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 1201 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
2025-05-20 00:00:00+08:00 NaN 519.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-05-21 00:00:00+08:00 519.0 525.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-05-22 00:00:00+08:00 525.0 528.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-05-23 00:00:00+08:00 528.0 518.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2025-05-26 00:00:00+08:00 518.0 530.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN 524.0 NaN NaN
2025-05-27 00:00:00+08:00 530.0 521.0 NaN NaN NaN NaN NaN NaN NaN 52.50 NaN 524.4 NaN NaN
2025-05-28 00:00:00+08:00 521.0 539.0 NaN NaN NaN NaN NaN NaN NaN 69.60 NaN 527.2 NaN NaN
2025-05-29 00:00:00+08:00 539.0 541.0 NaN NaN NaN NaN NaN NaN NaN 71.05 NaN 529.8 NaN NaN
2025-06-02 00:00:00+08:00 541.0 525.0 NaN NaN NaN NaN NaN NaN NaN 48.13 NaN 531.2 NaN NaN
2025-06-03 00:00:00+08:00 525.0 543.0 NaN NaN NaN NaN NaN NaN NaN 64.32 NaN 533.8 528.9 NaN
2025-06-04 00:00:00+08:00 543.0 541.0 NaN NaN NaN NaN NaN 60.0 NaN 61.64 61.46 537.8 531.1 NaN
2025-06-05 00:00:00+08:00 541.0 546.0 NaN NaN NaN NaN NaN 60.0 NaN 66.05 63.57 539.2 533.2 NaN
2025-06-06 00:00:00+08:00 546.0 543.0 NaN NaN NaN 79.715058 77.157346 50.0 NaN 60.81 61.33 539.6 534.7 NaN
2025-06-09 00:00:00+08:00 543.0 550.0 NaN NaN NaN 83.441983 82.749118 60.0 NaN 68.18 64.56 544.6 537.9 NaN
2025-06-10 00:00:00+08:00 550.0 555.0 NaN NaN NaN 87.251507 83.469516 60.0 NaN 72.75 66.77 547.0 540.4 NaN
2025-06-11 00:00:00+08:00 555.0 562.0 NaN NaN NaN 95.262028 88.651839 70.0 NaN 78.22 69.70 551.2 544.5 NaN
2025-06-12 00:00:00+08:00 562.0 555.0 NaN NaN NaN 90.778165 91.097233 60.0 NaN 62.52 63.48 553.0 546.1 NaN
2025-06-13 00:00:00+08:00 555.0 550.0 NaN NaN NaN 81.849593 89.296595 50.0 NaN 53.02 59.28 554.4 547.0 NaN
2025-06-16 00:00:00+08:00 550.0 550.0 NaN NaN NaN 67.720073 80.115944 50.0 NaN 53.02 59.28 554.4 549.5 NaN
2025-06-17 00:00:00+08:00 550.0 557.0 NaN NaN NaN 66.816731 72.128799 50.0 NaN 64.74 63.46 554.8 550.9 539.90
2025-06-18 00:00:00+08:00 557.0 553.0 NaN NaN NaN 65.304385 66.613729 50.0 55.0 54.95 59.57 553.0 552.1 541.60
2025-06-19 00:00:00+08:00 553.0 556.0 NaN NaN NaN 56.635802 62.918973 50.0 55.0 60.54 61.53 553.2 553.1 543.15
2025-06-20 00:00:00+08:00 556.0 550.0 NaN NaN NaN 35.674416 52.538201 50.0 50.0 46.20 55.55 553.2 553.8 544.25
2025-06-23 00:00:00+08:00 550.0 545.0 NaN NaN NaN 18.608330 36.972849 40.0 50.0 37.05 50.95 552.2 553.3 545.60
2025-06-24 00:00:00+08:00 545.0 551.0 NaN NaN NaN 16.729245 23.670663 40.0 50.0 51.47 55.82 551.0 552.9 546.65
2025-06-25 00:00:00+08:00 551.0 559.0 NaN NaN NaN 24.836601 20.058059 40.0 55.0 64.87 61.49 552.2 552.6 548.55
2025-06-26 00:00:00+08:00 559.0 560.0 NaN NaN NaN 34.640523 25.402123 50.0 55.0 66.32 62.16 553.0 553.1 549.60
2025-06-27 00:00:00+08:00 560.0 564.0 6.894378 8.090678 -1.196300 43.137255 34.204793 60.0 55.0 72.10 64.89 555.8 554.5 550.75
2025-06-30 00:00:00+08:00 564.0 567.0 7.236685 7.919880 -0.683194 48.366013 42.047930 70.0 60.0 75.96 66.88 560.2 556.2 552.85
2025-07-01 00:00:00+08:00 567.0 561.0 6.845290 7.704962 -0.859672 49.019608 46.840959 60.0 55.0 56.43 59.40 562.2 556.6 553.75
2025-07-02 00:00:00+08:00 561.0 578.0 7.908884 7.745746 0.163138 64.387056 53.924226 70.0 60.0 77.19 69.98 566.0 559.1 555.60
2025-07-03 00:00:00+08:00 578.0 575.0 8.299530 7.856503 0.443027 73.359129 62.255264 60.0 55.0 69.85 66.57 569.0 561.0 557.05
2025-07-04 00:00:00+08:00 575.0 582.0 9.051055 8.095413 0.955641 91.271711 76.339299 70.0 60.0 76.40 70.32 572.6 564.2 559.00
2025-07-07 00:00:00+08:00 582.0 569.0 8.325109 8.141352 0.183756 76.231061 80.287300 70.0 55.0 50.79 57.12 573.0 566.6 559.95
2025-07-08 00:00:00+08:00 569.0 562.0 7.037502 7.920582 -0.883080 57.291667 74.931479 60.0 50.0 41.44 51.36 573.2 567.7 560.30
2025-07-09 00:00:00+08:00 562.0 574.0 7.001438 7.736754 -0.735315 47.222222 60.248316 60.0 50.0 58.01 59.20 572.4 569.2 560.90
2025-07-10 00:00:00+08:00 574.0 577.0 7.113245 7.612052 -0.498807 56.196581 53.570157 60.0 55.0 61.42 60.95 572.8 570.9 562.00
2025-07-11 00:00:00+08:00 577.0 578.0 7.159418 7.521525 -0.362107 74.786325 59.401709 60.0 60.0 62.68 61.56 572.0 572.3 563.40
2025-07-14 00:00:00+08:00 578.0 580.0 7.242785 7.465777 -0.222992 82.051282 71.011396 60.0 65.0 65.50 62.85 574.2 573.6 564.90
2025-07-15 00:00:00+08:00 580.0 573.0 6.573022 7.287226 -0.714204 76.923077 77.920228 60.0 60.0 49.22 55.59 576.4 574.8 565.70
2025-07-16 00:00:00+08:00 573.0 581.0 6.656045 7.160990 -0.504944 79.629630 79.534663 60.0 65.0 62.53 61.27 577.8 575.1 567.10
2025-07-17 00:00:00+08:00 581.0 584.0 6.861988 7.101190 -0.239201 82.285307 79.612671 70.0 65.0 66.63 63.23 579.2 576.0 568.50
2025-07-18 00:00:00+08:00 584.0 585.0 6.982198 7.077391 -0.095194 92.883598 84.932845 70.0 70.0 68.08 63.91 580.6 576.3 570.25
2025-07-21 00:00:00+08:00 585.0 577.0 6.257639 6.913441 -0.655802 84.241623 86.470176 70.0 70.0 47.41 54.93 580.0 577.1 571.85
2025-07-22 00:00:00+08:00 577.0 582.0 6.045820 6.739917 -0.694096 71.146384 82.757202 80.0 70.0 57.49 58.94 581.8 579.1 573.40
2025-07-23 00:00:00+08:00 582.0 575.0 5.178269 6.427587 -1.249318 44.797178 66.728395 70.0 65.0 43.05 51.78 580.6 579.2 574.20
2025-07-24 00:00:00+08:00 575.0 572.0 4.186649 5.979400 -1.792750 26.708075 47.550546 60.0 60.0 37.94 48.94 578.2 578.7 574.80
2025-07-25 00:00:00+08:00 572.0 572.0 3.380097 5.459539 -2.079442 14.070712 28.525322 50.0 55.0 37.94 48.94 575.6 578.1 575.20
2025-07-28 00:00:00+08:00 572.0 576.0 3.070829 4.981797 -1.910968 20.847269 20.542018 50.0 55.0 50.24 53.16 575.4 577.7 575.65
2025-07-29 00:00:00+08:00 576.0 576.0 2.788716 4.543181 -1.754465 29.487179 21.468387 50.0 55.0 50.24 53.16 574.2 578.0 576.40
2025-07-30 00:00:00+08:00 576.0 577.0 2.618169 4.158178 -1.540009 35.897436 28.743961 50.0 55.0 53.81 54.32 574.6 577.6 576.35
2025-07-31 00:00:00+08:00 577.0 575.0 2.273424 3.781228 -1.507803 34.615385 33.333333 40.0 55.0 45.62 51.48 575.2 576.7 576.35
2025-08-04 00:00:00+08:00 575.0 545.0 -0.618546 2.901273 -3.519819 33.221851 34.578224 30.0 50.0 11.83 27.50 569.8 572.7 574.50
2025-08-05 00:00:00+08:00 545.0 559.0 -1.536523 2.013714 -3.550237 37.309550 35.048929 40.0 55.0 38.43 41.60 566.4 570.9 574.00
2025-08-06 00:00:00+08:00 559.0 537.0 -4.094220 0.792127 -4.886347 34.655479 35.062293 30.0 55.0 24.13 31.05 558.6 566.4 572.75
2025-08-07 00:00:00+08:00 537.0 536.0 -6.003264 -0.566951 -5.436313 31.528096 34.497708 30.0 50.0 23.63 30.66 550.4 562.5 570.85
2025-08-08 00:00:00+08:00 536.0 539.0 -7.052760 -1.864113 -5.188647 23.391813 29.858463 40.0 50.0 29.13 33.47 543.2 559.2 568.95
2025-08-11 00:00:00+08:00 539.0 533.0 -8.227015 -3.136693 -5.090321 21.052632 25.324180 40.0 45.0 24.69 30.71 540.8 555.3 566.70
2025-08-12 00:00:00+08:00 533.0 531.0 -9.126969 -4.334749 -4.792220 18.201754 20.882066 30.0 40.0 23.21 29.80 535.2 550.8 564.25
2025-08-13 00:00:00+08:00 531.0 535.0 -9.288806 -5.325560 -3.963246 15.977444 18.410610 40.0 45.0 33.20 34.13 534.8 546.7 562.35
2025-08-14 00:00:00+08:00 535.0 543.0 -8.555121 -5.971472 -2.583649 27.380952 20.520050 40.0 45.0 49.59 42.09 536.2 543.3 560.45
2025-08-15 00:00:00+08:00 543.0 540.0 -8.123604 -6.401899 -1.721705 36.177249 26.511882 40.0 40.0 44.47 40.07 536.4 539.8 558.25
2025-08-18 00:00:00+08:00 540.0 540.0 -7.663500 -6.654219 -1.009281 43.771044 35.776415 40.0 35.0 44.47 40.07 537.8 539.3 556.00
2025-08-19 00:00:00+08:00 540.0 532.0 -7.882844 -6.899944 -0.982900 36.628187 38.858826 30.0 35.0 31.10 34.61 538.0 536.6 553.75
2025-08-20 00:00:00+08:00 532.0 522.0 -8.774516 -7.274858 -1.499658 24.947275 35.115502 30.0 30.0 21.16 29.11 535.4 535.1 550.75