Question: Calculate the percentage of days with short alignment in the 5, 20, 60-day Triple Exponential Moving Average lines for Paccar from April 27, 2022 to June 17, 2022. (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
2020-11-19,60.026668548583984,59.52000045776367
2020-11-20,59.186668395996094,58.76666641235352
2020-11-23,59.706668853759766,60.48666763305664
2020-11-24,60.27333450317383,59.220001220703125
2020-11-25,59.21333312988281,60.393333435058594
2020-11-27,58.49333190917969,59.23333358764648
2020-11-30,58.040000915527344,58.15999984741211
2020-12-01,58.186668395996094,58.633331298828125
2020-12-02,58.09999847412109,58.0
2020-12-03,57.5,58.060001373291016
2020-12-04,57.79999923706055,57.5533332824707
2020-12-07,57.540000915527344,57.606666564941406
2020-12-08,57.606666564941406,57.43999862670898
2020-12-09,58.25333404541016,57.606666564941406
2020-12-10,57.16666793823242,57.82666778564453
2020-12-11,56.973331451416016,56.61333465576172
2020-12-14,56.30666732788086,57.11333465576172
2020-12-15,58.19333267211914,57.43999862670898
2020-12-16,57.926666259765625,57.9466667175293
2020-12-17,57.18000030517578,57.6533317565918
2020-12-18,57.34000015258789,57.51333236694336
2020-12-21,57.23333358764648,56.46666717529297
2020-12-22,56.58000183105469,57.12666702270508
2020-12-23,56.72666549682617,56.68000030517578
2020-12-24,57.40666580200195,56.93333435058594
2020-12-28,57.0533332824707,57.82666778564453
2020-12-29,56.880001068115234,57.34000015258789
2020-12-30,57.24666595458984,57.0533332824707
2020-12-31,57.52000045776367,57.03333282470703
2021-01-04,56.47999954223633,57.7400016784668
2021-01-05,56.96666717529297,56.473331451416016
2021-01-06,59.206668853759766,57.14666748046875
2021-01-07,58.93333435058594,58.526668548583984
2021-01-08,58.53333282470703,59.11333465576172
2021-01-11,58.81333160400391,58.3466682434082
2021-01-12,59.63999938964844,58.96666717529297
2021-01-13,59.29999923706055,59.82666778564453
2021-01-14,59.50666809082031,59.33333206176758
2021-01-15,58.77333450317383,59.1533317565918
2021-01-19,59.473331451416016,58.77999877929688
2021-01-20,59.59333419799805,61.2599983215332
2021-01-21,65.82666778564453,61.9466667175293
2021-01-22,65.9000015258789,65.36666870117188
2021-01-25,65.2933349609375,67.33333587646484
2021-01-26,65.2066650390625,63.913333892822266
2021-01-27,64.26667022705078,64.43333435058594
2021-01-28,62.36666870117188,64.95999908447266
2021-01-29,60.81333160400391,61.893333435058594
2021-02-01,60.78666687011719,61.20000076293945
2021-02-02,61.2599983215332,61.5
2021-02-03,63.77999877929688,61.93333435058594
2021-02-04,64.73332977294922,64.76000213623047
2021-02-05,64.38666534423828,65.06666564941406
2021-02-08,64.51333618164062,64.92666625976562
2021-02-09,66.27333068847656,64.73999786376953
2021-02-10,66.4000015258789,66.87333679199219
2021-02-11,65.73332977294922,66.65333557128906
2021-02-12,65.33333587646484,65.63333129882812
2021-02-16,64.75333404541016,65.78666687011719
2021-02-17,64.03333282470703,64.1066665649414
2021-02-18,63.23333358764648,63.573333740234375
2021-02-19,63.459999084472656,63.31999969482422
2021-02-22,63.119998931884766,63.33333206176758
2021-02-23,62.220001220703125,62.73333358764648
2021-02-24,62.85333251953125,61.0533332824707
2021-02-25,61.81333160400391,62.73333358764648
2021-02-26,60.65999984741211,61.893333435058594
2021-03-01,62.47999954223633,61.22666549682617
2021-03-02,62.78666687011719,62.71333312988281
2021-03-03,63.49333190917969,62.43999862670898
2021-03-04,61.59999847412109,63.26666641235352
2021-03-05,62.76666641235352,62.2400016784668
2021-03-08,62.29333114624024,62.16666793823242
2021-03-09,63.48666763305664,62.98666763305664
2021-03-10,64.3933334350586,64.15333557128906
2021-03-11,65.16666412353516,64.83333587646484
2021-03-12,64.63333129882812,65.13333129882812
2021-03-15,66.2933349609375,64.6066665649414
2021-03-16,63.79333114624024,66.0
2021-03-17,64.11333465576172,63.540000915527344
2021-03-18,63.413333892822266,63.72666549682617
2021-03-19,63.37333297729492,63.686668395996094
2021-03-22,62.38666534423828,63.026668548583984
2021-03-23,60.77999877929688,61.32666778564453
2021-03-24,60.459999084472656,60.72666549682617
2021-03-25,61.51333236694336,60.68000030517578
2021-03-26,62.45333480834961,61.5
2021-03-29,62.12666702270508,62.46666717529297
2021-03-30,62.21333312988281,61.900001525878906
2021-03-31,61.9466667175293,62.70000076293945
2021-04-01,61.35333251953125,61.88666534423828
2021-04-05,62.63999938964844,61.96666717529297
2021-04-06,61.900001525878906,61.560001373291016
2021-04-07,61.64666748046875,61.7599983215332
2021-04-08,61.893333435058594,61.72666549682617
2021-04-09,62.2400016784668,61.90666580200195
2021-04-12,63.526668548583984,62.0533332824707
2021-04-13,63.14666748046875,63.35333251953125
2021-04-14,62.413333892822266,63.619998931884766
2021-04-15,63.35333251953125,62.8466682434082
2021-04-16,63.27999877929688,63.36000061035156
2021-04-19,62.23333358764648,63.04666519165039
2021-04-20,61.400001525878906,62.106666564941406
2021-04-21,62.41999816894531,61.52000045776367
2021-04-22,61.473331451416016,62.35333251953125
2021-04-23,62.23333358764648,62.56666564941406
2021-04-26,62.22666549682617,62.30666732788086
2021-04-27,60.85333251953125,61.78666687011719
2021-04-28,60.45333480834961,61.70000076293945
2021-04-29,61.26666641235352,60.76666641235352
2021-04-30,59.91999816894531,60.71333312988281
2021-05-03,60.526668548583984,60.53333282470703
2021-05-04,60.040000915527344,60.38666534423828
2021-05-05,60.81999969482422,60.06666564941406
2021-05-06,62.48666763305664,61.18000030517578
2021-05-07,63.0,62.29999923706055
2021-05-10,63.81999969482422,63.32666778564453
2021-05-11,63.17333221435547,63.380001068115234
2021-05-12,61.23333358764648,62.75333404541016
2021-05-13,62.81999969482422,61.0
2021-05-14,63.106666564941406,63.22666549682617
2021-05-17,62.53333282470703,63.09999847412109
2021-05-18,60.69333267211914,62.65999984741211
2021-05-19,60.8466682434082,59.96666717529297
2021-05-20,60.540000915527344,60.8466682434082
2021-05-21,61.35333251953125,60.900001525878906
2021-05-24,61.22666549682617,61.81999969482422
2021-05-25,60.36666870117188,61.23333358764648
2021-05-26,60.526668548583984,60.36000061035156
2021-05-27,60.913333892822266,61.13999938964844
2021-05-28,61.040000915527344,61.133331298828125
2021-06-01,61.63999938964844,61.5533332824707
2021-06-02,61.526668548583984,62.03333282470703
2021-06-03,62.01333236694336,61.060001373291016
2021-06-04,63.28666687011719,62.15999984741211
2021-06-07,62.24666595458984,63.5
2021-06-08,62.31999969482422,62.37333297729492
2021-06-09,61.72666549682617,62.59333419799805
2021-06-10,61.13999938964844,62.17333221435547
2021-06-11,61.58000183105469,61.48666763305664
2021-06-14,60.71333312988281,61.43999862670898
2021-06-15,61.5533332824707,61.34000015258789
2021-06-16,60.90666580200195,61.43999862670898
2021-06-17,59.720001220703125,60.76666641235352
2021-06-18,58.026668548583984,58.98666763305664
2021-06-21,58.26666641235352,58.393333435058594
2021-06-22,58.24666595458984,58.22666549682617
2021-06-23,58.49333190917969,59.04666519165039
2021-06-24,58.98666763305664,59.073333740234375
2021-06-25,59.31999969482422,59.19333267211914
2021-06-28,59.09333419799805,59.5
2021-06-29,58.77999877929688,59.37333297729492
2021-06-30,59.5,59.08666610717773
2021-07-01,59.19333267211914,59.73333358764648
2021-07-02,58.86666870117188,59.35333251953125
2021-07-06,57.83333206176758,58.66666793823242
2021-07-07,57.90666580200195,57.86000061035156
2021-07-08,57.106666564941406,57.393333435058594
2021-07-09,58.33333206176758,57.3466682434082
2021-07-12,58.87333297729492,58.106666564941406
2021-07-13,58.400001525878906,59.81999969482422
2021-07-14,58.5,58.400001525878906
2021-07-15,58.893333435058594,58.67333221435547
2021-07-16,58.40666580200195,58.77999877929688
2021-07-19,57.80666732788086,57.78666687011719
2021-07-20,58.72666549682617,57.90666580200195
2021-07-21,58.76666641235352,58.7599983215332
2021-07-22,58.09333419799805,58.67333221435547
2021-07-23,58.38666534423828,58.26666641235352
2021-07-26,57.93999862670898,58.31333160400391
2021-07-27,56.40666580200195,57.33333206176758
2021-07-28,55.16666793823242,56.08000183105469
2021-07-29,55.526668548583984,55.69333267211914
2021-07-30,55.32666778564453,55.23333358764648
2021-08-02,54.73333358764648,55.959999084472656
2021-08-03,54.56666564941406,54.86666870117188
2021-08-04,54.06666564941406,54.400001525878906
2021-08-05,53.393333435058594,54.36000061035156
2021-08-06,53.36000061035156,53.79999923706055
2021-08-09,53.26666641235352,53.27999877929688
2021-08-10,53.16666793823242,53.30666732788086
2021-08-11,55.186668395996094,53.573333740234375
2021-08-12,54.68000030517578,55.19333267211914
2021-08-13,54.09333419799805,54.78666687011719
2021-08-16,54.106666564941406,53.93999862670898
2021-08-17,53.426666259765625,53.58000183105469
2021-08-18,53.26666641235352,53.1533317565918
2021-08-19,53.58000183105469,52.96666717529297
2021-08-20,53.51333236694336,53.59333419799805
2021-08-23,53.59999847412109,53.64666748046875
2021-08-24,54.5,53.84000015258789
2021-08-25,54.64666748046875,54.2400016784668
2021-08-26,54.31333160400391,54.53333282470703
2021-08-27,54.83333206176758,54.393333435058594
2021-08-30,54.70000076293945,54.959999084472656
2021-08-31,54.58000183105469,54.66666793823242
2021-09-01,55.106666564941406,54.926666259765625
2021-09-02,55.93999862670898,55.20000076293945
2021-09-03,56.28666687011719,55.80666732788086
2021-09-07,55.01333236694336,55.880001068115234
2021-09-08,54.86666870117188,54.7599983215332
2021-09-09,55.473331451416016,55.186668395996094
2021-09-10,55.7400016784668,55.526668548583984
2021-09-13,56.25333404541016,56.43333435058594
2021-09-14,55.95333480834961,56.47999954223633
2021-09-15,56.38666534423828,56.06666564941406
2021-09-16,54.959999084472656,56.46666717529297
2021-09-17,54.36666870117188,55.78666687011719
2021-09-20,53.24666595458984,53.65999984741211
2021-09-21,52.64666748046875,53.25333404541016
2021-09-22,52.9466667175293,53.27333450317383
2021-09-23,53.893333435058594,53.08000183105469
2021-09-24,53.686668395996094,53.66666793823242
2021-09-27,54.37333297729492,53.81999969482422
2021-09-28,53.880001068115234,54.41999816894531
2021-09-29,54.040000915527344,53.81999969482422
2021-09-30,52.61333465576172,54.19333267211914
2021-10-01,52.96666717529297,52.77999877929688
2021-10-04,52.51333236694336,53.01333236694336
2021-10-05,54.540000915527344,52.53333282470703
2021-10-06,54.560001373291016,53.93333435058594
2021-10-07,55.34000015258789,55.13999938964844
2021-10-08,56.50666809082031,55.65999984741211
2021-10-11,55.86666870117188,56.526668548583984
2021-10-12,55.720001220703125,55.85333251953125
2021-10-13,56.09333419799805,55.95333480834961
2021-10-14,57.686668395996094,56.393333435058594
2021-10-15,57.926666259765625,57.99333190917969
2021-10-18,57.186668395996094,57.23333358764648
2021-10-19,57.66666793823242,57.633331298828125
2021-10-20,57.95333480834961,57.33333206176758
2021-10-21,57.82666778564453,57.64666748046875
2021-10-22,58.0,58.0
2021-10-25,58.1533317565918,58.25333404541016
2021-10-26,57.91999816894531,56.540000915527344
2021-10-27,57.18000030517578,57.900001525878906
2021-10-28,59.59999847412109,58.880001068115234
2021-10-29,59.74666595458984,59.459999084472656
2021-11-01,60.72666549682617,59.81333160400391
2021-11-02,61.106666564941406,60.573333740234375
2021-11-03,60.34000015258789,60.80666732788086
2021-11-04,59.720001220703125,60.27999877929688
2021-11-05,60.0,60.20000076293945
2021-11-08,59.28666687011719,60.82666778564453
2021-11-09,58.68000030517578,59.20000076293945
2021-11-10,59.63999938964844,58.45333480834961
2021-11-11,59.959999084472656,59.54666519165039
2021-11-12,59.893333435058594,60.08666610717773
2021-11-15,59.5,59.76666641235352
2021-11-16,59.62666702270508,59.619998931884766
2021-11-17,59.32666778564453,59.380001068115234
2021-11-18,57.98666763305664,59.21333312988281
2021-11-19,57.58000183105469,57.90666580200195
2021-11-22,59.206668853759766,57.54666519165039
2021-11-23,59.959999084472656,59.01333236694336
2021-11-24,59.14666748046875,59.91999816894531
2021-11-26,57.69333267211914,57.9466667175293
2021-11-29,57.413333892822266,57.98666763305664
2021-11-30,55.61333465576172,57.06666564941406
2021-12-01,54.96666717529297,56.61333465576172
2021-12-02,55.973331451416016,55.48666763305664
2021-12-03,57.11333465576172,56.64666748046875
2021-12-06,58.40666580200195,57.53333282470703
2021-12-07,58.40666580200195,58.706668853759766
2021-12-08,59.27333450317383,58.41999816894531
2021-12-09,59.073333740234375,58.720001220703125
2021-12-10,59.426666259765625,59.66666793823242
2021-12-13,58.900001525878906,59.36000061035156
2021-12-14,58.77999877929688,58.86666870117188
2021-12-15,58.72666549682617,58.79333114624024
2021-12-16,57.27333450317383,58.32666778564453
2021-12-17,55.66666793823242,56.83333206176758
2021-12-20,54.74666595458984,54.84000015258789
2021-12-21,55.58666610717773,55.28666687011719
2021-12-22,56.17333221435547,56.15999984741211
2021-12-23,56.633331298828125,56.28666687011719
2021-12-27,57.20000076293945,56.893333435058594
2021-12-28,57.93333435058594,57.11333465576172
2021-12-29,58.41999816894531,57.95333480834961
2021-12-30,58.27999877929688,58.52000045776367
2021-12-31,58.84000015258789,58.1533317565918
2022-01-03,58.98666763305664,58.84000015258789
2022-01-04,61.82666778564453,59.29333114624024
2022-01-05,62.0533332824707,62.0533332824707
2022-01-06,62.67333221435547,62.38666534423828
2022-01-07,62.27999877929688,62.46666717529297
2022-01-10,61.573333740234375,62.01333236694336
2022-01-11,61.58666610717773,61.54666519165039
2022-01-12,61.69333267211914,61.61333465576172
2022-01-13,63.54666519165039,61.926666259765625
2022-01-14,64.33333587646484,63.2599983215332
2022-01-18,63.97999954223633,63.84000015258789
2022-01-19,62.77333450317383,64.1933364868164
2022-01-20,61.53333282470703,62.85333251953125
2022-01-21,61.040000915527344,61.686668395996094
2022-01-24,60.76666641235352,60.36000061035156
2022-01-25,62.633331298828125,61.026668548583984
2022-01-26,62.58666610717773,63.426666259765625
2022-01-27,62.14666748046875,62.80666732788086
2022-01-28,62.43999862670898,61.900001525878906
2022-01-31,61.99333190917969,61.97999954223633
2022-02-01,63.5533332824707,61.880001068115234
2022-02-02,64.05999755859375,63.09999847412109
2022-02-03,63.22666549682617,64.00666809082031
2022-02-04,63.02000045776367,62.913333892822266
2022-02-07,62.86666870117188,63.02000045776367
2022-02-08,62.43999862670898,63.33333206176758
2022-02-09,63.119998931884766,63.0533332824707
2022-02-10,61.99333190917969,62.59333419799805
2022-02-11,61.87333297729492,62.0533332824707
2022-02-14,61.98666763305664,62.0
2022-02-15,62.880001068115234,62.52000045776367
2022-02-16,63.31999969482422,62.79333114624024
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Indicator data:
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2022-04-04,56.385200046015626,57.97145413379208,58.71886759393053
2022-04-05,55.247488285254256,57.17490840896397,58.32903437304693
2022-04-06,55.1664448805771,56.64315866206996,58.00610531555864
2022-04-07,55.149384958748854,56.184119452384174,57.692064609403864
2022-04-08,55.128199768398616,55.784754261088295,57.385904310597624
2022-04-11,54.96480547252927,55.39243489822822,57.071444077781145
2022-04-12,54.86442160635681,55.05892738805327,56.76844050792095
2022-04-13,55.251285731192446,54.947397660920274,56.539784545087116
2022-04-14,55.66575558928277,54.95543881051372,56.35798949135512
2022-04-18,55.907895803297755,55.00176267610285,56.19856564500997
2022-04-19,56.96356017522105,55.411957431025975,56.182602760063396
2022-04-20,58.18496604071391,56.05554532421687,56.27802736254746
2022-04-21,58.877646505708654,56.67900279938255,56.40145036391157
2022-04-22,57.94997405025501,56.77876022165483,56.3663199303293
2022-04-25,57.77591453864595,56.978301503226795,56.37757830665126
2022-04-26,56.480057274355595,56.70679509145293,56.22980839200589
2022-04-27,56.15913192648869,56.57701726980858,56.12679224469675
2022-04-28,56.3964864665478,56.598630665331754,56.078382614178274
2022-04-29,55.59291124837853,56.272094645573915,55.9078600578563
2022-05-02,55.72679292459904,56.174646318088605,55.81157650846889
2022-05-03,56.331626281552495,56.28453563888807,55.79177525398175
2022-05-04,57.991105794325954,56.885354693189164,55.9615345403523
2022-05-05,57.3716868102381,56.89327198976733,55.94434818344968
2022-05-06,56.72065214976204,56.778888978984696,55.886056754374884
2022-05-09,56.82086649098464,56.832577805098666,55.88764346767729
2022-05-10,56.11815021266925,56.60024216776553,55.78978143236134
2022-05-11,55.288427130694856,56.21368390066466,55.6280669502129
2022-05-12,55.37883551719688,56.05168240778449,55.53483346081854
2022-05-13,55.590083761444646,55.96752985097505,55.466375298435416
2022-05-16,55.493848391033666,55.82125572894495,55.37479395678131
2022-05-17,56.32551077833219,56.020421761005295,55.40688985952253
2022-05-18,54.84863208768615,55.50765140760404,55.18984353001883
2022-05-19,54.32512859366334,55.135463336105495,55.0049575428903
2022-05-20,53.38877910516461,54.55877397611461,54.732243137161696
2022-05-23,54.004879993026755,54.449654985007754,54.60969640995664
2022-05-24,54.5131556500799,54.435786928474954,54.52176535293043
2022-05-25,55.35721982624015,54.655231606851785,54.52334524085743
2022-05-26,56.00550597010111,54.95039284148485,54.566769715574125
2022-05-27,56.965036667522014,55.462980404434006,54.707014092332784
2022-05-31,57.86906776672997,56.088708603538045,54.914882694562884
2022-06-01,58.974040828663355,56.89536654605861,55.219476750059144
2022-06-02,59.542666250113136,57.623135892261736,55.53249176329361
2022-06-03,59.36485581021997,58.09733148685248,55.785245671395764
2022-06-06,59.3530325064168,58.53572459071155,56.04547837379393
2022-06-07,59.43963895427527,58.941127822305546,56.31186606835555
2022-06-08,59.61543908700912,59.32824507342286,56.587610624893344
2022-06-09,59.01917337194078,59.396378435705344,56.76086606142457
2022-06-10,57.36184985771146,58.929776584234375,56.73782161476771
2022-06-13,55.67011744247564,58.16740676452733,56.582462579069166
2022-06-14,55.57554855305619,57.737541270555774,56.51274493537032
2022-06-15,56.44161223527897,57.671716612024895,56.55556336045522
2022-06-16,54.88845421403482,56.87324085344142,56.32487013882557
2022-06-17,54.434674258520786,56.27820165465855,56.132115088526504

Answer: 20.9091