2025-10-20
ACHR 9.48225 11.8701 11.98
UUUU 7.042650000000001 21.67 22.58
BMNR 22.6313375 51.05 53.8
ASTS 35.084225 87.5 82.81
QBTS 12.78695 39.47 34.4
CLSK 10.11975 19.84 20.4
APLD 10.5147 36.0197 35.9
CIFR 5.438850000000001 18.84 19.91
NTLA 10.6178 25.18 27.98
RGTI 13.89675 48.25 43.31
OKLO 51.94695 171.65 159.05
USAR nan 29.89 31.59
QUBT 12.891725 19.11 17.28
BTDR 14.010675 25.0 25.57
EOSE 5.76135 15.49 15.01
NBIS 47.53335 120.5734 109.0
WULF 5.435550000000001 13.98 13.85
SMR 44.075 10/17/2025
QBTS 38.3614
APLD 33.61
CIFR 18.6921
OKLO 162.62
BTDR 24.03
WULF 13.8701
stockname sma200_day9 close_price 10/15/2025
1 ACHR 9.408 13.145
2 HIMS 43.791050000000006 64.175
3 BE 30.353 117.62
4 FLNC 8.123675 21.485
5 SMR 28.178500000000003 52.725
6 UUUU 6.811049999999999 25.165
7 HUT 20.143625 54.44
8 BMNR 21.4952975 53.59
9 ASTS 34.080775 96.75
10 ORLA 9.2164 13.665
11 QBTS 12.24645 45.082
12 SOUN 12.320225 21.3693
13 METC 14.19665 48.585
14 IREN 14.386275 68.26
15 APLD 10.154075 37.72
16 CIFR 5.2571 21.145
17 QS 6.375699999999999 18.1798
18 RGTI 13.23925 55.761
19 LEU 136.76865 435.23
20 PPTA 13.702775 27.735
21 IONQ 38.34195 72.84
22 MP 36.72365 90.66
23 OKLO 49.64535 173.58
24 USAR 33.8923
25 QUBT 12.74495 21.645
26 BTDR 14.029725 25.75
27 EOSE 5.5636 18.325
28 ENVX 8.856504 13.41
29 WULF 5.346375 15.62
================================================================================
COMPREHENSIVE ANALYSIS - Date: 2025-10-03, Flag: open
=====================================================================📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.0526 0.2500 0.0870 4.0
B 0.7452 0.9021 0.8162 470.0
C 0.3404 0.0994 0.1538 161.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 19
Average Percentage of Predicted A: 3.12%
Actual Label Distribution: {'B': 15, 'C': 3, 'A': 1}
Percentage Distribution: {'B': 78.95, 'C': 15.79, 'A': 5.26}
Positive Returns: 16 stocks
Min: 0.69%, Max: 14.56%, Mean: 4.78%, Median: 4.8%
Negative Returns: 3 stocks
Min: -12.06%, Max: -2.11%, Mean: -5.77%, Median: -3.13%
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 4
Average Percentage of Actual A: 20.18%
Predicted Label Distribution: {'B': 3, 'A': 1}
Percentage Distribution: {'B': 75.0, 'A': 25.0}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
EOSE 14.56 A
USAR 7.86 B
BTDR 5.10 B
QS 0.69 B
CIFR 5.71 B
IREN 7.07 B
ACHR 4.58 B
CLSK 6.12 B
WULF 3.94 B
NBIS 3.45 B
RKLB 1.26 B
ASTS 2.07 B
UUUU 5.02 B
SOUN 1.85 B
BMNR 5.17 B
HIMS 2.04 B
QUBT -12.06 C
QBTS -2.11 C
RGTI -3.13 C
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
stockname percent label_pred
EOSE 14.56 A
CMA 14.81 B
AMD 37.51 B
ALAB 13.86 B
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 441
Accuracy: 69.45%
Predicted A Rate: 2.99%
Actual A Rate: 0.63%
================================================================================
COMPREHENSIVE ANALYSIS - Date: 2025-10-03, Flag: high
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.3684 0.3889 0.3784 18.0
B 0.9227 0.9067 0.9146 579.0
C 0.0851 0.1053 0.0941 38.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 19
Average Percentage of Predicted A: 9.15%
Actual Label Distribution: {'B': 11, 'A': 7, 'C': 1}
Percentage Distribution: {'B': 57.89, 'A': 36.84, 'C': 5.26}
Positive Returns: 18 stocks
Min: 4.29%, Max: 20.56%, Mean: 9.94%, Median: 9.44%
Negative Returns: 1 stocks
Min: -5.0%, Max: -5.0%, Mean: -5.0%, Median: -5.0%
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 18
Average Percentage of Actual A: 15.6%
Predicted Label Distribution: {'B': 11, 'A': 7}
Percentage Distribution: {'B': 61.11, 'A': 38.89}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
USAR 12.10 A
QBTS 11.37 A
IREN 15.50 A
ACHR 19.36 A
EOSE 20.56 A
ASTS 10.35 A
BMNR 11.60 A
BTDR 9.29 B
QS 4.77 B
RGTI 7.61 B
CIFR 9.66 B
CLSK 9.60 B
WULF 6.08 B
NBIS 6.08 B
RKLB 5.52 B
UUUU 9.26 B
SOUN 5.88 B
HIMS 4.29 B
QUBT -5.00 C
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
stockname percent label_pred
USAR 12.10 A
QBTS 11.37 A
IREN 15.50 A
ACHR 19.36 A
FLNC 12.40 B
PPTA 10.49 B
RIOT 13.58 B
EOSE 20.56 A
ASTS 10.35 A
PATH 17.98 B
AG 11.89 B
CMA 17.96 B
APLD 10.18 B
BMNR 11.60 A
OKLO 15.56 B
ORLA 16.67 B
AMD 37.67 B
ALAB 15.57 B
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 536
Accuracy: 84.41%
Predicted A Rate: 2.99%
Actual A Rate: 2.83%
===========
COMPREHENSIVE ANALYSIS - Date: 2025-10-06, Flag: open
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.0000 0.0000 0.0000 0.0
B 0.6537 0.8747 0.7482 423.0
C 0.2857 0.0660 0.1073 212.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 20
Average Percentage of Predicted A: 1.9%
Actual Label Distribution: {'B': 18, 'C': 2}
Percentage Distribution: {'B': 90.0, 'C': 10.0}
Positive Returns: 18 stocks
Min: 0.14%, Max: 7.72%, Mean: 2.75%, Median: 2.47%
Negative Returns: 2 stocks
Min: -7.53%, Max: -3.89%, Mean: -5.71%, Median: -5.71%
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 0
Average Percentage of Actual A: nan%
Predicted Label Distribution: {}
Percentage Distribution: {}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
QUBT 7.72 B
USAR 3.53 B
BTDR 0.14 B
QBTS 5.54 B
RGTI 4.65 B
CIFR 0.26 B
PPTA 3.84 B
EOSE 2.45 B
NBIS 2.31 B
IONQ 2.49 B
ENVX 1.70 B
QURE 0.70 B
SBET 0.16 B
APLD 2.60 B
BMNR 2.82 B
APP 1.40 B
ORLA 1.73 B
AMD 5.47 B
ACHR -3.89 C
ASTS -7.53 C
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
No actual A stocks
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 384
Accuracy: 60.47%
Predicted A Rate: 3.15%
Actual A Rate: 0.00%
===========
COMPREHENSIVE ANALYSIS - Date: 2025-10-06, Flag: high
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.1500 0.7500 0.2500 4.0
B 0.9187 0.8874 0.9028 586.0
C 0.0000 0.0000 0.0000 45.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 20
Average Percentage of Predicted A: 5.76%
Actual Label Distribution: {'B': 17, 'A': 3}
Percentage Distribution: {'B': 85.0, 'A': 15.0}
Positive Returns: 20 stocks
Min: 0.51%, Max: 17.48%, Mean: 5.76%, Median: 5.04%
Negative Returns: 0 stocks
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 4
Average Percentage of Actual A: 12.87%
Predicted Label Distribution: {'A': 3, 'B': 1}
Percentage Distribution: {'A': 75.0, 'B': 25.0}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
USAR 17.48 A
RGTI 10.72 A
QURE 10.87 A
QUBT 7.74 B
BTDR 1.15 B
QBTS 8.22 B
CIFR 3.85 B
ACHR 0.51 B
PPTA 5.32 B
EOSE 5.05 B
NBIS 2.67 B
IONQ 5.04 B
ASTS 4.25 B
ENVX 1.70 B
SBET 1.53 B
APLD 5.59 B
BMNR 3.76 B
APP 9.79 B
ORLA 2.43 B
AMD 7.46 B
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
stockname percent label_pred
USAR 17.48 A
RGTI 10.72 A
QURE 10.87 A
UUUU 12.41 B
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 523
Accuracy: 82.36%
Predicted A Rate: 3.15%
Actual A Rate: 0.63%
================================================================================
COMPREHENSIVE ANALYSIS - Date: 2025-10-07, Flag: open
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.0435 1.0000 0.0833 1.0
B 0.7571 0.8815 0.8146 481.0
C 0.2115 0.0719 0.1073 153.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 23
Average Percentage of Predicted A: 1.4%
Actual Label Distribution: {'B': 16, 'C': 6, 'A': 1}
Percentage Distribution: {'B': 69.57, 'C': 26.09, 'A': 4.35}
Positive Returns: 17 stocks
Min: 0.09%, Max: 13.46%, Mean: 2.9%, Median: 2.25%
Negative Returns: 6 stocks
Min: -6.09%, Max: -0.35%, Mean: -2.85%, Median: -2.18%
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 1
Average Percentage of Actual A: 13.46%
Predicted Label Distribution: {'A': 1}
Percentage Distribution: {'A': 100.0}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
ASTS 13.46 A
QUBT 0.09 B
USAR 4.63 B
QBTS 1.12 B
QS 5.94 B
RGTI 0.80 B
CIFR 0.41 B
PPTA 2.46 B
CLSK 2.78 B
METC 0.93 B
NBIS 2.97 B
RKLB 4.29 B
UUUU 2.33 B
MSTR 2.20 B
APLD 1.54 B
BMNR 2.25 B
SEI 1.02 B
BTDR -1.50 C
IREN -2.79 C
ACHR -6.09 C
IONQ -0.35 C
BULL -4.80 C
SBET -1.58 C
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
stockname percent label_pred
ASTS 13.46 A
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 436
Accuracy: 68.66%
Predicted A Rate: 3.62%
Actual A Rate: 0.16%
================================================================================
COMPREHENSIVE ANALYSIS - Date: 2025-10-07, Flag: high
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.2174 0.2500 0.2326 20.0
B 0.9232 0.8883 0.9054 582.0
C 0.0385 0.0606 0.0471 33.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 23
Average Percentage of Predicted A: 6.69%
Actual Label Distribution: {'B': 17, 'A': 5, 'C': 1}
Percentage Distribution: {'B': 73.91, 'A': 21.74, 'C': 4.35}
Positive Returns: 22 stocks
Min: 0.4%, Max: 22.29%, Mean: 7.04%, Median: 5.0%
Negative Returns: 1 stocks
Min: -0.86%, Max: -0.86%, Mean: -0.86%, Median: -0.86%
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 20
Average Percentage of Actual A: 13.28%
Predicted Label Distribution: {'B': 13, 'A': 5, 'C': 2}
Percentage Distribution: {'B': 65.0, 'A': 25.0, 'C': 10.0}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
QBTS 10.72 A
QS 15.92 A
CIFR 14.86 A
RKLB 11.42 A
ASTS 22.29 A
QUBT 3.32 B
USAR 5.24 B
BTDR 0.92 B
RGTI 9.84 B
IREN 0.83 B
ACHR 0.40 B
PPTA 4.75 B
CLSK 9.63 B
METC 4.35 B
NBIS 6.47 B
IONQ 4.01 B
UUUU 9.49 B
SBET 1.58 B
MSTR 2.42 B
APLD 3.37 B
BMNR 3.06 B
SEI 9.90 B
BULL -0.86 C
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
stockname percent label_pred
QBTS 10.72 A
QS 15.92 A
CIFR 14.86 A
FLNC 11.71 B
EOSE 12.30 B
RKLB 11.42 A
SRRK 10.08 B
ASTS 22.29 A
TEM 11.19 B
VSAT 14.03 B
CENX 12.71 B
AG 11.74 C
CLF 10.54 B
CDE 11.80 B
SOUN 10.30 B
HL 11.80 B
AMD 11.52 B
NTLA 29.45 B
DELL 10.09 C
CRSP 11.13 B
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 524
Accuracy: 82.52%
Predicted A Rate: 3.62%
Actual A Rate: 3.15%
===========
COMPREHENSIVE ANALYSIS - Date: 2025-10-08, Flag: open
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.0000 0.0000 0.0000 0.0
B 0.6500 0.8943 0.7528 407.0
C 0.5098 0.1140 0.1864 228.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 24
Average Percentage of Predicted A: 1.39%
Actual Label Distribution: {'B': 18, 'C': 6}
Percentage Distribution: {'B': 75.0, 'C': 25.0}
Positive Returns: 18 stocks
Min: 0.25%, Max: 6.24%, Mean: 2.19%, Median: 1.68%
Negative Returns: 6 stocks
Min: -2.45%, Max: -0.23%, Mean: -1.01%, Median: -0.62%
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 0
Average Percentage of Actual A: nan%
Predicted Label Distribution: {}
Percentage Distribution: {}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
QUBT 1.83 B
USAR 6.24 B
QBTS 1.31 B
QS 0.46 B
RGTI 0.25 B
CIFR 2.16 B
IREN 3.99 B
CLSK 1.48 B
EOSE 1.55 B
IONQ 0.77 B
SRRK 1.81 B
UUUU 5.56 B
JOBY 0.35 B
BULL 3.44 B
SOUN 0.82 B
OKLO 3.77 B
AMD 0.31 B
NTLA 3.35 B
BTDR -0.23 C
ACHR -0.56 C
RKLB -0.63 C
ASTS -0.61 C
SBET -2.45 C
BMNR -1.55 C
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
No actual A stocks
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 390
Accuracy: 61.42%
Predicted A Rate: 3.78%
Actual A Rate: 0.00%
===========
COMPREHENSIVE ANALYSIS - Date: 2025-10-08, Flag: high
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.1667 0.4444 0.2424 9.0
B 0.9018 0.8860 0.8938 570.0
C 0.0784 0.0714 0.0748 56.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 24
Average Percentage of Predicted A: 5.74%
Actual Label Distribution: {'B': 18, 'A': 4, 'C': 2}
Percentage Distribution: {'B': 75.0, 'A': 16.67, 'C': 8.33}
Positive Returns: 22 stocks
Min: 1.75%, Max: 20.61%, Mean: 6.42%, Median: 5.01%
Negative Returns: 2 stocks
Min: -2.39%, Max: -1.15%, Mean: -1.77%, Median: -1.77%
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 9
Average Percentage of Actual A: 14.63%
Predicted Label Distribution: {'B': 5, 'A': 4}
Percentage Distribution: {'B': 55.56, 'A': 44.44}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
USAR 20.61 A
RGTI 11.54 A
UUUU 13.94 A
NTLA 10.28 A
QUBT 2.81 B
BTDR 2.91 B
QBTS 6.98 B
QS 6.52 B
CIFR 3.31 B
IREN 8.51 B
ACHR 1.85 B
CLSK 8.43 B
EOSE 1.82 B
RKLB 4.95 B
IONQ 4.98 B
SRRK 7.19 B
ASTS 9.21 B
JOBY 2.01 B
BULL 4.66 B
SOUN 1.75 B
OKLO 5.03 B
AMD 1.93 B
SBET -2.39 C
BMNR -1.15 C
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
stockname percent label_pred
USAR 20.61 A
RGTI 11.54 A
METC 14.82 B
WULF 11.71 B
MP 10.95 B
PATH 20.28 B
UUUU 13.94 A
NTLA 10.28 A
SEDG 17.55 B
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 513
Accuracy: 80.79%
Predicted A Rate: 3.78%
Actual A Rate: 1.42%
================================================================================
COMPREHENSIVE ANALYSIS - Date: 2025-10-09, Flag: open
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.0909 1.0000 0.1667 2.0
B 0.6984 0.8939 0.7842 443.0
C 0.3696 0.0895 0.1441 190.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 22
Average Percentage of Predicted A: 3.7%
Actual Label Distribution: {'B': 18, 'A': 2, 'C': 2}
Percentage Distribution: {'B': 81.82, 'A': 9.09, 'C': 9.09}
Positive Returns: 20 stocks
Min: 0.24%, Max: 26.39%, Mean: 4.28%, Median: 2.05%
Negative Returns: 2 stocks
Min: -3.91%, Max: -0.32%, Mean: -2.12%, Median: -2.12%
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 2
Average Percentage of Actual A: 18.29%
Predicted Label Distribution: {'A': 2}
Percentage Distribution: {'A': 100.0}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
USAR 10.19 A
APLD 26.39 A
QUBT 1.13 B
QBTS 1.74 B
QS 0.73 B
RGTI 1.53 B
CIFR 4.39 B
IREN 6.31 B
CLSK 4.78 B
METC 1.45 B
WULF 6.36 B
NBIS 1.74 B
MP 2.93 B
ASTS 3.47 B
PATH 0.38 B
UUUU 7.82 B
SMR 1.01 B
BMNR 0.24 B
NTLA 0.63 B
SEDG 2.36 B
KTOS -3.91 C
OKLO -0.32 C
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
stockname percent label_pred
USAR 10.19 A
APLD 26.39 A
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 415
Accuracy: 65.35%
Predicted A Rate: 3.46%
Actual A Rate: 0.31%
===========
COMPREHENSIVE ANALYSIS - Date: 2025-10-09, Flag: high
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.4545 0.6667 0.5405 15.0
B 0.9118 0.9086 0.9102 569.0
C 0.1087 0.0980 0.1031 51.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 22
Average Percentage of Predicted A: 9.56%
Actual Label Distribution: {'B': 12, 'A': 10}
Percentage Distribution: {'B': 54.55, 'A': 45.45}
Positive Returns: 22 stocks
Min: 0.49%, Max: 33.39%, Mean: 9.56%, Median: 8.43%
Negative Returns: 0 stocks
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 15
Average Percentage of Actual A: 15.13%
Predicted Label Distribution: {'A': 10, 'B': 4, 'C': 1}
Percentage Distribution: {'A': 66.67, 'B': 26.67, 'C': 6.67}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
USAR 21.82 A
QS 12.68 A
CIFR 12.28 A
CLSK 10.10 A
WULF 14.13 A
MP 17.47 A
UUUU 13.55 A
SMR 10.39 A
APLD 33.39 A
OKLO 16.85 A
QUBT 2.11 B
QBTS 2.20 B
RGTI 4.29 B
IREN 9.71 B
METC 7.14 B
NBIS 6.38 B
ASTS 4.45 B
PATH 0.49 B
KTOS 4.16 B
BMNR 3.11 B
NTLA 1.25 B
SEDG 2.38 B
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
stockname percent label_pred
USAR 21.82 A
QS 12.68 A
CIFR 12.28 A
PPTA 11.95 B
CLSK 10.10 A
WULF 14.13 A
RKLB 10.66 B
HUT 10.65 C
MP 17.47 A
UUUU 13.55 A
SMR 10.39 A
APLD 33.39 A
LEU 14.05 B
OKLO 16.85 A
UEC 17.05 B
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 532
Accuracy: 83.78%
Predicted A Rate: 3.46%
Actual A Rate: 2.36%
===========
COMPREHENSIVE ANALYSIS - Date: 2025-10-13, Flag: open
================================================================================
📊 BASIC METRICS:
----------------------------------------
precision recall f1 support
A 0.0000 0.0000 0.0000 0.0
B 0.1099 0.9104 0.1961 67.0
C 0.9600 0.0845 0.1553 568.0
🎯 PREDICTED A STOCKS ANALYSIS:
----------------------------------------
Total Predicted A: 30
Average Percentage of Predicted A: -1.7%
Actual Label Distribution: {'C': 26, 'B': 4}
Percentage Distribution: {'C': 86.67, 'B': 13.33}
Positive Returns: 4 stocks
Min: 0.47%, Max: 9.72%, Mean: 5.41%, Median: 5.72%
Negative Returns: 26 stocks
Min: -9.54%, Max: -0.12%, Mean: -2.79%, Median: -2.4%
🏆 ACTUAL A STOCKS ANALYSIS:
----------------------------------------
Total Actual A: 0
Average Percentage of Actual A: nan%
Predicted Label Distribution: {}
Percentage Distribution: {}
📈 PREDICTED A STOCKS DETAILS:
----------------------------------------
stockname percent label_true
USAR 8.56 B
PPTA 0.47 B
MP 2.87 B
UUUU 9.72 B
QUBT -1.16 C
BTDR -9.54 C
QBTS -0.25 C
QS -1.94 C
RGTI -0.12 C
CIFR -2.21 C
IREN -1.42 C
FLNC -3.34 C
METC -0.80 C
EOSE -2.58 C
WULF -1.07 C
IONQ -2.73 C
SRRK -3.08 C
HUT -5.42 C
BE -2.12 C
ASTS -1.99 C
JOBY -2.98 C
SMR -3.80 C
SOUN -2.98 C
APLD -0.50 C
INOD -6.05 C
BMNR -7.32 C
LEU -3.43 C
OKLO -1.73 C
SEI -3.27 C
UEC -0.78 C
📊 ACTUAL A STOCKS DETAILS:
----------------------------------------
No actual A stocks
📋 SUMMARY STATISTICS:
----------------------------------------
Total Stocks: 635
Correct Predictions: 109
Accuracy: 17.17%
Predicted A Rate: 4.72%
Actual A Rate: 0.00%
===========
COMPREHENSIVE ANALYSIS - Date: 2025-10-13, Flag: high
================================================================================
📊 BASIC METRICS:
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precision recall f1 support
A 0.2333 0.500 0.3182 14.0
B 0.8631 0.892 0.8773 537.0
C 0.2200 0.131 0.1642 84.0
🎯 PREDICTED A STOCKS ANALYSIS:
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Total Predicted A: 30
Average Percentage of Predicted A: 6.65%
Actual Label Distribution: {'B': 19, 'A': 7, 'C': 4}
Percentage Distribution: {'B': 63.33, 'A': 23.33, 'C': 13.33}
Positive Returns: 26 stocks
Min: 0.91%, Max: 21.99%, Mean: 7.99%, Median: 6.52%
Negative Returns: 4 stocks
Min: -3.63%, Max: -0.36%, Mean: -2.09%, Median: -2.18%
🏆 ACTUAL A STOCKS ANALYSIS:
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Total Actual A: 14
Average Percentage of Actual A: 14.31%
Predicted Label Distribution: {'A': 7, 'B': 7}
Percentage Distribution: {'A': 50.0, 'B': 50.0}
📈 PREDICTED A STOCKS DETAILS:
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stockname percent label_true
QBTS 11.52 A
IREN 12.72 A
FLNC 21.99 A
WULF 15.64 A
UUUU 13.08 A
SOUN 12.49 A
APLD 11.27 A
QUBT 8.76 B
USAR 8.58 B
BTDR 2.59 B
QS 0.91 B
RGTI 5.90 B
CIFR 5.60 B
PPTA 4.16 B
METC 5.02 B
EOSE 4.46 B
HUT 6.70 B
BE 6.34 B
MP 5.46 B
ASTS 9.54 B
JOBY 9.96 B
SMR 5.33 B
LEU 3.59 B
OKLO 7.13 B
SEI 3.68 B
UEC 5.42 B
IONQ -1.23 C
SRRK -0.36 C
INOD -3.13 C
BMNR -3.63 C
📊 ACTUAL A STOCKS DETAILS:
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stockname percent label_pred
QBTS 11.52 A
IREN 12.72 A
FLNC 21.99 A
CLSK 13.17 B
WULF 15.64 A
DBRG 20.17 B
MARA 13.54 B
UUUU 13.08 A
PCT 14.12 B
SOUN 12.49 A
APLD 11.27 A
DLO 11.97 B
ORLA 18.54 B
PGY 10.17 B
📋 SUMMARY STATISTICS:
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Total Stocks: 635
Correct Predictions: 497
Accuracy: 78.27%
Predicted A Rate: 4.72%
Actual A Rate: 2.20%
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COMPREHENSIVE ANALYSIS - Date: 2025-10-14, Flag: open
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📊 BASIC METRICS:
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precision recall f1 support
A 0.0606 1.0000 0.1143 2.0
B 0.8205 0.7989 0.8095 532.0
C 0.0595 0.0495 0.0541 101.0
🎯 PREDICTED A STOCKS ANALYSIS:
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Total Predicted A: 33
Average Percentage of Predicted A: 4.74%
Actual Label Distribution: {'B': 28, 'C': 3, 'A': 2}
Percentage Distribution: {'B': 84.85, 'C': 9.09, 'A': 6.06}
Positive Returns: 30 stocks
Min: 1.62%, Max: 23.26%, Mean: 5.45%, Median: 4.92%
Negative Returns: 3 stocks
Min: -5.02%, Max: -0.11%, Mean: -2.37%, Median: -1.97%
🏆 ACTUAL A STOCKS ANALYSIS:
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Total Actual A: 2
Average Percentage of Actual A: 17.42%
Predicted Label Distribution: {'A': 2}
Percentage Distribution: {'A': 100.0}
📈 PREDICTED A STOCKS DETAILS:
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stockname percent label_true
BTDR 23.26 A
FLNC 11.57 A
QUBT 6.61 B
QBTS 7.76 B
RGTI 3.14 B
CIFR 2.97 B
IREN 2.62 B
ACHR 3.23 B
PPTA 6.84 B
CLSK 2.43 B
METC 5.39 B
EOSE 7.66 B
WULF 3.36 B
HUT 6.27 B
DBRG 2.37 B
BE 5.92 B
ASTS 4.54 B
MARA 2.07 B
UUUU 1.62 B
AMSC 4.91 B
SMR 5.35 B
SOUN 3.79 B
SYM 4.35 B
APLD 4.97 B
BMNR 2.55 B
LEU 8.54 B
OKLO 6.79 B
ORLA 2.21 B
ALAB 5.58 B
CRDO 4.92 B
USAR -5.02 C
MP -1.97 C
JOBY -0.11 C
📊 ACTUAL A STOCKS DETAILS:
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stockname percent label_pred
BTDR 23.26 A
FLNC 11.57 A
📋 SUMMARY STATISTICS:
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Total Stocks: 635
Correct Predictions: 432
Accuracy: 68.03%
Predicted A Rate: 5.20%
Actual A Rate: 0.31%
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COMPREHENSIVE ANALYSIS - Date: 2025-10-14, Flag: high
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📊 BASIC METRICS:
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precision recall f1 support
A 0.3333 0.5238 0.4074 21.0
B 0.9556 0.8291 0.8879 597.0
C 0.0238 0.1176 0.0396 17.0
🎯 PREDICTED A STOCKS ANALYSIS:
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Total Predicted A: 33
Average Percentage of Predicted A: 8.94%
Actual Label Distribution: {'B': 20, 'A': 11, 'C': 2}
Percentage Distribution: {'B': 60.61, 'A': 33.33, 'C': 6.06}
Positive Returns: 31 stocks
Min: 2.55%, Max: 38.17%, Mean: 9.71%, Median: 7.42%
Negative Returns: 2 stocks
Min: -4.33%, Max: -1.67%, Mean: -3.0%, Median: -3.0%
🏆 ACTUAL A STOCKS ANALYSIS:
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Total Actual A: 21
Average Percentage of Actual A: 14.6%
Predicted Label Distribution: {'A': 11, 'B': 10}
Percentage Distribution: {'A': 52.38, 'B': 47.62}
📈 PREDICTED A STOCKS DETAILS:
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stockname percent label_true
BTDR 38.17 A
ACHR 12.29 A
FLNC 18.54 A
PPTA 16.41 A
EOSE 12.16 A
HUT 14.71 A
BE 10.24 A
SMR 22.65 A
APLD 14.38 A
LEU 16.24 A
OKLO 11.31 A
QUBT 9.23 B
QBTS 8.57 B
RGTI 3.30 B
CIFR 5.31 B
IREN 6.60 B
CLSK 7.42 B
METC 5.96 B
WULF 4.66 B
DBRG 3.78 B
ASTS 5.63 B
MARA 5.44 B
UUUU 4.19 B
JOBY 2.71 B
AMSC 7.55 B
SOUN 4.89 B
SYM 8.07 B
BMNR 2.55 B
ORLA 5.48 B
ALAB 5.59 B
CRDO 7.03 B
USAR -4.33 C
MP -1.67 C
📊 ACTUAL A STOCKS DETAILS:
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stockname percent label_pred
BTDR 38.17 A
QS 12.97 B
ACHR 12.29 A
FLNC 18.54 A
PPTA 16.41 A
NG 10.32 B
EOSE 12.16 A
HUT 14.71 A
BE 10.24 A
ENVX 10.41 B
SMR 22.65 A
BG 13.38 B
APLD 14.38 A
FSLR 10.52 B
INOD 10.76 B
LEU 16.24 A
OKLO 11.31 A
SSRM 10.08 B
HL 10.16 B
NTLA 10.12 B
HIMS 20.88 B
📋 SUMMARY STATISTICS:
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Total Stocks: 635
Correct Predictions: 508
Accuracy: 80.00%
Predicted A Rate: 5.20%
Actual A Rate: 3.31%