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 1199 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
2025-03-27 00:00:00+08:00 NaN 545.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-03-28 00:00:00+08:00 545.0 548.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-03-31 00:00:00+08:00 548.0 523.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-04-01 00:00:00+08:00 523.0 525.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-04-02 00:00:00+08:00 525.0 530.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN 534.2 NaN NaN
2025-04-07 00:00:00+08:00 530.0 477.0 NaN NaN NaN NaN NaN NaN NaN 11.36 NaN 520.6 NaN NaN
2025-04-08 00:00:00+08:00 477.0 450.5 NaN NaN NaN NaN NaN NaN NaN 8.26 NaN 501.1 NaN NaN
2025-04-09 00:00:00+08:00 450.5 440.0 NaN NaN NaN NaN NaN NaN NaN 7.27 NaN 484.5 NaN NaN
2025-04-10 00:00:00+08:00 440.0 484.0 NaN NaN NaN NaN NaN NaN NaN 42.93 NaN 476.3 NaN NaN
2025-04-11 00:00:00+08:00 484.0 511.0 NaN NaN NaN NaN NaN NaN NaN 55.93 NaN 472.5 503.35 NaN
2025-04-14 00:00:00+08:00 511.0 500.0 NaN NaN NaN NaN NaN 50.0 NaN 50.12 39.13 477.1 498.85 NaN
2025-04-15 00:00:00+08:00 500.0 504.0 NaN NaN NaN NaN NaN 50.0 NaN 52.37 40.41 487.8 494.45 NaN
2025-04-16 00:00:00+08:00 504.0 499.0 NaN NaN NaN 62.557078 61.285904 50.0 NaN 48.92 39.26 499.6 492.05 NaN
2025-04-17 00:00:00+08:00 499.0 508.0 NaN NaN NaN 71.792170 66.310766 50.0 NaN 55.51 42.52 504.4 490.35 NaN
2025-04-18 00:00:00+08:00 508.0 505.0 NaN NaN NaN 78.626174 70.991807 40.0 NaN 52.68 41.70 503.2 487.85 NaN
2025-04-21 00:00:00+08:00 505.0 507.0 NaN NaN NaN 87.771203 79.396516 50.0 NaN 54.61 42.53 504.6 490.85 NaN
2025-04-22 00:00:00+08:00 507.0 496.0 NaN NaN NaN 78.594226 81.663868 50.0 NaN 42.65 39.12 503.0 495.40 NaN
2025-04-23 00:00:00+08:00 496.0 516.0 NaN NaN NaN 82.721893 83.029108 60.0 NaN 61.71 47.59 506.4 503.00 NaN
2025-04-24 00:00:00+08:00 516.0 506.0 NaN NaN NaN 69.275362 76.863827 50.0 NaN 51.10 44.18 506.0 505.20 NaN
2025-04-25 00:00:00+08:00 506.0 525.0 NaN NaN NaN 75.696329 75.897862 50.0 NaN 65.28 51.52 510.0 506.60 504.975
2025-04-28 00:00:00+08:00 525.0 524.0 NaN NaN NaN 69.095182 71.355624 50.0 50.0 64.06 51.13 513.4 509.00 503.925
2025-04-29 00:00:00+08:00 524.0 519.0 NaN NaN NaN 74.774775 73.188762 40.0 45.0 57.35 49.05 518.0 510.50 502.475
2025-04-30 00:00:00+08:00 519.0 524.0 NaN NaN NaN 73.673674 72.514544 50.0 50.0 62.28 51.25 519.6 513.00 502.525
2025-05-02 00:00:00+08:00 524.0 505.0 NaN NaN NaN 55.880881 68.109776 40.0 45.0 40.18 43.34 519.4 512.70 501.525
2025-05-05 00:00:00+08:00 505.0 499.0 NaN NaN NaN 40.092593 56.549049 40.0 40.0 35.25 41.11 514.2 512.10 499.975
2025-05-06 00:00:00+08:00 499.0 499.5 NaN NaN NaN 20.416667 38.796713 40.0 45.0 36.07 41.39 509.3 511.35 501.100
2025-05-07 00:00:00+08:00 499.5 503.0 NaN NaN NaN 21.250000 27.253086 50.0 50.0 42.43 43.47 506.1 512.05 503.725
2025-05-08 00:00:00+08:00 503.0 509.0 0.290326 2.012837 -1.722511 29.583333 23.750000 50.0 55.0 52.55 47.06 503.1 511.35 507.175
2025-05-09 00:00:00+08:00 509.0 513.0 0.750795 1.760428 -1.009633 41.282051 30.705128 60.0 55.0 58.62 49.43 504.7 512.05 508.625
2025-05-12 00:00:00+08:00 513.0 510.0 0.818920 1.572127 -0.753206 48.782051 39.882479 50.0 50.0 52.34 47.65 506.9 510.55 508.575
2025-05-13 00:00:00+08:00 510.0 520.0 1.720971 1.601896 0.119076 57.379612 49.147905 60.0 55.0 67.04 53.81 511.0 510.15 509.575
2025-05-14 00:00:00+08:00 520.0 520.0 2.358923 1.753301 0.605622 62.195122 56.118928 60.0 50.0 67.04 53.81 514.4 510.25 510.375
2025-05-15 00:00:00+08:00 520.0 517.0 2.530586 1.908758 0.621828 65.853659 61.809464 50.0 50.0 58.57 51.56 516.0 509.55 511.275
2025-05-16 00:00:00+08:00 517.0 518.0 2.700421 2.067091 0.633330 62.533875 63.527552 60.0 50.0 60.64 52.30 517.0 510.85 511.775
2025-05-19 00:00:00+08:00 518.0 513.0 2.346482 2.122969 0.223513 53.779310 60.722281 60.0 50.0 46.21 48.22 517.6 512.25 512.175
2025-05-20 00:00:00+08:00 513.0 519.0 2.563324 2.211040 0.352284 51.231884 55.848356 60.0 50.0 60.36 53.10 517.4 514.20 512.775
2025-05-21 00:00:00+08:00 519.0 525.0 3.198938 2.408620 0.790318 54.454106 53.155100 60.0 55.0 70.17 57.55 518.4 516.40 514.225
2025-05-22 00:00:00+08:00 525.0 528.0 3.873804 2.701657 1.172148 66.833333 57.506441 60.0 55.0 74.17 59.67 520.6 518.30 514.825
2025-05-23 00:00:00+08:00 528.0 518.0 3.440501 2.849426 0.591076 57.388889 59.558776 50.0 55.0 47.60 50.34 520.6 518.80 515.425
2025-05-26 00:00:00+08:00 518.0 530.0 4.099130 3.099366 0.999763 63.055556 62.425926 60.0 55.0 65.91 58.91 524.0 520.80 515.675
2025-05-27 00:00:00+08:00 530.0 521.0 3.736484 3.226790 0.509694 50.000000 56.814815 50.0 55.0 49.65 51.50 524.4 520.90 515.525
2025-05-28 00:00:00+08:00 521.0 539.0 4.961773 3.573787 1.387986 73.765432 62.273663 60.0 60.0 68.86 62.09 527.2 522.80 516.525
2025-05-29 00:00:00+08:00 539.0 541.0 5.956047 4.050239 1.905808 73.714927 65.826786 70.0 60.0 70.43 63.09 529.8 525.20 517.375
2025-06-02 00:00:00+08:00 541.0 525.0 5.203652 4.280921 0.922730 69.576996 72.352452 60.0 60.0 46.85 51.15 531.2 525.90 518.375
2025-06-03 00:00:00+08:00 525.0 543.0 6.115019 4.647741 1.467278 67.363288 70.218404 70.0 65.0 63.86 60.49 533.8 528.90 520.575
2025-06-04 00:00:00+08:00 543.0 541.0 6.510619 5.020316 1.490303 66.666667 67.868984 60.0 60.0 61.14 59.10 537.8 531.10 522.650
2025-06-05 00:00:00+08:00 541.0 546.0 7.123628 5.440979 1.682650 85.090312 73.040089 60.0 60.0 65.71 61.56 539.2 533.20 524.800
2025-06-06 00:00:00+08:00 546.0 543.0 7.194321 5.791647 1.402674 79.715058 77.157346 50.0 55.0 60.39 59.19 539.6 534.70 526.500
2025-06-09 00:00:00+08:00 543.0 550.0 7.728136 6.178945 1.549191 83.441983 82.749118 60.0 55.0 67.95 62.90 544.6 537.90 528.350
2025-06-10 00:00:00+08:00 550.0 555.0 8.422378 6.627632 1.794746 87.251507 83.469516 60.0 60.0 72.62 65.40 547.0 540.40 530.600
2025-06-11 00:00:00+08:00 555.0 562.0 9.396516 7.181408 2.215107 95.262028 88.651839 70.0 60.0 78.18 68.68 551.2 544.50 532.700
2025-06-12 00:00:00+08:00 562.0 555.0 9.348860 7.614899 1.733961 90.778165 91.097233 60.0 60.0 62.35 62.13 553.0 546.10 534.450
2025-06-13 00:00:00+08:00 555.0 550.0 8.718796 7.835678 0.883118 81.849593 89.296595 50.0 60.0 52.80 57.76 554.4 547.00 536.100
2025-06-16 00:00:00+08:00 550.0 550.0 8.101411 7.888825 0.212586 67.720073 80.115944 50.0 55.0 52.80 57.76 554.4 549.50 537.700
2025-06-17 00:00:00+08:00 550.0 557.0 8.110162 7.933092 0.177070 66.816731 72.128799 50.0 60.0 64.65 62.34 554.8 550.90 539.900
2025-06-18 00:00:00+08:00 557.0 553.0 7.629884 7.872451 -0.242567 65.304385 66.613729 50.0 55.0 54.82 58.33 553.0 552.10 541.600
2025-06-19 00:00:00+08:00 553.0 556.0 7.401974 7.778355 -0.376381 56.635802 62.918973 50.0 55.0 60.46 60.45 553.2 553.10 543.150
2025-06-20 00:00:00+08:00 556.0 550.0 6.585609 7.539806 -0.954197 35.674416 52.538201 50.0 50.0 46.09 54.30 553.2 553.80 544.250
2025-06-23 00:00:00+08:00 550.0 545.0 5.434350 7.118715 -1.684365 18.608330 36.972849 40.0 50.0 36.94 49.63 552.2 553.30 545.600
2025-06-24 00:00:00+08:00 545.0 551.0 5.007498 6.696471 -1.688974 16.729245 23.670663 40.0 50.0 51.41 54.82 551.0 552.90 546.650
2025-06-25 00:00:00+08:00 551.0 559.0 5.297447 6.416667 -1.119219 24.836601 20.058059 40.0 55.0 64.85 60.79 552.2 552.60 548.550
2025-06-26 00:00:00+08:00 559.0 560.0 5.506935 6.234720 -0.727785 34.640523 25.402123 50.0 55.0 66.30 61.50 553.0 553.10 549.600
2025-06-27 00:00:00+08:00 560.0 564.0 5.912972 6.170371 -0.257399 43.137255 34.204793 60.0 55.0 72.08 64.36 555.8 554.50 550.750