Question: For Smurfit Westrock from March 13, 2022 to April 14, 2022, what percentage of days were the 5, 20, 60-day Triple Exponential Moving Average lines in short alignment? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 6n 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: TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2)
Data:
date,close,open
2020-10-07,39.93000030517578,39.93000030517578
2020-10-08,39.84999847412109,39.36000061035156
2020-10-09,39.95000076293945,42.0
2020-10-12,40.83000183105469,40.83000183105469
2020-10-13,39.70000076293945,39.720001220703125
2020-10-14,40.38999938964844,40.38999938964844
2020-10-15,40.38999938964844,40.38999938964844
2020-10-16,40.38999938964844,40.38999938964844
2020-10-19,40.38999938964844,40.38999938964844
2020-10-20,40.38999938964844,40.38999938964844
2020-10-21,40.38999938964844,40.38999938964844
2020-10-22,39.650001525878906,39.68999862670898
2020-10-23,39.650001525878906,39.650001525878906
2020-10-26,40.56999969482422,40.56999969482422
2020-10-27,37.790000915527344,37.790000915527344
2020-10-28,36.7400016784668,36.27999877929688
2020-10-29,38.540000915527344,38.75
2020-10-30,38.540000915527344,38.540000915527344
2020-11-02,37.9900016784668,37.9900016784668
2020-11-03,37.9900016784668,37.9900016784668
2020-11-04,41.04999923706055,41.04999923706055
2020-11-05,41.45000076293945,43.61000061035156
2020-11-06,43.18000030517578,43.18000030517578
2020-11-09,43.18000030517578,43.18000030517578
2020-11-10,43.18000030517578,43.18000030517578
2020-11-11,42.4900016784668,42.4900016784668
2020-11-12,41.869998931884766,41.869998931884766
2020-11-13,42.900001525878906,43.68999862670898
2020-11-16,42.34000015258789,42.52999877929688
2020-11-17,43.13999938964844,42.790000915527344
2020-11-18,43.13999938964844,43.13999938964844
2020-11-19,41.650001525878906,41.68999862670898
2020-11-20,41.84000015258789,42.630001068115234
2020-11-23,41.84000015258789,41.84000015258789
2020-11-24,41.54999923706055,43.66999816894531
2020-11-25,40.75,40.75
2020-11-27,40.75,40.75
2020-11-30,44.04999923706055,44.04999923706055
2020-12-01,44.04999923706055,44.04999923706055
2020-12-02,42.90999984741211,42.84999847412109
2020-12-03,42.90999984741211,42.90999984741211
2020-12-04,44.22999954223633,44.22999954223633
2020-12-07,43.84000015258789,43.84000015258789
2020-12-08,43.84000015258789,43.84000015258789
2020-12-09,45.5099983215332,45.5099983215332
2020-12-10,46.79999923706055,46.7599983215332
2020-12-11,46.79999923706055,46.79999923706055
2020-12-14,45.20000076293945,45.20000076293945
2020-12-15,45.20000076293945,45.20000076293945
2020-12-16,45.619998931884766,45.619998931884766
2020-12-17,45.619998931884766,45.619998931884766
2020-12-18,46.400001525878906,47.459999084472656
2020-12-21,46.400001525878906,46.400001525878906
2020-12-22,46.400001525878906,46.400001525878906
2020-12-23,47.04999923706055,47.04999923706055
2020-12-24,47.04999923706055,47.04999923706055
2020-12-28,47.04999923706055,47.04999923706055
2020-12-29,47.04999923706055,47.04999923706055
2020-12-30,47.04999923706055,47.04999923706055
2020-12-31,47.04999923706055,47.04999923706055
2021-01-04,47.61000061035156,47.61000061035156
2021-01-05,47.61000061035156,47.61000061035156
2021-01-06,47.61000061035156,47.61000061035156
2021-01-07,47.61000061035156,47.61000061035156
2021-01-08,49.209999084472656,48.959999084472656
2021-01-11,47.900001525878906,47.93999862670898
2021-01-12,47.900001525878906,47.900001525878906
2021-01-13,47.900001525878906,47.900001525878906
2021-01-14,49.84000015258789,49.84000015258789
2021-01-15,47.68999862670898,47.88999938964844
2021-01-19,47.68999862670898,47.68999862670898
2021-01-20,47.68999862670898,47.68999862670898
2021-01-21,47.68999862670898,47.68999862670898
2021-01-22,47.68999862670898,47.68999862670898
2021-01-25,47.68999862670898,47.68999862670898
2021-01-26,47.68999862670898,47.68999862670898
2021-01-27,47.68999862670898,47.68999862670898
2021-01-28,47.68999862670898,47.68999862670898
2021-01-29,49.0099983215332,49.0099983215332
2021-02-01,46.58000183105469,46.58000183105469
2021-02-02,46.58000183105469,46.58000183105469
2021-02-03,46.58000183105469,46.58000183105469
2021-02-04,50.59999847412109,50.59999847412109
2021-02-05,50.59999847412109,50.59999847412109
2021-02-08,50.59999847412109,50.59999847412109
2021-02-09,50.59999847412109,50.59999847412109
2021-02-10,50.59999847412109,50.59999847412109
2021-02-11,50.400001525878906,50.400001525878906
2021-02-12,51.540000915527344,51.540000915527344
2021-02-16,51.540000915527344,51.540000915527344
2021-02-17,49.900001525878906,49.900001525878906
2021-02-18,49.900001525878906,49.900001525878906
2021-02-19,49.900001525878906,49.900001525878906
2021-02-22,49.900001525878906,49.900001525878906
2021-02-23,48.13999938964844,48.13999938964844
2021-02-24,48.13999938964844,48.13999938964844
2021-02-25,48.13999938964844,48.13999938964844
2021-02-26,48.13999938964844,48.13999938964844
2021-03-01,48.13999938964844,48.13999938964844
2021-03-02,48.13999938964844,48.13999938964844
2021-03-03,48.13999938964844,48.13999938964844
2021-03-04,49.02999877929688,49.02999877929688
2021-03-05,49.02999877929688,49.02999877929688
2021-03-08,46.060001373291016,46.13999938964844
2021-03-09,46.060001373291016,46.060001373291016
2021-03-10,46.060001373291016,46.060001373291016
2021-03-11,46.060001373291016,46.060001373291016
2021-03-12,49.060001373291016,49.060001373291016
2021-03-15,46.900001525878906,46.81999969482422
2021-03-16,46.900001525878906,46.900001525878906
2021-03-17,46.900001525878906,46.900001525878906
2021-03-18,46.900001525878906,46.900001525878906
2021-03-19,46.900001525878906,46.900001525878906
2021-03-22,46.900001525878906,46.900001525878906
2021-03-23,46.900001525878906,46.900001525878906
2021-03-24,46.900001525878906,46.900001525878906
2021-03-25,46.900001525878906,46.900001525878906
2021-03-26,46.900001525878906,46.900001525878906
2021-03-29,46.900001525878906,46.900001525878906
2021-03-30,46.900001525878906,46.900001525878906
2021-03-31,45.84999847412109,45.93000030517578
2021-04-01,45.84999847412109,45.84999847412109
2021-04-05,45.84999847412109,45.84999847412109
2021-04-06,45.84999847412109,45.84999847412109
2021-04-07,50.59000015258789,50.59000015258789
2021-04-08,48.95000076293945,48.95000076293945
2021-04-09,50.02000045776367,49.70000076293945
2021-04-12,50.02000045776367,50.02000045776367
2021-04-13,49.84999847412109,49.84999847412109
2021-04-14,47.66999816894531,47.720001220703125
2021-04-15,50.220001220703125,50.040000915527344
2021-04-16,50.63999938964844,50.290000915527344
2021-04-19,50.63999938964844,50.63999938964844
2021-04-20,50.41999816894531,48.40999984741211
2021-04-21,49.97999954223633,50.060001373291016
2021-04-22,49.97999954223633,49.97999954223633
2021-04-23,49.97999954223633,49.97999954223633
2021-04-26,49.97999954223633,49.97999954223633
2021-04-27,48.0,50.59000015258789
2021-04-28,49.11000061035156,48.15999984741211
2021-04-29,49.11000061035156,49.11000061035156
2021-04-30,49.11000061035156,49.11000061035156
2021-05-03,49.11000061035156,49.11000061035156
2021-05-04,48.47999954223633,48.47999954223633
2021-05-05,52.380001068115234,52.380001068115234
2021-05-06,53.29999923706055,55.0099983215332
2021-05-07,53.29999923706055,53.29999923706055
2021-05-10,53.29999923706055,53.29999923706055
2021-05-11,53.29999923706055,53.29999923706055
2021-05-12,55.31999969482422,55.31999969482422
2021-05-13,55.31999969482422,55.31999969482422
2021-05-14,55.31999969482422,55.31999969482422
2021-05-17,52.95000076293945,52.709999084472656
2021-05-18,52.18000030517578,56.720001220703125
2021-05-19,52.18000030517578,52.18000030517578
2021-05-20,52.790000915527344,52.91999816894531
2021-05-21,56.59000015258789,56.59000015258789
2021-05-24,50.900001525878906,50.900001525878906
2021-05-25,50.900001525878906,50.900001525878906
2021-05-26,55.720001220703125,55.720001220703125
2021-05-27,53.650001525878906,53.650001525878906
2021-05-28,55.619998931884766,51.130001068115234
2021-06-01,52.380001068115234,52.380001068115234
2021-06-02,52.93000030517578,52.93000030517578
2021-06-03,52.93000030517578,52.93000030517578
2021-06-04,52.93000030517578,52.93000030517578
2021-06-07,52.93000030517578,52.93000030517578
2021-06-08,52.93000030517578,52.93000030517578
2021-06-09,52.93000030517578,52.93000030517578
2021-06-10,55.72999954223633,55.72999954223633
2021-06-11,53.04999923706055,57.720001220703125
2021-06-14,53.04999923706055,53.04999923706055
2021-06-15,53.04999923706055,53.04999923706055
2021-06-16,53.04999923706055,53.04999923706055
2021-06-17,53.04999923706055,53.04999923706055
2021-06-18,53.04999923706055,53.04999923706055
2021-06-21,52.06999969482422,52.06999969482422
2021-06-22,52.06999969482422,52.06999969482422
2021-06-23,52.06999969482422,52.06999969482422
2021-06-24,52.06999969482422,52.06999969482422
2021-06-25,56.7400016784668,56.7400016784668
2021-06-28,53.540000915527344,53.540000915527344
2021-06-29,53.540000915527344,53.540000915527344
2021-06-30,53.540000915527344,53.540000915527344
2021-07-01,56.56999969482422,56.56999969482422
2021-07-02,56.56999969482422,56.56999969482422
2021-07-06,56.56999969482422,56.56999969482422
2021-07-07,56.56999969482422,56.56999969482422
2021-07-08,56.56999969482422,56.56999969482422
2021-07-09,52.880001068115234,57.220001220703125
2021-07-12,56.47999954223633,56.47999954223633
2021-07-13,56.45000076293945,56.45000076293945
2021-07-14,56.45000076293945,56.45000076293945
2021-07-15,56.45000076293945,56.45000076293945
2021-07-16,56.45000076293945,56.45000076293945
2021-07-19,56.45000076293945,56.45000076293945
2021-07-20,56.45000076293945,56.45000076293945
2021-07-21,51.97999954223633,51.97999954223633
2021-07-22,55.25,55.25
2021-07-23,56.869998931884766,56.869998931884766
2021-07-26,57.650001525878906,57.650001525878906
2021-07-27,53.97999954223633,53.97999954223633
2021-07-28,53.97999954223633,53.97999954223633
2021-07-29,53.97999954223633,53.97999954223633
2021-07-30,53.97999954223633,53.97999954223633
2021-08-02,54.58000183105469,56.66999816894531
2021-08-03,54.58000183105469,54.58000183105469
2021-08-04,54.58000183105469,54.58000183105469
2021-08-05,54.58000183105469,54.58000183105469
2021-08-06,54.90999984741211,54.90999984741211
2021-08-09,54.90999984741211,54.90999984741211
2021-08-10,54.75,54.75
2021-08-11,55.43000030517578,55.43000030517578
2021-08-12,55.43000030517578,55.43000030517578
2021-08-13,58.77000045776367,58.77000045776367
2021-08-16,58.77000045776367,58.77000045776367
2021-08-17,57.95000076293945,59.08000183105469
2021-08-18,60.06999969482422,60.06999969482422
2021-08-19,60.06999969482422,60.06999969482422
2021-08-20,60.06999969482422,60.06999969482422
2021-08-23,60.06999969482422,60.06999969482422
2021-08-24,60.06999969482422,60.06999969482422
2021-08-25,56.93000030517578,56.93000030517578
2021-08-26,56.93000030517578,56.93000030517578
2021-08-27,56.93000030517578,56.93000030517578
2021-08-30,56.93000030517578,56.93000030517578
2021-08-31,56.77999877929688,56.77999877929688
2021-09-01,56.040000915527344,56.040000915527344
2021-09-02,56.34000015258789,56.38999938964844
2021-09-03,56.34000015258789,56.34000015258789
2021-09-07,56.34000015258789,56.34000015258789
2021-09-08,56.34000015258789,56.34000015258789
2021-09-09,56.34000015258789,56.34000015258789
2021-09-10,56.34000015258789,56.34000015258789
2021-09-13,55.34999847412109,58.58000183105469
2021-09-14,55.34999847412109,55.34999847412109
2021-09-15,55.34999847412109,55.34999847412109
2021-09-16,58.58000183105469,58.58000183105469
2021-09-17,56.709999084472656,56.709999084472656
2021-09-20,56.709999084472656,56.709999084472656
2021-09-21,56.709999084472656,56.709999084472656
2021-09-22,56.709999084472656,56.709999084472656
2021-09-23,56.709999084472656,56.709999084472656
2021-09-24,56.709999084472656,56.709999084472656
2021-09-27,55.58000183105469,55.58000183105469
2021-09-28,51.11000061035156,51.18999862670898
2021-09-29,51.11000061035156,51.11000061035156
2021-09-30,51.11000061035156,51.11000061035156
2021-10-01,53.459999084472656,54.119998931884766
2021-10-04,53.95000076293945,53.900001525878906
2021-10-05,53.95000076293945,53.95000076293945
2021-10-06,53.95000076293945,53.95000076293945
2021-10-07,54.91999816894531,54.91999816894531
2021-10-08,54.91999816894531,54.91999816894531
2021-10-11,54.91999816894531,54.91999816894531
2021-10-12,54.91999816894531,54.91999816894531
2021-10-13,54.91999816894531,54.91999816894531
2021-10-14,54.91999816894531,54.91999816894531
2021-10-15,54.91999816894531,54.91999816894531
2021-10-18,50.33000183105469,51.68999862670898
2021-10-19,50.70000076293945,50.70000076293945
2021-10-20,50.70000076293945,50.70000076293945
2021-10-21,48.72999954223633,48.72999954223633
2021-10-22,48.72999954223633,48.72999954223633
2021-10-25,49.52999877929688,49.52999877929688
2021-10-26,49.52999877929688,49.52999877929688
2021-10-27,51.72999954223633,51.72999954223633
2021-10-28,51.72999954223633,51.72999954223633
2021-10-29,51.72999954223633,51.72999954223633
2021-11-01,51.72999954223633,51.72999954223633
2021-11-02,51.72999954223633,51.72999954223633
2021-11-03,54.0,53.13999938964844
2021-11-04,54.0,54.0
2021-11-05,54.0,54.0
2021-11-08,54.0,54.0
2021-11-09,54.0,54.0
2021-11-10,51.66999816894531,51.66999816894531
2021-11-11,52.43999862670898,52.43999862670898
2021-11-12,52.43999862670898,52.43999862670898
2021-11-15,52.27999877929688,52.27999877929688
2021-11-16,54.11000061035156,54.02999877929688
2021-11-17,54.11000061035156,54.11000061035156
2021-11-18,53.22999954223633,53.22999954223633
2021-11-19,52.91999816894531,52.79999923706055
2021-11-22,51.02000045776367,51.02000045776367
2021-11-23,51.02000045776367,51.02000045776367
2021-11-24,51.02000045776367,51.02000045776367
2021-11-26,52.619998931884766,52.619998931884766
2021-11-29,52.619998931884766,52.619998931884766
2021-11-30,52.619998931884766,52.619998931884766
2021-12-01,52.619998931884766,52.619998931884766
2021-12-02,52.619998931884766,52.619998931884766
2021-12-03,52.54999923706055,52.54999923706055
2021-12-06,52.54999923706055,52.54999923706055
2021-12-07,52.25,52.25
2021-12-08,54.5,51.650001525878906
2021-12-09,54.5,54.5
2021-12-10,52.77000045776367,52.77000045776367
2021-12-13,54.5,54.41999816894531
2021-12-14,54.5,54.5
2021-12-15,54.5,54.5
2021-12-16,51.09000015258789,51.09000015258789
2021-12-17,51.09000015258789,51.09000015258789
2021-12-20,49.380001068115234,49.380001068115234
2021-12-21,53.5099983215332,53.5099983215332
2021-12-22,52.47999954223633,53.0
2021-12-23,52.31999969482422,52.400001525878906
2021-12-27,56.470001220703125,56.470001220703125
2021-12-28,56.470001220703125,56.470001220703125
2021-12-29,56.470001220703125,56.470001220703125
2021-12-30,55.29999923706055,55.29999923706055
2021-12-31,53.75,53.75
2022-01-03,58.31999969482422,58.31999969482422
2022-01-04,58.31999969482422,58.31999969482422
2022-01-05,58.31999969482422,58.31999969482422
2022-01-06,58.31999969482422,58.31999969482422
2022-01-07,54.84999847412109,54.84999847412109
2022-01-10,57.150001525878906,57.150001525878906
2022-01-11,57.40999984741211,53.70000076293945
2022-01-12,57.40999984741211,57.40999984741211
2022-01-13,57.40999984741211,57.40999984741211
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2022-01-24,49.540000915527344,49.540000915527344
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2022-03-03,44.25,44.25
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2022-03-07,38.130001068115234,38.130001068115234
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2022-03-09,41.25,41.25
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Indicator data:
date,5-day,20-day,60-day
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2022-03-17,45.48127367647333,40.56234813140043,44.82898509494291
2022-03-18,45.25884493253842,41.03527384862708,44.5392847318878
2022-03-21,45.027812067602376,41.46481407212839,44.27419509877975
2022-03-22,44.832726824217445,41.85385423076823,44.032216376842335
2022-03-23,44.684695344344604,42.20522737180021,43.81192711290051
2022-03-24,43.2080691011366,42.015921776139905,43.42639703327298
2022-03-25,42.561056400517955,41.88748811050031,43.071968018539835
2022-03-28,42.32533780525213,41.80794020322571,42.746778019571636
2022-03-29,42.279065328669006,41.767223653376526,42.44906142865911
2022-03-30,42.3091043690071,41.75693746710775,42.17714450230327
2022-03-31,43.29696375282797,42.11505191815829,42.05601854181983
2022-04-01,43.741140290970634,42.42730529526042,41.949395106175515
2022-04-04,43.27902549637102,42.46541603160205,41.77064258624941
2022-04-05,43.05526129509036,42.51041387219696,41.61004530546138
2022-04-06,42.955493136980095,42.559728292983635,41.466428530319135
2022-04-07,42.917386187030274,42.61130287966256,41.338680825514146
2022-04-08,42.9078959938611,42.663512436085796,41.225750976429644
2022-04-11,42.910163938386155,42.715092007098555,41.12664505162329
2022-04-12,40.227914536800384,41.77429344947808,40.676870555530854
2022-04-13,38.96128272624448,40.961743465337584,40.24363330362434
2022-04-14,40.66169041514085,41.09577198602501,40.133450320768986

Answer: 22.7053