Question: Calculate the percentage of days where Vistra Corp.'s open was greater than the upper channel of Keltner Channel from September 22, 2022 to April 13, 2023. (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.
Formula: Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder}
Data:
date,close,high,low,open
2022-05-27,26.309999465942383,26.325000762939453,25.73500061035156,25.979999542236328
2022-05-31,26.3700008392334,26.68600082397461,25.8799991607666,26.5
2022-06-01,25.899999618530277,26.459999084472656,25.27199935913086,26.36000061035156
2022-06-02,25.979999542236328,26.239999771118164,25.59499931335449,25.959999084472656
2022-06-03,25.850000381469727,26.25,25.82999992370605,25.90999984741211
2022-06-06,26.489999771118164,26.524999618530277,25.81999969482422,25.989999771118164
2022-06-07,27.38999938964844,27.38999938964844,26.38999938964844,26.38999938964844
2022-06-08,26.84000015258789,27.309999465942383,26.6200008392334,27.239999771118164
2022-06-09,26.200000762939453,26.899999618530277,26.170000076293945,26.739999771118164
2022-06-10,25.440000534057617,25.8799991607666,25.43000030517578,25.770000457763672
2022-06-13,23.5,25.040000915527344,23.399999618530277,25.0
2022-06-14,22.959999084472656,23.700000762939453,22.6299991607666,23.450000762939453
2022-06-15,23.5,23.90999984741211,23.100000381469727,23.21999931335449
2022-06-16,22.520000457763672,23.31999969482422,22.280000686645508,23.31999969482422
2022-06-17,22.420000076293945,22.73500061035156,21.84000015258789,22.530000686645508
2022-06-21,22.770000457763672,23.01000022888184,22.5,22.979999542236328
2022-06-22,22.709999084472656,22.881999969482425,22.309999465942383,22.420000076293945
2022-06-23,23.40999984741211,23.459999084472656,22.84000015258789,22.96999931335449
2022-06-24,23.38999938964844,23.600000381469727,23.09499931335449,23.520000457763672
2022-06-27,23.75,24.05500030517578,23.34000015258789,23.38999938964844
2022-06-28,23.25,24.0049991607666,23.059999465942383,23.799999237060547
2022-06-29,22.88999938964844,23.2549991607666,22.38999938964844,23.21999931335449
2022-06-30,22.850000381469727,23.354999542236328,22.51000022888184,22.6200008392334
2022-07-01,23.350000381469727,23.489999771118164,22.893999099731445,23.06999969482422
2022-07-05,21.65999984741211,23.13999938964844,20.9950008392334,22.96999931335449
2022-07-06,21.700000762939453,21.950000762939453,21.364999771118164,21.540000915527344
2022-07-07,22.229999542236328,22.38500022888184,21.975000381469727,22.0
2022-07-08,22.07999992370605,22.32999992370605,21.8700008392334,22.209999084472656
2022-07-11,22.09000015258789,22.334999084472656,21.790000915527344,22.020000457763672
2022-07-12,22.520000457763672,22.649999618530277,21.96999931335449,21.979999542236328
2022-07-13,22.729999542236328,22.864999771118164,22.15999984741211,22.200000762939453
2022-07-14,22.93000030517578,23.020000457763672,22.165000915527344,22.200000762939453
2022-07-15,22.57999992370605,23.06999969482422,22.2549991607666,23.030000686645508
2022-07-18,22.81999969482422,23.32999992370605,22.670000076293945,22.739999771118164
2022-07-19,23.6299991607666,23.73500061035156,23.1299991607666,23.15999984741211
2022-07-20,23.63999938964844,23.729999542236328,23.1200008392334,23.6200008392334
2022-07-21,23.36000061035156,23.690000534057617,23.084999084472656,23.549999237060547
2022-07-22,23.0,23.65999984741211,22.7450008392334,23.40999984741211
2022-07-25,23.36000061035156,23.5,22.780000686645508,23.040000915527344
2022-07-26,23.75,23.76000022888184,23.15999984741211,23.309999465942383
2022-07-27,23.82999992370605,23.959999084472656,23.440000534057617,23.799999237060547
2022-07-28,24.81999969482422,24.8700008392334,24.03499984741211,24.38999938964844
2022-07-29,25.850000381469727,25.86000061035156,24.93000030517578,25.0
2022-08-01,25.36000061035156,25.899999618530277,25.26000022888184,25.700000762939453
2022-08-02,25.26000022888184,25.76000022888184,25.25,25.479999542236328
2022-08-03,25.459999084472656,25.584999084472656,25.11000061035156,25.21999931335449
2022-08-04,25.6200008392334,25.899999618530277,25.530000686645508,25.600000381469727
2022-08-05,24.600000381469727,25.729999542236328,24.309999465942383,25.530000686645508
2022-08-08,24.729999542236328,25.44499969482422,24.559999465942383,24.75
2022-08-09,24.790000915527344,24.809999465942383,24.31999969482422,24.61000061035156
2022-08-10,25.170000076293945,25.21999931335449,24.854999542236328,24.93000030517578
2022-08-11,25.34000015258789,25.780000686645508,25.225000381469727,25.270000457763672
2022-08-12,25.8799991607666,25.90999984741211,25.524999618530277,25.6200008392334
2022-08-15,25.96999931335449,25.989999771118164,25.350000381469727,25.649999618530277
2022-08-16,25.82999992370605,26.0,25.690000534057617,25.790000915527344
2022-08-17,25.530000686645508,25.809999465942383,25.440000534057617,25.489999771118164
2022-08-18,25.84000015258789,26.1200008392334,25.530000686645508,25.530000686645508
2022-08-19,25.25,25.780000686645508,25.13999938964844,25.739999771118164
2022-08-22,24.729999542236328,24.93000030517578,24.59000015258789,24.899999618530277
2022-08-23,24.46999931335449,24.950000762939453,24.459999084472656,24.920000076293945
2022-08-24,25.190000534057617,25.299999237060547,24.3700008392334,24.3700008392334
2022-08-25,25.649999618530277,25.96999931335449,25.1200008392334,25.290000915527344
2022-08-26,24.93000030517578,25.709999084472656,24.920000076293945,25.670000076293945
2022-08-29,24.739999771118164,24.84000015258789,24.399999618530277,24.59000015258789
2022-08-30,24.18000030517578,24.975000381469727,24.18000030517578,24.75
2022-08-31,24.75,24.799999237060547,24.0049991607666,24.059999465942383
2022-09-01,24.959999084472656,25.01000022888184,24.584999084472656,24.670000076293945
2022-09-02,24.959999084472656,25.520000457763672,24.88999938964844,25.18000030517578
2022-09-06,24.34000015258789,25.0,24.31999969482422,24.8799991607666
2022-09-07,24.63999938964844,24.709999084472656,24.295000076293945,24.3700008392334
2022-09-08,24.899999618530277,25.09000015258789,24.53499984741211,24.649999618530277
2022-09-09,25.25,25.45499992370605,24.979999542236328,25.190000534057617
2022-09-12,25.790000915527344,25.84499931335449,25.23500061035156,25.32999992370605
2022-09-13,24.979999542236328,25.725000381469727,24.88500022888184,25.399999618530277
2022-09-14,25.36000061035156,25.3700008392334,24.959999084472656,24.979999542236328
2022-09-15,25.3700008392334,25.395999908447266,25.090999603271484,25.21999931335449
2022-09-16,25.309999465942383,25.32999992370605,24.8700008392334,25.31999969482422
2022-09-19,25.6200008392334,25.809999465942383,25.040000915527344,25.040000915527344
2022-09-20,24.90999984741211,25.450000762939453,24.73500061035156,25.34000015258789
2022-09-21,24.440000534057617,25.31999969482422,24.420000076293945,25.030000686645508
2022-09-22,24.059999465942383,24.459999084472656,23.98500061035156,24.420000076293945
2022-09-23,23.3700008392334,23.690000534057617,23.100000381469727,23.6299991607666
2022-09-26,22.46999931335449,23.34000015258789,22.325000762939453,23.11000061035156
2022-09-27,22.020000457763672,22.815000534057617,21.670000076293945,22.75
2022-09-28,22.299999237060547,22.559999465942383,22.1299991607666,22.309999465942383
2022-09-29,21.3799991607666,22.059999465942383,21.165000915527344,22.01000022888184
2022-09-30,21.0,21.6299991607666,20.920000076293945,21.5
2022-10-03,21.46999931335449,21.84000015258789,21.03499984741211,21.3700008392334
2022-10-04,22.940000534057617,22.940000534057617,21.649999618530277,21.690000534057617
2022-10-05,22.88999938964844,23.13999938964844,22.239999771118164,22.540000915527344
2022-10-06,22.649999618530277,22.920000076293945,22.405000686645508,22.82999992370605
2022-10-07,21.96999931335449,22.61000061035156,21.93000030517578,22.51000022888184
2022-10-10,21.68000030517578,22.375,21.63999938964844,22.0
2022-10-11,21.799999237060547,22.1299991607666,21.375,21.559999465942383
2022-10-12,21.440000534057617,21.79599952697754,21.32999992370605,21.790000915527344
2022-10-13,21.68000030517578,21.95499992370605,20.761999130249023,21.11000061035156
2022-10-14,21.420000076293945,22.21999931335449,21.325000762939453,21.93000030517578
2022-10-17,22.030000686645508,22.489999771118164,21.850000381469727,21.950000762939453
2022-10-18,22.559999465942383,22.6299991607666,22.334999084472656,22.440000534057617
2022-10-19,22.200000762939453,22.40999984741211,21.790000915527344,22.32999992370605
2022-10-20,21.520000457763672,22.295000076293945,21.3799991607666,22.229999542236328
2022-10-21,21.75,21.76799964904785,21.1200008392334,21.479999542236328
2022-10-24,21.489999771118164,22.1200008392334,21.450000762939453,21.799999237060547
2022-10-25,21.989999771118164,22.21999931335449,21.479999542236328,21.520000457763672
2022-10-26,21.899999618530277,22.209999084472656,21.81999969482422,22.07999992370605
2022-10-27,21.979999542236328,22.309999465942383,21.88999938964844,22.1200008392334
2022-10-28,22.979999542236328,23.0,22.02899932861328,22.100000381469727
2022-10-31,22.96999931335449,23.229999542236328,22.770000457763672,22.93000030517578
2022-11-01,22.8700008392334,23.21999931335449,22.70499992370605,23.209999084472656
2022-11-02,22.8700008392334,23.674999237060547,22.729999542236328,22.82999992370605
2022-11-03,23.229999542236328,23.670000076293945,22.559999465942383,22.790000915527344
2022-11-04,22.850000381469727,23.8700008392334,22.43000030517578,23.15999984741211
2022-11-07,23.82999992370605,23.975000381469727,22.75,22.950000762939453
2022-11-08,24.1200008392334,24.350000381469727,23.71500015258789,23.790000915527344
2022-11-09,23.549999237060547,24.18000030517578,23.479999542236328,24.0
2022-11-10,24.59000015258789,24.989999771118164,24.09000015258789,24.38999938964844
2022-11-11,24.09000015258789,24.899999618530277,23.84000015258789,24.799999237060547
2022-11-14,22.950000762939453,24.07999992370605,22.950000762939453,23.88999938964844
2022-11-15,22.700000762939453,23.5049991607666,22.63500022888184,23.38999938964844
2022-11-16,22.82999992370605,23.01000022888184,22.46500015258789,22.5
2022-11-17,22.459999084472656,22.899999618530277,22.38999938964844,22.65999984741211
2022-11-18,22.90999984741211,22.90999984741211,22.6299991607666,22.71999931335449
2022-11-21,22.8799991607666,22.979999542236328,22.51000022888184,22.86000061035156
2022-11-22,23.43000030517578,23.479999542236328,22.8799991607666,22.989999771118164
2022-11-23,24.0,24.06999969482422,23.40999984741211,23.420000076293945
2022-11-25,24.07999992370605,24.399999618530277,23.950000762939453,23.950000762939453
2022-11-28,23.790000915527344,23.899999618530277,23.57200050354004,23.76000022888184
2022-11-29,24.229999542236328,24.290000915527344,23.540000915527344,23.809999465942383
2022-11-30,24.32999992370605,24.44499969482422,23.950000762939453,24.3700008392334
2022-12-01,24.530000686645508,24.81999969482422,24.30500030517578,24.46999931335449
2022-12-02,23.989999771118164,24.38999938964844,23.959999084472656,24.200000762939453
2022-12-05,23.440000534057617,23.84000015258789,23.26000022888184,23.780000686645508
2022-12-06,23.71999931335449,23.75,23.15999984741211,23.299999237060547
2022-12-07,23.63999938964844,24.045000076293945,23.51499938964844,23.6299991607666
2022-12-08,23.59000015258789,23.90999984741211,23.489999771118164,23.68000030517578
2022-12-09,23.86000061035156,24.0049991607666,23.32999992370605,23.40999984741211
2022-12-12,24.21999931335449,24.229999542236328,23.82999992370605,23.979999542236328
2022-12-13,24.290000915527344,25.030000686645508,24.09499931335449,24.57999992370605
2022-12-14,24.350000381469727,24.53499984741211,23.98500061035156,24.100000381469727
2022-12-15,24.32999992370605,24.530000686645508,24.030000686645508,24.239999771118164
2022-12-16,24.06999969482422,24.239999771118164,23.68000030517578,24.07999992370605
2022-12-19,23.86000061035156,24.28499984741211,23.7549991607666,24.049999237060547
2022-12-20,23.81999969482422,24.11000061035156,23.770000457763672,23.84000015258789
2022-12-21,24.170000076293945,24.170000076293945,23.809999465942383,24.0
2022-12-22,23.549999237060547,24.030000686645508,23.309999465942383,24.030000686645508
2022-12-23,23.8700008392334,23.899999618530277,23.3700008392334,23.40999984741211
2022-12-27,23.690000534057617,23.950000762939453,23.43000030517578,23.81999969482422
2022-12-28,23.65999984741211,23.84000015258789,23.549999237060547,23.709999084472656
2022-12-29,24.06999969482422,24.18000030517578,23.6200008392334,23.75
2022-12-30,23.200000762939453,24.020000457763672,22.8439998626709,24.0
2023-01-03,22.270000457763672,23.350000381469727,22.125,23.239999771118164
2023-01-04,22.75,22.847000122070312,22.01000022888184,22.280000686645508
2023-01-05,22.31999969482422,22.780000686645508,22.25,22.61000061035156
2023-01-06,22.51000022888184,22.774999618530277,22.25,22.479999542236328
2023-01-09,22.530000686645508,22.88500022888184,22.459999084472656,22.6299991607666
2023-01-10,22.399999618530277,22.53499984741211,22.190000534057617,22.40999984741211
2023-01-11,22.739999771118164,22.78499984741211,22.399999618530277,22.399999618530277
2023-01-12,22.690000534057617,23.09499931335449,22.604999542236328,22.86000061035156
2023-01-13,22.3799991607666,22.545000076293945,22.13500022888184,22.43000030517578
2023-01-17,22.149999618530277,22.770000457763672,22.13999938964844,22.420000076293945
2023-01-18,21.5,22.229999542236328,21.479999542236328,22.11000061035156
2023-01-19,21.38999938964844,21.530000686645508,21.25,21.3799991607666
2023-01-20,21.850000381469727,21.8700008392334,21.299999237060547,21.31999969482422
2023-01-23,22.5,22.729999542236328,21.76000022888184,21.780000686645508
2023-01-24,22.82999992370605,22.88999938964844,22.280000686645508,22.5
2023-01-25,22.56999969482422,22.795000076293945,22.34499931335449,22.6299991607666
2023-01-26,22.799999237060547,22.809999465942383,22.229999542236328,22.600000381469727
2023-01-27,22.670000076293945,22.90999984741211,22.649999618530277,22.700000762939453
2023-01-30,22.3700008392334,22.905000686645508,22.31999969482422,22.600000381469727
2023-01-31,23.059999465942383,23.065000534057617,22.31999969482422,22.440000534057617
2023-02-01,23.200000762939453,23.475000381469727,22.834999084472656,22.86000061035156
2023-02-02,23.280000686645508,23.864999771118164,23.030000686645508,23.43000030517578
2023-02-03,22.8799991607666,23.040000915527344,22.55500030517578,22.979999542236328
2023-02-06,22.96999931335449,23.100000381469727,22.76000022888184,22.84000015258789
2023-02-07,23.239999771118164,23.309999465942383,22.655000686645508,22.940000534057617
2023-02-08,22.86000061035156,23.200000762939453,22.82999992370605,23.07999992370605
2023-02-09,22.690000534057617,23.0,22.690000534057617,22.88999938964844
2023-02-10,23.040000915527344,23.13999938964844,22.6200008392334,22.65999984741211
2023-02-13,23.049999237060547,23.375,23.01000022888184,23.030000686645508
2023-02-14,23.01000022888184,23.46999931335449,22.86000061035156,22.96999931335449
2023-02-15,23.440000534057617,23.489999771118164,22.809999465942383,22.809999465942383
2023-02-16,22.81999969482422,23.3799991607666,22.549999237060547,23.170000076293945
2023-02-17,22.959999084472656,23.239999771118164,22.739999771118164,22.88999938964844
2023-02-21,22.56999969482422,22.920000076293945,22.440000534057617,22.770000457763672
2023-02-22,22.420000076293945,22.61000061035156,22.2549991607666,22.479999542236328
2023-02-23,22.5,22.825000762939453,22.395000457763672,22.56999969482422
2023-02-24,22.36000061035156,22.489999771118164,22.170000076293945,22.31999969482422
2023-02-27,22.25,22.799999237060547,22.21999931335449,22.600000381469727
2023-02-28,21.989999771118164,22.399999618530277,21.88500022888184,22.06999969482422
2023-03-01,21.709999084472656,22.540000915527344,21.559999465942383,22.07999992370605
2023-03-02,21.290000915527344,21.670000076293945,21.229999542236328,21.65999984741211
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2023-03-13,24.34000015258789,25.040000915527344,24.020000457763672,24.3799991607666
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2023-03-16,25.34000015258789,25.489999771118164,23.989999771118164,24.0
2023-03-17,24.84000015258789,25.1299991607666,24.21999931335449,25.09000015258789
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Indicator data:
date,Upper,Middle,Lower,open
2022-06-27,25.479802474027892,24.292423929262682,23.105045384497473,23.38999938964844
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2023-02-03,23.70235555721831,22.768121154147224,21.833886751076136,22.979999542236328
2023-02-06,23.679158631152458,22.787347645500297,21.895536659848137,22.84000015258789
2023-02-07,23.731337075731094,22.830457371749617,21.92957766776814,22.940000534057617
2023-02-08,23.705562724216374,22.83327101352123,21.960979302826086,23.07999992370605
2023-02-09,23.651188665470258,22.81962620595327,21.988063746436282,22.88999938964844
2023-02-10,23.667020269659297,22.840614273531752,22.014208277404208,22.65999984741211
2023-02-13,23.65907106081225,22.86055569862973,22.062040336447215,23.030000686645508
2023-02-14,23.684952142449397,22.874788511034694,22.06462487961999,22.96999931335449
2023-02-15,23.75976554156267,22.928618227513066,22.097470913463464,22.809999465942383
2023-02-16,23.799806382546425,22.918273605352223,22.03674082815802,23.170000076293945
2023-02-17,23.790626959981328,22.922247460506547,22.053867961031766,22.88999938964844
2023-02-21,23.74824138634065,22.88870005425109,22.02915872216153,22.770000457763672
2023-02-22,23.67089937743066,22.844061961112313,22.017224544793965,22.479999542236328
2023-02-23,23.61994787575497,22.811294155292092,22.002640434829214,22.56999969482422
2023-02-24,23.54560215465121,22.76831381767871,21.99102548070621,22.31999969482422
2023-02-27,23.505510088778564,22.718950596947405,21.932391105116245,22.600000381469727
2023-02-28,23.4346801598685,22.64952670877319,21.864373257677883,22.06999969482422
2023-03-01,23.413686210834758,22.560047887411237,21.706409563987716,22.07999992370605
2023-03-02,23.279365455362722,22.439091032946102,21.598816610529482,21.65999984741211
2023-03-03,23.158829305896305,22.341082348609532,21.52333539132276,21.31999969482422
2023-03-06,23.814237289591404,22.5352649021483,21.256292514705194,22.049999237060547
2023-03-07,24.501386535654873,22.91381112374197,21.326235711829064,24.950000762939453
2023-03-08,24.807099470624195,23.226781565570302,21.64646366051641,26.51000022888184
2023-03-09,25.006659917055515,23.46137384828338,21.916087779511244,26.239999771118164
2023-03-10,25.16595290347766,23.562195430138647,21.958437956799635,25.88999938964844
2023-03-13,25.23265386504157,23.63627207037191,22.03989027570225,24.3799991607666
2023-03-14,25.455263549302146,23.813769968431725,22.172276387561304,24.68000030517578
2023-03-15,25.58789804643369,23.870553766429854,22.153209486426018,24.76499938964844
2023-03-16,25.781110893305502,24.01050104130205,22.239891189298596,24.0
2023-03-17,25.851049949350728,24.089500956662608,22.32795196397449,25.09000015258789
2023-03-20,25.89263301043109,24.185738997120428,22.478844983809765,25.100000381469727
2023-03-21,25.944706270566662,24.269001898912993,22.593297527259324,25.13999938964844
2023-03-22,25.899421346129795,24.265287388753308,22.63115343137682,24.86000061035156
2023-03-23,25.850671293463005,24.231450480054146,22.612229666645288,24.32999992370605
2023-03-24,25.74196806107053,24.154169489219843,22.566370917369156,23.81999969482422
2023-03-27,25.585314831641472,24.06329627719314,22.541277722744805,23.489999771118164
2023-03-28,25.463227608107957,23.99441093199264,22.525594255877323,23.170000076293945
2023-03-29,25.336211381825557,23.948276579315422,22.560341776805288,23.479999542236328
2023-03-30,25.221046371456577,23.91415501486518,22.607263658273784,23.670000076293945
2023-03-31,25.168282971555602,23.92233072773516,22.67637848391472,23.649999618530277
2023-04-03,25.087013510588427,23.901156445373665,22.715299380158903,23.8799991607666
2023-04-04,25.006400779219817,23.85437962652018,22.702358473820546,23.670000076293945
2023-04-05,24.99644820770679,23.860629193165302,22.724810178623812,23.36000061035156
2023-04-06,24.966556239588762,23.880569240942343,22.794582242295924,24.1200008392334
2023-04-10,25.012082110989354,23.931943606213924,22.851805101438494,23.82999992370605
2023-04-11,25.049764124069412,24.0041395041038,22.95851488413819,24.549999237060547
2023-04-12,25.06723816140009,24.056126145337778,23.045014129275465,24.799999237060547
2023-04-13,25.15982939606174,24.12982840994428,23.099827423826824,24.43000030517578

Answer: 5.9701