Commit aebe75ec authored by Your Name's avatar Your Name
Browse files

regression

parent 5d22d90e
time_stamp,Height,Temperature,Tilt,lfilter,mov_avg,min_avg,device_id,inter_pol
2020-05-09,104.36363636363636,15.409090909090908,2.0,19.99848484848485,,,70B3D500700016FC,104.13419913419912
2020-05-10,103.9047619047619,21.523809523809526,2.238095238095238,57.3857142857143,104.13419913419912,103.28571428571429,70B3D500700016FC,104.13419913419912
2020-05-11,104.77777777777777,8.055555555555555,2.2777777777777777,91.19629629629632,104.34126984126983,102.0,70B3D500700016FC,104.34126984126983
2020-05-12,104.21052631578948,15.157894736842104,2.3157894736842106,104.35438596491231,104.49415204678363,102.42105263157895,70B3D500700016FC,104.49415204678363
2020-05-13,102.81818181818181,15.545454545454545,2.1818181818181817,103.97575757575761,103.51435406698565,102.0,70B3D500700016FC,103.51435406698565
2020-05-14,102.5,14.2,1.95,103.40666666666672,102.6590909090909,102.0,70B3D500700016FC,102.6590909090909
2020-05-15,103.05882352941177,18.941176470588236,1.9411764705882353,102.84313725490199,102.77941176470588,102.0,70B3D500700016FC,102.77941176470588
2020-05-16,,14.135882352941177,1.7118383856163764,,,,70B3D500700016FC,102.64659197012138
2020-05-17,102.0,14.0,2.3333333333333335,102.7666666666667,,102.0,70B3D500700016FC,102.51377217553689
2020-05-18,102.76190476190476,21.428571428571427,2.4285714285714284,102.72698412698416,102.38095238095238,102.0,70B3D500700016FC,102.38095238095238
2020-05-19,102.9,24.9,2.2,102.87333333333333,102.83095238095238,101.3,70B3D500700016FC,102.83095238095238
2020-05-20,101.04761904761905,24.952380952380953,2.0476190476190474,102.48412698412704,101.97380952380954,100.0,70B3D500700016FC,101.97380952380954
2020-05-21,101.0,25.25,2.3,101.92000000000004,101.02380952380952,100.0,70B3D500700016FC,101.02380952380952
2020-05-22,100.18181818181819,22.636363636363637,2.0454545454545454,101.05606060606065,100.5909090909091,100.0,70B3D500700016FC,100.5909090909091
2020-05-23,101.16666666666667,15.125,1.6666666666666667,100.6708333333334,100.67424242424244,100.0,70B3D500700016FC,100.67424242424244
2020-05-24,105.26315789473684,16.894736842105264,1.7894736842105263,101.26491228070178,103.21491228070175,100.0,70B3D500700016FC,103.21491228070175
2020-05-25,107.57894736842105,20.842105263157894,1.8421052631578947,103.41052631578945,106.42105263157895,101.26315789473684,70B3D500700016FC,106.42105263157895
2020-05-26,106.34782608695652,20.565217391304348,2.0,105.74492753623188,106.96338672768879,104.0,70B3D500700016FC,106.96338672768879
2020-05-27,105.25,25.875,2.1875,106.60625,105.79891304347825,102.0,70B3D500700016FC,105.79891304347825
2020-05-28,104.57142857142857,21.80952380952381,1.9047619047619047,105.91428571428571,104.91071428571428,102.0,70B3D500700016FC,104.91071428571428
2020-05-29,104.3076923076923,27.23076923076923,2.3846153846153846,105.16666666666667,104.43956043956044,102.0,70B3D500700016FC,104.43956043956044
2020-05-30,104.57142857142857,21.285714285714285,1.9523809523809523,104.73015873015872,104.43956043956044,101.33333333333333,70B3D500700016FC,104.43956043956044
2020-05-31,104.63636363636364,22.272727272727273,2.0454545454545454,104.52727272727272,104.6038961038961,100.0,70B3D500700016FC,104.6038961038961
2020-06-01,104.95652173913044,25.347826086956523,2.0,104.6188405797101,104.79644268774703,100.52173913043478,70B3D500700016FC,104.79644268774703
2020-06-02,106.85714285714286,28.571428571428573,2.4285714285714284,104.92539682539685,105.90683229813665,100.76190476190476,70B3D500700016FC,105.90683229813665
2020-06-03,107.73913043478261,25.434782608695652,2.3043478260869565,106.0420289855072,107.29813664596273,101.04347826086956,70B3D500700016FC,107.29813664596273
2020-06-04,106.0,16.3,1.85,106.83833333333332,106.86956521739131,104.0,70B3D500700016FC,106.86956521739131
2020-06-05,104.52173913043478,14.521739130434783,1.8695652173913044,106.72898550724639,105.26086956521739,103.82608695652173,70B3D500700016FC,105.26086956521739
2020-06-06,100.9090909090909,15.818181818181818,1.9090909090909092,104.88333333333335,102.71541501976284,99.72727272727273,70B3D500700016FC,102.71541501976284
2020-06-07,99.15789473684211,19.94736842105263,1.894736842105263,102.44736842105269,100.03349282296651,98.0,70B3D500700016FC,100.03349282296651
2020-06-08,99.71428571428571,18.38095238095238,1.9523809523809523,100.51269841269847,99.4360902255639,98.0,70B3D500700016FC,99.4360902255639
2020-06-09,99.47368421052632,19.210526315789473,2.1578947368421053,99.49473684210534,99.59398496240601,98.0,70B3D500700016FC,99.59398496240601
2020-06-10,99.36842105263158,17.105263157894736,1.7894736842105263,99.5122807017544,99.42105263157895,98.0,70B3D500700016FC,99.42105263157895
2020-06-11,99.45454545454545,17.772727272727273,1.7272727272727273,99.41818181818189,99.41148325358851,98.0,70B3D500700016FC,99.41148325358851
2020-06-12,102.0952380952381,27.523809523809526,2.0952380952380953,99.79523809523813,100.77489177489178,98.57142857142857,70B3D500700016FC,100.77489177489178
2020-06-13,102.8,29.1,3.5,101.05833333333335,102.44761904761904,99.4,70B3D500700016FC,102.44761904761904
2020-06-14,101.61904761904762,22.38095238095238,2.238095238095238,101.93174603174607,102.2095238095238,96.66666666666667,70B3D500700016FC,102.2095238095238
2020-06-15,99.52380952380952,19.61904761904762,1.9523809523809523,102.08888888888889,100.57142857142857,96.0,70B3D500700016FC,100.57142857142857
2020-06-16,96.0,19.3,1.9,99.96333333333325,97.76190476190476,96.0,70B3D500700016FC,97.76190476190476
2020-06-17,96.4,21.4,2.0,98.12833333333329,96.2,96.0,70B3D500700016FC,96.2
2020-06-18,96.55555555555556,22.833333333333332,1.9444444444444444,96.53333333333327,96.47777777777779,96.0,70B3D500700016FC,96.47777777777779
2020-06-19,96.36363636363636,23.136363636363637,2.1363636363636362,96.36666666666666,96.45959595959596,96.0,70B3D500700016FC,96.45959595959596
2020-06-20,96.7,24.5,2.1,96.48166666666663,96.53181818181818,96.0,70B3D500700016FC,96.53181818181818
2020-06-21,98.77777777777777,27.38888888888889,2.0555555555555554,96.83333333333334,97.73888888888888,96.0,70B3D500700016FC,97.73888888888888
2020-06-22,98.375,25.0625,2.25,97.47500000000007,98.57638888888889,96.0,70B3D500700016FC,98.57638888888889
2020-06-23,99.27272727272727,27.136363636363637,2.5,98.1787878787879,98.82386363636363,96.0,70B3D500700016FC,98.82386363636363
2020-06-24,100.47619047619048,29.571428571428573,2.4285714285714284,99.17619047619053,99.87445887445887,96.66666666666667,70B3D500700016FC,99.87445887445887
2020-06-25,97.9,27.2,2.35,99.42333333333337,99.18809523809524,96.8,70B3D500700016FC,99.18809523809524
2020-06-26,98.84210526315789,30.736842105263158,2.526315789473684,99.35263157894738,98.37105263157895,93.89473684210526,70B3D500700016FC,98.37105263157895
2020-06-27,95.9090909090909,27.136363636363637,1.9545454545454546,98.12727272727271,97.3755980861244,92.0,70B3D500700016FC,97.3755980861244
2020-06-28,95.57894736842105,22.210526315789473,2.210526315789474,97.04210526315782,95.74401913875599,92.10526315789474,70B3D500700016FC,95.74401913875599
2020-06-29,95.5,22.6,2.25,96.1083333333333,95.53947368421052,93.8,70B3D500700016FC,95.53947368421052
2020-06-30,95.04761904761905,22.38095238095238,2.238095238095238,95.54761904761902,95.27380952380952,92.0,70B3D500700016FC,95.27380952380952
2020-07-01,94.3,26.05,2.05,95.14666666666662,94.67380952380952,92.3,70B3D500700016FC,94.67380952380952
2020-07-02,95.22222222222223,26.88888888888889,2.2222222222222223,94.81296296296294,94.76111111111112,92.0,70B3D500700016FC,94.76111111111112
2020-07-03,92.55555555555556,24.27777777777778,2.0555555555555554,94.54814814814813,93.88888888888889,90.55555555555556,70B3D500700016FC,93.88888888888889
2020-07-04,93.0,25.0,2.1,93.80999999999997,92.77777777777777,90.3,70B3D500700016FC,92.77777777777777
2020-07-05,93.04761904761905,26.142857142857142,2.142857142857143,93.37936507936504,93.02380952380952,92.0,70B3D500700016FC,93.02380952380952
2020-07-06,92.2,21.8,1.75,92.80833333333331,92.62380952380953,90.6,70B3D500700016FC,92.62380952380953
2020-07-07,92.0952380952381,24.238095238095237,2.3333333333333335,92.57936507936505,92.14761904761906,90.0,70B3D500700016FC,92.14761904761906
2020-07-08,91.0909090909091,16.136363636363637,2.0,92.00151515151512,91.5930735930736,90.0,70B3D500700016FC,91.5930735930736
2020-07-09,91.5,25.6875,2.1875,91.64791666666663,91.29545454545455,90.0,70B3D500700016FC,91.29545454545455
2020-07-10,93.47368421052632,23.210526315789473,2.0526315789473686,91.68070175438592,92.48684210526315,90.0,70B3D500700016FC,92.48684210526315
2020-07-11,95.9047619047619,22.428571428571427,2.0476190476190474,92.77936507936504,94.68922305764411,90.76190476190476,70B3D500700016FC,94.68922305764411
2020-07-12,95.57894736842105,23.31578947368421,2.263157894736842,94.32105263157891,95.74185463659148,94.0,70B3D500700016FC,95.74185463659148
2020-07-13,93.80952380952381,26.61904761904762,2.5238095238095237,95.22698412698409,94.69423558897243,92.85714285714286,70B3D500700016FC,94.69423558897243
2020-07-14,93.61904761904762,26.428571428571427,2.2857142857142856,94.64920634920632,93.71428571428572,92.0,70B3D500700016FC,93.71428571428572
2020-07-15,93.17647058823529,22.294117647058822,2.0588235294117645,93.96274509803918,93.39775910364145,92.0,70B3D500700016FC,93.39775910364145
2020-07-16,91.65217391304348,16.52173913043478,2.0,93.09130434782607,92.41432225063939,90.78260869565217,70B3D500700016FC,92.41432225063939
2020-07-17,91.8,24.65,2.05,92.50833333333331,91.72608695652174,90.0,70B3D500700016FC,91.72608695652174
2020-07-18,92.19047619047619,28.047619047619047,2.238095238095238,91.85079365079362,91.9952380952381,90.0,70B3D500700016FC,91.9952380952381
2020-07-19,93.5,28.3,2.55,92.15499999999994,92.8452380952381,90.5,70B3D500700016FC,92.8452380952381
2020-07-20,93.8,26.45,2.3,92.74666666666663,93.65,92.0,70B3D500700016FC,93.65
2020-07-21,94.1,26.35,2.2,93.66499999999998,93.94999999999999,92.0,70B3D500700016FC,93.94999999999999
2020-07-22,94.66666666666667,26.761904761904763,2.7142857142857144,94.15079365079364,94.38333333333333,92.0,70B3D500700016FC,94.38333333333333
2020-07-23,95.05263157894737,28.05263157894737,2.5789473684210527,94.65263157894735,94.85964912280701,92.0,70B3D500700016FC,94.85964912280701
2020-07-24,94.0,26.227272727272727,2.227272727272727,94.46363636363631,94.52631578947368,92.0,70B3D500700016FC,94.52631578947368
2020-07-25,94.52631578947368,27.736842105263158,2.263157894736842,94.42982456140345,94.26315789473685,92.10526315789474,70B3D500700016FC,94.26315789473685
2020-07-26,93.77777777777777,24.88888888888889,1.8333333333333333,94.06851851851849,94.15204678362574,92.0,70B3D500700016FC,94.15204678362574
2020-07-27,94.36363636363636,24.727272727272727,2.227272727272727,94.21060606060604,94.07070707070707,92.0,70B3D500700016FC,94.07070707070707
2020-07-28,90.1,26.45,2.15,93.62666666666665,92.23181818181817,89.2,70B3D500700016FC,92.23181818181817
2020-07-29,89.6842105263158,27.789473684210527,2.3684210526315788,92.07192982456141,89.8921052631579,88.0,70B3D500700016FC,89.8921052631579
2020-07-30,89.77777777777777,29.88888888888889,2.388888888888889,90.75370370370369,89.73099415204678,88.0,70B3D500700016FC,89.73099415204678
2020-07-31,89.80952380952381,33.904761904761905,2.6666666666666665,89.58412698412698,89.79365079365078,88.0,70B3D500700016FC,89.79365079365078
2020-08-01,89.26315789473684,28.05263157894737,2.473684210526316,89.69999999999999,89.53634085213032,88.0,70B3D500700016FC,89.53634085213032
2020-08-02,88.81818181818181,24.227272727272727,2.227272727272727,89.48030303030303,89.04066985645932,88.0,70B3D500700016FC,89.04066985645932
2020-08-03,88.76190476190476,21.0,2.142857142857143,89.14285714285715,88.79004329004329,88.0,70B3D500700016FC,88.79004329004329
2020-08-04,89.05263157894737,22.263157894736842,2.0526315789473686,88.92807017543862,88.90726817042606,88.0,70B3D500700016FC,88.90726817042606
2020-08-05,89.30434782608695,26.73913043478261,2.5217391304347827,88.92463768115941,89.17848970251717,88.0,70B3D500700016FC,89.17848970251717
2020-08-06,89.47368421052632,28.789473684210527,2.5789473684210527,89.18947368421053,89.38901601830663,88.0,70B3D500700016FC,89.38901601830663
2020-08-07,89.5,32.45,2.9,89.34666666666669,89.48684210526315,88.0,70B3D500700016FC,89.48684210526315
2020-08-08,89.05263157894737,34.473684210526315,2.6842105263157894,89.49473684210527,89.27631578947368,87.57894736842105,70B3D500700016FC,89.27631578947368
2020-08-09,86.73684210526316,35.05263157894737,2.5789473684210527,88.88771929824564,87.89473684210526,86.0,70B3D500700016FC,87.89473684210526
2020-08-10,86.72727272727273,32.36363636363637,2.5454545454545454,87.94545454545458,86.73205741626795,86.0,70B3D500700016FC,86.73205741626795
2020-08-11,86.9,31.6,2.5,87.02000000000001,86.81363636363636,86.0,70B3D500700016FC,86.81363636363636
2020-08-12,86.66666666666667,29.047619047619047,2.238095238095238,86.76825396825399,86.78333333333333,86.0,70B3D500700016FC,86.78333333333333
2020-08-13,86.63157894736842,24.57894736842105,2.1052631578947367,86.73508771929829,86.64912280701755,86.0,70B3D500700016FC,86.64912280701755
2020-08-14,86.10526315789474,23.42105263157895,2.0,86.60350877192987,86.36842105263159,86.0,70B3D500700016FC,86.36842105263159
2020-08-15,86.66666666666667,26.88888888888889,2.388888888888889,86.49814814814816,86.38596491228071,86.0,70B3D500700016FC,86.38596491228071
2020-08-16,86.66666666666667,27.444444444444443,2.388888888888889,86.49444444444447,86.66666666666667,86.0,70B3D500700016FC,86.66666666666667
2020-08-17,86.4,23.2,2.2,86.49333333333334,86.53333333333333,86.0,70B3D500700016FC,86.53333333333333
2020-08-18,86.47058823529412,20.941176470588236,2.3529411764705883,86.55882352941182,86.43529411764706,86.0,70B3D500700016FC,86.43529411764706
2020-08-19,86.28571428571429,25.666666666666668,2.380952380952381,86.4904761904762,86.37815126050421,85.9047619047619,70B3D500700016FC,86.37815126050421
2020-08-20,86.19047619047619,29.666666666666668,2.238095238095238,86.30793650793655,86.23809523809524,84.0,70B3D500700016FC,86.23809523809524
2020-08-21,86.3157894736842,28.94736842105263,2.5789473684210527,86.17719298245619,86.2531328320802,84.0,70B3D500700016FC,86.2531328320802
2020-08-22,87.2,25.05,2.35,86.495,86.7578947368421,84.4,70B3D500700016FC,86.7578947368421
2020-08-23,86.55555555555556,23.11111111111111,2.2777777777777777,86.65555555555561,86.87777777777778,86.0,70B3D500700016FC,86.87777777777778
2020-08-24,86.47058823529412,20.352941176470587,2.176470588235294,86.80000000000004,86.51307189542484,86.0,70B3D500700016FC,86.51307189542484
2020-08-25,84.42105263157895,20.894736842105264,2.0526315789473686,86.33859649122813,85.44582043343652,84.42105263157895,70B3D500700016FC,85.44582043343652
2020-08-26,83.9,19.05,2.3,85.38000000000007,84.16052631578947,82.2,70B3D500700016FC,84.16052631578947
2020-08-27,83.89473684210526,21.63157894736842,1.9473684210526316,84.51052631578952,83.89736842105263,82.0,70B3D500700016FC,83.89736842105263
2020-08-28,83.8,20.25,2.1,83.9083333333334,83.84736842105264,82.0,70B3D500700016FC,83.84736842105264
2020-08-29,83.06666666666666,18.4,1.9333333333333333,83.79333333333336,83.43333333333334,82.0,70B3D500700016FC,83.43333333333334
2020-08-30,82.375,17.5625,1.9375,83.48958333333329,82.72083333333333,82.0,70B3D500700016FC,82.72083333333333
2020-08-31,82.88888888888889,19.38888888888889,2.111111111111111,83.08518518518514,82.63194444444444,82.0,70B3D500700016FC,82.63194444444444
2020-09-01,85.0,17.15,1.9,83.03333333333335,83.94444444444444,82.0,70B3D500700016FC,83.94444444444444
2020-09-02,86.66666666666667,18.266666666666666,2.3333333333333335,83.94666666666672,85.83333333333334,82.13333333333334,70B3D500700016FC,85.83333333333334
2020-09-03,87.17647058823529,18.11764705882353,2.1176470588235294,85.17647058823535,86.92156862745098,84.0,70B3D500700016FC,86.92156862745098
2020-09-04,87.15789473684211,22.842105263157894,2.0,86.48947368421057,87.16718266253869,84.21052631578948,70B3D500700016FC,87.16718266253869
2020-09-05,86.0952380952381,19.142857142857142,2.142857142857143,86.8587301587302,86.6265664160401,84.0,70B3D500700016FC,86.6265664160401
2020-09-06,86.5,18.625,2.0625,86.7416666666667,86.29761904761905,84.0,70B3D500700016FC,86.29761904761905
2020-09-07,102.9,17.3,2.2,87.86000000000001,94.7,84.0,70B3D500700016FC,94.7
2020-09-08,122.63636363636364,17.90909090909091,1.7727272727272727,98.81666666666662,112.76818181818183,88.27272727272727,70B3D500700016FC,112.76818181818183
2020-09-09,122.6,19.95,1.85,111.4833333333333,122.61818181818182,122.0,70B3D500700016FC,122.61818181818182
2020-09-10,122.36363636363636,20.227272727272727,1.6363636363636365,121.6015151515151,122.48181818181817,122.0,70B3D500700016FC,122.48181818181817
2020-09-11,122.3,18.15,1.9,122.47333333333336,122.33181818181818,122.0,70B3D500700016FC,122.33181818181818
2020-09-12,122.34782608695652,18.956521739130434,1.6521739130434783,122.37681159420289,122.32391304347826,122.0,70B3D500700016FC,122.32391304347826
2020-09-13,122.47619047619048,20.952380952380953,1.7619047619047619,122.33174603174601,122.41200828157349,122.0,70B3D500700016FC,122.41200828157349
2020-09-14,122.3157894736842,19.842105263157894,1.8421052631578947,122.38596491228068,122.39598997493735,122.0,70B3D500700016FC,122.39598997493735
2020-09-15,122.2,21.3,2.0,122.36999999999998,122.2578947368421,122.0,70B3D500700016FC,122.2578947368421
2020-09-16,122.22222222222223,21.61111111111111,1.7777777777777777,122.3055555555555,122.21111111111111,122.0,70B3D500700016FC,122.21111111111111
2020-09-17,122.19047619047619,16.61904761904762,1.6666666666666667,122.2253968253968,122.20634920634922,122.0,70B3D500700016FC,122.20634920634922
2020-09-18,122.0,15.2,1.8,122.16833333333325,122.0952380952381,122.0,70B3D500700016FC,122.0952380952381
2020-09-19,122.26086956521739,15.391304347826088,1.8695652173913044,122.15362318840572,122.13043478260869,122.0,70B3D500700016FC,122.13043478260869
2020-09-20,122.11111111111111,15.777777777777779,2.0,122.13888888888881,122.18599033816426,122.0,70B3D500700016FC,122.18599033816426
2020-09-21,122.21052631578948,16.263157894736842,1.894736842105263,122.16666666666663,122.1608187134503,122.0,70B3D500700016FC,122.1608187134503
2020-09-22,122.11764705882354,17.352941176470587,2.0,122.18431372549014,122.16408668730651,122.0,70B3D500700016FC,122.16408668730651
2020-09-23,122.4,19.7,1.8,122.18999999999994,122.25882352941177,122.0,70B3D500700016FC,122.25882352941177
2020-09-24,122.21052631578948,16.57894736842105,1.736842105263158,122.2473684210526,122.30526315789474,122.0,70B3D500700016FC,122.30526315789474
2020-09-25,122.21052631578948,12.947368421052632,1.894736842105263,122.24912280701751,122.21052631578948,122.0,70B3D500700016FC,122.21052631578948
2020-09-26,122.1,11.8,1.8,122.22499999999994,122.15526315789474,122.0,70B3D500700016FC,122.15526315789474
2020-09-27,122.625,11.75,1.6875,122.21666666666664,122.3625,122.0,70B3D500700016FC,122.3625
2020-09-28,122.21052631578948,12.68421052631579,1.5789473684210527,122.30175438596483,122.41776315789474,122.0,70B3D500700016FC,122.41776315789474
2020-09-29,122.11111111111111,12.61111111111111,1.8333333333333333,122.28703703703702,122.1608187134503,122.0,70B3D500700016FC,122.1608187134503
2020-09-30,122.19047619047619,13.904761904761905,1.7619047619047619,122.2619047619047,122.15079365079364,122.0,70B3D500700016FC,122.15079365079364
2020-10-01,122.3,14.2,1.85,122.19499999999996,122.2452380952381,122.0,70B3D500700016FC,122.2452380952381
2020-10-02,122.1,16.15,1.75,122.19499999999996,122.19999999999999,122.0,70B3D500700016FC,122.19999999999999
2020-10-03,122.11764705882354,12.705882352941176,1.6470588235294117,122.19215686274505,122.10882352941177,122.0,70B3D500700016FC,122.10882352941177
2020-10-04,122.22222222222223,12.38888888888889,1.6111111111111112,122.13888888888881,122.16993464052288,122.0,70B3D500700016FC,122.16993464052288
2020-10-05,122.0,11.6,1.55,122.1266666666666,122.11111111111111,122.0,70B3D500700016FC,122.11111111111111
2020-10-06,122.0952380952381,11.904761904761905,1.6666666666666667,122.10158730158723,122.04761904761905,122.0,70B3D500700016FC,122.04761904761905
2020-10-07,122.0,11.9,1.5,122.09999999999994,122.04761904761905,122.0,70B3D500700016FC,122.04761904761905
2020-10-08,,14.135882352941177,1.7118383856163764,,,,70B3D500700016FC,122.5219421101774
2020-10-09,122.0,13.875,1.5,122.0583333333333,,122.0,70B3D500700016FC,122.99626517273576
2020-10-10,124.94117647058823,11.176470588235293,1.6470588235294117,122.26078431372547,123.47058823529412,122.0,70B3D500700016FC,123.47058823529412
2020-10-11,126.88888888888889,9.61111111111111,1.8333333333333333,123.88518518518521,125.91503267973856,122.0,70B3D500700016FC,125.91503267973856
2020-10-12,122.5,10.75,1.7,124.42333333333333,124.69444444444444,122.0,70B3D500700016FC,124.69444444444444
2020-10-13,122.0,10.55,1.9,124.35500000000002,122.25,122.0,70B3D500700016FC,122.25
2020-10-14,122.0,10.571428571428571,1.7142857142857142,122.69047619047615,122.0,122.0,70B3D500700016FC,122.0
2020-10-15,121.9047619047619,10.095238095238095,1.619047619047619,122.0253968253968,121.95238095238095,121.52380952380952,70B3D500700016FC,121.95238095238095
2020-10-16,122.3157894736842,10.631578947368421,1.6842105263157894,122.00877192982455,122.11027568922304,120.0,70B3D500700016FC,122.11027568922304
2020-10-17,122.0952380952381,10.476190476190476,1.4761904761904763,122.07936507936503,122.20551378446115,121.42857142857143,70B3D500700016FC,122.20551378446115
2020-10-18,122.0952380952381,8.761904761904763,1.7619047619047619,122.11746031746023,122.0952380952381,122.0,70B3D500700016FC,122.0952380952381
2020-10-19,127.57894736842105,10.157894736842104,1.4736842105263157,122.58245614035086,124.83709273182959,120.94736842105263,70B3D500700016FC,124.83709273182959
2020-10-20,123.7,9.35,1.7,124.38333333333335,125.63947368421053,120.0,70B3D500700016FC,125.63947368421053
2020-10-21,121.1,13.2,1.6,124.26666666666665,122.4,120.0,70B3D500700016FC,122.4
2020-10-22,120.53333333333333,16.133333333333333,1.8666666666666667,123.65111111111109,120.81666666666666,120.0,70B3D500700016FC,120.81666666666666
2020-10-23,126.95238095238095,13.047619047619047,1.9047619047619047,122.24444444444444,123.74285714285713,120.0,70B3D500700016FC,123.74285714285713
2020-10-24,127.3,12.15,1.7,123.88833333333332,127.12619047619047,120.6,70B3D500700016FC,127.12619047619047
2020-10-25,125.71428571428571,12.761904761904763,1.7619047619047619,126.36666666666672,126.50714285714285,121.33333333333333,70B3D500700016FC,126.50714285714285
2020-10-26,120.57142857142857,10.571428571428571,1.8571428571428572,125.78571428571429,123.14285714285714,119.04761904761905,70B3D500700016FC,123.14285714285714
2020-10-27,121.66666666666667,9.722222222222221,1.9444444444444444,123.66296296296292,121.11904761904762,116.0,70B3D500700016FC,121.11904761904762
2020-10-28,118.73684210526316,11.105263157894736,1.894736842105263,121.24210526315791,120.20175438596492,116.0,70B3D500700016FC,120.20175438596492
2020-10-29,116.63157894736842,11.157894736842104,1.6842105263157894,119.64210526315793,117.6842105263158,116.0,70B3D500700016FC,117.6842105263158
2020-10-30,120.28571428571429,12.523809523809524,1.7142857142857142,118.66507936507932,118.45864661654136,116.0,70B3D500700016FC,118.45864661654136
2020-10-31,121.63636363636364,12.363636363636363,1.5454545454545454,119.09393939393937,120.96103896103897,117.45454545454545,70B3D500700016FC,120.96103896103897
2020-11-01,121.22222222222223,12.277777777777779,1.7777777777777777,120.48333333333329,121.42929292929293,120.0,70B3D500700016FC,121.42929292929293
2020-11-02,120.9,16.8,1.65,121.35333333333332,121.06111111111112,120.0,70B3D500700016FC,121.06111111111112
2020-11-03,120.72727272727273,12.681818181818182,1.5454545454545454,121.13636363636364,120.81363636363636,120.0,70B3D500700016FC,120.81363636363636
2020-11-04,120.94736842105263,6.7894736842105265,1.6842105263157894,120.84561403508772,120.83732057416267,120.0,70B3D500700016FC,120.83732057416267
2020-11-05,119.85714285714286,5.785714285714286,2.0,120.7690476190476,120.40225563909775,118.57142857142857,70B3D500700016FC,120.40225563909775
2020-11-06,121.06666666666666,4.8,1.8666666666666667,120.50222222222223,120.46190476190476,118.0,70B3D500700016FC,120.46190476190476
2020-11-07,122.8695652173913,6.260869565217392,1.826086956521739,121.0130434782608,121.96811594202899,119.56521739130434,70B3D500700016FC,121.96811594202899
2020-11-08,122.78260869565217,8.130434782608695,1.6521739130434783,121.9565217391304,122.82608695652173,121.82608695652173,70B3D500700016FC,122.82608695652173
2020-11-09,122.6086956521739,9.043478260869565,1.7826086956521738,122.8057971014493,122.69565217391303,122.0,70B3D500700016FC,122.69565217391303
2020-11-10,122.75,7.625,1.875,122.70138888888884,122.67934782608695,122.0,70B3D500700016FC,122.67934782608695
2020-11-11,122.6086956521739,9.043478260869565,1.826086956521739,122.6202898550724,122.67934782608695,122.0,70B3D500700016FC,122.67934782608695
2020-11-12,122.3157894736842,9.473684210526315,1.631578947368421,122.58771929824556,122.46224256292905,122.0,70B3D500700016FC,122.46224256292905
2020-11-13,122.84210526315789,9.842105263157896,1.7894736842105263,122.58947368421047,122.57894736842104,122.0,70B3D500700016FC,122.57894736842104
2020-11-14,122.7,10.8,1.65,122.58999999999995,122.77105263157895,122.0,70B3D500700016FC,122.77105263157895
2020-11-15,122.94117647058823,10.882352941176471,1.6470588235294117,122.75686274509799,122.82058823529411,122.0,70B3D500700016FC,122.82058823529411
2020-11-16,122.28571428571429,10.952380952380953,1.7142857142857142,122.73650793650788,122.61344537815125,122.0,70B3D500700016FC,122.61344537815125
2020-11-17,122.6086956521739,11.0,1.6521739130434783,122.62318840579705,122.4472049689441,122.0,70B3D500700016FC,122.4472049689441
2020-11-18,122.9,10.85,1.85,122.49499999999998,122.75434782608696,122.0,70B3D500700016FC,122.75434782608696
2020-11-19,123.11111111111111,9.444444444444445,2.0,122.76666666666662,123.00555555555556,122.0,70B3D500700016FC,123.00555555555556
2020-11-20,122.22222222222223,5.666666666666667,1.6666666666666667,122.80370370370366,122.66666666666667,122.0,70B3D500700016FC,122.66666666666667
2020-11-21,122.0,5.15,1.9130434782608696,122.67391304347822,122.11111111111111,122.0,70B3D500700016FC,122.11111111111111
2020-11-22,122.45454545454545,7.318181818181818,1.9090909090909092,122.36666666666657,122.22727272727272,122.0,70B3D500700016FC,122.22727272727272
2020-11-23,123.625,8.375,1.8125,122.4083333333333,123.03977272727272,122.0,70B3D500700016FC,123.03977272727272
2020-11-24,124.0,7.466666666666667,1.8666666666666667,122.8666666666666,123.8125,122.0,70B3D500700016FC,123.8125
2020-11-25,122.63636363636364,6.7272727272727275,1.6818181818181819,123.28333333333335,123.31818181818181,122.0,70B3D500700016FC,123.31818181818181
2020-11-26,123.2,5.05,1.85,123.21999999999996,122.91818181818182,122.0,70B3D500700016FC,122.91818181818182
2020-11-27,123.6,5.25,1.8,123.18833333333325,123.4,122.0,70B3D500700016FC,123.4
2020-11-28,125.0,3.85,1.65,123.62333333333333,124.3,122.0,70B3D500700016FC,124.3
2020-11-29,123.6,3.6315789473684212,1.8,124.07499999999993,124.3,122.0,70B3D500700016FC,124.3
2020-11-30,123.54545454545455,3.923076923076923,1.8636363636363635,123.99090909090908,123.57272727272726,122.0,70B3D500700016FC,123.57272727272726
2020-12-01,123.8,4.0,2.05,123.70666666666664,123.67272727272727,122.0,70B3D500700016FC,123.67272727272727
2020-12-02,123.57894736842105,4.947368421052632,1.736842105263158,123.63157894736835,123.68947368421053,122.0,70B3D500700016FC,123.68947368421053
2020-12-03,124.0,5.05,1.9,123.75333333333333,123.78947368421052,122.0,70B3D500700016FC,123.78947368421052
2020-12-04,124.11111111111111,5.611111111111111,1.7222222222222223,123.85740740740736,124.05555555555556,123.0,70B3D500700016FC,124.05555555555556
2020-12-05,124.0,4.894736842105263,1.894736842105263,123.95263157894733,124.05555555555556,122.0,70B3D500700016FC,124.05555555555556
2020-12-06,123.88888888888889,5.611111111111111,1.7777777777777777,124.01481481481477,123.94444444444444,122.22222222222223,70B3D500700016FC,123.94444444444444
2020-12-07,124.0,6.045454545454546,1.8181818181818181,123.95454545454545,123.94444444444444,122.18181818181819,70B3D500700016FC,123.94444444444444
2020-12-08,123.9047619047619,5.333333333333333,1.8571428571428572,123.97460317460317,123.95238095238095,122.85714285714286,70B3D500700016FC,123.95238095238095
2020-12-09,124.69565217391305,4.478260869565218,1.826086956521739,123.86376811594201,124.30020703933747,122.0,70B3D500700016FC,124.30020703933747
2020-12-10,123.81818181818181,4.636363636363637,1.9090909090909092,124.42272727272729,124.25691699604744,122.0,70B3D500700016FC,124.25691699604744
2020-12-11,121.47368421052632,5.157894736842105,1.7894736842105263,123.81929824561401,122.64593301435406,121.47368421052632,70B3D500700016FC,122.64593301435406
2020-12-12,119.1,6.8,1.9,122.69666666666667,120.28684210526316,118.6,70B3D500700016FC,120.28684210526316
2020-12-13,118.26086956521739,7.956521739130435,1.7391304347826086,120.1768115942029,118.6804347826087,118.0,70B3D500700016FC,118.6804347826087
2020-12-14,118.0909090909091,7.363636363636363,2.0,118.77121212121216,118.17588932806325,118.0,70B3D500700016FC,118.17588932806325
2020-12-15,119.45454545454545,7.681818181818182,1.8181818181818181,118.36969696969696,118.77272727272728,118.0,70B3D500700016FC,118.77272727272728
2020-12-16,120.0,8.85,1.9,118.9416666666666,119.72727272727272,118.7,70B3D500700016FC,119.72727272727272
2020-12-17,119.73913043478261,6.043478260869565,1.608695652173913,119.58840579710149,119.86956521739131,119.3913043478261,70B3D500700016FC,119.86956521739131
2020-12-18,119.3913043478261,6.434782608695652,1.826086956521739,119.8275362318841,119.56521739130434,118.0,70B3D500700016FC,119.56521739130434
2020-12-19,118.45454545454545,6.5,1.6818181818181819,119.37272727272729,118.92292490118578,118.0,70B3D500700016FC,118.92292490118578
2020-12-20,118.43478260869566,6.521739130434782,1.7391304347826086,118.81739130434781,118.44466403162056,118.0,70B3D500700016FC,118.44466403162056
2020-12-21,119.81818181818181,8.636363636363637,2.0,118.71515151515153,119.12648221343873,118.0,70B3D500700016FC,119.12648221343873
2020-12-22,120.0,11.863636363636363,1.8636363636363635,119.24393939393939,119.9090909090909,119.0,70B3D500700016FC,119.9090909090909
2020-12-23,120.0909090909091,11.818181818181818,1.5,119.84545454545454,120.04545454545455,120.0,70B3D500700016FC,120.04545454545455
2020-12-24,120.0,7.9523809523809526,1.7619047619047619,120.03333333333333,120.04545454545455,120.0,70B3D500700016FC,120.04545454545455
2020-12-25,119.5,4.1,1.6,119.94833333333338,119.75,118.2,70B3D500700016FC,119.75
2020-12-26,119.78947368421052,3.611111111111111,1.9473684210526316,119.8140350877193,119.64473684210526,118.0,70B3D500700016FC,119.64473684210526
2020-12-27,117.80952380952381,4.380952380952381,1.8571428571428572,119.52857142857142,118.79949874686716,116.95238095238095,70B3D500700016FC,118.79949874686716
2020-12-28,114.72727272727273,6.318181818181818,1.6363636363636365,118.06818181818188,116.26839826839827,114.0909090909091,70B3D500700016FC,116.26839826839827
2020-12-29,115.4,5.55,1.7,116.43000000000006,115.06363636363636,114.0,70B3D500700016FC,115.06363636363636
2020-12-30,113.6,5.95,1.7,115.20666666666668,114.5,112.6,70B3D500700016FC,114.5
2020-12-31,109.71428571428571,4.666666666666667,1.6666666666666667,113.68888888888884,111.65714285714284,109.04761904761905,70B3D500700016FC,111.65714285714284
2021-01-01,109.66666666666667,5.375,1.7916666666666667,111.64722222222217,109.69047619047619,108.0,70B3D500700016FC,109.69047619047619
2021-01-02,111.3,3.95,1.7,109.87833333333326,110.48333333333333,108.0,70B3D500700016FC,110.48333333333333
2021-01-03,110.9,4.15,1.45,110.58499999999992,111.1,108.0,70B3D500700016FC,111.1
2021-01-04,112.0,4.368421052631579,1.894736842105263,110.87368421052626,111.45,108.0,70B3D500700016FC,111.45
2021-01-05,114.08695652173913,4.913043478260869,1.6956521739130435,112.15217391304355,113.04347826086956,110.08695652173913,70B3D500700016FC,113.04347826086956
2021-01-06,114.28571428571429,5.238095238095238,1.9047619047619047,112.936507936508,114.1863354037267,113.9047619047619,70B3D500700016FC,114.1863354037267
2021-01-07,114.0,4.428571428571429,1.8095238095238095,114.05555555555561,114.14285714285714,114.0,70B3D500700016FC,114.14285714285714
2021-01-08,113.6842105263158,5.2105263157894735,1.6842105263157894,114.08947368421063,113.84210526315789,113.36842105263158,70B3D500700016FC,113.84210526315789
2021-01-09,112.0,3.0,1.6,113.76000000000002,112.84210526315789,110.9,70B3D500700016FC,112.84210526315789
2021-01-10,108.27272727272727,2.357142857142857,1.5454545454545454,112.14393939393935,110.13636363636363,108.0,70B3D500700016FC,110.13636363636363
2021-01-11,108.0952380952381,4.166666666666667,1.5714285714285714,110.06507936507933,108.18398268398269,108.0,70B3D500700016FC,108.18398268398269
2021-01-12,112.2,4.421052631578948,1.75,108.87666666666664,110.14761904761906,108.0,70B3D500700016FC,110.14761904761906
2021-01-13,115.7,3.75,1.75,110.81833333333336,113.95,108.0,70B3D500700016FC,113.95
2021-01-14,114.42105263157895,4.777777777777778,1.8421052631578947,113.14912280701758,115.06052631578947,113.36842105263158,70B3D500700016FC,115.06052631578947
2021-01-15,111.63636363636364,3.4210526315789473,1.5,114.21515151515149,113.02870813397129,110.36363636363636,70B3D500700016FC,113.02870813397129
2021-01-16,109.56521739130434,3.0434782608695654,1.6956521739130435,112.73188405797094,110.600790513834,107.91304347826087,70B3D500700016FC,110.600790513834
2021-01-17,107.57894736842105,3.789473684210526,1.6842105263157894,110.37192982456135,108.5720823798627,106.0,70B3D500700016FC,108.5720823798627
2021-01-18,107.9,6.15,1.85,108.93833333333332,107.73947368421054,106.0,70B3D500700016FC,107.73947368421054
2021-01-19,108.36363636363636,5.7727272727272725,1.8636363636363635,107.9969696969697,108.13181818181818,106.0,70B3D500700016FC,108.13181818181818
2021-01-20,108.26086956521739,7.3478260869565215,1.6956521739130435,108.03188405797098,108.31225296442688,106.6086956521739,70B3D500700016FC,108.31225296442688
2021-01-21,107.14285714285714,8.857142857142858,1.7619047619047619,108.10634920634918,107.70186335403727,106.0,70B3D500700016FC,107.70186335403727
2021-01-22,111.52380952380952,7.761904761904762,1.7142857142857142,107.96349206349205,109.33333333333333,106.0,70B3D500700016FC,109.33333333333333
2021-01-23,118.8,5.3,1.65,111.00833333333333,115.16190476190476,106.1,70B3D500700016FC,115.16190476190476
2021-01-24,116.8,4.15,1.9,114.17666666666669,117.8,112.6,70B3D500700016FC,117.8
2021-01-25,108.76190476190476,3.142857142857143,1.8095238095238095,116.03650793650793,112.78095238095239,107.42857142857143,70B3D500700016FC,112.78095238095239
2021-01-26,106.0,4.571428571428571,1.8095238095238095,112.18412698412696,107.38095238095238,106.0,70B3D500700016FC,107.38095238095238
2021-01-27,106.0,3.782608695652174,1.6956521739130435,108.06956521739129,106.0,106.0,70B3D500700016FC,106.0
2021-01-28,106.0,7.045454545454546,1.6818181818181819,106.01666666666665,106.0,106.0,70B3D500700016FC,106.0
2021-01-29,106.47619047619048,9.428571428571429,1.380952380952381,106.04761904761901,106.23809523809524,106.0,70B3D500700016FC,106.23809523809524
2021-01-30,108.5,6.15,1.6,106.37166666666664,107.48809523809524,106.0,70B3D500700016FC,107.48809523809524
2021-01-31,112.18181818181819,3.6818181818181817,1.6363636363636365,108.0575757575757,110.3409090909091,106.36363636363636,70B3D500700016FC,110.3409090909091
2021-02-01,114.0952380952381,5.9523809523809526,1.5714285714285714,110.67777777777783,113.13852813852814,110.47619047619048,70B3D500700016FC,113.13852813852814
2021-02-02,113.21739130434783,8.08695652173913,1.565217391304348,112.99130434782617,113.65631469979297,112.08695652173913,70B3D500700016FC,113.65631469979297
2021-02-03,111.23809523809524,10.142857142857142,1.4761904761904763,113.22698412698412,112.22774327122153,109.04761904761905,70B3D500700016FC,112.22774327122153
2021-02-04,110.36363636363636,7.909090909090909,1.5909090909090908,112.160606060606,110.80086580086581,108.0,70B3D500700016FC,110.80086580086581
2021-02-05,108.3,7.95,1.65,110.5733333333333,109.33181818181818,108.0,70B3D500700016FC,109.33181818181818
2021-02-06,109.7,6.6,1.85,109.4833333333333,109.0,108.0,70B3D500700016FC,109.0
2021-02-07,110.8,4.526315789473684,1.5,109.47333333333327,110.25,108.0,70B3D500700016FC,110.25
2021-02-08,112.70588235294117,1.0,1.6470588235294117,109.95882352941172,111.75294117647059,108.0,70B3D500700016FC,111.75294117647059
2021-02-09,120.95238095238095,0.0,1.4761904761904763,113.06507936507937,116.82913165266106,108.28571428571429,70B3D500700016FC,116.82913165266106
2021-02-10,109.33333333333333,14.135882352941177,1.6111111111111112,114.98333333333332,115.14285714285714,107.33333333333333,70B3D500700016FC,115.14285714285714
2021-02-11,106.0,2.5,1.5789473684210527,113.67543859649122,107.66666666666666,106.0,70B3D500700016FC,107.66666666666666
2021-02-12,106.38095238095238,3.25,2.0,110.06190476190474,106.19047619047619,106.0,70B3D500700016FC,106.19047619047619
2021-02-13,106.9090909090909,2.8333333333333335,1.6363636363636365,106.45757575757575,106.64502164502164,106.0,70B3D500700016FC,106.64502164502164
2021-02-14,107.80952380952381,3.3333333333333335,1.4285714285714286,106.76349206349204,107.35930735930737,106.0,70B3D500700016FC,107.35930735930737
2021-02-15,108.0952380952381,3.25,1.4285714285714286,107.40634920634916,107.95238095238096,106.0,70B3D500700016FC,107.95238095238096
2021-02-16,107.73913043478261,6.304347826086956,1.6521739130434783,107.83768115942026,107.91718426501035,106.0,70B3D500700016FC,107.91718426501035
2021-02-17,115.61904761904762,8.285714285714286,1.6666666666666667,108.70158730158727,111.67908902691511,106.0,70B3D500700016FC,111.67908902691511
2021-02-18,123.14285714285714,6.857142857142857,1.8571428571428572,113.4222222222222,119.38095238095238,108.47619047619048,70B3D500700016FC,119.38095238095238
2021-02-19,123.04761904761905,7.571428571428571,2.0952380952380953,118.68412698412696,123.0952380952381,122.0,70B3D500700016FC,123.0952380952381
2021-02-20,122.94736842105263,9.368421052631579,1.9473684210526316,122.76666666666661,122.99749373433585,122.0,70B3D500700016FC,122.99749373433585
2021-02-21,123.0,8.363636363636363,2.1363636363636362,122.97575757575756,122.97368421052632,122.0,70B3D500700016FC,122.97368421052632
2021-02-22,122.95652173913044,7.608695652173913,1.1304347826086956,122.9608695652174,122.97826086956522,122.0,70B3D500700016FC,122.97826086956522
2021-02-23,122.38095238095238,9.904761904761905,0.7142857142857143,122.87301587301582,122.66873706004141,122.0,70B3D500700016FC,122.66873706004141
2021-02-24,122.28571428571429,9.80952380952381,0.7142857142857143,122.62222222222215,122.33333333333334,122.0,70B3D500700016FC,122.33333333333334
2021-02-25,122.1,9.0,0.6,122.37833333333326,122.19285714285715,122.0,70B3D500700016FC,122.19285714285715
2021-02-26,122.0952380952381,6.904761904761905,0.9047619047619048,122.17777777777768,122.09761904761905,122.0,70B3D500700016FC,122.09761904761905
2021-02-27,122.9090909090909,5.636363636363637,0.6818181818181818,122.20303030303029,122.5021645021645,122.0,70B3D500700016FC,122.5021645021645
2021-02-28,124.0,7.761904761904762,1.0952380952380953,122.78253968253964,123.45454545454545,122.0,70B3D500700016FC,123.45454545454545
2021-03-01,122.57142857142857,6.809523809523809,0.7142857142857143,123.20476190476185,123.28571428571428,122.0,70B3D500700016FC,123.28571428571428
2021-03-02,122.0,7.55,0.9,123.08666666666666,122.28571428571428,122.0,70B3D500700016FC,122.28571428571428
2021-03-03,122.0,7.0,0.6818181818181818,122.410606060606,122.0,122.0,70B3D500700016FC,122.0
2021-03-04,122.28571428571429,10.19047619047619,0.6666666666666666,122.05396825396821,122.14285714285714,122.0,70B3D500700016FC,122.14285714285714
2021-03-05,123.11111111111111,5.666666666666667,0.8888888888888888,122.21111111111107,122.69841269841271,122.0,70B3D500700016FC,122.69841269841271
2021-03-06,123.4,5.866666666666666,0.75,122.69666666666667,123.25555555555556,122.0,70B3D500700016FC,123.25555555555556
2021-03-07,126.10526315789474,5.142857142857143,0.5263157894736842,123.6438596491228,124.75263157894737,122.0,70B3D500700016FC,124.75263157894737
2021-03-08,124.77777777777777,7.3076923076923075,0.7222222222222222,124.62962962962962,125.44152046783626,122.0,70B3D500700016FC,125.44152046783626
2021-03-09,123.29411764705883,8.058823529411764,0.7647058823529411,124.63529411764699,124.0359477124183,122.0,70B3D500700016FC,124.0359477124183
2021-03-10,122.66666666666667,9.444444444444445,0.4444444444444444,124.22037037037035,122.98039215686275,122.0,70B3D500700016FC,122.98039215686275
2021-03-11,122.44444444444444,9.277777777777779,0.5555555555555556,123.2796296296296,122.55555555555556,122.0,70B3D500700016FC,122.55555555555556
2021-03-12,123.05263157894737,9.105263157894736,0.42105263157894735,122.81754385964905,122.7485380116959,122.0,70B3D500700016FC,122.7485380116959
2021-03-13,122.28571428571429,8.142857142857142,0.5,122.6714285714285,122.66917293233084,122.0,70B3D500700016FC,122.66917293233084
2021-03-14,122.71428571428571,8.214285714285714,0.42857142857142855,122.64523809523806,122.5,122.0,70B3D500700016FC,122.5
2021-03-15,122.15384615384616,7.923076923076923,0.6923076923076923,122.63589743589738,122.43406593406593,122.0,70B3D500700016FC,122.43406593406593
2021-03-16,122.47058823529412,8.176470588235293,0.7647058823529411,122.50980392156862,122.31221719457014,122.0,70B3D500700016FC,122.31221719457014
2021-03-17,122.70588235294117,6.411764705882353,0.5882352941176471,122.45686274509802,122.58823529411765,122.0,70B3D500700016FC,122.58823529411765
2021-03-18,127.52941176470588,5.928571428571429,0.5882352941176471,122.9960784313725,125.11764705882354,122.0,70B3D500700016FC,125.11764705882354
2021-03-19,131.25,5.75,0.5625,125.22500000000001,129.38970588235296,122.0,70B3D500700016FC,129.38970588235296
2021-03-20,126.93333333333334,5.533333333333333,0.4666666666666667,127.14000000000003,129.0916666666667,122.26666666666667,70B3D500700016FC,129.0916666666667
2021-03-21,123.52941176470588,8.705882352941176,0.5294117647058824,127.53529411764703,125.23137254901962,122.0,70B3D500700016FC,125.23137254901962
2021-03-22,123.23076923076923,7.846153846153846,0.6923076923076923,127.02564102564098,123.38009049773757,122.0,70B3D500700016FC,123.38009049773757
2021-03-23,122.5,9.0,0.25,125.26111111111108,122.86538461538463,122.0,70B3D500700016FC,122.86538461538463
2021-03-24,122.53333333333333,6.533333333333333,0.4,123.51999999999995,122.51666666666668,122.0,70B3D500700016FC,122.51666666666668
2021-03-25,121.86666666666666,9.333333333333334,0.8,122.7844444444444,122.20000000000002,121.33333333333333,70B3D500700016FC,122.20000000000002
2021-03-26,122.53333333333333,12.6,0.8666666666666667,122.4355555555555,122.20000000000002,120.0,70B3D500700016FC,122.20000000000002
2021-03-27,124.11764705882354,9.647058823529411,0.7647058823529411,122.60784313725489,123.32549019607845,120.82352941176471,70B3D500700016FC,123.32549019607845
2021-03-28,124.375,11.625,0.8125,122.9895833333333,124.24632352941178,122.0,70B3D500700016FC,124.24632352941178
2021-03-29,123.86666666666666,11.933333333333334,0.8666666666666667,123.67777777777772,124.12083333333334,121.6,70B3D500700016FC,124.12083333333334
2021-03-30,124.125,12.125,0.8125,123.91874999999993,123.99583333333334,120.0,70B3D500700016FC,123.99583333333334
2021-03-31,126.8,15.6,1.1,124.7933333333333,125.4625,120.1,70B3D500700016FC,125.4625
2021-04-01,123.73333333333333,15.733333333333333,0.8666666666666667,124.95111111111106,125.26666666666668,120.0,70B3D500700016FC,125.26666666666668
2021-04-02,122.23529411764706,8.882352941176471,1.0588235294117647,124.57058823529408,122.98431372549021,121.17647058823529,70B3D500700016FC,122.98431372549021
2021-04-03,123.72727272727273,9.454545454545455,1.0,123.93484848484844,122.98128342245991,122.0,70B3D500700016FC,122.98128342245991
2021-04-04,124.95238095238095,8.761904761904763,0.9047619047619048,123.36349206349199,124.33982683982686,122.0,70B3D500700016FC,124.33982683982686
2021-04-05,123.5,4.8125,1.125,123.93333333333331,124.22619047619048,122.0,70B3D500700016FC,124.22619047619048
2021-04-06,123.2,5.444444444444445,0.75,123.9933333333333,123.35000000000002,122.0,70B3D500700016FC,123.35000000000002
2021-04-07,123.17647058823529,5.0588235294117645,0.9411764705882353,123.82941176470582,123.18823529411766,122.0,70B3D500700016FC,123.18823529411766
2021-04-08,122.71428571428571,7.714285714285714,0.7857142857142857,123.2619047619047,122.94537815126051,120.42857142857143,70B3D500700016FC,122.94537815126051
2021-04-09,122.26666666666667,8.533333333333333,0.9333333333333333,123.06666666666663,122.4904761904762,120.0,70B3D500700016FC,122.4904761904762
2021-04-10,120.0,10.0,1.0625,122.50208333333333,121.13333333333335,120.0,70B3D500700016FC,121.13333333333335
2021-04-11,120.0,9.705882352941176,1.1764705882352942,121.55686274509804,120.00000000000001,120.0,70B3D500700016FC,120.00000000000001
2021-04-12,120.0,7.090909090909091,1.0909090909090908,120.87575757575756,120.00000000000001,120.0,70B3D500700016FC,120.00000000000001
2021-04-13,120.875,9.142857142857142,1.0,120.36250000000001,120.43750000000001,120.0,70B3D500700016FC,120.43750000000001
2021-04-14,120.85714285714286,8.214285714285714,1.0,120.36190476190475,120.86607142857144,120.0,70B3D500700016FC,120.86607142857144
2021-04-15,120.72727272727273,9.636363636363637,1.0,120.5272727272727,120.79220779220782,120.0,70B3D500700016FC,120.79220779220782
2021-04-16,120.61538461538461,8.307692307692308,0.6923076923076923,120.63076923076925,120.6713286713287,120.0,70B3D500700016FC,120.6713286713287
2021-04-17,120.0,11.0625,1.0625,120.64583333333331,120.30769230769232,119.75,70B3D500700016FC,120.30769230769232
2021-04-18,119.2,11.4,1.1333333333333333,120.28666666666669,119.60000000000002,118.0,70B3D500700016FC,119.60000000000002
2021-04-19,118.625,13.375,0.875,119.86041666666668,118.91250000000002,116.625,70B3D500700016FC,118.91250000000002
2021-04-20,118.0,14.307692307692308,1.0,119.2846153846154,118.31250000000001,116.0,70B3D500700016FC,118.31250000000001
2021-04-21,118.92307692307692,15.384615384615385,1.3076923076923077,118.77179487179491,118.46153846153848,116.0,70B3D500700016FC,118.46153846153848
2021-04-22,120.42857142857143,13.785714285714286,1.2857142857142858,118.87619047619047,119.67582417582419,116.0,70B3D500700016FC,119.67582417582419
2021-04-23,120.42857142857143,12.714285714285714,1.0714285714285714,119.11190476190474,120.42857142857144,117.14285714285714,70B3D500700016FC,120.42857142857144
2021-04-24,124.46153846153847,15.0,1.3846153846153846,119.96153846153842,122.44505494505496,118.0,70B3D500700016FC,122.44505494505496
2021-04-25,128.0,12.466666666666667,1.2,122.11333333333332,126.23076923076925,118.53333333333333,70B3D500700016FC,126.23076923076925
2021-04-26,124.53333333333333,14.466666666666667,1.0666666666666667,123.94222222222224,126.2666666666667,122.0,70B3D500700016FC,126.2666666666667
2021-04-27,124.15384615384616,17.615384615384617,1.2307692307692308,124.9051282051282,124.34358974358977,120.0,70B3D500700016FC,124.34358974358977
2021-04-28,118.66666666666667,16.733333333333334,1.2,124.70888888888888,121.41025641025644,118.53333333333333,70B3D500700016FC,121.41025641025644
2021-04-29,117.46666666666667,15.0,1.1333333333333333,122.45111111111115,118.06666666666669,116.0,70B3D500700016FC,118.06666666666669
2021-04-30,116.94117647058823,11.117647058823529,1.0588235294117647,119.9686274509804,117.20392156862748,115.6470588235294,70B3D500700016FC,117.20392156862748
2021-05-01,114.625,14.4375,1.0,117.57708333333338,115.78308823529414,114.0,70B3D500700016FC,115.78308823529414
2021-05-02,114.71428571428571,14.285714285714286,1.1428571428571428,116.20238095238099,114.66964285714289,114.0,70B3D500700016FC,114.66964285714289
2021-05-03,117.41176470588235,14.235294117647058,1.0,115.81764705882358,116.06302521008405,114.0,70B3D500700016FC,116.06302521008405
2021-05-04,117.14285714285714,11.285714285714286,1.0,115.96428571428574,117.27731092436977,114.0,70B3D500700016FC,117.27731092436977
2021-05-05,116.14285714285714,11.285714285714286,1.0714285714285714,116.20000000000005,116.64285714285717,115.57142857142857,70B3D500700016FC,116.64285714285717
2021-05-06,114.85714285714286,8.5,1.1428571428571428,116.43095238095245,115.50000000000003,114.14285714285714,70B3D500700016FC,115.50000000000003
2021-05-07,114.75,11.5625,1.0625,116.25833333333341,114.80357142857146,114.0,70B3D500700016FC,114.80357142857146
2021-05-08,115.25,12.8125,1.0,115.31458333333339,115.00000000000003,112.5,70B3D500700016FC,115.00000000000003
This source diff could not be displayed because it is too large. You can view the blob instead.
......@@ -62,7 +62,8 @@ def import_preprocessed_data():
return dfs_c_0, dfs_c_1, dfs_c_2, dfs_c_0_grouped, dfs_c_1_grouped, dfs_c_2_grouped
'''für jedes Cluster unterschiedliche calculate empties funktionen da die Container ihren durchschnittlichen Füllstand
an sehr unterschiedlichen Bereichen haben '''
# function calculates the empties of a container.
def calculate_empties(df, threshold):
empties_indices = []
......@@ -76,6 +77,48 @@ def calculate_empties(df, threshold):
empties_indices.pop(idx)
return empties_indices
# function calculation empties of container for cluster 0
def calculate_empties_0(df, threshold):
empties_indices = []
for idx,val in enumerate(df['inter_pol']):
if idx != 0 and (df['inter_pol'][idx-1]*threshold < (df['inter_pol'][idx])) and (df['inter_pol'][idx] > 120):
empties_indices.append(idx)
# filter out double values
for idx,val in enumerate(empties_indices):
if idx !=0 and (empties_indices[idx] - empties_indices[idx-1]) < 3:
empties_indices.pop(idx)
return empties_indices
# function calculation empties of container for cluster 1
def calculate_empties_1(df, threshold):
empties_indices = []
for idx,val in enumerate(df['inter_pol']):
if idx != 0 and (df['inter_pol'][idx-1]*threshold < (df['inter_pol'][idx])) and (df['inter_pol'][idx] > 60):
empties_indices.append(idx)
# filter out double values
for idx,val in enumerate(empties_indices):
if idx !=0 and (empties_indices[idx] - empties_indices[idx-1]) < 3:
empties_indices.pop(idx)
return empties_indices
# function calculation empties of container for cluster 2
def calculate_empties_2(df, threshold):
empties_indices = []
for idx,val in enumerate(df['inter_pol']):
if idx != 0 and (df['inter_pol'][idx-1]*threshold < (df['inter_pol'][idx])) and (df['inter_pol'][idx] > 65):
empties_indices.append(idx)
# filter out double values
for idx,val in enumerate(empties_indices):
if idx !=0 and (empties_indices[idx] - empties_indices[idx-1]) < 3:
empties_indices.pop(idx)
return empties_indices
# function adds the calculated emptied to the container DataFrame.
......
......@@ -43,6 +43,11 @@ def linearRegression(df_singlePeriod):
print(y_pred)
print(lr.coef_)
'''Funktionen die mithilfe der Steigungsfunktion, versuchen die orginalen Inputdaten zu approximieren. Nehmen einen preprocessden DataFrame
der auf Tagesniveau gruppiert wurde und geben die Predictens als Liste zurück
Dabei wird der Füllstand für die Prediction = mx + b - wobei b der Füllstand nach der vorherigen Leerung ist.'''
def predictValues_general(test, temp_list, temp):
counter = 1
......@@ -70,12 +75,13 @@ def predictValues_general(test, temp_list, temp):
print("Root Squared Mean Error: " + str(rmse))
print("Values have been predicted!")
def predictValues_clust0(input):
counter = 1
pred_list = list()
temp_list = input['inter_pol'].tolist()
emptie_checkpoints = preprocessing.calculate_empties(input, 1.01)
emptie_checkpoints = preprocessing.calculate_empties_0(input, 1.01)
for k in range(emptie_checkpoints[0]):
y = -3.62261628 * k + temp_list[0]
......@@ -98,9 +104,75 @@ def predictValues_clust0(input):
print('values have been predicated')
rmse = mean_squared_error(temp_list, pred_list, squared=False)
print("Root Squared Mean Error: " + rmse)
print("Root Squared Mean Error: " + str(rmse))
return pred_list
def predictValues_clust1(input):
df = input[['time_stamp', 'inter_pol']]
counter = 1
pred_list = list()
temp_list = input['inter_pol'].tolist()
emptie_checkpoints = preprocessing.calculate_empties_1(input, 1.17)
for k in range(emptie_checkpoints[0]):
y = -3.63041747 * k + temp_list[0]
pred_list.append(y)
for timeinterval in emptie_checkpoints:
if counter < len(emptie_checkpoints):
length = emptie_checkpoints[counter] - timeinterval
counter = counter + 1
for i in range(length):
y = -3.62261628 * i + temp_list[timeinterval]
pred_list.append(y)
addition = input.shape[0] - emptie_checkpoints[-1]
for j in range(addition):
y = -3.62261628 * temp_list[emptie_checkpoints[-1]]
pred_list.append(y)
print('values have been predicated')
rmse = mean_squared_error(temp_list, pred_list, squared=False)
print("Root Squared Mean Error: " + str(rmse))
return pred_list
def predictValues_clust2(input):
counter = 1
pred_list = list()
temp_list = input['inter_pol'].tolist()
emptie_checkpoints = preprocessing.calculate_empties_2(input, 1.16)
for k in range(emptie_checkpoints[0]):
y = -3.62261628 * k + temp_list[0]
pred_list.append(y)
for timeinterval in emptie_checkpoints:
if counter < len(emptie_checkpoints):
length = emptie_checkpoints[counter] - timeinterval
counter = counter + 1
for i in range(length):
y = -3.62261628 * i + temp_list[timeinterval]
pred_list.append(y)
addition = input.shape[0] - emptie_checkpoints[-1]
for j in range(addition):
y = -3.38830135 * temp_list[emptie_checkpoints[-1]]
pred_list.append(y)
print('values have been predicated')
rmse = mean_squared_error(temp_list, pred_list, squared=False)
print("Root Mean Squared Error" + str(rmse))
return pred_list
def linearRegressionPlot(temp, test, cluster):
plt.figure(figsize=(30,8))
plt.ylim((0,200))
......@@ -114,4 +186,35 @@ def linearRegressionPlot(temp, test, cluster):
for i in test:
plt.vlines(i, color="green", ymin=0, ymax=200)
plt.show()
def linearRegressionPlot_pred(input, cluster):
if cluster < 0 or cluster > 4:
print('Cluster has to be 0, 1, 2')
return
plt.figure(figsize=(30,8))
plt.ylim((0,200))
plt.title('Abweichung')
plt.xticks(fontsize=8, rotation=90)
plt.yticks(fontsize=10, fontweight='bold')
plt.plot(input['inter_pol'])
if cluster == 0:
predicted = predictValues_clust0(input)
empties = preprocessing.calculate_empties_0(input, 1.10)
elif cluster == 1:
predicted = predictValues_clust1(input)
empties = preprocessing.calculate_empties_1(input, 1.17)
else:
predicted = predictValues_clust2(input)
empties = preprocessing.calculate_empties_2(input, 1.16)
plt.plot(predicted)
plt.legend(['Preprocessed', 'Predictions'], loc='upper left')
for i in empties:
plt.vlines(i, color="green", ymin=0, ymax=200)
plt.show()
\ No newline at end of file
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