2024-10-23T13:31:44.135170",
"symbol": "BTC-USD",
"market_summary": "\n Symbol: BTC-USD\n Date: 2024-10-22\n Close Price: $67361.41\n RSI: 61.52\n MACD: 1680.40\n Bollinger Bands: High $70419.69, Low $58586.58\n LSTM Prediction: $68097.86\n Ensemble Prediction: $60937.96\n Prophet Forecast: $72704.59\n \nNews Sentiment: {'Neutral': 0.5, 'Positive': 0.5}",
"news_sentiment": {
"Neutral": 0.5,
"Positive": 0.5
},
"conversation_history": [
{
"speaker": "LLM",
"content": "Based on the following market summary, suggest a detailed trading strategy with clear entry and exit points, risk management techniques, and indicators to monitor:\n\n\n Symbol: BTC-USD\n Date: 2024-10-22\n Close Price: $67361.41\n RSI: 61.52\n MACD: 1680.40\n Bollinger Bands: High $70419.69, Low $58586.58\n LSTM Prediction: $68097.86\n Ensemble Prediction: $60937.96\n Prophet Forecast: $72704.59\n \nNews Sentiment: {'Neutral': 0.5, 'Positive': 0.5}\n\nThe following are the market results for the first time:\n{'N': '0.4', 'P': 1.0, 'R': 2.2, }\n[0] { 'N1': {0: 0, 0: 1, 1: 2, 2: 3, 3: 4, 4: 5, 5: 6, 6: 7, 7: 8, 8: 9, 9: 10, 10: 11, 11: 12, 12: 13, 13: 14, 14: 15, 15: 18, 18: 19, 19: 20, 20: 21, 21: 22, 22: 23, 23: 24, 24: 25, 25: 26, 26: 27, 27: 28, 28: 29, 29: 30, 30: 31, 31: 32, 32: 33, 33: 34, 34: 35, 35: 36, 36: 37, 37: 38, 38: 39, 39: 40, 40: 41, 41: 42, 42: 43, 43: 44, 44: 45, 45: 46, 46: 47, 47: 48, 48: 49, 49: 50, 50: 51, 51: 52, 52: 53, 53: 54, 54: 55, 55: 56, 56: 57, 57: 58, 58: 59, 59: 60, 60: 63, 63: 64, 64: 65, 65: 66, 66: 67, 67: 68, 68: 69, 69: 70, 70: 71, 71: 72, 72: 73, 73: 74, 74: 75, 75: 76, 76: 77, 77: 78, 78: 79, 79: 80, 80: 81, 81: 82, 82: 83, 83: 84, 84: 85, 85: 86, 86: 87, 87: 88, 88: 89, 89: 90, 90: 91, 91: 92, 92: 93, 93: 94, 94: 95, 95: 96, 96: 97, 97: 98, 98: 99, 99: 100, 100: 101, 101: 102, 102: 103, 103: 104, 104: 105, 105: 106, 106: 107, 107: 108, 108: 109, 109: 110, 110: 111, 111: 112, 112: 113, 113: 114, 114: 115, 115: 116, 116: 117, 117: 118, 118: 119, 119: 120, 120: 121, 121: 122, 122: 123, 123: 124, 124: 125, 125: 126, 126: 127, 127: 128, 128: 129, 129: 130, 130: 131, 131: 132, 132: 133, 133: 134, 134: 135, 135: 136, 136: 137, 137: 138, 138: 139, 139: 140, 140: 141, 141: 142, 142: 143, 143: 144, 144: 145, 145: 146, 146: 147, 147: 148, 148: 149, 149: 150, 150: 151, 151: 152, 152: 153, 153: 154, 154: 155, 155: 156, 156: 157, 157: 158, 158: 159, 159: 160, 160: 161, 161: 162, 162: 163, 163: 164, 164: 165, 165: 166, 166: 167, 167: 168, 168: 169, 169: 170, 170: 171, 171: 172, 172: 173, 173: 174, 174: 175, 175: 176, 176: 177, 177: 178, 178: 179, 179: 180, 180: 181, 181: 182, 182: 183, 183: 184, 184: 185, 185: 186, 186: 187, 187: 188, 188: 189, 189: 190, 190: 191, 191: 192, 192: 193, 193: 194, 194: 195, 195: 196, 196: 197, 197: 198, 198: 199, 199: 200, 200: 201, 201: 202, 202: 203, 203: 204, 204: 205, 205: 206, 206: 207, 207: 208, 208: 209, 209: 210, 210: 211, 211: 212, 212: 213, 213: 214, 214: 215, 215: 216, 216: 217, 217: 218, 218: 219, 219: 220, 220: 221, 221: 222, 222: 223, 223: 224, 224: 225, 225: 226, 226: 227, 227: 228, 228: 229, 229: 230, 230: 231, 231: 232, 232: 233, 233: 234, 234: 235, 235: 236, 236: 237, 237: 238, 238: 239, 239: 240, 240: 241, 241: 242, 242: 243, 243: 244, 244: 245, 245: 246, 246: 247"
},
{
"speaker": "DistilBERT",
"content": "Sentiment: Positive, Confidence: 0.36"
},
{
"speaker": "Feedback",
"content": "Note: Previous strategy was Positive with confidence 0.36. Please improve it by providing more actionable insights."
},
{
"speaker": "LLM",
"content": "Based on the following market summary, suggest a detailed trading strategy with clear entry and exit points, risk management techniques, and indicators to monitor:\n\n\n Symbol: BTC-USD\n Date: 2024-10-22\n Close Price: $67361.41\n RSI: 61.52\n MACD: 1680.40\n Bollinger Bands: High $70419.69, Low $58586.58\n LSTM Prediction: $68097.86\n Ensemble Prediction: $60937.96\n Prophet Forecast: $72704.59\n \nNews Sentiment: {'Neutral': 0.5, 'Positive': 0.5}\nNote: Previous strategy was Positive with confidence 0.36. Please improve it by providing more actionable insights.\n\nThe following table shows the market sentiment of the top 10 trading stocks of 2019. The table also shows that the price of each stock is based on its price in the previous week.\n\n Stock Price $0.0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 353 354 356 357 358 359 360 361 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 384 387 388 389 390 392 395 396 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 416 417 419 420 421 424 425 426 427 428 429 430 435 436 440 443 444 445 455 458 460 470 480 475 501 502 503 504 505 510 512 555 600 601 610 620 625 630 666 701 702 700 737 747 750 777 780 808 820 900 911 1024 1100 1200 1300 1400 1500 1600 1700 1800 2000 2100 2500 2600 3000 2400 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021"
},
{
"speaker": "DistilBERT",
"content": "Sentiment: Positive, Confidence: 0.36"
},
{
"speaker": "Feedback",
"content": "Note: Previous strategy was Positive with confidence 0.36. Please improve it by providing more actionable insights."
},
{
"speaker": "LLM",
"content": "Based on the following market summary, suggest a detailed trading strategy with clear entry and exit points, risk management techniques, and indicators to monitor:\n\n\n Symbol: BTC-USD\n Date: 2024-10-22\n Close Price: $67361.41\n RSI: 61.52\n MACD: 1680.40\n Bollinger Bands: High $70419.69, Low $58586.58\n LSTM Prediction: $68097.86\n Ensemble Prediction: $60937.96\n Prophet Forecast: $72704.59\n \nNews Sentiment: {'Neutral': 0.5, 'Positive': 0.5}\nNote: Previous strategy was Positive with confidence 0.36. Please improve it by providing more actionable insights.\nNote: Previous strategy was Positive with confidence 0.36. Please improve it by providing more actionable insights.\n\n * **The following indicators are indicators of the market's performance:**\n\n\n\n"
},
{
"speaker": "DistilBERT",
"content": "Sentiment: Negative, Confidence: 0.35"
},
{
"speaker": "Feedback",
"content": "Note: Previous strategy was Negative with confidence 0.35. Please improve it by providing more actionable insights."
}
],
"final_strategy": "Based on the following market summary, suggest a detailed trading strategy with clear entry and exit points, risk management techniques, and indicators to monitor:\n\n\n Symbol: BTC-USD\n Date: 2024-10-22\n Close Price: $67361.41\n RSI: 61.52\n MACD: 1680.40\n Bollinger Bands: High $70419.69, Low $58586.58\n LSTM Prediction: $68097.86\n Ensemble Prediction: $60937.96\n Prophet Forecast: $72704.59\n \nNews Sentiment: {'Neutral': 0.5, 'Positive': 0.5}\nNote: Previous strategy was Positive with confidence 0.36. Please improve it by providing more actionable insights.\nNote: Previous strategy was Positive with confidence 0.36. Please improve it by providing more actionable insights.\n\n * **The following indicators are indicators of the market's performance:**\n\n\n\n",
"strategy_sentiment": {
"sentiment": "Negative",
"confidence": 0.35097450017929077
},
"lstm_metrics": {
"mse": "0.00045265",
"mae": "0.01648229"
},
"trajectory_metrics": {
"mse": "0.00079732",
"mae": "0.02125709"
},
"ensemble_metrics": {
"mse": "0.00295097",
"mae": "0.03939600"
},
"cumulative_return": 26.286935059879568,
"forecast": [
{
"ds": "2024-10-25 00:00:00",
"yhat": 71901.10866202327,
"yhat_lower": 66307.98999205724,
"yhat_upper": 78248.7084884106
},
{
"ds": "2024-10-26 00:00:00",
"yhat": 72133.62754231185,
"yhat_lower": 66475.90435784886,
"yhat_upper": 78394.68779447948
},
{
"ds": "2024-10-27 00:00:00",
"yhat": 72348.47782383027,
"yhat_lower": 66593.70515518071,
"yhat_upper": 78226.7484524604
},
{
"ds": "2024-10-28 00:00:00",
"yhat": 72602.49562638793,
"yhat_lower": 66613.0714703699,
"yhat_upper": 78453.64745117973
},
{
"ds": "2024-10-29 00:00:00",
"yhat": 72704.5903161234,
"yhat_lower": 66431.0310336492,
"yhat_upper": 78937.40286983215
}
]
}