Question: During December 10, 2022 to October 01, 2023, what percentage of days had Consolidated Edison's open price greater the middle channel of Keltner Channel? (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
2022-08-18,100.93000030517578,101.30999755859376,100.5,100.79000091552734
2022-08-19,100.5500030517578,101.56999969482422,100.30999755859376,101.2300033569336
2022-08-22,99.41000366210938,100.5999984741211,99.1999969482422,100.25
2022-08-23,98.76000213623048,99.75,98.33999633789062,99.56999969482422
2022-08-24,98.87999725341795,98.95999908447266,97.94000244140624,98.55999755859376
2022-08-25,99.45999908447266,99.5500030517578,98.2300033569336,98.88999938964844
2022-08-26,98.52999877929688,99.6999969482422,98.33000183105467,99.45999908447266
2022-08-29,99.20999908447266,99.80999755859376,97.44000244140624,98.19000244140624
2022-08-30,98.3000030517578,99.45999908447266,97.91000366210938,99.0500030517578
2022-08-31,97.73999786376952,99.36000061035156,97.7300033569336,98.36000061035156
2022-09-01,99.44000244140624,99.62000274658205,97.58000183105467,97.77999877929688
2022-09-02,98.4800033569336,100.5999984741211,98.1999969482422,99.83999633789062
2022-09-06,97.75,99.29000091552734,97.5,98.58000183105467
2022-09-07,101.2300033569336,101.4499969482422,98.2300033569336,98.31999969482422
2022-09-08,100.66000366210938,101.5,100.27999877929688,101.0
2022-09-09,100.8499984741211,101.47000122070312,99.9800033569336,101.22000122070312
2022-09-12,101.91999816894533,102.20999908447266,100.58999633789062,100.97000122070312
2022-09-13,98.81999969482422,101.38999938964844,98.33000183105467,101.12000274658205
2022-09-14,99.97000122070312,100.76000213623048,98.75,98.77999877929688
2022-09-15,97.63999938964844,99.58999633789062,97.30999755859376,99.58999633789062
2022-09-16,97.41000366210938,98.37000274658205,97.23999786376952,97.87999725341795
2022-09-19,98.47000122070312,98.5199966430664,96.6500015258789,97.1500015258789
2022-09-20,97.37000274658205,97.83999633789062,96.4800033569336,97.83000183105467
2022-09-21,96.23999786376952,99.06999969482422,96.1999969482422,97.98999786376952
2022-09-22,96.41999816894533,96.93000030517578,95.2300033569336,96.0199966430664
2022-09-23,95.47000122070312,96.06999969482422,94.2699966430664,95.45999908447266
2022-09-26,93.16999816894533,95.27999877929688,92.27999877929688,95.11000061035156
2022-09-27,90.7699966430664,93.81999969482422,90.61000061035156,93.55999755859376
2022-09-28,90.81999969482422,91.87999725341795,90.27999877929688,91.87999725341795
2022-09-29,87.66000366210938,90.55999755859376,87.19999694824219,90.41000366210938
2022-09-30,85.76000213623047,88.54000091552734,85.44999694824219,88.1500015258789
2022-10-03,87.66000366210938,89.41999816894531,86.91999816894531,87.26000213623047
2022-10-04,89.11000061035156,89.19999694824219,87.19000244140625,87.7699966430664
2022-10-05,86.30000305175781,88.05000305175781,85.52999877929688,88.0199966430664
2022-10-06,84.0,86.16999816894531,83.7699966430664,85.91999816894531
2022-10-07,81.58000183105469,84.29000091552734,81.18000030517578,84.13999938964844
2022-10-10,81.48999786376953,82.62000274658203,81.29000091552734,81.58000183105469
2022-10-11,81.5999984741211,82.43000030517578,81.05000305175781,81.4800033569336
2022-10-12,79.47000122070312,81.4000015258789,79.41000366210938,81.22000122070312
2022-10-13,82.1500015258789,82.38999938964844,78.0999984741211,78.76000213623047
2022-10-14,81.91000366210938,83.26000213623047,81.2699966430664,83.25
2022-10-17,83.0199966430664,84.48999786376953,82.81999969482422,83.02999877929688
2022-10-18,85.0,85.08000183105469,83.81999969482422,84.06999969482422
2022-10-19,84.54000091552734,84.79000091552734,83.30000305175781,83.97000122070312
2022-10-20,83.41999816894531,84.45999908447266,83.0199966430664,84.3499984741211
2022-10-21,84.87000274658203,85.41000366210938,82.70999908447266,83.7699966430664
2022-10-24,84.69000244140625,86.12000274658203,84.33999633789062,85.47000122070312
2022-10-25,85.8499984741211,86.11000061035156,84.5199966430664,84.72000122070312
2022-10-26,85.73999786376953,86.87999725341797,85.48999786376953,86.37999725341797
2022-10-27,86.41999816894531,87.5999984741211,86.05000305175781,86.3499984741211
2022-10-28,88.44999694824219,88.48999786376953,86.76000213623047,86.76000213623047
2022-10-31,87.95999908447266,88.91000366210938,87.62999725341797,88.44999694824219
2022-11-01,88.0199966430664,88.33000183105469,86.95999908447266,88.0199966430664
2022-11-02,88.20999908447266,90.0,87.80999755859375,87.86000061035156
2022-11-03,88.7300033569336,89.33999633789062,86.94999694824219,87.81999969482422
2022-11-04,90.04000091552734,90.12999725341795,87.70999908447266,88.52999877929688
2022-11-07,87.6500015258789,90.02999877929688,86.98999786376953,89.94999694824219
2022-11-08,88.29000091552734,89.12999725341797,87.76000213623047,88.1500015258789
2022-11-09,87.66999816894531,89.0999984741211,87.43000030517578,88.2699966430664
2022-11-10,90.9499969482422,91.16999816894533,88.47000122070312,89.79000091552734
2022-11-11,89.12000274658203,91.01000213623048,88.1500015258789,90.81999969482422
2022-11-14,89.33000183105469,91.02999877929688,89.33000183105469,89.41999816894531
2022-11-15,89.69999694824219,89.93000030517578,88.83000183105469,88.98999786376953
2022-11-16,91.33999633789062,92.52999877929688,90.0,90.0
2022-11-17,90.80999755859376,91.23999786376952,90.13999938964844,90.58999633789062
2022-11-18,93.52999877929688,93.56999969482422,91.66000366210938,91.66000366210938
2022-11-21,94.1500015258789,94.8000030517578,93.52999877929688,93.7300033569336
2022-11-22,95.22000122070312,95.80999755859376,94.33999633789062,94.5199966430664
2022-11-23,96.66999816894533,96.83999633789062,94.75,95.05999755859376
2022-11-25,97.5,97.63999938964844,96.66999816894533,97.02999877929688
2022-11-28,96.54000091552734,97.5,95.91999816894533,97.01000213623048
2022-11-29,96.3000030517578,96.38999938964844,95.41999816894533,96.11000061035156
2022-11-30,98.04000091552734,98.52999877929688,95.77999877929688,96.19000244140624
2022-12-01,97.8499984741211,99.58999633789062,97.61000061035156,98.5999984741211
2022-12-02,97.3499984741211,97.70999908447266,96.6999969482422,97.26000213623048
2022-12-05,97.37000274658205,97.6500015258789,96.4000015258789,96.52999877929688
2022-12-06,97.55999755859376,97.98999786376952,96.55999755859376,97.44000244140624
2022-12-07,96.58999633789062,98.38999938964844,96.41000366210938,97.33999633789062
2022-12-08,97.58999633789062,97.63999938964844,96.30999755859376,96.51000213623048
2022-12-09,96.52999877929688,97.61000061035156,96.44000244140624,97.01000213623048
2022-12-12,98.3499984741211,98.36000061035156,96.5500030517578,97.18000030517578
2022-12-13,98.51000213623048,99.77999877929688,97.43000030517578,99.48999786376952
2022-12-14,98.44000244140624,99.97000122070312,97.75,98.52999877929688
2022-12-15,96.9800033569336,98.4499969482422,96.55999755859376,97.91000366210938
2022-12-16,95.16999816894533,96.66000366210938,94.23999786376952,96.0199966430664
2022-12-19,94.8499984741211,96.33000183105467,94.37000274658205,95.11000061035156
2022-12-20,94.58999633789062,95.5199966430664,94.06999969482422,94.83000183105467
2022-12-21,95.72000122070312,95.73999786376952,94.6500015258789,95.0
2022-12-22,95.16000366210938,95.62999725341795,93.7699966430664,95.62999725341795
2022-12-23,95.8499984741211,96.01000213623048,95.08000183105467,95.08000183105467
2022-12-27,96.5500030517578,96.83999633789062,95.77999877929688,96.04000091552734
2022-12-28,95.97000122070312,97.0199966430664,95.81999969482422,96.80999755859376
2022-12-29,96.48999786376952,97.26000213623048,96.12000274658205,96.4800033569336
2022-12-30,95.30999755859376,96.75,94.5500030517578,96.62000274658205
2023-01-03,95.76000213623048,96.37000274658205,93.93000030517578,95.45999908447266
2023-01-04,96.58999633789062,97.44000244140624,95.94000244140624,96.23999786376952
2023-01-05,95.29000091552734,96.37999725341795,94.43000030517578,95.88999938964844
2023-01-06,97.83000183105467,98.06999969482422,96.0199966430664,96.2699966430664
2023-01-09,97.72000122070312,98.6500015258789,96.29000091552734,96.80999755859376
2023-01-10,98.08999633789062,98.3000030517578,97.06999969482422,97.98999786376952
2023-01-11,98.61000061035156,99.05999755859376,98.06999969482422,98.13999938964844
2023-01-12,97.52999877929688,98.94000244140624,97.4000015258789,98.79000091552734
2023-01-13,96.48999786376952,96.9800033569336,96.0999984741211,96.94000244140624
2023-01-17,95.48999786376952,96.87000274658205,95.29000091552734,96.56999969482422
2023-01-18,93.33999633789062,95.9499969482422,93.05999755859376,95.66000366210938
2023-01-19,92.4800033569336,93.48999786376952,92.16999816894533,93.4000015258789
2023-01-20,93.79000091552734,93.83999633789062,91.4000015258789,92.55999755859376
2023-01-23,93.5500030517578,94.61000061035156,92.9499969482422,93.62999725341795
2023-01-24,94.0500030517578,94.38999938964844,92.7300033569336,93.5
2023-01-25,94.4499969482422,94.47000122070312,92.9000015258789,93.47000122070312
2023-01-26,94.87999725341795,94.91000366210938,93.83999633789062,94.22000122070312
2023-01-27,94.91000366210938,95.37000274658205,94.2300033569336,94.79000091552734
2023-01-30,95.0500030517578,96.0,94.7300033569336,94.91000366210938
2023-01-31,95.30999755859376,95.4800033569336,93.94000244140624,95.30999755859376
2023-02-01,95.4499969482422,96.0,94.51000213623048,94.9000015258789
2023-02-02,95.16000366210938,96.16000366210938,94.5,95.30999755859376
2023-02-03,92.93000030517578,94.97000122070312,91.88999938964844,94.9000015258789
2023-02-06,93.5500030517578,93.66000366210938,92.36000061035156,92.66000366210938
2023-02-07,93.25,93.4800033569336,92.4000015258789,93.01000213623048
2023-02-08,91.7699966430664,92.93000030517578,91.08999633789062,92.91000366210938
2023-02-09,90.19000244140624,92.33999633789062,90.08000183105467,91.97000122070312
2023-02-10,92.36000061035156,92.48999786376952,90.33999633789062,90.47000122070312
2023-02-13,92.8000030517578,92.91000366210938,92.19000244140624,92.38999938964844
2023-02-14,91.0999984741211,92.41000366210938,91.02999877929688,91.95999908447266
2023-02-15,91.1999969482422,91.2699966430664,90.4000015258789,90.75
2023-02-16,91.66000366210938,92.1999969482422,89.54000091552734,90.43000030517578
2023-02-17,93.25,93.31999969482422,90.6500015258789,91.56999969482422
2023-02-21,92.7300033569336,93.38999938964844,92.1999969482422,92.9000015258789
2023-02-22,92.41000366210938,93.5500030517578,92.0999984741211,92.9800033569336
2023-02-23,91.58000183105467,93.0199966430664,91.2300033569336,92.83000183105467
2023-02-24,91.26000213623048,91.58999633789062,90.20999908447266,90.94000244140624
2023-02-27,90.8499984741211,92.6500015258789,90.80999755859376,91.91999816894533
2023-02-28,89.3499984741211,90.98999786376952,89.31999969482422,90.47000122070312
2023-03-01,88.1500015258789,89.30000305175781,87.02999877929688,89.0199966430664
2023-03-02,89.61000061035156,89.77999877929688,87.37999725341797,88.19999694824219
2023-03-03,90.69000244140624,90.72000122070312,88.83000183105469,89.86000061035156
2023-03-06,91.62999725341795,91.80999755859376,90.7300033569336,90.75
2023-03-07,90.66000366210938,92.73999786376952,90.2300033569336,92.5
2023-03-08,91.69000244140624,92.36000061035156,90.58999633789062,90.61000061035156
2023-03-09,91.29000091552734,93.06999969482422,91.12999725341795,92.0199966430664
2023-03-10,90.62000274658205,92.04000091552734,90.31999969482422,91.6500015258789
2023-03-13,92.79000091552734,95.66999816894533,90.55999755859376,90.66999816894533
2023-03-14,94.01000213623048,94.93000030517578,93.16000366210938,93.1999969482422
2023-03-15,95.63999938964844,96.1500015258789,93.48999786376952,93.9800033569336
2023-03-16,96.3000030517578,97.2300033569336,95.2300033569336,95.55999755859376
2023-03-17,95.62999725341795,96.4800033569336,95.02999877929688,95.93000030517578
2023-03-20,96.91000366210938,97.33000183105467,95.80999755859376,95.93000030517578
2023-03-21,93.19000244140624,96.9800033569336,92.16000366210938,96.56999969482422
2023-03-22,92.0999984741211,94.02999877929688,92.0199966430664,93.62999725341795
2023-03-23,91.7300033569336,92.97000122070312,91.05999755859376,91.73999786376952
2023-03-24,95.06999969482422,95.11000061035156,91.83000183105467,92.0999984741211
2023-03-27,94.56999969482422,95.80999755859376,94.45999908447266,95.41999816894533
2023-03-28,94.38999938964844,95.7300033569336,94.06999969482422,94.3000030517578
2023-03-29,95.11000061035156,95.62999725341795,94.77999877929688,94.79000091552734
2023-03-30,94.72000122070312,95.6999969482422,94.62000274658205,95.22000122070312
2023-03-31,95.66999816894533,95.70999908447266,94.54000091552734,94.68000030517578
2023-04-03,95.08999633789062,95.79000091552734,94.41000366210938,95.23999786376952
2023-04-04,96.0199966430664,96.37000274658205,95.0999984741211,95.25
2023-04-05,98.51000213623048,98.76000213623048,96.6999969482422,96.80999755859376
2023-04-06,98.97000122070312,99.3499984741211,97.56999969482422,98.91999816894533
2023-04-10,99.20999908447266,99.25,97.91000366210938,98.75
2023-04-11,99.11000061035156,99.54000091552734,98.27999877929688,99.16000366210938
2023-04-12,98.69000244140624,99.7300033569336,98.29000091552734,99.0999984741211
2023-04-13,98.08000183105467,98.87999725341795,96.55999755859376,98.1500015258789
2023-04-14,96.68000030517578,97.6500015258789,96.48999786376952,97.22000122070312
2023-04-17,97.87000274658205,97.9499969482422,96.8499984741211,97.0999984741211
2023-04-18,97.5199966430664,97.95999908447266,96.97000122070312,97.8000030517578
2023-04-19,98.13999938964844,98.80999755859376,97.68000030517578,97.77999877929688
2023-04-20,98.66000366210938,98.70999908447266,97.73999786376952,98.52999877929688
2023-04-21,99.04000091552734,99.75,98.5199966430664,99.55999755859376
2023-04-24,99.83999633789062,99.88999938964844,98.62999725341795,99.1999969482422
2023-04-25,100.4000015258789,100.91999816894533,99.66000366210938,100.0
2023-04-26,99.13999938964844,100.43000030517578,98.86000061035156,99.29000091552734
2023-04-27,99.18000030517578,99.58000183105467,98.20999908447266,99.04000091552734
2023-04-28,98.47000122070312,99.66000366210938,97.88999938964844,99.08000183105467
2023-05-01,99.11000061035156,100.12999725341795,98.29000091552734,98.43000030517578
2023-05-02,98.56999969482422,99.58999633789062,98.08000183105467,99.0199966430664
2023-05-03,98.04000091552734,99.41999816894533,97.9800033569336,99.38999938964844
2023-05-04,98.5199966430664,99.22000122070312,97.72000122070312,98.2300033569336
2023-05-05,99.48999786376952,100.44000244140624,97.8000030517578,98.8000030517578
2023-05-08,99.01000213623048,100.31999969482422,98.25,99.33999633789062
2023-05-09,98.7699966430664,99.26000213623048,98.37999725341795,99.1500015258789
2023-05-10,99.41000366210938,99.98999786376952,98.5999984741211,99.33999633789062
2023-05-11,98.95999908447266,99.76000213623048,98.5500030517578,99.44000244140624
2023-05-12,99.5199966430664,100.08000183105467,98.8499984741211,99.4499969482422
2023-05-15,98.4800033569336,100.0,97.6500015258789,99.83999633789062
2023-05-16,96.5,97.81999969482422,96.4000015258789,97.47000122070312
2023-05-17,95.9000015258789,96.73999786376952,95.66999816894533,96.66999816894533
2023-05-18,95.36000061035156,95.77999877929688,94.80999755859376,95.30999755859376
2023-05-19,95.19000244140624,96.16999816894533,94.87999725341795,95.8499984741211
2023-05-22,94.6500015258789,95.97000122070312,94.43000030517578,95.3499984741211
2023-05-23,93.87999725341795,94.77999877929688,93.6999969482422,94.3000030517578
2023-05-24,93.5,94.51000213623048,93.2699966430664,94.19000244140624
2023-05-25,93.22000122070312,93.83000183105467,92.3499984741211,93.27999877929688
2023-05-26,92.69000244140624,93.13999938964844,92.22000122070312,93.12999725341795
2023-05-30,92.55999755859376,93.5199966430664,92.23999786376952,92.58000183105467
2023-05-31,93.3000030517578,93.66000366210938,92.31999969482422,92.77999877929688
2023-06-01,91.81999969482422,93.73999786376952,91.58000183105467,93.70999908447266
2023-06-02,91.76000213623048,92.6999969482422,90.5199966430664,91.62000274658205
2023-06-05,92.9499969482422,93.83000183105467,91.81999969482422,91.81999969482422
2023-06-06,92.41000366210938,93.56999969482422,92.1999969482422,93.48999786376952
2023-06-07,93.54000091552734,93.87999725341795,91.1500015258789,92.41999816894533
2023-06-08,94.0,94.25,92.31999969482422,92.37999725341795
2023-06-09,93.48999786376952,94.19000244140624,93.37000274658205,94.0
2023-06-12,92.62999725341795,93.6999969482422,92.0500030517578,93.6999969482422
2023-06-13,92.02999877929688,92.5199966430664,91.51000213623048,92.19000244140624
2023-06-14,92.38999938964844,93.5500030517578,91.8499984741211,92.30999755859376
2023-06-15,93.0199966430664,93.69000244140624,92.45999908447266,93.01000213623048
2023-06-16,92.97000122070312,94.1500015258789,92.70999908447266,93.37999725341795
2023-06-20,92.0199966430664,93.23999786376952,91.9499969482422,93.0999984741211
2023-06-21,92.91999816894533,92.9499969482422,91.0199966430664,91.91999816894533
2023-06-22,92.12000274658205,93.55999755859376,91.9499969482422,93.30999755859376
2023-06-23,90.73999786376952,92.62999725341795,90.41000366210938,92.58999633789062
2023-06-26,91.68000030517578,91.83999633789062,90.33999633789062,91.02999877929688
2023-06-27,91.9800033569336,92.33999633789062,91.62000274658205,91.91999816894533
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2023-07-03,91.0500030517578,91.05999755859376,89.83999633789062,90.1999969482422
2023-07-05,92.8499984741211,93.4499969482422,90.68000030517578,90.75
2023-07-06,92.16999816894533,92.66999816894533,91.5999984741211,92.30999755859376
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2023-07-10,91.38999938964844,91.9499969482422,90.95999908447266,91.80999755859376
2023-07-11,92.54000091552734,92.54000091552734,91.0,91.36000061035156
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2023-07-13,93.7699966430664,93.8000030517578,92.27999877929688,92.70999908447266
2023-07-14,93.08000183105467,93.62000274658205,92.72000122070312,93.5199966430664
2023-07-17,92.41999816894533,93.05999755859376,91.91999816894533,92.91000366210938
2023-07-18,92.13999938964844,93.3499984741211,91.22000122070312,92.5500030517578
2023-07-19,93.48999786376952,93.7699966430664,92.41000366210938,92.4800033569336
2023-07-20,95.88999938964844,96.0500030517578,93.22000122070312,93.8000030517578
2023-07-21,97.12999725341795,97.83999633789062,96.55999755859376,97.0999984741211
2023-07-24,97.12999725341795,97.8000030517578,96.91999816894533,97.30999755859376
2023-07-25,97.70999908447266,98.12000274658205,96.62999725341795,97.0999984741211
2023-07-26,97.5,98.8499984741211,97.25,97.58000183105467
2023-07-27,95.75,97.47000122070312,95.54000091552734,96.9499969482422
2023-07-28,95.63999938964844,96.58999633789062,94.94000244140624,96.31999969482422
2023-07-31,94.86000061035156,96.0199966430664,94.37000274658205,95.93000030517578
2023-08-01,93.33999633789062,95.33999633789062,93.27999877929688,94.88999938964844
2023-08-02,93.33000183105467,94.1999969482422,93.1999969482422,93.41999816894533
2023-08-03,90.33000183105467,93.0,90.3000030517578,92.9800033569336
2023-08-04,89.30999755859375,92.18000030517578,88.69999694824219,90.58999633789062
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2023-08-08,91.19000244140624,91.23999786376952,90.19000244140624,90.95999908447266
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2023-08-10,90.41000366210938,91.93000030517578,90.1500015258789,91.3000030517578
2023-08-11,90.83000183105467,90.9800033569336,90.20999908447266,90.7300033569336
2023-08-14,89.55999755859375,90.76000213623048,89.16999816894531,90.55999755859376
2023-08-15,87.68000030517578,88.79000091552734,87.36000061035156,88.33999633789062
2023-08-16,88.83000183105469,89.16999816894531,87.8499984741211,88.0199966430664
2023-08-17,88.25,89.56999969482422,88.22000122070312,88.77999877929688
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2023-08-21,88.70999908447266,89.51000213623047,88.0,89.05000305175781
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2023-08-29,90.08000183105467,90.18000030517578,89.06999969482422,89.91000366210938
2023-08-30,89.83000183105469,90.72000122070312,89.47000122070312,90.0199966430664
2023-08-31,88.95999908447266,90.23999786376952,88.93000030517578,90.0199966430664
2023-09-01,88.3499984741211,89.44999694824219,87.27999877929688,89.44999694824219
2023-09-05,86.51000213623047,88.3499984741211,86.33000183105469,88.12000274658203
2023-09-06,86.80000305175781,86.94000244140625,86.20999908447266,86.83000183105469
2023-09-07,88.51000213623047,89.22000122070312,87.55000305175781,87.55000305175781
2023-09-08,89.25,89.5199966430664,88.23999786376953,88.73999786376953
2023-09-11,89.7300033569336,90.08000183105467,88.63999938964844,88.63999938964844
2023-09-12,90.1999969482422,90.33000183105467,88.79000091552734,89.87999725341797
2023-09-13,91.45999908447266,91.62999725341795,90.26000213623048,90.5
2023-09-14,92.37999725341795,92.41999816894533,91.5,91.8000030517578
2023-09-15,91.48999786376952,93.08000183105467,91.4000015258789,92.1500015258789
2023-09-18,91.56999969482422,91.69000244140624,90.70999908447266,91.37000274658205
2023-09-19,91.16999816894533,92.0500030517578,91.12999725341795,91.66000366210938
2023-09-20,91.5,92.33000183105467,90.94000244140624,91.66000366210938
2023-09-21,90.86000061035156,92.12000274658205,90.6500015258789,91.36000061035156
2023-09-22,90.83000183105467,91.51000213623048,90.05000305175781,90.4000015258789
2023-09-25,90.2300033569336,90.58000183105467,89.5199966430664,90.05000305175781
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2023-09-27,86.62999725341797,88.12000274658203,86.52999877929688,87.5
2023-09-28,85.48999786376953,87.23999786376953,84.86000061035156,87.05000305175781
2023-09-29,85.52999877929688,86.75,85.1500015258789,86.2300033569336

Indicator data:
date,Upper,Middle,Lower,open
2022-09-15,102.55262512551717,99.66299526966306,96.77336541380895,99.58999633789062
2022-09-16,102.21859224306282,99.44842464037224,96.67825703768166,97.87999725341795
2022-09-19,102.12889156754626,99.35524145754661,96.58159134754696,97.1500015258789
2022-09-20,101.96095588268653,99.16617110412142,96.3713863255563,97.83000183105467
2022-09-21,101.83329465106951,98.88748793837361,95.94168122567771,97.98999786376952
2022-09-22,101.55871449637641,98.65248891271378,95.74626332905115,96.0199966430664
2022-09-23,101.28749810098621,98.349394846808,95.41129159262978,95.45999908447266
2022-09-26,100.97891226769717,97.85611897272584,94.73332567775451,95.11000061035156
2022-09-27,100.47326400757004,97.18125017942494,93.88923635127983,93.55999755859376
2022-09-28,99.7782290163879,96.57541679993915,93.3726045834904,91.87999725341795
2022-09-29,99.15186124122273,95.72632983443155,92.30079842764037,90.41000366210938
2022-09-30,98.32363462914104,94.77715576793621,91.23067690673138,88.1500015258789
2022-10-03,97.84016213784903,94.09933175785746,90.35850137786588,87.26000213623047
2022-10-04,97.2924038808747,93.62415736285689,89.95591084483908,87.7699966430664
2022-10-05,96.76504099791217,92.92661885703794,89.08819671616371,88.0199966430664
2022-10-06,95.91054556826771,92.07646468017718,88.24238379208666,85.91999816894531
2022-10-07,94.99397444252354,91.07680155168933,87.15962866085512,84.13999938964844
2022-10-10,93.88872850543929,90.1637726290303,86.43881675262132,81.58000183105469
2022-10-11,92.9076349672483,89.34817509046752,85.78871521368674,81.4800033569336
2022-10-12,91.9394097375849,88.40739662668044,84.87538351577598,81.22000122070312
2022-10-13,91.63376617327103,87.81145423612791,83.9891422989848,78.76000213623047
2022-10-14,90.98799289172004,87.24941132431663,83.51082975691321,83.25
2022-10-17,90.59833246701442,86.84660992610232,83.09488738519022,83.02999877929688
2022-10-18,90.35629337911169,86.67074231409256,82.98519124907344,84.06999969482422
2022-10-19,90.0398100626018,86.46781456184826,82.89581906109471,83.97000122070312
2022-10-20,89.62034292550008,86.17754633395275,82.73474974240541,84.3499984741211
2022-10-21,89.55653599228889,86.05301837325078,82.54950075421267,83.7699966430664
2022-10-24,89.34337415056073,85.92320733212273,82.50304051368472,85.47000122070312
2022-10-25,89.23288579161908,85.9162350599321,82.59958432824513,84.72000122070312
2022-10-26,89.09293613202503,85.89945056505948,82.70596499809393,86.37999725341797
2022-10-27,89.10216362915605,85.94902652733433,82.7958894255126,86.3499984741211
2022-10-28,89.3355375323316,86.18721418646841,83.03889084060522,86.76000213623047
2022-10-31,89.38154281600177,86.35605084342119,83.3305588708406,88.44999694824219
2022-11-01,89.44296505926866,86.51452187195883,83.58607868464901,88.0199966430664
2022-11-02,89.64009512698803,86.67599589219824,83.71189665740846,87.86000061035156
2022-11-03,89.89780487050253,86.87161565074446,83.8454264309864,87.81999969482422
2022-11-04,90.25993665146689,87.17336662834283,84.08679660521878,88.52999877929688
2022-11-07,90.4541739066835,87.21876042810817,83.98334694953284,89.94999694824219
2022-11-08,90.45465482152055,87.3207833316719,84.18691184182326,88.1500015258789
2022-11-09,90.42502595380829,87.3540418876027,84.28305782139712,88.2699966430664
2022-11-10,90.98539945772482,87.6965137981398,84.40762813855478,89.79000091552734
2022-11-11,91.2210813593612,87.83208417418193,84.44308698900267,90.81999969482422
2022-11-14,91.31133987021455,87.974742998646,84.63814612707743,89.41999816894531
2022-11-15,91.30698985413741,88.13905289860755,84.97111594307768,88.98999786376953
2022-11-16,91.71954818936483,88.44390465472975,85.16826112009467,90.0
2022-11-17,91.79732555945805,88.66924683605014,85.54116811264223,90.58999633789062
2022-11-18,92.36144676405151,89.13217559254983,85.90290442104815,91.66000366210938
2022-11-21,92.70690847189707,89.61006377667641,86.51321908145576,93.7300033569336
2022-11-22,93.18050316385622,90.14434353325039,87.10818390264457,94.5199966430664
2022-11-23,93.81187756916445,90.76583445093563,87.7197913327068,95.05999755859376
2022-11-25,94.29412254035793,91.40718355084653,88.52024456133512,97.02999877929688
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2022-11-29,95.03517118358522,92.3154499429013,89.59572870221737,96.11000061035156
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2022-12-01,96.20704533299752,93.33582176891268,90.46459820482784,98.5999984741211
2022-12-02,96.47472574882404,93.71812431226586,90.96152287570767,97.26000213623048
2022-12-05,96.73436355129358,94.06592225839121,91.39748096548884,96.52999877929688
2022-12-06,97.01478854398948,94.39869133460098,91.78259412521248,97.44000244140624
2022-12-07,97.25887389678051,94.6073870492,91.95590020161949,97.33999633789062
2022-12-08,97.477283514175,94.89144507669434,92.30560663921368,96.51000213623048
2022-12-09,97.55025212934993,95.04749781027553,92.54474349120113,97.01000213623048
2022-12-12,97.88900084484789,95.36202168302273,92.83504252119758,97.18000030517578
2022-12-13,98.2886103619938,95.661829345233,93.0350483284722,99.48999786376952
2022-12-14,98.62352035734445,95.92641725915425,93.22931416096405,98.52999877929688
2022-12-15,98.73765148909453,96.0267587922761,93.31586609545766,97.91000366210938
2022-12-16,98.79596679354628,95.94516254243507,93.09435829132386,96.0199966430664
2022-12-19,98.70058489126663,95.84086120259565,92.98113751392466,95.11000061035156
2022-12-20,98.5129820775211,95.72173121548089,92.93048035344067,94.83000183105467
2022-12-21,98.40619245879151,95.72156645407348,93.03694044935546,95.0
2022-12-22,98.37674837430195,95.66808428341022,92.9594201925185,95.62999725341795
2022-12-23,98.26270717200923,95.6854094444303,93.10811171685138,95.08000183105467
2022-12-27,98.2463192813573,95.76775169274721,93.28918410413712,96.04000091552734
2022-12-28,98.19772392453795,95.78701355255254,93.37630318056712,96.80999755859376
2022-12-29,98.21710391145108,95.8539644393351,93.49082496721913,96.4800033569336
2022-12-30,98.25898313688141,95.8021580697407,93.34533300259999,96.62000274658205
2023-01-03,98.37528614556777,95.79814321893019,93.22100029229262,95.45999908447266
2023-01-04,98.44498648143852,95.87355780168834,93.30212912193815,96.23999786376952
2023-01-05,98.45626617206969,95.8179809553873,93.17969573870491,95.88999938964844
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2023-01-09,99.0388081081536,96.17249715588305,93.3061862036125,96.80999755859376
2023-01-10,99.1192964861816,96.35511612559806,93.59093576501452,97.98999786376952
2023-01-11,99.20612903299853,96.56986702890792,93.93360502481731,98.13999938964844
2023-01-12,99.26494408900324,96.66130814799259,94.05767220698193,98.79000091552734
2023-01-13,99.20276527551444,96.64499288282849,94.08722049014254,96.94000244140624
2023-01-17,99.0739887852794,96.53499335720383,93.99599792912827,96.56999969482422
2023-01-18,98.94930372050833,96.23070792679306,93.51211213307779,95.66000366210938
2023-01-19,98.5182341363262,95.87349796775882,93.22876179919145,93.4000015258789
2023-01-20,98.42133145058249,95.6750696770701,92.92880790355771,92.55999755859376
2023-01-23,98.19331852489887,95.47268237942131,92.75204623394376,93.62999725341795
2023-01-24,98.03476104595705,95.33718911012002,92.63961717428299,93.5
2023-01-25,97.91600931498957,95.2526946185126,92.58937992203565,93.47000122070312
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2023-01-30,97.59076746429724,95.17480574661046,92.75884402892368,94.91000366210938
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2023-02-01,97.600992408046,95.21266361355808,92.82433481907016,94.9000015258789
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2023-03-23,96.38646463749049,92.97625879157977,89.56605294566904,91.73999786376952
2023-03-24,96.75184753645921,93.17566268712686,89.59947783779451,92.0999984741211
2023-03-27,96.72952282337722,93.30845668785994,89.88739055234267,95.41999816894533
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2023-04-04,96.90701974240805,94.18130547616036,91.45559120991267,95.25
2023-04-05,97.45770596452648,94.59356230092895,91.72941863733142,96.80999755859376
2023-04-06,97.85509512170644,95.01036600757412,92.1656368934418,98.91999816894533
2023-04-10,98.1715867159195,95.41033106251683,92.64907540911416,98.75
2023-04-11,98.43681095175997,95.76268054326299,93.08855013476601,99.16000366210938
2023-04-12,98.66419083884914,96.04147310499091,93.41875537113269,99.0999984741211
2023-04-13,98.9440646126454,96.23561869794938,93.52717278325335,98.1500015258789
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2023-04-18,99.02100805281579,96.53341627259785,94.04582449237991,97.8000030517578
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2023-04-21,99.36627354259642,97.080633355246,94.79499316789557,99.55999755859376
2023-04-24,99.58950631883354,97.34342982978359,95.09735334073363,99.1999969482422
2023-04-25,99.84499991224874,97.63453189607839,95.42406387990803,100.0
2023-04-26,100.00283092138582,97.77790975260888,95.55298858383193,99.29000091552734
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2023-04-28,100.21727544307909,97.96463828471205,95.71200112634502,99.08000183105467
2023-05-01,100.37709330417736,98.07372041096343,95.7703475177495,98.43000030517578
2023-05-02,100.42051988458239,98.12098510466446,95.82145032474652,99.0199966430664
2023-05-03,100.39885284847453,98.11327232474663,95.82769180101873,99.38999938964844
2023-05-04,100.43403044546552,98.15200797411042,95.86998550275531,98.2300033569336
2023-05-05,100.72925571531624,98.27943558264938,95.82961544998253,98.8000030517578
2023-05-08,100.86435142328091,98.3490133496571,95.83367527603329,99.33999633789062
2023-05-09,100.78491199533177,98.38910699664847,95.99330199796516,99.1500015258789
2023-05-10,100.85105965776413,98.48633525050188,96.12161084323964,99.33999633789062
2023-05-11,100.84119792103935,98.53144609183244,96.22169426262552,99.44000244140624
2023-05-12,100.88887091320478,98.62559376337852,96.36231661355225,99.4499969482422
2023-05-15,101.00117721634555,98.61172801038376,96.22227880442196,99.83999633789062
2023-05-16,100.87311561703771,98.41061105701388,95.94810649699005,97.47000122070312
2023-05-17,100.54825944562705,98.17150538738198,95.79475132913691,96.66999816894533
2023-05-18,100.20632227517814,97.9037430276648,95.60116378015147,95.30999755859376
2023-05-19,99.91111300335032,97.64529154325922,95.37947008316812,95.8499984741211
2023-05-22,99.63026527872934,97.36002582731824,95.08978637590714,95.3499984741211
2023-05-23,99.23381031549401,97.02859453456583,94.82337875363764,94.3000030517578
2023-05-24,98.8632329390362,96.69253791222621,94.52184288541623,94.19000244140624
2023-05-25,98.53744615975019,96.36182013208116,94.18619410441214,93.27999877929688
2023-05-26,98.12018663406185,96.01212320915974,93.90405978425763,93.12999725341795
2023-05-30,97.7726062369837,95.68334933767727,93.59409243837084,92.58000183105467
2023-05-31,97.53769578158209,95.45636397711351,93.37503217264494,92.77999877929688
2023-06-01,97.30724159820538,95.11004356927644,92.9128455403475,93.70999908447266
2023-06-02,97.09547027603685,94.79099200422444,92.48651373241202,91.62000274658205
2023-06-05,97.00018954060475,94.61565914174994,92.23112874289514,91.81999969482422
2023-06-06,96.75717448607413,94.40559671511751,92.05401894416089,93.48999786376952
2023-06-07,96.84907837291027,94.32315901991845,91.79723966692663,92.41999816894533
2023-06-08,96.85520943387141,94.2923819704024,91.7295545069334,92.37999725341795
2023-06-09,96.6455091077831,94.21596443643736,91.78641976509162,94.0
2023-06-12,96.49900923150028,94.06491994281646,91.63083065413264,93.6999969482422
2023-06-13,96.22979755463672,93.87111792724316,91.5124382998496,92.19000244140624
2023-06-14,96.10787137020051,93.7300590189008,91.3522466676011,92.30999755859376
2023-06-15,95.99746560465951,93.6624340307261,91.3274024567927,93.01000213623048
2023-06-16,95.91401683157017,93.59648804881917,91.27895926606817,93.37999725341795
2023-06-20,95.72562205198105,93.44634601017604,91.16706996837104,93.0999984741211
2023-06-21,95.73706612774542,93.39621764434455,91.05536916094367,91.91999816894533
2023-06-22,95.62293709498068,93.27467336836716,90.92640964175364,93.30999755859376
2023-06-23,95.47971209391108,93.03327570126262,90.58683930861417,92.58999633789062
2023-06-26,95.33118508359034,92.90439233020673,90.47759957682312,91.02999877929688
2023-06-27,95.10846780187464,92.8163552851331,90.52424276839156,91.91999816894533
2023-06-28,94.93800857748832,92.5586072208682,90.17920586424808,91.9800033569336
2023-06-29,94.5684386500916,92.27397793267353,89.97951721525547,89.4000015258789
2023-06-30,94.3075179939764,92.09550398916929,89.88348998436217,89.81999969482422
2023-07-03,94.16974525875247,91.99593247132059,89.8221196838887,90.1999969482422
2023-07-05,94.44920309578357,92.07727209063492,89.70534108548627,90.75
2023-07-06,94.4083410503459,92.0861031457121,89.7638652410783,92.30999755859376
2023-07-07,94.40477476508882,92.08075987272017,89.75674498035151,91.4800033569336
2023-07-10,94.26708651740209,92.01497316004667,89.76285980269124,91.80999755859376
2023-07-11,94.32287796237476,92.06497580342578,89.8070736444768,91.36000061035156
2023-07-12,94.36870929907863,92.16259680670814,89.95648431433764,92.80999755859376
2023-07-13,94.52918438941151,92.31568250540893,90.10218062140635,92.70999908447266
2023-07-14,94.53812583109391,92.3884748221371,90.23882381318029,93.5199966430664
2023-07-17,94.50016350302018,92.39147704564265,90.28279058826512,92.91000366210938
2023-07-18,94.58484419234328,92.36752679269081,90.15020939303834,92.5500030517578
2023-07-19,94.71451404716014,92.47442879946021,90.23434355176029,92.4800033569336
2023-07-20,95.24029823420913,92.799721236621,90.35914423903286,93.8000030517578
2023-07-21,95.7011473163816,93.21212847631594,90.72310963625029,97.0999984741211
2023-07-24,95.9573765245209,93.58525883603994,91.21314114755899,97.30999755859376
2023-07-25,96.33649798426005,93.97809124065257,91.6196844970451,97.0999984741211
2023-07-26,96.67607696286008,94.31351112249519,91.95094528213029,97.58000183105467
2023-07-27,96.87062870601875,94.45031958701945,92.03001046802015,96.9499969482422
2023-07-28,96.9893997169371,94.56362242536507,92.13784513379304,96.31999969482422
2023-07-31,97.02254756606078,94.5918489191733,92.16115027228582,95.93000030517578
2023-08-01,96.96925327980085,94.47262486381305,91.97599644782525,94.88999938964844
2023-08-02,96.76076919698698,94.36380362259797,91.96683804820896,93.41999816894533
2023-08-03,96.59140085724802,93.97963202340337,91.36786318955872,92.9800033569336
2023-08-04,96.40749738551695,93.53490493151673,90.66231247751652,90.58999633789062
2023-08-07,96.15162918641664,93.2572951996182,90.36296121281976,89.93000030517578
2023-08-08,95.82281007649968,93.06041017502659,90.2980102735535,90.95999908447266
2023-08-09,95.53253061443648,92.86037102354527,90.18821143265406,90.62000274658205
2023-08-10,95.29894615210515,92.62700270340852,89.9550592547119,91.3000030517578
2023-08-11,94.97610950788045,92.45585976318435,89.93561001848825,90.7300033569336
2023-08-14,94.69728868229004,92.18006336274715,89.66283804320426,90.55999755859376
2023-08-15,94.34698825851767,91.75148592869273,89.15598359886779,88.33999633789062
2023-08-16,94.03270112437316,91.4732493479653,88.91379757155742,88.0199966430664
2023-08-17,93.6722795894729,91.16627321958765,88.66026684970241,88.77999877929688
2023-08-18,93.45284411111925,90.99043764580065,88.52803118048206,88.33999633789062
2023-08-21,93.21591916013358,90.77325302091228,88.33058688169098,89.05000305175781
2023-08-22,93.02646152073581,90.64056199543663,88.25466247013745,88.62000274658203
2023-08-23,92.89417586997396,90.58336570211193,88.2725555342499,89.7300033569336
2023-08-24,92.82010787670431,90.47637840519391,88.13264893368351,89.88999938964844
2023-08-25,92.69693599220035,90.41958020026287,88.14222440832539,89.70999908447266
2023-08-28,92.62512093868726,90.35200104637809,88.07888115406892,89.81999969482422
2023-08-29,92.5384043538354,90.32609635920443,88.11378836457345,89.91000366210938
2023-08-30,92.45742645645329,90.2788492612854,88.10027206611751,90.0199966430664
2023-08-31,92.31046359198147,90.15324448254133,87.99602537310118,90.0199966430664
2023-09-01,92.24850369129163,89.9815067674537,87.71450984361576,89.44999694824219
2023-09-05,91.99418400667987,89.65088727876577,87.30759055085166,88.12000274658203
2023-09-06,91.59784205390393,89.3793744952412,87.16090693657846,86.83000183105469
2023-09-07,91.65619765585461,89.29657712771636,86.93695659957811,87.55000305175781
2023-09-08,91.60779950300994,89.29214121079099,86.97648291857203,88.73999786376953
2023-09-11,91.63393519677447,89.33384236756648,87.03374953835848,88.63999938964844
2023-09-12,91.71741696362807,89.41633328001177,87.11524959639547,89.87999725341797
2023-09-13,91.89644347956289,89.61096811853186,87.32549275750083,90.5
2023-09-14,92.07561286659603,89.8746851789972,87.67375749139836,91.8000030517578
2023-09-15,92.26135944692416,90.02852448230885,87.79568951769355,92.1500015258789
2023-09-18,92.33188361709936,90.17533164540555,88.01877967371173,91.37000274658205
2023-09-19,92.34895943478,90.27006179050458,88.19116414622917,91.66000366210938
2023-09-20,92.4667065511326,90.38719876283747,88.30769097454234,91.66000366210938
2023-09-21,92.52428470279087,90.43222751021978,88.34017031764868,91.36000061035156
2023-09-22,92.57196211485561,90.47011077887072,88.36825944288583,90.4000015258789
2023-09-25,92.53541038593754,90.4472434053529,88.35907642476828,90.05000305175781
2023-09-26,92.4673335010923,90.19798230303878,87.92863110498527,90.04000091552734
2023-09-27,92.13909087641584,89.8581742030749,87.57725752973396,87.5
2023-09-28,91.85198200287488,89.44215740885534,87.0323328148358,87.05000305175781
2023-09-29,91.47841277844267,89.06957087270692,86.66072896697116,86.2300033569336

Answer: 46.5649