Question: From May 13, 2022 to March 20, 2023, what proportion of days had Verizon's high less than the middle of Bollinger Bands? (Unit: %) (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) 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 = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P)
Data:
date,close,low,high
2022-04-18,53.38999938964844,53.220001220703125,54.27999877929688
2022-04-19,53.75,53.459999084472656,53.90999984741211
2022-04-20,54.40999984741211,53.70000076293945,54.4900016784668
2022-04-21,55.0099983215332,54.470001220703125,55.5099983215332
2022-04-22,51.90999984741211,51.459999084472656,53.540000915527344
2022-04-25,50.27999877929688,49.540000915527344,51.43999862670898
2022-04-26,49.40999984741211,49.369998931884766,50.650001525878906
2022-04-27,48.459999084472656,48.41999816894531,49.5099983215332
2022-04-28,48.400001525878906,48.29999923706055,49.16999816894531
2022-04-29,46.29999923706055,46.16999816894531,48.20000076293945
2022-05-02,46.22999954223633,45.54999923706055,47.060001373291016
2022-05-03,47.16999816894531,46.060001373291016,47.40999984741211
2022-05-04,48.369998931884766,47.0,48.41999816894531
2022-05-05,47.84000015258789,47.40999984741211,48.33000183105469
2022-05-06,48.27000045776367,47.52000045776367,48.43999862670898
2022-05-09,48.619998931884766,47.75,48.86000061035156
2022-05-10,48.130001068115234,47.77000045776367,49.43999862670898
2022-05-11,47.880001068115234,47.619998931884766,48.52000045776367
2022-05-12,48.060001373291016,47.40999984741211,48.18000030517578
2022-05-13,48.18000030517578,47.61000061035156,48.45000076293945
2022-05-16,49.040000915527344,47.7599983215332,49.20000076293945
2022-05-17,48.93999862670898,48.52999877929688,49.209999084472656
2022-05-18,48.88999938964844,48.630001068115234,49.459999084472656
2022-05-19,49.09999847412109,48.130001068115234,49.18000030517578
2022-05-20,49.52999877929688,48.91999816894531,49.59999847412109
2022-05-23,49.66999816894531,49.5,50.27000045776367
2022-05-24,50.68000030517578,48.86000061035156,50.81999969482422
2022-05-25,51.2400016784668,50.38999938964844,51.27000045776367
2022-05-26,50.9900016784668,50.90999984741211,51.61000061035156
2022-05-27,51.400001525878906,50.52999877929688,51.43000030517578
2022-05-31,51.290000915527344,50.84999847412109,51.560001373291016
2022-06-01,51.400001525878906,51.04999923706055,51.630001068115234
2022-06-02,51.290000915527344,50.38999938964844,51.59000015258789
2022-06-03,50.810001373291016,50.68999862670898,51.25
2022-06-06,51.2400016784668,50.720001220703125,51.34999847412109
2022-06-07,51.650001525878906,50.93000030517578,51.70000076293945
2022-06-08,51.54999923706055,51.43999862670898,51.959999084472656
2022-06-09,50.93999862670898,50.91999816894531,51.77000045776367
2022-06-10,50.81999969482422,50.470001220703125,51.400001525878906
2022-06-13,49.59000015258789,49.400001525878906,50.790000915527344
2022-06-14,49.15999984741211,48.900001525878906,49.84000015258789
2022-06-15,49.150001525878906,48.59999847412109,49.83000183105469
2022-06-16,48.84000015258789,48.0099983215332,48.970001220703125
2022-06-17,49.02999877929688,48.52999877929688,49.4900016784668
2022-06-21,50.650001525878906,49.220001220703125,50.90999984741211
2022-06-22,50.790000915527344,50.209999084472656,51.16999816894531
2022-06-23,52.09000015258789,51.02999877929688,52.18000030517578
2022-06-24,50.959999084472656,50.56999969482422,52.150001525878906
2022-06-27,50.959999084472656,50.650001525878906,51.4900016784668
2022-06-28,50.459999084472656,50.43000030517578,51.29999923706055
2022-06-29,50.93999862670898,50.31999969482422,51.0
2022-06-30,50.75,50.459999084472656,51.220001220703125
2022-07-01,51.63999938964844,50.58000183105469,51.77000045776367
2022-07-05,51.41999816894531,50.47999954223633,51.459999084472656
2022-07-06,51.5099983215332,51.130001068115234,51.88999938964844
2022-07-07,50.709999084472656,50.36000061035156,51.060001373291016
2022-07-08,50.4900016784668,50.40999984741211,50.91999816894531
2022-07-11,50.5,50.2599983215332,50.7400016784668
2022-07-12,50.77999877929688,50.27999877929688,51.36000061035156
2022-07-13,50.5099983215332,50.20000076293945,51.09000015258789
2022-07-14,50.4900016784668,49.72999954223633,50.560001373291016
2022-07-15,51.02000045776367,50.34999847412109,51.040000915527344
2022-07-18,50.27999877929688,50.16999816894531,51.16999816894531
2022-07-19,50.45000076293945,50.2400016784668,50.560001373291016
2022-07-20,49.06999969482422,49.0099983215332,50.54999923706055
2022-07-21,47.65999984741211,46.68000030517578,47.880001068115234
2022-07-22,44.45000076293945,43.77000045776367,46.18000030517578
2022-07-25,44.7599983215332,44.04999923706055,44.79999923706055
2022-07-26,44.91999816894531,44.27000045776367,45.16999816894531
2022-07-27,44.90999984741211,44.45000076293945,45.09000015258789
2022-07-28,45.54999923706055,44.75,45.720001220703125
2022-07-29,46.18999862670898,45.58000183105469,46.5
2022-08-01,46.2599983215332,45.91999816894531,46.5
2022-08-02,45.34000015258789,45.310001373291016,46.43000030517578
2022-08-03,45.33000183105469,45.18000030517578,45.61000061035156
2022-08-04,44.43000030517578,44.36000061035156,45.220001220703125
2022-08-05,44.95000076293945,44.36000061035156,44.97999954223633
2022-08-08,44.540000915527344,44.34999847412109,45.0099983215332
2022-08-09,44.68000030517578,44.38999938964844,44.84999847412109
2022-08-10,44.84000015258789,44.650001525878906,45.060001373291016
2022-08-11,44.77999877929688,44.7400016784668,45.2599983215332
2022-08-12,45.150001525878906,44.810001373291016,45.2599983215332
2022-08-15,45.560001373291016,44.93999862670898,45.63999938964844
2022-08-16,45.79999923706055,45.380001068115234,46.04999923706055
2022-08-17,45.34000015258789,45.2599983215332,45.720001220703125
2022-08-18,44.18999862670898,43.90999984741211,44.52999877929688
2022-08-19,44.41999816894531,43.959999084472656,44.4900016784668
2022-08-22,44.16999816894531,44.09000015258789,44.470001220703125
2022-08-23,43.470001220703125,43.41999816894531,44.130001068115234
2022-08-24,43.54999923706055,43.220001220703125,43.630001068115234
2022-08-25,43.7400016784668,43.41999816894531,43.81999969482422
2022-08-26,43.25,43.2400016784668,43.70000076293945
2022-08-29,43.33000183105469,43.02000045776367,43.56999969482422
2022-08-30,42.52999877929688,42.5,43.380001068115234
2022-08-31,41.810001373291016,41.7599983215332,42.59000015258789
2022-09-01,41.810001373291016,41.63999938964844,42.04999923706055
2022-09-02,41.29999923706055,41.150001525878906,42.209999084472656
2022-09-06,41.09999847412109,41.09000015258789,41.68999862670898
2022-09-07,41.08000183105469,41.0,41.650001525878906
2022-09-08,41.31999969482422,40.709999084472656,41.720001220703125
2022-09-09,42.2400016784668,41.470001220703125,42.31999969482422
2022-09-12,42.7599983215332,42.40999984741211,42.84999847412109
2022-09-13,41.75,41.56999969482422,42.61000061035156
2022-09-14,41.27999877929688,40.97999954223633,41.93000030517578
2022-09-15,41.02999877929688,40.709999084472656,41.27000045776367
2022-09-16,41.25,40.65999984741211,41.540000915527344
2022-09-19,41.2400016784668,40.68999862670898,41.25
2022-09-20,40.59000015258789,40.470001220703125,40.9900016784668
2022-09-21,39.47999954223633,39.470001220703125,40.900001525878906
2022-09-22,39.93000030517578,39.2599983215332,40.400001525878906
2022-09-23,39.52000045776367,39.11000061035156,39.869998931884766
2022-09-26,38.93000030517578,38.630001068115234,39.380001068115234
2022-09-27,38.88999938964844,38.77999877929688,39.70000076293945
2022-09-28,39.38999938964844,39.0099983215332,39.5099983215332
2022-09-29,38.63999938964844,38.45000076293945,39.20000076293945
2022-09-30,37.970001220703125,37.95000076293945,38.790000915527344
2022-10-03,39.15999984741211,38.38999938964844,39.369998931884766
2022-10-04,39.810001373291016,39.25,39.84999847412109
2022-10-05,39.400001525878906,38.869998931884766,39.619998931884766
2022-10-06,37.84000015258789,37.77000045776367,39.65999984741211
2022-10-07,36.84999847412109,36.810001373291016,37.70000076293945
2022-10-10,36.619998931884766,36.369998931884766,37.31999969482422
2022-10-11,35.939998626708984,35.93000030517578,36.68999862670898
2022-10-12,35.68000030517578,35.599998474121094,36.20000076293945
2022-10-13,36.400001525878906,35.040000915527344,36.59000015258789
2022-10-14,36.380001068115234,36.34000015258789,36.90999984741211
2022-10-17,37.18000030517578,36.59000015258789,37.29999923706055
2022-10-18,37.06999969482422,36.83000183105469,37.70000076293945
2022-10-19,36.56999969482422,36.560001373291016,37.369998931884766
2022-10-20,37.0,36.54999923706055,37.52999877929688
2022-10-21,35.349998474121094,34.54999923706055,35.70000076293945
2022-10-24,35.970001220703125,35.56999969482422,36.38999938964844
2022-10-25,36.43000030517578,35.79999923706055,36.47999954223633
2022-10-26,36.43000030517578,36.20000076293945,36.709999084472656
2022-10-27,36.18000030517578,36.130001068115234,36.720001220703125
2022-10-28,37.66999816894531,36.56999969482422,38.040000915527344
2022-10-31,37.369998931884766,37.02000045776367,37.540000915527344
2022-11-01,37.369998931884766,37.29999923706055,38.09000015258789
2022-11-02,37.709999084472656,37.15999984741211,38.34999847412109
2022-11-03,37.150001525878906,37.119998931884766,37.540000915527344
2022-11-04,37.2400016784668,36.79999923706055,37.369998931884766
2022-11-07,37.18999862670898,36.97999954223633,37.45000076293945
2022-11-08,37.869998931884766,37.15999984741211,37.9900016784668
2022-11-09,37.619998931884766,37.59000015258789,38.130001068115234
2022-11-10,38.52000045776367,37.81999969482422,38.54999923706055
2022-11-11,38.29999923706055,37.810001373291016,38.68999862670898
2022-11-14,38.310001373291016,38.29999923706055,38.9900016784668
2022-11-15,37.70000076293945,37.459999084472656,38.83000183105469
2022-11-16,37.880001068115234,37.630001068115234,38.06999969482422
2022-11-17,38.15999984741211,37.290000915527344,38.18000030517578
2022-11-18,38.54999923706055,38.290000915527344,38.77000045776367
2022-11-21,38.619998931884766,38.52000045776367,39.130001068115234
2022-11-22,39.20000076293945,38.84000015258789,39.31999969482422
2022-11-23,38.91999816894531,38.61000061035156,39.20000076293945
2022-11-25,39.02000045776367,38.970001220703125,39.36000061035156
2022-11-28,38.2400016784668,38.130001068115234,39.09000015258789
2022-11-29,38.34000015258789,37.95000076293945,38.369998931884766
2022-11-30,38.97999954223633,38.150001525878906,39.13999938964844
2022-12-01,38.33000183105469,37.810001373291016,39.22999954223633
2022-12-02,38.18000030517578,37.70000076293945,38.29999923706055
2022-12-05,37.06999969482422,36.900001525878906,38.11000061035156
2022-12-06,36.88999938964844,36.630001068115234,37.06999969482422
2022-12-07,37.16999816894531,36.66999816894531,37.310001373291016
2022-12-08,37.09999847412109,36.869998931884766,37.2400016784668
2022-12-09,37.400001525878906,36.959999084472656,37.630001068115234
2022-12-12,37.95000076293945,37.27999877929688,37.959999084472656
2022-12-13,37.86000061035156,37.84000015258789,38.619998931884766
2022-12-14,37.45000076293945,37.2400016784668,38.09000015258789
2022-12-15,37.77000045776367,37.65999984741211,38.34000015258789
2022-12-16,37.119998931884766,36.66999816894531,37.56999969482422
2022-12-19,37.02999877929688,36.58000183105469,37.470001220703125
2022-12-20,36.9900016784668,36.619998931884766,37.209999084472656
2022-12-21,37.77999877929688,37.2400016784668,37.84999847412109
2022-12-22,38.310001373291016,37.369998931884766,38.31999969482422
2022-12-23,38.40999984741211,37.91999816894531,38.540000915527344
2022-12-27,39.25,38.31999969482422,39.400001525878906
2022-12-28,38.810001373291016,38.59000015258789,39.65999984741211
2022-12-29,39.2599983215332,38.810001373291016,39.52999877929688
2022-12-30,39.400001525878906,39.06999969482422,39.68999862670898
2023-01-03,40.119998931884766,39.380001068115234,40.22999954223633
2023-01-04,41.130001068115234,40.2599983215332,41.41999816894531
2023-01-05,41.70000076293945,40.81999969482422,41.95000076293945
2023-01-06,42.18999862670898,41.880001068115234,42.58000183105469
2023-01-09,41.369998931884766,41.310001373291016,41.66999816894531
2023-01-10,41.95000076293945,41.16999816894531,41.97999954223633
2023-01-11,41.18000030517578,41.02000045776367,42.18000030517578
2023-01-12,41.810001373291016,41.119998931884766,41.95000076293945
2023-01-13,41.86000061035156,41.369998931884766,41.91999816894531
2023-01-17,40.84999847412109,40.790000915527344,41.91999816894531
2023-01-18,39.970001220703125,39.81999969482422,40.86000061035156
2023-01-19,40.060001373291016,39.470001220703125,40.27999877929688
2023-01-20,40.0,39.459999084472656,40.119998931884766
2023-01-23,39.630001068115234,39.41999816894531,40.34000015258789
2023-01-24,40.41999816894531,38.40999984741211,40.72999954223633
2023-01-25,40.33000183105469,39.90999984741211,41.09000015258789
2023-01-26,40.27000045776367,39.93000030517578,40.56999969482422
2023-01-27,40.63999938964844,39.77000045776367,40.68000030517578
2023-01-30,41.04999923706055,40.70000076293945,41.2599983215332
2023-01-31,41.56999969482422,41.0099983215332,41.58000183105469
2023-02-01,41.68999862670898,41.130001068115234,42.0
2023-02-02,41.83000183105469,41.20000076293945,41.93000030517578
2023-02-03,41.5099983215332,41.13999938964844,41.970001220703125
2023-02-06,41.27999877929688,40.900001525878906,41.59000015258789
2023-02-07,40.54999923706055,40.119998931884766,41.209999084472656
2023-02-08,40.52000045776367,40.119998931884766,40.70000076293945
2023-02-09,39.810001373291016,39.75,40.65999984741211
2023-02-10,40.0099983215332,39.720001220703125,40.06999969482422
2023-02-13,40.31999969482422,39.880001068115234,40.470001220703125
2023-02-14,40.33000183105469,39.90999984741211,40.58000183105469
2023-02-15,40.380001068115234,40.09999847412109,40.400001525878906
2023-02-16,39.84000015258789,39.70000076293945,40.209999084472656
2023-02-17,40.220001220703125,39.65999984741211,40.38999938964844
2023-02-21,39.20000076293945,39.15999984741211,39.97999954223633
2023-02-22,39.27999877929688,39.02999877929688,39.59000015258789
2023-02-23,38.52999877929688,38.52000045776367,39.31999969482422
2023-02-24,38.7400016784668,38.09000015258789,38.7599983215332
2023-02-27,38.880001068115234,38.630001068115234,39.150001525878906
2023-02-28,38.810001373291016,38.54999923706055,38.970001220703125
2023-03-01,38.29999923706055,38.150001525878906,38.709999084472656
2023-03-02,38.40999984741211,37.93999862670898,38.459999084472656
2023-03-03,38.2599983215332,38.060001373291016,38.5099983215332
2023-03-06,38.150001525878906,38.04999923706055,38.630001068115234
2023-03-07,37.90999984741211,37.43000030517578,38.150001525878906
2023-03-08,37.52999877929688,37.34999847412109,37.810001373291016
2023-03-09,36.54999923706055,36.52000045776367,37.650001525878906
2023-03-10,36.68000030517578,36.40999984741211,36.91999816894531
2023-03-13,36.540000915527344,36.38999938964844,37.33000183105469
2023-03-14,36.880001068115234,36.5,36.93999862670898
2023-03-15,37.060001373291016,36.52000045776367,37.2599983215332
2023-03-16,36.58000183105469,36.43999862670898,36.880001068115234
2023-03-17,36.790000915527344,36.15999984741211,36.83000183105469
2023-03-20,37.43000030517578,36.93000030517578,37.709999084472656

Indicator data:
date,Upper,Middle,Lower,high
2022-05-13,54.74521009013349,49.503499794006345,44.2617894978792,48.45000076293945
2022-05-16,54.216343913261376,49.285999870300294,44.35565582733921,49.20000076293945
2022-05-17,53.53052100452573,49.04549980163574,44.56047859874575,49.209999084472656
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2023-02-13,41.91606006804445,40.615499877929686,39.31493968781492,40.470001220703125
2023-02-14,41.891059399649286,40.58950004577637,39.28794069190345,40.58000183105469
2023-02-15,41.88451875451801,40.61000003814697,39.33548132177593,40.400001525878906
2023-02-16,41.89591717242249,40.598999977111816,39.30208278180114,40.209999084472656
2023-02-17,41.890030515548695,40.61000003814697,39.32996956074525,40.38999938964844
2023-02-21,41.94576529372409,40.588500022888184,39.23123475205228,39.97999954223633
2023-02-22,42.00320979220375,40.531500053405765,39.05979031460778,39.59000015258789
2023-02-23,42.15223383943581,40.441499900817874,38.73076596219994,39.31999969482422
2023-02-24,42.229494122324425,40.36499996185303,38.500505801381635,38.7599983215332
2023-02-27,42.24455739928271,40.27700004577637,38.309442692270025,39.150001525878906
2023-02-28,42.19773661020101,40.16500015258789,38.132263694974775,38.970001220703125
2023-03-01,42.08138700557024,40.00150012969971,37.92161325382917,38.709999084472656
2023-03-02,41.875811916482526,39.837500190734865,37.7991884649872,38.459999084472656
2023-03-03,41.590568112135514,39.65900001525879,37.72743191838207,38.5099983215332
2023-03-06,41.33171630525489,39.491000175476074,37.650284045697255,38.630001068115234
2023-03-07,41.09294541272459,39.322500228881836,37.55205504503908,38.150001525878906
2023-03-08,41.01121041352091,39.17150020599365,37.3317899984664,37.810001373291016
2023-03-09,41.031564555166455,38.9730001449585,36.91443573475054,37.650001525878906
2023-03-10,41.06398175019057,38.81650009155273,36.569018432914895,36.91999816894531
2023-03-13,41.02677182957237,38.64300022125244,36.25922861293252,37.33000183105469
2023-03-14,40.84232880596767,38.471000289916994,36.09967177386632,36.93999862670898
2023-03-15,40.59294905088961,38.30750026702881,36.022051483168006,37.2599983215332
2023-03-16,40.31219264279216,38.11750030517578,35.9228079675594,36.880001068115234
2023-03-17,40.08223894215091,37.96500034332276,35.847761744494605,36.83000183105469
2023-03-20,39.681597668388655,37.825500297546384,35.96940292670411,37.709999084472656

Answer: 55.3991