Question: Calculate the percentage of days with long alignment in the 10, 20, 30-day Exponential Moving Average lines for American Water Works from July 15, 2022 to May 29, 2023. (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) 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: EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)
Data:
date,close,high,open
2022-01-21,161.38999938964844,165.33999633789062,164.0800018310547
2022-01-24,159.7899932861328,162.63999938964844,160.8000030517578
2022-01-25,157.0,159.8800048828125,157.77999877929688
2022-01-26,155.5500030517578,159.47000122070312,157.4499969482422
2022-01-27,156.14999389648438,159.41000366210938,156.8800048828125
2022-01-28,157.83999633789062,157.83999633789062,156.27000427246094
2022-01-31,160.8000030517578,161.1199951171875,157.1199951171875
2022-02-01,158.7100067138672,161.44000244140625,161.0
2022-02-02,160.82000732421875,160.97999572753906,158.38999938964844
2022-02-03,157.50999450683594,159.74000549316406,159.25
2022-02-04,155.5,157.30999755859375,156.57000732421875
2022-02-07,155.4199981689453,156.2100067138672,155.6999969482422
2022-02-08,155.66000366210938,157.8300018310547,155.5
2022-02-09,155.72999572753906,157.14999389648438,156.99000549316406
2022-02-10,150.41000366210938,154.25999450683594,152.75
2022-02-11,149.4600067138672,152.27000427246094,151.33999633789062
2022-02-14,148.02999877929688,150.91000366210938,149.47000122070312
2022-02-15,146.77000427246094,149.6199951171875,149.39999389648438
2022-02-16,146.2899932861328,147.10000610351562,147.05999755859375
2022-02-17,148.05999755859375,149.14999389648438,147.9199981689453
2022-02-18,148.25999450683594,149.47000122070312,147.0
2022-02-22,147.8300018310547,149.4499969482422,147.16000366210938
2022-02-23,146.72999572753906,150.05999755859375,149.3000030517578
2022-02-24,148.60000610351562,149.0399932861328,144.9499969482422
2022-02-25,152.69000244140625,152.77000427246094,149.5
2022-02-28,151.08999633789062,152.97000122070312,152.3699951171875
2022-03-01,151.02000427246094,153.2100067138672,151.2899932861328
2022-03-02,152.10000610351562,152.52999877929688,150.6300048828125
2022-03-03,154.94000244140625,155.66000366210938,152.5
2022-03-04,161.0399932861328,161.44000244140625,155.0399932861328
2022-03-07,159.22000122070312,161.99000549316406,161.72000122070312
2022-03-08,154.25,159.32000732421875,157.41000366210938
2022-03-09,153.7899932861328,156.77000427246094,155.9600067138672
2022-03-10,153.1300048828125,153.2899932861328,153.24000549316406
2022-03-11,152.0800018310547,154.92999267578125,153.3300018310547
2022-03-14,152.6199951171875,154.9499969482422,153.61000061035156
2022-03-15,155.9499969482422,156.3300018310547,154.9600067138672
2022-03-16,156.14999389648438,156.9499969482422,156.05999755859375
2022-03-17,157.42999267578125,158.74000549316406,156.1199951171875
2022-03-18,158.72000122070312,160.75999450683594,157.97000122070312
2022-03-21,157.00999450683594,159.94000244140625,158.10000610351562
2022-03-22,156.5800018310547,157.6699981689453,157.11000061035156
2022-03-23,155.60000610351562,157.2899932861328,156.6699981689453
2022-03-24,158.14999389648438,158.25,156.0399932861328
2022-03-25,159.5500030517578,159.6300048828125,158.57000732421875
2022-03-28,161.4199981689453,161.4199981689453,160.49000549316406
2022-03-29,164.44000244140625,164.5399932861328,163.5399932861328
2022-03-30,165.85000610351562,166.08999633789062,164.41000366210938
2022-03-31,165.52999877929688,167.47000122070312,165.77999877929688
2022-04-01,168.83999633789062,168.97000122070312,165.72999572753906
2022-04-04,166.25,168.52999877929688,168.32000732421875
2022-04-05,167.63999938964844,168.64999389648438,166.57000732421875
2022-04-06,168.99000549316406,169.44000244140625,167.5399932861328
2022-04-07,171.13999938964844,171.77000427246094,169.8800048828125
2022-04-08,169.8699951171875,173.8699951171875,171.0500030517578
2022-04-11,169.22000122070312,170.80999755859375,170.0
2022-04-12,168.5500030517578,171.1199951171875,169.0
2022-04-13,167.14999389648438,168.9499969482422,168.5500030517578
2022-04-14,166.16000366210938,168.67999267578125,167.82000732421875
2022-04-18,162.44000244140625,167.13999938964844,166.10000610351562
2022-04-19,164.3800048828125,164.57000732421875,162.88999938964844
2022-04-20,167.55999755859375,169.1300048828125,166.0399932861328
2022-04-21,165.30999755859375,169.16000366210938,167.9600067138672
2022-04-22,164.1999969482422,166.50999450683594,165.49000549316406
2022-04-25,160.80999755859375,164.8300018310547,164.8000030517578
2022-04-26,158.25999450683594,161.52999877929688,160.47999572753906
2022-04-27,156.24000549316406,159.0399932861328,157.39999389648438
2022-04-28,160.67999267578125,161.3300018310547,156.3800048828125
2022-04-29,154.0800018310547,159.88999938964844,159.17999267578125
2022-05-02,148.8300018310547,154.92999267578125,154.83999633789062
2022-05-03,149.6199951171875,153.05999755859375,149.07000732421875
2022-05-04,152.5,152.77000427246094,149.99000549316406
2022-05-05,148.36000061035156,152.3699951171875,151.5500030517578
2022-05-06,149.00999450683594,149.63999938964844,146.8300018310547
2022-05-09,145.7899932861328,147.94000244140625,147.27999877929688
2022-05-10,143.5500030517578,148.1199951171875,146.00999450683594
2022-05-11,144.0399932861328,146.22000122070312,143.63999938964844
2022-05-12,145.82000732421875,146.22999572753906,144.24000549316406
2022-05-13,146.47999572753906,147.91000366210938,147.02999877929688
2022-05-16,145.97000122070312,148.07000732421875,146.33999633789062
2022-05-17,146.41000366210938,146.72999572753906,146.72999572753906
2022-05-18,144.27999877929688,147.5800018310547,146.4499969482422
2022-05-19,145.0500030517578,145.47000122070312,144.07000732421875
2022-05-20,145.57000732421875,146.66000366210938,145.8300018310547
2022-05-23,148.36000061035156,148.6199951171875,147.27999877929688
2022-05-24,148.47000122070312,149.10000610351562,148.4199981689453
2022-05-25,146.88999938964844,148.63999938964844,147.85000610351562
2022-05-26,148.82000732421875,149.42999267578125,148.3699951171875
2022-05-27,151.75999450683594,152.08999633789062,148.86000061035156
2022-05-31,151.25,151.83999633789062,150.58999633789062
2022-06-01,151.9199981689453,153.6999969482422,151.75
2022-06-02,155.05999755859375,155.27999877929688,152.74000549316406
2022-06-03,155.14999389648438,156.4600067138672,154.0500030517578
2022-06-06,155.10000610351562,157.27000427246094,156.16000366210938
2022-06-07,156.85000610351562,157.2100067138672,154.64999389648438
2022-06-08,153.60000610351562,156.38999938964844,155.86000061035156
2022-06-09,150.55999755859375,154.85000610351562,153.11000061035156
2022-06-10,148.27000427246094,149.8000030517578,148.08999633789062
2022-06-13,140.66000366210938,145.8699951171875,145.82000732421875
2022-06-14,133.47000122070312,140.7100067138672,140.7100067138672
2022-06-15,135.02000427246094,137.3300018310547,134.69000244140625
2022-06-16,130.8800048828125,133.36000061035156,132.5800018310547
2022-06-17,131.83999633789062,132.67999267578125,129.66000366210938
2022-06-21,134.44000244140625,135.02999877929688,132.89999389648438
2022-06-22,137.00999450683594,138.99000549316406,133.16000366210938
2022-06-23,144.5800018310547,144.77000427246094,137.97999572753906
2022-06-24,148.33999633789062,148.66000366210938,146.02999877929688
2022-06-27,148.9499969482422,149.1999969482422,147.8800048828125
2022-06-28,145.10000610351562,149.50999450683594,149.08999633789062
2022-06-29,145.82000732421875,146.27000427246094,145.61000061035156
2022-06-30,148.77000427246094,149.47999572753906,145.49000549316406
2022-07-01,153.42999267578125,155.14999389648438,149.52000427246094
2022-07-05,149.64999389648438,152.89999389648438,152.75
2022-07-06,152.24000549316406,153.5399932861328,150.38999938964844
2022-07-07,153.22999572753906,154.3000030517578,152.1300048828125
2022-07-08,150.86000061035156,153.17999267578125,152.47999572753906
2022-07-11,150.1699981689453,151.2100067138672,150.41000366210938
2022-07-12,148.02999877929688,151.94000244140625,149.3800048828125
2022-07-13,148.02000427246094,149.1999969482422,146.6699981689453
2022-07-14,146.5399932861328,146.7899932861328,144.97000122070312
2022-07-15,148.57000732421875,148.92999267578125,147.67999267578125
2022-07-18,145.07000732421875,148.0399932861328,148.0399932861328
2022-07-19,146.77000427246094,147.47000122070312,146.33999633789062
2022-07-20,144.7100067138672,147.47999572753906,147.47999572753906
2022-07-21,145.9499969482422,146.05999755859375,144.74000549316406
2022-07-22,148.22000122070312,148.77000427246094,146.82000732421875
2022-07-25,149.8300018310547,149.9499969482422,148.13999938964844
2022-07-26,150.55999755859375,150.75,149.3699951171875
2022-07-27,151.27000427246094,151.75999450683594,150.74000549316406
2022-07-28,155.50999450683594,155.5399932861328,151.82000732421875
2022-07-29,155.44000244140625,157.3699951171875,155.72000122070312
2022-08-01,156.6300048828125,156.7100067138672,154.74000549316406
2022-08-02,155.47999572753906,158.41000366210938,157.9199981689453
2022-08-03,157.64999389648438,158.07000732421875,155.6300048828125
2022-08-04,158.63999938964844,159.24000549316406,157.86000061035156
2022-08-05,155.63999938964844,158.5399932861328,158.33999633789062
2022-08-08,155.14999389648438,157.6699981689453,156.25999450683594
2022-08-09,155.3699951171875,157.2100067138672,155.47000122070312
2022-08-10,156.77000427246094,157.50999450683594,156.8699951171875
2022-08-11,155.1999969482422,158.2100067138672,157.10000610351562
2022-08-12,158.3300018310547,158.41000366210938,156.27000427246094
2022-08-15,159.24000549316406,159.80999755859375,158.3300018310547
2022-08-16,159.5,159.8800048828125,158.14999389648438
2022-08-17,158.94000244140625,159.9499969482422,159.10000610351562
2022-08-18,158.75,159.38999938964844,159.11000061035156
2022-08-19,157.80999755859375,159.4600067138672,158.52000427246094
2022-08-22,155.17999267578125,157.64999389648438,156.58999633789062
2022-08-23,152.8000030517578,154.69000244140625,154.69000244140625
2022-08-24,154.52999877929688,154.61000061035156,153.10000610351562
2022-08-25,155.32000732421875,155.47000122070312,154.91000366210938
2022-08-26,151.08999633789062,155.75999450683594,155.75999450683594
2022-08-29,151.63999938964844,152.8699951171875,150.3300018310547
2022-08-30,150.49000549316406,152.9600067138672,151.9600067138672
2022-08-31,148.4499969482422,152.60000610351562,151.47000122070312
2022-09-01,151.47999572753906,151.50999450683594,148.4499969482422
2022-09-02,148.1199951171875,153.08999633789062,151.74000549316406
2022-09-06,148.4199981689453,150.80999755859375,148.3000030517578
2022-09-07,153.33999633789062,153.72999572753906,149.36000061035156
2022-09-08,154.52000427246094,155.13999938964844,152.4199981689453
2022-09-09,154.89999389648438,156.6999969482422,155.33999633789062
2022-09-12,156.8699951171875,157.10000610351562,154.69000244140625
2022-09-13,152.13999938964844,155.4499969482422,154.7100067138672
2022-09-14,153.47999572753906,154.77999877929688,151.97999572753906
2022-09-15,147.86000061035156,152.6199951171875,152.5800018310547
2022-09-16,148.39999389648438,149.63999938964844,147.86000061035156
2022-09-19,148.5500030517578,148.6699981689453,148.0
2022-09-20,145.44000244140625,147.2100067138672,147.2100067138672
2022-09-21,144.32000732421875,148.52999877929688,146.4600067138672
2022-09-22,142.7899932861328,143.88999938964844,143.42999267578125
2022-09-23,140.91000366210938,141.8800048828125,141.32000732421875
2022-09-26,137.3300018310547,140.25999450683594,139.5800018310547
2022-09-27,134.7100067138672,139.0500030517578,138.66000366210938
2022-09-28,137.4199981689453,138.25,136.19000244140625
2022-09-29,133.1999969482422,137.07000732421875,136.16000366210938
2022-09-30,130.16000366210938,134.6300048828125,134.4600067138672
2022-10-03,134.35000610351562,135.16000366210938,132.41000366210938
2022-10-04,136.52000427246094,137.57000732421875,135.16000366210938
2022-10-05,133.39999389648438,134.8000030517578,134.6999969482422
2022-10-06,131.24000549316406,133.11000061035156,132.82000732421875
2022-10-07,127.4499969482422,130.7899932861328,130.4600067138672
2022-10-10,127.44000244140624,128.85000610351562,127.58000183105467
2022-10-11,127.72000122070312,129.22000122070312,127.0
2022-10-12,126.01000213623048,127.73999786376952,127.73999786376952
2022-10-13,128.97999572753906,129.47999572753906,123.4800033569336
2022-10-14,128.44000244140625,131.72999572753906,130.49000549316406
2022-10-17,131.4199981689453,132.5800018310547,130.38999938964844
2022-10-18,134.77000427246094,135.0,133.8800048828125
2022-10-19,134.0,134.0500030517578,133.1699981689453
2022-10-20,129.92999267578125,134.38999938964844,134.3699951171875
2022-10-21,132.75999450683594,133.75999450683594,130.6300048828125
2022-10-24,135.9600067138672,136.39999389648438,134.3699951171875
2022-10-25,139.5500030517578,139.97999572753906,136.57000732421875
2022-10-26,139.22000122070312,141.25999450683594,140.1999969482422
2022-10-27,142.02000427246094,142.94000244140625,140.6199951171875
2022-10-28,145.94000244140625,146.02999877929688,142.38999938964844
2022-10-31,145.33999633789062,146.0800018310547,145.9199981689453
2022-11-01,141.83999633789062,149.41000366210938,147.6199951171875
2022-11-02,138.16000366210938,143.50999450683594,141.9600067138672
2022-11-03,137.83999633789062,139.10000610351562,136.4499969482422
2022-11-04,139.0399932861328,139.63999938964844,138.5
2022-11-07,138.0399932861328,138.66000366210938,138.5500030517578
2022-11-08,139.7899932861328,140.4499969482422,137.75999450683594
2022-11-09,139.4600067138672,140.47000122070312,139.3699951171875
2022-11-10,147.50999450683594,147.64999389648438,144.58999633789062
2022-11-11,145.94000244140625,147.1699981689453,147.1699981689453
2022-11-14,144.75,147.57000732421875,146.0
2022-11-15,146.02000427246094,147.17999267578125,146.17999267578125
2022-11-16,147.0500030517578,147.9199981689453,146.24000549316406
2022-11-17,142.85000610351562,146.22999572753906,145.3000030517578
2022-11-18,146.7100067138672,147.10000610351562,144.6199951171875
2022-11-21,147.72000122070312,150.32000732421875,147.32000732421875
2022-11-22,148.22000122070312,149.82000732421875,148.2100067138672
2022-11-23,151.25999450683594,151.47999572753906,148.1300048828125
2022-11-25,152.89999389648438,153.3699951171875,151.97000122070312
2022-11-28,149.75,151.82000732421875,151.4199981689453
2022-11-29,147.13999938964844,148.8800048828125,148.72000122070312
2022-11-30,151.75999450683594,151.92999267578125,146.7899932861328
2022-12-01,154.00999450683594,155.52999877929688,153.5
2022-12-02,153.74000549316406,154.5500030517578,152.3300018310547
2022-12-05,153.17999267578125,153.69000244140625,152.30999755859375
2022-12-06,154.67999267578125,155.3300018310547,153.0
2022-12-07,153.7899932861328,155.97000122070312,154.69000244140625
2022-12-08,155.41000366210938,155.4600067138672,153.60000610351562
2022-12-09,156.13999938964844,156.94000244140625,154.49000549316406
2022-12-12,156.99000549316406,157.6699981689453,157.61000061035156
2022-12-13,159.19000244140625,161.91000366210938,159.8800048828125
2022-12-14,158.35000610351562,161.19000244140625,159.3699951171875
2022-12-15,156.4199981689453,158.3699951171875,157.8000030517578
2022-12-16,152.39999389648438,155.72000122070312,154.82000732421875
2022-12-19,151.47999572753906,153.97000122070312,152.00999450683594
2022-12-20,150.25999450683594,151.6699981689453,151.25999450683594
2022-12-21,152.52999877929688,152.88999938964844,150.69000244140625
2022-12-22,151.92999267578125,152.39999389648438,151.6999969482422
2022-12-23,153.02000427246094,153.24000549316406,152.0
2022-12-27,154.27999877929688,154.89999389648438,152.67999267578125
2022-12-28,153.1199951171875,155.5399932861328,154.67999267578125
2022-12-29,154.77999877929688,155.5399932861328,154.0500030517578
2022-12-30,152.4199981689453,154.7100067138672,154.52999877929688
2023-01-03,154.10000610351562,155.00999450683594,153.77000427246094
2023-01-04,157.1699981689453,158.4600067138672,155.5399932861328
2023-01-05,154.6699981689453,157.25,155.8699951171875
2023-01-06,158.25999450683594,159.0800018310547,155.17999267578125
2023-01-09,158.44000244140625,161.27000427246094,157.8300018310547
2023-01-10,160.77000427246094,161.11000061035156,158.1300048828125
2023-01-11,161.4199981689453,162.38999938964844,161.0
2023-01-12,159.4199981689453,161.24000549316406,161.22000122070312
2023-01-13,158.8699951171875,159.7899932861328,158.19000244140625
2023-01-17,157.24000549316406,159.3300018310547,158.82000732421875
2023-01-18,152.69000244140625,158.4600067138672,158.1699981689453
2023-01-19,150.19000244140625,152.97000122070312,152.77999877929688
2023-01-20,151.5399932861328,151.64999389648438,149.91000366210938
2023-01-23,150.97000122070312,152.57000732421875,150.89999389648438
2023-01-24,154.5399932861328,154.72000122070312,150.4600067138672
2023-01-25,155.50999450683594,155.63999938964844,153.6699981689453
2023-01-26,156.1999969482422,156.38999938964844,155.10000610351562
2023-01-27,157.02000427246094,157.89999389648438,155.6300048828125
2023-01-30,155.0,158.4600067138672,156.6300048828125
2023-01-31,156.49000549316406,156.49000549316406,155.30999755859375
2023-02-01,158.6199951171875,159.49000549316406,155.97000122070312
2023-02-02,160.60000610351562,162.58999633789062,159.41000366210938
2023-02-03,156.61000061035156,159.9499969482422,158.9499969482422
2023-02-06,156.41000366210938,156.5,155.0500030517578
2023-02-07,155.47000122070312,156.3300018310547,155.41000366210938
2023-02-08,150.69000244140625,155.16000366210938,155.0
2023-02-09,149.05999755859375,153.13999938964844,151.3699951171875
2023-02-10,150.4499969482422,150.47000122070312,149.07000732421875
2023-02-13,151.7100067138672,152.39999389648438,151.0500030517578
2023-02-14,149.30999755859375,151.92999267578125,151.4199981689453
2023-02-15,149.25,149.55999755859375,148.6300048828125
2023-02-16,147.4600067138672,147.88999938964844,146.86000061035156
2023-02-17,149.61000061035156,150.64999389648438,147.16000366210938
2023-02-21,147.66000366210938,148.92999267578125,148.5399932861328
2023-02-22,146.67999267578125,148.67999267578125,148.1199951171875
2023-02-23,143.86000061035156,147.36000061035156,147.0
2023-02-24,141.55999755859375,142.4600067138672,142.0399932861328
2023-02-27,139.77999877929688,144.0399932861328,142.5800018310547
2023-02-28,140.3800048828125,141.85000610351562,139.05999755859375
2023-03-01,138.13999938964844,140.58999633789062,136.8000030517578
2023-03-02,138.55999755859375,139.61000061035156,137.9199981689453
2023-03-03,139.6999969482422,140.64999389648438,139.3000030517578
2023-03-06,139.9199981689453,141.27999877929688,140.0
2023-03-07,137.1300048828125,140.4499969482422,140.10000610351562
2023-03-08,138.24000549316406,138.47999572753906,136.05999755859375
2023-03-09,135.8699951171875,138.52999877929688,138.19000244140625
2023-03-10,133.64999389648438,137.22000122070312,136.6300048828125
2023-03-13,136.3699951171875,139.74000549316406,133.72000122070312
2023-03-14,137.6699981689453,138.72000122070312,138.22000122070312
2023-03-15,140.6300048828125,141.2899932861328,137.3800048828125
2023-03-16,142.64999389648438,142.97000122070312,140.67999267578125
2023-03-17,141.80999755859375,142.24000549316406,142.02000427246094
2023-03-20,142.55999755859375,143.1199951171875,142.1300048828125
2023-03-21,138.86000061035156,142.74000549316406,142.39999389648438
2023-03-22,136.3800048828125,140.10000610351562,138.3699951171875
2023-03-23,136.72000122070312,138.22000122070312,136.17999267578125
2023-03-24,141.83999633789062,141.92999267578125,137.27999877929688
2023-03-27,141.67999267578125,143.72000122070312,142.85000610351562
2023-03-28,141.22000122070312,143.22999572753906,141.25
2023-03-29,144.13999938964844,144.4199981689453,141.88999938964844
2023-03-30,145.88999938964844,146.00999450683594,144.4199981689453
2023-03-31,146.49000549316406,147.25,146.47000122070312
2023-04-03,145.44000244140625,146.50999450683594,145.05999755859375
2023-04-04,147.1300048828125,147.7899932861328,145.58999633789062
2023-04-05,150.2100067138672,150.85000610351562,148.1699981689453
2023-04-06,151.8800048828125,152.30999755859375,151.0
2023-04-10,151.88999938964844,151.92999267578125,150.89999389648438
2023-04-11,152.05999755859375,152.3000030517578,151.36000061035156
2023-04-12,150.82000732421875,153.42999267578125,152.88999938964844
2023-04-13,152.0,152.0500030517578,150.27999877929688
2023-04-14,149.6999969482422,151.4499969482422,150.1699981689453
2023-04-17,149.83999633789062,150.99000549316406,150.47999572753906
2023-04-18,148.10000610351562,150.2899932861328,149.82000732421875
2023-04-19,149.00999450683594,149.9199981689453,148.63999938964844
2023-04-20,149.6199951171875,149.63999938964844,149.07000732421875
2023-04-21,150.92999267578125,151.8000030517578,150.49000549316406
2023-04-24,151.50999450683594,152.41000366210938,151.0399932861328
2023-04-25,152.4199981689453,152.99000549316406,152.22000122070312
2023-04-26,149.0500030517578,152.0399932861328,150.67999267578125
2023-04-27,148.4600067138672,149.25,148.14999389648438
2023-04-28,148.25,150.22000122070312,148.36000061035156
2023-05-01,146.58999633789062,148.4499969482422,148.1300048828125
2023-05-02,146.74000549316406,147.60000610351562,146.24000549316406
2023-05-03,146.49000549316406,149.1199951171875,147.72000122070312
2023-05-04,147.82000732421875,148.3800048828125,146.99000549316406
2023-05-05,148.42999267578125,148.89999389648438,147.4600067138672
2023-05-08,147.47000122070312,148.82000732421875,147.69000244140625
2023-05-09,147.8800048828125,147.9499969482422,147.52999877929688
2023-05-10,149.74000549316406,150.19000244140625,148.91000366210938
2023-05-11,149.4199981689453,150.02999877929688,149.99000549316406
2023-05-12,149.77000427246094,151.24000549316406,150.35000610351562
2023-05-15,147.55999755859375,150.4499969482422,150.4199981689453
2023-05-16,144.6999969482422,147.4600067138672,147.16000366210938
2023-05-17,143.61000061035156,145.0,144.91000366210938
2023-05-18,141.72999572753906,142.8699951171875,142.50999450683594
2023-05-19,141.4499969482422,143.08999633789062,142.52999877929688
2023-05-22,143.57000732421875,144.5,141.5
2023-05-23,143.5,145.07000732421875,143.1199951171875
2023-05-24,143.1699981689453,144.52000427246094,143.58999633789062
2023-05-25,142.4499969482422,143.44000244140625,143.3800048828125
2023-05-26,143.4600067138672,143.52000427246094,142.8800048828125

Indicator data:
date,10-day,20-day,30-day
2022-03-04,153.09825147585445,152.8870839051802,153.7827680280234
2022-03-07,154.21129688400876,153.49021888761095,154.13355726626082
2022-03-08,154.21833381418898,153.5625789935528,154.1410697006956
2022-03-09,154.14045371817875,153.58423749760803,154.1184196094335
2022-03-10,153.95673574811215,153.54097724857988,154.05465091739345
2022-03-11,153.61551139955623,153.4018367326251,153.9272542021458
2022-03-14,153.43450843912555,153.32737562639295,153.84291490634206
2022-03-15,153.89186998623765,153.5771490856167,153.97885568323883
2022-03-16,154.30243796991886,153.82218192474696,154.11892911635147
2022-03-17,154.87108428007565,154.16578294865496,154.33254612018564
2022-03-18,155.57088736018972,154.59951802218336,154.61560773957387
2022-03-21,155.83254320503448,154.8290872111979,154.77008430520368
2022-03-22,155.96844477340179,154.9958409845176,154.88685317783924
2022-03-23,155.90145592433157,155.0533805196603,154.9328630440119
2022-03-24,156.31028101017753,155.34829607935782,155.14041987320368
2022-03-25,156.89932138137394,155.74845864815782,155.42490911052977
2022-03-28,157.72126261547783,156.28860526918518,155.8116890497824
2022-03-29,158.94285167473754,157.06492880939672,156.36835442988718
2022-03-30,160.19869793451537,157.90160283740803,156.98007389270194
2022-03-31,161.16802536083927,158.62811673663555,157.5316819499016
2022-04-01,162.5629291748486,159.60067669865984,158.26125062009447
2022-04-04,163.23330568851247,160.23394558450178,158.77665380589482
2022-04-05,164.03452272508264,160.93928404213477,159.3484825532338
2022-04-06,164.93551959200653,161.7060194184233,159.97051629129382
2022-04-07,166.0636068279414,162.6044937013971,160.6911281040909
2022-04-08,166.75567742598616,163.29644621718668,161.28331307267777
2022-04-11,167.20373629775287,163.86059431275967,161.79535746932459
2022-04-12,167.44851207120828,164.30720466885472,162.23114105528805
2022-04-13,167.39423603944027,164.57794650005755,162.54848639988137
2022-04-14,167.16983015265282,164.72861861072917,162.7814875135735
2022-04-18,166.3098614778807,164.51065516603177,162.75945621859498
2022-04-19,165.95897846059555,164.49821228191564,162.8640077453187
2022-04-20,166.25007284204975,164.78981087969453,163.16697483004614
2022-04-21,166.07915006323955,164.8393524681611,163.3052343609202
2022-04-22,165.73748586051275,164.77846146626408,163.36296097945709
2022-04-25,164.84157889652747,164.40051252267642,163.19825366198205
2022-04-26,163.6449271893108,163.81570128307257,162.87965629713392
2022-04-27,162.2985777900114,163.09420644593843,162.45129172913587
2022-04-28,162.00428958742407,162.86428132497107,162.33701437085494
2022-04-29,160.5635099953569,162.02768327793143,161.8043038844162
2022-05-02,158.43014487457467,160.77076123537174,160.96725213903807
2022-05-03,156.82829946414063,159.70878350983037,160.23517104085417
2022-05-04,156.04133592520594,159.02223269937033,159.73612774789584
2022-05-05,154.64472950432332,158.00678202422569,159.0021840616027
2022-05-06,153.6202322320529,157.14994511780762,158.3575266709726
2022-05-09,152.1965524237038,156.0680449433624,157.54671806549905
2022-05-10,150.62445253789542,154.87585047749528,156.6437041936448
2022-05-11,149.42727812848403,153.8438640783179,155.8305615544505
2022-05-12,148.7714107095267,153.07968724459414,155.18471934604847
2022-05-13,148.35478980371076,152.4511451953508,154.6231242738866
2022-05-16,147.92119187952756,151.8338933882415,154.0648582704554
2022-05-17,147.6464303854515,151.3173324619432,153.57099668282018
2022-05-18,147.0343519116052,150.64711020645308,152.97157746323802
2022-05-19,146.67356120981475,150.1140523821964,152.46050814636834
2022-05-20,146.4729150487973,149.68128618619852,152.01595970622967
2022-05-23,146.8160215145344,149.55544946468927,151.78009137746335
2022-05-24,147.11674509747417,149.4520734414525,151.5665371738014
2022-05-25,147.0755186051422,149.20806638889977,151.26482505869478
2022-05-26,147.39269837224703,149.17110838273967,151.10709488227698
2022-05-27,148.18675221489954,149.41766896598693,151.14921743870013
2022-05-31,148.74370635764507,149.59217668351198,151.15571953942916
2022-06-01,149.32121395969966,149.81387396783896,151.20502783810764
2022-06-02,150.36462915949858,150.31350478600606,151.45373556201
2022-06-03,151.23469547531417,150.7741227965278,151.6922038416535
2022-06-06,151.93747922589625,151.18611168290758,151.91206205209622
2022-06-07,152.83066593091795,151.72553019915597,152.23063908767168
2022-06-08,152.97054596229933,151.9040517138569,152.31898534675838
2022-06-09,152.53226443435284,151.77604655621278,152.205502263651
2022-06-10,151.7573080412816,151.442137767284,151.95159916744518
2022-06-13,149.73961633597753,150.41526785250545,151.22310913484287
2022-06-14,146.7815044968367,148.80143293519095,150.07774733393063
2022-06-15,144.64304991058657,147.48891591969283,149.1062800396423
2022-06-16,142.1406780873549,145.90711486856137,147.93039131984682
2022-06-17,140.26782686017958,144.56738929421178,146.89230132101093
2022-06-21,139.20822242040262,143.60287626061125,146.08892719974614
2022-06-22,138.80854461793595,142.97498276025172,145.50318960665516
2022-06-23,139.85790047486663,143.12784171937582,145.4436291050035
2022-06-24,141.40009972268916,143.6242373973296,145.63049150712527
2022-06-27,142.77280830915333,144.1314525926546,145.84465314848765
2022-06-28,143.19593518085554,144.2236957841652,145.79661140365076
2022-06-29,143.67303920692157,144.3757254546465,145.79812081788097
2022-06-30,144.59976012792873,144.79422819920026,145.98985523430548
2022-07-01,146.205256954811,145.61668195887464,146.46986410149748
2022-07-05,146.83157276238796,146.00080690531365,146.6750337656902
2022-07-06,147.8149241679836,146.59501629463276,147.03406419972077
2022-07-07,148.79948263335731,147.22691909776668,147.43380171764454
2022-07-08,149.17412226553807,147.57292686087,147.65484680749663
2022-07-11,149.3551906116121,147.82026698544863,147.8171146372675
2022-07-12,149.11424664210023,147.8402414420056,147.83084909804361
2022-07-13,148.915293483984,147.85736171157276,147.84305265768344
2022-07-14,148.4834207207383,147.73189805200704,147.7589843111318
2022-07-15,148.49916373955293,147.8117179826939,147.81130837649226
2022-07-18,147.8756807549467,147.55060268188674,147.63445024408753
2022-07-19,147.67464866722202,147.47625997622714,147.57867953624066
2022-07-20,147.13562285752113,147.2128072845738,147.39360387028108
2022-07-21,146.9200545103795,147.0925396334946,147.30046793982697
2022-07-22,147.15640845771105,147.19991692751444,147.35979266762544
2022-07-25,147.6425163437735,147.4504012040421,147.5191610007499
2022-07-26,148.1729674737408,147.7465532378089,147.71534400448178
2022-07-27,148.7360650735081,148.08212000301387,147.94467692499657
2022-07-28,149.96768860684043,148.78953662242552,148.43276193027654
2022-07-29,150.96265475857965,149.4229143194713,148.88484196325265
2022-08-01,151.9930820538947,150.10930389693235,149.38452989354684
2022-08-02,152.62706635819367,150.62079835699012,149.7777857538044
2022-08-03,153.54032591061014,151.29024555122766,150.28567015010634
2022-08-04,154.46753927043528,151.99022210726775,150.82465913330262
2022-08-05,154.68071383756492,152.33781994368496,151.13532624661525
2022-08-08,154.76603748464117,152.60564603442776,151.39433706273584
2022-08-09,154.87584796328596,152.86891737564298,151.650831130765
2022-08-10,155.22024001949958,153.24044946105423,151.98110036571313
2022-08-11,155.21655946108913,153.4270730312626,152.1887711129731
2022-08-12,155.78263989199195,153.8940186312428,152.58497954639773
2022-08-15,156.4112518194778,154.40316023714007,153.01433605909236
2022-08-16,156.97284239775456,154.88857354788865,153.4327659907638
2022-08-17,157.33050786023668,155.27442391869985,153.7880715682246
2022-08-18,157.58859734019364,155.60543116453798,154.10819598317786
2022-08-19,157.62885192535728,155.81538986873375,154.3470218912692
2022-08-22,157.18360478907073,155.75487585035734,154.40076194188288
2022-08-23,156.38658629137748,155.47345939334784,154.29748717477804
2022-08-24,156.04902492554464,155.38360600153345,154.31248792345667
2022-08-25,155.9164762707581,155.37754898464635,154.37748917511874
2022-08-26,155.0389344647822,154.9692106373363,154.16539286303953
2022-08-29,154.42094626930333,154.65214289946124,154.002464251853
2022-08-30,153.70622976455073,154.25574886076626,153.77585400935698
2022-08-31,152.75055107067644,153.70282010719254,153.43225032799475
2022-09-01,152.5195410082878,153.49112254722553,153.30629841828795
2022-09-02,151.71962357354226,152.9795866015076,152.97169820531374
2022-09-06,151.11969168179735,152.5453400841207,152.67804013845125
2022-09-07,151.52338343745066,152.6210216320988,152.720746990028
2022-09-08,152.0682235892707,152.8018771216571,152.83682810502367
2022-09-09,152.583090917855,153.00169776687875,152.9699355754405
2022-09-12,153.36252804500634,153.37010703833673,153.22155232006935
2022-09-13,153.14025010766852,153.25295392893784,153.15177471165512
2022-09-14,153.20202203855405,153.27457695737604,153.172950261067
2022-09-15,152.23074541524448,152.7589030195642,152.83017931585957
2022-09-16,151.53424513910628,152.3437688173661,152.54436090170634
2022-09-19,150.99165566867927,151.98245779207008,152.28666039525805
2022-09-20,149.98226417281145,151.35936680629257,151.84494052726762
2022-09-21,148.95276292761278,150.68895161752363,151.3594609657806
2022-09-22,147.8322593564346,149.93666987167688,150.80659208322268
2022-09-23,146.57366741201182,149.0769873755276,150.168102507667
2022-09-26,144.89300094274688,147.95822684748256,149.33983794788554
2022-09-27,143.04154744658692,146.69649159666207,148.39597786827147
2022-09-28,142.0194475779248,145.81301603211762,147.68785014573433
2022-09-29,140.4159110998007,144.61177611936756,146.7531499394445
2022-09-30,138.5512006565841,143.2354168377239,145.68262437316486
2022-10-03,137.78734710148072,142.38918724398977,144.95148771060687
2022-10-04,137.55692113256802,141.83021743717748,144.4075210371781
2022-10-05,136.8011161805528,141.02733900473052,143.69735799584302
2022-10-06,135.79000514648212,140.09521200362894,142.89365783437987
2022-10-07,134.2736400195294,138.89090580787783,141.89729261591938
2022-10-10,133.03116045987065,137.80034358249958,140.9645642175637
2022-10-11,132.06549514365838,136.8403109766142,140.11007628228236
2022-10-12,130.96449641503511,135.80885299181577,139.20039407931128
2022-10-13,130.60367810821765,135.15848563331323,138.54101354048728
2022-10-14,130.21028253243375,134.51863009122687,137.8893354050627
2022-10-17,130.4302308299813,134.22352228910484,137.47195880918414
2022-10-18,131.21928054679577,134.2755681922816,137.29763916165365
2022-10-19,131.7248659019238,134.2493236025405,137.0848882479986
2022-10-20,131.39852531535243,133.83795875237297,136.6232820820491
2022-10-21,131.64606516834942,133.73529549089326,136.3740377223579
2022-10-24,132.43041817662538,133.94717275022413,136.34732604439077
2022-10-25,133.7248881539222,134.48077563608447,136.5539503674467
2022-10-26,134.72399962060962,134.93213045366718,136.72595364830198
2022-10-27,136.0505459209462,135.60716605545707,137.06750530147352
2022-10-28,137.8486289246662,136.59124571126176,137.63992447179177
2022-10-31,139.21069572707063,137.424460056655,138.13670330186267
2022-11-01,139.68875038358334,137.84498732153457,138.3756254332193
2022-11-02,139.41079643422444,137.8749888777798,138.3617143512122
2022-11-03,139.1251964167092,137.8716562549332,138.32805512454632
2022-11-04,139.10970493842257,137.9829264483808,138.37398661884225
2022-11-07,138.91521191073352,137.98836138530956,138.35243866189325
2022-11-08,139.074263069897,138.15994537586417,138.4451841215216
2022-11-09,139.14439827789155,138.28376074138825,138.5106565468342
2022-11-10,140.66541577406326,139.1624496714309,139.0912589958666
2022-11-11,141.62443153176199,139.80793088761902,139.5331134117079
2022-11-14,142.19271670780526,140.27860413641721,139.86968673998481
2022-11-15,142.88858717410628,140.82540414937375,140.26648141949943
2022-11-16,143.6452082427702,141.41822309245794,140.70412797641933
2022-11-17,143.500626035633,141.55458337922533,140.84257172655458
2022-11-18,144.08414979531193,142.04557607776266,141.22111591928441
2022-11-21,144.7452136908376,142.58599751994748,141.6403988419566
2022-11-22,145.37699324172223,143.12256930097183,142.0648893180048
2022-11-23,146.44662983537927,143.89756217772077,142.6581219108326
2022-11-25,147.61996875558017,144.75493662712682,143.31888784539078
2022-11-28,148.0072471636565,145.23065694835284,143.73379830697849
2022-11-29,147.84956575020047,145.4124990856191,143.95355321553782
2022-11-30,148.56055279686146,146.01702245906833,144.45719458916994
2022-12-01,149.55136038049318,146.77825789218906,145.07350426127744
2022-12-02,150.3129322191606,147.4412814732343,145.63263337301206
2022-12-05,150.83421593854615,147.9878253972864,146.11955977964232
2022-12-06,151.5334480725889,148.62517466190494,146.6718457729416
2022-12-07,151.94372902050597,149.11706214992665,147.1310810963733
2022-12-08,152.57396077352476,149.71638991299167,147.66520513287242
2022-12-09,153.22233143100178,150.32816224410186,148.21196605266442
2022-12-12,153.90736307866763,150.9626235059173,148.77829117785797
2022-12-13,154.86784296280192,151.7461834045353,149.45001448518366
2022-12-14,155.50096353384077,152.3751188996763,150.024207492818
2022-12-15,155.6680607402234,152.76034549674955,150.43683914934235
2022-12-16,155.0738667686345,152.72602629672429,150.56349429431924
2022-12-19,154.4204356702535,152.60735671870665,150.62262341904312
2022-12-20,153.6639918223594,152.38379841281423,150.59922800535233
2022-12-21,153.4578112690753,152.39772225724116,150.72379386173586
2022-12-22,153.18002607029456,152.3531765828164,150.8016131400614
2022-12-23,153.15093119796117,152.41668398183015,150.9447351486033
2022-12-27,153.35621621274947,152.59414253396983,151.15991344735775
2022-12-28,153.3132669226473,152.6442237323715,151.28637032928228
2022-12-29,153.57994544203814,152.8476308796977,151.5117657131542
2022-12-30,153.36904593783945,152.80690395486414,151.57036135546332
2023-01-03,153.5019477861442,152.93005654044998,151.73356424243443
2023-01-04,154.16886603756257,153.33386050506857,152.08430191511258
2023-01-05,154.25998097054125,153.46111171115206,152.25112102826307
2023-01-06,154.98725615895844,153.91814816788386,152.6387902849452
2023-01-09,155.61502821031257,154.34880095583839,153.01306203697496
2023-01-10,156.55229658524863,154.96034412885007,153.51350992313536
2023-01-11,157.43733323682983,155.5755492755258,154.02360593899408
2023-01-12,157.7978177699417,155.94168726537526,154.3717602764103
2023-01-13,157.99275910580457,156.2205737274526,154.66196897581528
2023-01-17,157.85589481259717,156.3176624670442,154.82829391241842
2023-01-18,156.9166416541988,155.97217103603106,154.69033962396605
2023-01-19,155.69361634278198,155.42148831273346,154.39999528960735
2023-01-20,154.93841215066394,155.05182211972388,154.21547903131867
2023-01-23,154.21688289067106,154.66307727219808,154.00609336611765
2023-01-24,154.27563023530047,154.65135498781092,154.0405385222477
2023-01-25,154.50006010285236,154.73313018009904,154.13534213415662
2023-01-26,154.80913952928685,154.87283177706504,154.26854567054926
2023-01-27,155.21111493713667,155.07732439567417,154.44605912873712
2023-01-30,155.1727304031118,155.06996016751472,154.48179724946377
2023-01-31,155.4122349649395,155.20520257948132,154.611359071638
2023-02-01,155.99546408353004,155.53042091640572,154.86998075199602
2023-02-02,156.83265354170922,156.0132385532733,155.2396598069328
2023-02-03,156.79217119055326,156.0700730348998,155.32806889102434
2023-02-06,156.72268618538163,156.1024473803483,155.39787113432016
2023-02-07,156.4949252827128,156.04221441276306,155.40252468828038
2023-02-08,155.43948476611163,155.53247993930052,155.09849099493366
2023-02-09,154.27957800110838,154.91605304589987,154.7089107732343
2023-02-10,153.58329053695087,154.49071436993248,154.43414213936384
2023-02-13,153.24269347820837,154.22588506935483,154.25839146675116
2023-02-14,152.52765785646025,153.7577053064252,153.93914024687004
2023-02-15,151.93172006437655,153.32840003914663,153.63661506965263
2023-02-16,151.11868127337485,152.76950543673908,153.23812420798907
2023-02-17,150.8443756982797,152.46860021517836,153.00405171781892
2023-02-21,150.26539896443052,152.0106386386956,152.6592744239022
2023-02-22,149.61350691194883,151.502958070799,152.2735143111202
2023-02-23,148.56741485711296,150.7750573602802,151.73070697558674
2023-02-24,147.29333898465492,149.89743261726244,151.07453217449043
2023-02-27,145.92727712913526,148.93386748983716,150.34585260060697
2023-02-28,144.9186821752584,148.11921390821578,149.7028946833299
2023-03-01,143.68619439605658,147.16881252549507,148.95690143857627
2023-03-02,142.75415860742697,146.34892538579018,148.28613344631935
2023-03-03,142.1988564875752,145.7156941060237,147.73218915612085
2023-03-06,141.78451861146067,145.1637230643972,147.22817683436762
2023-03-07,140.93824338807008,144.3986070471034,146.57668186975118
2023-03-08,140.44765467990533,143.81207356577585,146.03883178093912
2023-03-09,139.61535294122936,143.05568514210077,145.38277780263257
2023-03-10,138.53074220582116,142.15990502347066,144.62582400223593
2023-03-13,138.13787909879684,141.60848503239606,144.09318988061992
2023-03-14,138.05280983882383,141.23339104540074,143.6787904153506
2023-03-15,138.52139075591268,141.17592569658282,143.4820945745417
2023-03-16,139.27204587238026,141.3163131441925,143.4284106598283
2023-03-17,139.73349163350997,141.3633307074688,143.32399691136158
2023-03-20,140.247401801707,141.4772989790045,143.27470663053785
2023-03-21,139.99514703964238,141.22803246770422,142.98988688730003
2023-03-22,139.3378484656733,140.76631555485739,142.56344288701052
2023-03-23,138.86187623931505,140.38095228493793,142.18644665047458
2023-03-24,139.40335262087424,140.51990886140962,142.16409501740466
2023-03-27,139.81728717631188,140.63039303420692,142.1328626082677
2023-03-28,140.07232609347392,140.6865461948256,142.07396832519902
2023-03-29,140.81190305641474,141.01544649909445,142.2072606519377
2023-03-30,141.73519329882086,141.47968963152815,142.44485669953195
2023-03-31,142.59970460688325,141.95686257073154,142.70583404105662
2023-04-03,143.11612239497833,142.28859017746248,142.8822320023695
2023-04-04,143.84591921094818,142.74967729225773,143.1562818656239
2023-04-05,145.0030260296607,143.46018485622054,143.6113608880912
2023-04-06,146.25338582114284,144.26207247780073,144.14482179097647
2023-04-10,147.27822465178022,144.98854170750053,144.64451066831015
2023-04-11,148.1476379075645,145.66201369331893,145.12292917736073
2023-04-12,148.63352325604708,146.15325118197603,145.49048260619028
2023-04-13,149.2456099367658,146.71008440274022,145.91045147030707
2023-04-14,149.3282257570342,146.99483797850232,146.15493827533513
2023-04-17,149.42127495355356,147.2658054413012,146.3926839567903
2023-04-18,149.18104425354664,147.34525312341688,146.50283377270807
2023-04-19,149.14994429959924,147.50379992183775,146.6645860781357
2023-04-20,149.23540808461527,147.70534232139485,146.85525762904226
2023-04-21,149.54351437391819,148.0124518789555,147.11814376108995
2023-04-24,149.90105621626685,148.3455511768489,147.40148897049292
2023-04-25,150.3590456622084,148.73359374752476,147.72526375748987
2023-04-26,150.12103791485373,148.76372796697555,147.81073080873296
2023-04-27,149.81903224194707,148.73480213334616,147.85261957680615
2023-04-28,149.53375365250216,148.6886305015989,147.87825702346382
2023-05-01,148.9985250498455,148.4887605812457,147.7951434308462
2023-05-02,148.58788513044888,148.3222124776189,147.72707001551188
2023-05-03,148.20645246912437,148.1477165743375,147.64725940116685
2023-05-04,148.13618971550517,148.11650616956427,147.65840442846053
2023-05-05,148.18960843555536,148.14636202729923,147.70818431538447
2023-05-08,148.0587707601277,148.08194671238533,147.6928176641147
2023-05-09,148.0262678733431,148.0627141571879,147.70489425886942
2023-05-10,148.33785653149235,148.22245618918564,147.83619175785617
2023-05-11,148.5346095564838,148.3365078063056,147.9383728166361
2023-05-12,148.75922677757052,148.4730312792728,148.05654258797964
2023-05-15,148.54118510139293,148.38607568682718,148.02450742479346
2023-05-16,147.84278725536552,148.0350205688667,147.81002287791918
2023-05-17,147.0731896835448,147.61359009662718,147.53905369936643
2023-05-18,146.10169987336192,147.05324777576166,147.16427576570015
2023-05-19,145.25593570515832,146.51960483980744,146.79561261618673
2023-05-22,144.9494032722602,146.23869079070377,146.587509048963
2023-05-23,144.68587540457654,145.97786309635103,146.38831491677183
2023-05-24,144.41026136173448,145.71044738897905,146.1806815782024
2023-05-25,144.05384965019041,145.39992829938507,145.93999224723723
2023-05-26,143.94587820722256,145.21517386266908,145.7799931805682

Answer: 42.9032