S.I

Debug Log

Successfully fetched stock data from TWSE API.
TWSE columns: ['Date', 'Code', 'Name', 'TradeVolume', 'TradeValue', 'OpeningPrice', 'HighestPrice', 'LowestPrice', 'ClosingPrice', 'Change', 'Transaction']
Fetched 1209 stocks.
[]
table is 2379.TW

DataFrame Table

close_yday close macd macd_signal macd_hist kd_9k kd_9d psy_10t psy_20t rsi_5t rsi_10t ma_5 ma_10 ma_20
Date
2025-07-08 00:00:00+08:00 NaN 535.461121 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-07-09 00:00:00+08:00 535.461121 546.894470 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-07-10 00:00:00+08:00 546.894470 549.752808 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-07-11 00:00:00+08:00 549.752808 550.705566 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-07-14 00:00:00+08:00 550.705566 552.611145 NaN NaN NaN NaN NaN NaN NaN NaN NaN 547.085022 NaN NaN
2025-07-15 00:00:00+08:00 552.611145 545.941711 NaN NaN NaN NaN NaN NaN NaN 72.00 NaN 549.181140 NaN NaN
2025-07-16 00:00:00+08:00 545.941711 553.563904 NaN NaN NaN NaN NaN NaN NaN 80.00 NaN 550.515027 NaN NaN
2025-07-17 00:00:00+08:00 553.563904 556.422241 NaN NaN NaN NaN NaN NaN NaN 82.36 NaN 551.848914 NaN NaN
2025-07-18 00:00:00+08:00 556.422241 557.375000 NaN NaN NaN NaN NaN NaN NaN 83.19 NaN 553.182800 NaN NaN
2025-07-21 00:00:00+08:00 557.375000 549.752808 NaN NaN NaN NaN NaN NaN NaN 56.63 NaN 552.611133 549.848077 NaN
2025-07-22 00:00:00+08:00 549.752808 554.516663 NaN NaN NaN NaN NaN 80.0 NaN 65.29 70.00 554.326123 551.753632 NaN
2025-07-23 00:00:00+08:00 554.516663 547.847229 NaN NaN NaN NaN NaN 70.0 NaN 48.38 60.58 553.182788 551.848907 NaN
2025-07-24 00:00:00+08:00 547.847229 544.988892 NaN NaN NaN 26.708039 47.550532 60.0 NaN 42.49 56.93 550.896118 551.372516 NaN
2025-07-25 00:00:00+08:00 544.988892 544.988892 NaN NaN NaN 14.070699 28.525302 50.0 NaN 42.49 56.93 548.418896 550.800848 NaN
2025-07-28 00:00:00+08:00 544.988892 548.799988 NaN NaN NaN 20.847245 20.541994 50.0 NaN 54.13 60.81 548.228333 550.419733 NaN
2025-07-29 00:00:00+08:00 548.799988 548.799988 NaN NaN NaN 29.487134 21.468359 50.0 NaN 54.13 60.81 547.084998 550.705560 NaN
2025-07-30 00:00:00+08:00 548.799988 549.752808 NaN NaN NaN 35.897426 28.743935 50.0 NaN 57.49 61.88 547.466113 550.324451 NaN
2025-07-31 00:00:00+08:00 549.752808 547.847229 NaN NaN NaN 34.615401 33.333320 40.0 NaN 48.59 58.36 548.037781 549.466949 NaN
2025-08-04 00:00:00+08:00 547.847229 519.263916 NaN NaN NaN 33.221892 34.578240 30.0 NaN 12.45 29.98 542.892786 545.655841 NaN
2025-08-05 00:00:00+08:00 519.263916 532.602783 NaN NaN NaN 37.309552 35.048948 40.0 NaN 38.94 44.08 539.653345 543.940839 546.894458
2025-08-06 00:00:00+08:00 532.602783 511.641693 NaN NaN NaN 34.655483 35.062309 30.0 55.0 24.42 32.62 532.221686 539.653342 545.703487
2025-08-07 00:00:00+08:00 511.641693 510.688904 NaN NaN NaN 31.528094 34.497710 30.0 50.0 23.92 32.19 524.408905 535.937509 543.893208
2025-08-08 00:00:00+08:00 510.688904 513.547241 NaN NaN NaN 23.391818 29.858465 40.0 50.0 29.41 35.00 517.548907 532.793344 542.082930
2025-08-11 00:00:00+08:00 513.547241 507.830566 NaN NaN NaN 21.052626 25.324179 40.0 45.0 24.91 32.05 515.262238 529.077512 539.939180
2025-08-12 00:00:00+08:00 507.830566 505.925018 NaN NaN NaN 18.201747 20.882064 30.0 40.0 23.42 31.08 509.926685 524.790015 537.604874
2025-08-13 00:00:00+08:00 505.925018 509.736115 NaN NaN NaN 15.977423 18.410599 40.0 45.0 33.39 35.43 509.545569 520.883627 535.794594
2025-08-14 00:00:00+08:00 509.736115 517.358337 NaN NaN NaN 27.380926 20.520032 40.0 45.0 49.75 43.36 510.879456 517.644180 533.984315
2025-08-15 00:00:00+08:00 517.358337 514.500000 -9.039948 -8.059017 -0.980931 36.177213 26.511854 40.0 40.0 44.61 41.25 511.070007 514.309457 531.888203
2025-08-18 00:00:00+08:00 514.500000 514.500000 -8.521971 -8.151608 -0.370363 43.770997 35.776379 40.0 35.0 44.61 41.25 512.403894 513.833066 529.744453
2025-08-19 00:00:00+08:00 514.500000 506.877777 -8.650899 -8.251466 -0.399433 36.628120 38.858777 30.0 35.0 31.20 35.55 512.594446 511.260565 527.600702
2025-08-20 00:00:00+08:00 506.877777 497.350006 -9.421456 -8.485464 -0.935992 24.947222 35.115446 30.0 30.0 21.22 29.82 510.117224 509.831396 524.742369
2025-08-21 00:00:00+08:00 497.350006 500.208344 -9.581251 -8.704622 -0.876630 15.934042 25.836461 40.0 35.0 29.66 33.40 506.687225 508.783340 522.360425
2025-08-22 00:00:00+08:00 500.208344 498.302795 -9.698614 -8.903420 -0.795194 8.974381 16.618548 30.0 35.0 27.23 32.18 503.447784 507.258896 520.026120
2025-08-25 00:00:00+08:00 498.302795 508.783356 -8.710144 -8.864765 0.154621 24.359019 16.422481 40.0 40.0 53.44 44.51 502.304456 507.354175 518.215843
2025-08-26 00:00:00+08:00 508.783356 518.311096 -7.002682 -8.492348 1.489666 48.717962 27.350454 50.0 40.0 66.97 53.12 504.591119 508.592783 516.691399
2025-08-27 00:00:00+08:00 518.311096 519.263916 -5.534963 -7.900871 2.365908 75.783476 49.620152 50.0 45.0 68.12 53.92 508.973901 509.545563 515.214595
2025-08-28 00:00:00+08:00 519.263916 519.263916 -4.352626 -7.191222 2.838596 84.923243 69.808227 40.0 40.0 68.12 53.92 512.785016 509.736121 513.690150
2025-08-29 00:00:00+08:00 519.263916 508.783356 -4.309427 -6.614863 2.305436 69.414592 76.707104 40.0 40.0 42.52 43.83 514.881128 509.164456 511.736957
2025-09-01 00:00:00+08:00 508.783356 516.405579 -3.542894 -6.000469 2.457575 62.365608 72.234481 50.0 45.0 57.16 51.21 516.405573 509.355014 511.594040
2025-09-02 00:00:00+08:00 516.405579 521.169434 -2.501656 -5.300707 2.799050 64.516099 65.432099 60.0 45.0 64.27 55.29 516.977240 510.784180 511.022372
2025-09-03 00:00:00+08:00 521.169434 516.405579 -2.100007 -4.660567 2.560560 73.118240 66.666649 60.0 45.0 53.23 50.59 516.405573 512.689737 511.260567
2025-09-04 00:00:00+08:00 516.405579 506.877777 -2.591235 -4.246700 1.655465 56.093140 64.575826 50.0 45.0 37.23 42.55 513.928345 513.356680 511.070010
2025-09-05 00:00:00+08:00 506.877777 513.547241 -2.332560 -3.863872 1.531313 43.413980 57.541787 60.0 45.0 50.30 48.87 514.881122 514.881125 511.070010
2025-09-08 00:00:00+08:00 513.547241 519.263916 -1.605732 -3.412244 1.806512 44.444459 47.983860 60.0 50.0 59.36 53.72 515.452789 515.929181 511.641678
2025-09-09 00:00:00+08:00 519.263916 514.500000 -1.452346 -3.020264 1.567919 55.555557 47.804665 50.0 50.0 49.89 49.38 514.118903 515.548071 512.070427
2025-09-10 00:00:00+08:00 514.500000 510.000000 -1.703261 -2.756864 1.053602 55.103249 51.701088 40.0 45.0 41.98 45.53 512.837787 514.621680 512.083621
2025-09-11 00:00:00+08:00 510.000000 525.000000 -0.560809 -2.317653 1.756844 57.206412 55.955073 50.0 45.0 65.06 57.74 516.462231 515.195288 512.465704
2025-09-12 00:00:00+08:00 525.000000 526.000000 0.381193 -1.777884 2.159077 67.206431 59.838697 60.0 50.0 66.18 58.44 518.952783 516.916953 513.040704
2025-09-15 00:00:00+08:00 526.000000 526.000000 1.071918 -1.207923 2.279842 79.047619 67.820154 50.0 50.0 66.18 58.44 520.300000 517.876395 513.615704
2025-09-16 00:00:00+08:00 526.000000 544.000000 3.123115 -0.341716 3.464831 86.666667 77.640239 50.0 55.0 82.23 69.51 526.200000 520.159451 515.471815
2025-09-17 00:00:00+08:00 544.000000 542.000000 4.414293 0.609486 3.804807 90.555556 85.423280 50.0 55.0 77.14 67.30 532.600000 522.718893 517.704315
2025-09-18 00:00:00+08:00 542.000000 543.000000 5.380243 1.563637 3.816605 95.138889 90.787037 60.0 55.0 77.99 67.86 536.200000 526.331116 519.843898
2025-09-19 00:00:00+08:00 543.000000 544.000000 6.088712 2.468652 3.620059 93.750000 93.148148 60.0 60.0 78.97 68.47 539.800000 529.376392 522.128758
2025-09-22 00:00:00+08:00 544.000000 543.000000 6.421151 3.259152 3.161999 93.194444 94.027778 50.0 55.0 74.82 67.06 543.200000 531.750000 523.839590
2025-09-23 00:00:00+08:00 543.000000 540.000000 6.296313 3.866584 2.429729 88.070571 91.671672 50.0 50.0 62.49 62.75 542.400000 534.300000 524.924036
2025-09-24 00:00:00+08:00 540.000000 546.000000 6.614354 4.416138 2.198216 79.549550 86.938188 60.0 50.0 73.43 67.41 543.200000 537.900000 526.260840
2025-09-25 00:00:00+08:00 546.000000 540.000000 6.215772 4.776065 1.439707 67.142142 78.254087 50.0 50.0 53.81 59.18 542.600000 539.400000 527.297644
2025-09-26 00:00:00+08:00 540.000000 539.000000 5.726505 4.966153 0.760352 52.127127 66.272940 40.0 50.0 50.97 57.88 541.600000 540.700000 528.808476
2025-09-29 00:00:00+08:00 539.000000 539.000000 5.265160 5.025954 0.239206 35.950081 51.739783 40.0 45.0 50.97 57.88 540.800000 542.000000 529.938197
2025-09-30 00:00:00+08:00 539.000000 550.000000 5.784855 5.177734 0.607121 41.545894 43.207700 40.0 45.0 74.28 67.60 542.800000 542.600000 531.379726
2025-10-01 00:00:00+08:00 550.000000 522.000000 3.645151 4.871218 -1.226067 30.434783 35.976919 40.0 45.0 29.56 40.90 538.000000 540.600000 531.659447
2025-10-02 00:00:00+08:00 522.000000 527.000000 2.430995 4.383173 -1.952178 27.950311 33.310329 40.0 50.0 37.91 45.20 535.400000 539.000000 532.665558
2025-10-03 00:00:00+08:00 527.000000 532.000000 1.923009 3.891140 -1.968131 14.285714 24.223602 40.0 50.0 45.91 49.29 534.000000 537.800000 533.588196
2025-10-07 00:00:00+08:00 532.000000 546.000000 2.725791 3.658070 -0.932280 37.142857 26.459627 50.0 50.0 62.74 58.85 535.400000 538.100000 534.925000
2025-10-08 00:00:00+08:00 546.000000 549.000000 3.532598 3.632976 -0.100378 59.653680 37.027417 60.0 55.0 65.60 60.62 535.200000 539.000000 536.650000