Commit 8f5394be authored by Your Name's avatar Your Name
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time_stamp,Height,Temperature,Tilt,lfilter,mov_avg,min_avg,device_id,inter_pol
2020-05-09,64.54545454545455,14.363636363636363,0.0,11.727272727272727,,,70B3D500700016F4,69.14229249011858
2020-05-10,73.73913043478261,19.08695652173913,0.0,38.87101449275364,69.14229249011858,60.0,70B3D500700016F4,69.14229249011858
2020-05-11,60.0,8.833333333333334,0.0,62.55833333333337,66.86956521739131,60.0,70B3D500700016F4,66.86956521739131
2020-05-12,60.09090909090909,10.5,0.0,65.39545454545454,60.04545454545455,59.54545454545455,70B3D500700016F4,60.04545454545455
2020-05-13,63.63636363636363,12.909090909090908,0.0,61.05,61.86363636363636,58.0,70B3D500700016F4,61.86363636363636
2020-05-14,63.73913043478261,14.521739130434783,0.0,62.189855072463786,63.687747035573125,59.73913043478261,70B3D500700016F4,63.687747035573125
2020-05-15,63.22222222222222,15.5,0.0,63.40555555555558,63.48067632850241,58.44444444444444,70B3D500700016F4,63.48067632850241
2020-05-16,,11.466200466200466,0.0,,,,70B3D500700016F4,62.1176731078905
2020-05-17,59.2,17.8,0.0,63.713333333333345,,56.0,70B3D500700016F4,60.75466988727858
2020-05-18,59.583333333333336,19.625,0.0,62.40833333333333,59.391666666666666,56.0,70B3D500700016F4,59.391666666666666
2020-05-19,54.0,16.071428571428573,0.0,60.385714285714265,56.79166666666667,53.285714285714285,70B3D500700016F4,56.79166666666667
2020-05-20,,11.466200466200466,0.0,,,,70B3D500700016F4,53.91666666666667
2020-05-21,,11.466200466200466,0.0,,,,70B3D500700016F4,51.04166666666667
2020-05-22,,11.466200466200466,0.0,,,,70B3D500700016F4,48.16666666666667
2020-05-23,,11.466200466200466,0.0,,,,70B3D500700016F4,45.29166666666667
2020-05-24,,11.466200466200466,0.0,,,,70B3D500700016F4,42.41666666666667
2020-05-25,,11.466200466200466,0.0,,,,70B3D500700016F4,39.54166666666667
2020-05-26,,11.466200466200466,0.0,,,,70B3D500700016F4,36.66666666666667
2020-05-27,,11.466200466200466,0.0,,,,70B3D500700016F4,33.79166666666667
2020-05-28,5.75,20.125,0.0,54.804166666666674,,4.0,70B3D500700016F4,30.916666666666668
2020-05-29,50.333333333333336,28.666666666666668,0.0,50.344444444444456,28.041666666666668,4.0,70B3D500700016F4,28.041666666666668
2020-05-30,60.0,15.8,0.0,50.2,55.16666666666667,4.0,70B3D500700016F4,55.16666666666667
2020-05-31,60.0,19.416666666666668,0.0,50.36388888888889,60.0,5.0,70B3D500700016F4,60.0
2020-06-01,60.0,10.0,0.0,50.444444444444436,60.0,23.333333333333332,70B3D500700016F4,60.0
2020-06-02,,11.466200466200466,0.0,,,,70B3D500700016F4,59.96666666666667
2020-06-03,,11.466200466200466,0.0,,,,70B3D500700016F4,59.93333333333333
2020-06-04,,11.466200466200466,0.0,,,,70B3D500700016F4,59.9
2020-06-05,60.0,12.0,0.0,50.43333333333333,,58.4,70B3D500700016F4,59.86666666666666
2020-06-06,59.666666666666664,13.833333333333334,0.0,50.53333333333333,59.83333333333333,58.666666666666664,70B3D500700016F4,59.83333333333333
2020-06-07,,11.466200466200466,0.0,,,,70B3D500700016F4,59.848484848484844
2020-06-08,,11.466200466200466,0.0,,,,70B3D500700016F4,59.86363636363636
2020-06-09,,11.466200466200466,0.0,,,,70B3D500700016F4,59.878787878787875
2020-06-10,,11.466200466200466,0.0,,,,70B3D500700016F4,59.89393939393939
2020-06-11,,11.466200466200466,0.0,,,,70B3D500700016F4,59.90909090909091
2020-06-12,,11.466200466200466,0.0,,,,70B3D500700016F4,59.92424242424242
2020-06-13,,11.466200466200466,0.0,,,,70B3D500700016F4,59.93939393939394
2020-06-14,,11.466200466200466,0.0,,,,70B3D500700016F4,59.95454545454545
2020-06-15,,11.466200466200466,0.0,,,,70B3D500700016F4,59.96969696969697
2020-06-16,60.0,16.875,0.0,51.141666666666666,,58.0,70B3D500700016F4,59.984848484848484
2020-06-17,60.0,18.333333333333332,0.0,53.25555555555555,60.0,58.0,70B3D500700016F4,60.0
2020-06-18,62.333333333333336,17.833333333333332,0.0,59.330555555555556,61.16666666666667,58.0,70B3D500700016F4,61.16666666666667
2020-06-19,60.0,19.727272727272727,0.0,60.43333333333335,61.16666666666667,60.0,70B3D500700016F4,61.16666666666667
2020-06-20,60.0,13.5,0.0,60.43333333333334,60.0,60.0,70B3D500700016F4,60.0
2020-06-21,,11.466200466200466,0.0,,,,70B3D500700016F4,61.38333333333333
2020-06-22,,11.466200466200466,0.0,,,,70B3D500700016F4,62.766666666666666
2020-06-23,,11.466200466200466,0.0,,,,70B3D500700016F4,64.15
2020-06-24,,11.466200466200466,0.0,,,,70B3D500700016F4,65.53333333333333
2020-06-25,76.6,27.6,0.0,61.98666666666666,,60.0,70B3D500700016F4,66.91666666666666
2020-06-26,60.0,24.09090909090909,0.0,63.212121212121204,68.3,60.0,70B3D500700016F4,68.3
2020-06-27,72.0,18.6,0.0,63.71333333333333,66.0,58.0,70B3D500700016F4,66.0
2020-06-28,,11.466200466200466,0.0,,,,70B3D500700016F4,65.4
2020-06-29,,11.466200466200466,0.0,,,,70B3D500700016F4,64.8
2020-06-30,,11.466200466200466,0.0,,,,70B3D500700016F4,64.2
2020-07-01,,11.466200466200466,0.0,,,,70B3D500700016F4,63.6
2020-07-02,,11.466200466200466,0.0,,,,70B3D500700016F4,63.0
2020-07-03,,11.466200466200466,0.0,,,,70B3D500700016F4,62.4
2020-07-04,,11.466200466200466,0.0,,,,70B3D500700016F4,61.8
2020-07-05,,11.466200466200466,0.0,,,,70B3D500700016F4,61.2
2020-07-06,60.0,14.0,0.0,64.23333333333332,,58.0,70B3D500700016F4,60.6
2020-07-07,60.0,18.0,0.0,64.23333333333333,60.0,58.0,70B3D500700016F4,60.0
2020-07-08,66.4,15.466666666666667,0.0,64.04666666666665,63.2,58.8,70B3D500700016F4,63.2
2020-07-09,69.38461538461539,22.076923076923077,0.0,65.96666666666667,67.8923076923077,60.0,70B3D500700016F4,67.8923076923077
2020-07-10,62.142857142857146,19.642857142857142,0.0,64.87142857142858,65.76373626373626,58.714285714285715,70B3D500700016F4,65.76373626373626
2020-07-11,59.75,18.0,0.0,64.11041666666664,60.94642857142857,58.0,70B3D500700016F4,60.94642857142857
2020-07-12,60.0,21.235294117647058,0.0,63.84705882352939,59.875,58.0,70B3D500700016F4,59.875
2020-07-13,61.714285714285715,25.142857142857142,0.0,60.91190476190477,60.85714285714286,59.285714285714285,70B3D500700016F4,60.85714285714286
2020-07-14,60.0,18.875,0.0,60.48958333333335,60.85714285714286,60.0,70B3D500700016F4,60.85714285714286
2020-07-15,60.0,17.875,0.0,60.38541666666665,60.0,60.0,70B3D500700016F4,60.0
2020-07-16,60.0,16.166666666666668,0.0,60.39999999999999,60.0,60.0,70B3D500700016F4,60.0
2020-07-17,65.76470588235294,20.529411764705884,0.0,60.3764705882353,62.88235294117647,60.0,70B3D500700016F4,62.88235294117647
2020-07-18,65.05882352941177,24.705882352941178,0.0,62.84117647058821,65.41176470588235,60.0,70B3D500700016F4,65.41176470588235
2020-07-19,60.888888888888886,23.055555555555557,0.0,63.10925925925926,62.97385620915033,60.0,70B3D500700016F4,62.97385620915033
2020-07-20,61.05263157894737,22.210526315789473,0.0,63.54035087719299,60.97076023391813,60.0,70B3D500700016F4,60.97076023391813
2020-07-21,62.285714285714285,23.357142857142858,0.0,62.09285714285714,61.669172932330824,59.42857142857143,70B3D500700016F4,61.669172932330824
2020-07-22,58.35294117647059,22.0,0.0,60.78823529411764,60.319327731092436,56.0,70B3D500700016F4,60.319327731092436
2020-07-23,57.6,26.0,0.0,60.26666666666667,57.976470588235294,55.46666666666667,70B3D500700016F4,57.976470588235294
2020-07-24,54.666666666666664,21.916666666666668,0.0,58.74166666666665,56.13333333333333,46.666666666666664,70B3D500700016F4,56.13333333333333
2020-07-25,60.18181818181818,22.272727272727273,0.0,58.25151515151514,57.42424242424242,44.0,70B3D500700016F4,57.42424242424242
2020-07-26,,11.466200466200466,0.0,,,,70B3D500700016F4,58.282828282828284
2020-07-27,60.0,29.571428571428573,0.0,57.88571428571428,,44.0,70B3D500700016F4,59.14141414141414
2020-07-28,60.0,24.071428571428573,0.0,58.27857142857142,60.0,53.714285714285715,70B3D500700016F4,60.0
2020-07-29,60.142857142857146,21.0,0.0,58.578571428571415,60.07142857142857,60.0,70B3D500700016F4,60.07142857142857
2020-07-30,65.38461538461539,24.53846153846154,0.0,60.300000000000004,62.76373626373626,60.0,70B3D500700016F4,62.76373626373626
2020-07-31,60.36363636363637,26.545454545454547,0.0,61.23939393939394,62.87412587412588,60.0,70B3D500700016F4,62.87412587412588
2020-08-01,62.72727272727273,27.818181818181817,0.0,61.627272727272725,61.54545454545455,60.0,70B3D500700016F4,61.54545454545455
2020-08-02,59.88235294117647,23.11764705882353,0.0,61.72549019607844,61.3048128342246,58.35294117647059,70B3D500700016F4,61.3048128342246
2020-08-03,60.4,19.4,0.0,61.723333333333336,60.141176470588235,58.0,70B3D500700016F4,60.141176470588235
2020-08-04,61.625,20.6875,0.0,61.10624999999999,61.0125,59.125,70B3D500700016F4,61.0125
2020-08-05,60.875,22.0,0.0,60.85416666666666,61.25,60.0,70B3D500700016F4,61.25
2020-08-06,60.44444444444444,17.88888888888889,0.0,60.75185185185185,60.65972222222222,60.0,70B3D500700016F4,60.65972222222222
2020-08-07,,11.466200466200466,0.0,,,,70B3D500700016F4,60.63287037037037
2020-08-08,60.53333333333333,29.133333333333333,0.0,60.85555555555554,,60.0,70B3D500700016F4,60.60601851851852
2020-08-09,60.625,30.8125,0.0,60.795833333333334,60.579166666666666,60.0,70B3D500700016F4,60.579166666666666
2020-08-10,60.0,28.3125,0.0,60.572916666666664,60.3125,60.0,70B3D500700016F4,60.3125
2020-08-11,61.89473684210526,25.68421052631579,0.0,60.47543859649125,60.94736842105263,60.0,70B3D500700016F4,60.94736842105263
2020-08-12,60.333333333333336,28.88888888888889,0.0,60.82962962962962,61.1140350877193,60.0,70B3D500700016F4,61.1140350877193
2020-08-13,60.0,21.933333333333334,0.0,60.7088888888889,60.16666666666667,60.0,70B3D500700016F4,60.16666666666667
2020-08-14,60.0,19.5,0.0,60.7,60.0,60.0,70B3D500700016F4,60.0
2020-08-15,64.0,29.142857142857142,0.0,61.042857142857144,62.0,60.0,70B3D500700016F4,62.0
2020-08-16,60.10526315789474,24.42105263157895,0.0,61.014035087719286,62.05263157894737,60.0,70B3D500700016F4,62.05263157894737
2020-08-17,60.0,19.875,0.0,60.60000000000001,60.05263157894737,60.0,70B3D500700016F4,60.05263157894737
2020-08-18,59.666666666666664,22.083333333333332,0.0,60.49722222222223,59.83333333333333,59.333333333333336,70B3D500700016F4,59.83333333333333
2020-08-19,59.666666666666664,21.083333333333332,0.0,60.38055555555556,59.666666666666664,58.0,70B3D500700016F4,59.666666666666664
2020-08-20,61.75,21.375,0.0,60.18333333333334,60.70833333333333,58.0,70B3D500700016F4,60.70833333333333
2020-08-21,,11.466200466200466,0.0,,,,70B3D500700016F4,60.898989898989896
2020-08-22,,11.466200466200466,0.0,,,,70B3D500700016F4,61.089646464646464
2020-08-23,,11.466200466200466,0.0,,,,70B3D500700016F4,61.280303030303024
2020-08-24,,11.466200466200466,0.0,,,,70B3D500700016F4,61.47095959595959
2020-08-25,,11.466200466200466,0.0,,,,70B3D500700016F4,61.66161616161616
2020-08-26,,11.466200466200466,0.0,,,,70B3D500700016F4,61.85227272727273
2020-08-27,,11.466200466200466,0.0,,,,70B3D500700016F4,62.04292929292929
2020-08-28,,11.466200466200466,0.0,,,,70B3D500700016F4,62.233585858585855
2020-08-29,,11.466200466200466,0.0,,,,70B3D500700016F4,62.42424242424242
2020-08-30,,11.466200466200466,0.0,,,,70B3D500700016F4,62.61489898989899
2020-08-31,,11.466200466200466,0.0,,,,70B3D500700016F4,62.80555555555555
2020-09-01,,11.466200466200466,0.0,,,,70B3D500700016F4,62.99621212121212
2020-09-02,,11.466200466200466,0.0,,,,70B3D500700016F4,63.186868686868685
2020-09-03,,11.466200466200466,0.0,,,,70B3D500700016F4,63.37752525252525
2020-09-04,,11.466200466200466,0.0,,,,70B3D500700016F4,63.56818181818181
2020-09-05,,11.466200466200466,0.0,,,,70B3D500700016F4,63.75883838383838
2020-09-06,,11.466200466200466,0.0,,,,70B3D500700016F4,63.94949494949495
2020-09-07,,11.466200466200466,0.0,,,,70B3D500700016F4,64.14015151515152
2020-09-08,,11.466200466200466,0.0,,,,70B3D500700016F4,64.33080808080808
2020-09-09,,11.466200466200466,0.0,,,,70B3D500700016F4,64.52146464646465
2020-09-10,,11.466200466200466,0.0,,,,70B3D500700016F4,64.7121212121212
2020-09-11,,11.466200466200466,0.0,,,,70B3D500700016F4,64.90277777777777
2020-09-12,,11.466200466200466,0.0,,,,70B3D500700016F4,65.09343434343434
2020-09-13,,11.466200466200466,0.0,,,,70B3D500700016F4,65.2840909090909
2020-09-14,,11.466200466200466,0.0,,,,70B3D500700016F4,65.47474747474747
2020-09-15,,11.466200466200466,0.0,,,,70B3D500700016F4,65.66540404040404
2020-09-16,,11.466200466200466,0.0,,,,70B3D500700016F4,65.85606060606061
2020-09-17,,11.466200466200466,0.0,,,,70B3D500700016F4,66.04671717171718
2020-09-18,,11.466200466200466,0.0,,,,70B3D500700016F4,66.23737373737373
2020-09-19,,11.466200466200466,0.0,,,,70B3D500700016F4,66.4280303030303
2020-09-20,,11.466200466200466,0.0,,,,70B3D500700016F4,66.61868686868686
2020-09-21,70.0,38.0,0.0,60.300000000000004,,58.0,70B3D500700016F4,66.80934343434343
2020-09-22,64.0,21.5,0.0,60.39166666666667,67.0,58.0,70B3D500700016F4,67.0
2020-09-23,61.333333333333336,23.444444444444443,0.0,60.87037037037039,62.66666666666667,58.0,70B3D500700016F4,62.66666666666667
2020-09-24,62.2,17.3,0.0,61.28000000000003,61.766666666666666,58.0,70B3D500700016F4,61.766666666666666
2020-09-25,59.0,12.2,0.0,61.220000000000006,60.6,54.2,70B3D500700016F4,60.6
2020-09-26,58.18181818181818,10.0,0.0,61.2060606060606,58.59090909090909,53.45454545454545,70B3D500700016F4,58.59090909090909
2020-09-27,48.75,10.875,0.0,60.35833333333333,53.46590909090909,47.0,70B3D500700016F4,53.46590909090909
2020-09-28,40.888888888888886,13.88888888888889,0.0,57.70740740740741,44.81944444444444,36.0,70B3D500700016F4,44.81944444444444
2020-09-29,35.0,14.25,0.0,54.88333333333333,37.94444444444444,30.5,70B3D500700016F4,37.94444444444444
2020-09-30,53.333333333333336,15.333333333333334,0.0,53.33333333333332,44.16666666666667,20.0,70B3D500700016F4,44.16666666666667
2020-10-01,60.0,13.1,0.0,52.96333333333333,56.66666666666667,20.0,70B3D500700016F4,56.66666666666667
2020-10-02,60.0,15.7,0.0,52.92666666666666,60.0,20.0,70B3D500700016F4,60.0
2020-10-03,60.0,11.928571428571429,0.0,53.07142857142857,60.0,48.57142857142857,70B3D500700016F4,60.0
2020-10-04,60.0,12.090909090909092,0.0,54.56969696969697,60.0,60.0,70B3D500700016F4,60.0
2020-10-05,60.166666666666664,10.0,0.0,58.29444444444443,60.08333333333333,60.0,70B3D500700016F4,60.08333333333333
2020-10-06,60.0,10.9375,0.0,60.03333333333331,60.08333333333333,60.0,70B3D500700016F4,60.08333333333333
2020-10-07,60.0,10.8,0.0,60.033333333333324,60.0,60.0,70B3D500700016F4,60.0
2020-10-08,,11.466200466200466,0.0,,,,70B3D500700016F4,60.0
2020-10-09,60.0,12.166666666666666,0.0,60.033333333333324,,60.0,70B3D500700016F4,60.0
2020-10-10,60.0,10.909090909090908,0.0,60.03333333333331,60.0,60.0,70B3D500700016F4,60.0
2020-10-11,60.0,10.8,0.0,60.033333333333324,60.0,60.0,70B3D500700016F4,60.0
2020-10-12,68.2,10.1,0.0,61.19,64.1,60.0,70B3D500700016F4,64.1
2020-10-13,60.0,11.0,0.0,61.366666666666674,64.1,60.0,70B3D500700016F4,64.1
2020-10-14,60.0,9.0,0.0,61.366666666666674,60.0,60.0,70B3D500700016F4,60.0
2020-10-15,61.6,8.4,0.0,61.40666666666667,60.8,60.0,70B3D500700016F4,60.8
2020-10-16,,11.466200466200466,0.0,,,,70B3D500700016F4,60.379999999999995
2020-10-17,,11.466200466200466,0.0,,,,70B3D500700016F4,59.96
2020-10-18,,11.466200466200466,0.0,,,,70B3D500700016F4,59.54
2020-10-19,57.4,9.8,0.0,61.073333333333345,,38.0,70B3D500700016F4,59.120000000000005
2020-10-20,60.0,9.785714285714286,0.0,61.066666666666656,58.7,38.0,70B3D500700016F4,58.7
2020-10-21,60.0,12.0,0.0,61.066666666666656,60.0,44.888888888888886,70B3D500700016F4,60.0
2020-10-22,60.0,15.666666666666666,0.0,60.01555555555557,60.0,60.0,70B3D500700016F4,60.0
2020-10-23,59.75,12.625,0.0,59.70000000000002,59.875,58.0,70B3D500700016F4,59.875
2020-10-24,60.0,11.5,0.0,59.93333333333334,59.875,58.0,70B3D500700016F4,59.875
2020-10-25,66.5,12.0,0.0,60.31250000000001,63.25,58.0,70B3D500700016F4,63.25
2020-10-26,63.25,9.5,0.0,61.17916666666667,64.875,59.0,70B3D500700016F4,64.875
2020-10-27,60.0,7.777777777777778,0.0,61.233333333333334,61.625,60.0,70B3D500700016F4,61.625
2020-10-28,65.6,9.6,0.0,61.32666666666667,62.8,60.0,70B3D500700016F4,62.8
2020-10-29,,11.466200466200466,0.0,,,,70B3D500700016F4,64.1
2020-10-30,,11.466200466200466,0.0,,,,70B3D500700016F4,65.4
2020-10-31,60.0,13.307692307692308,0.0,61.715384615384615,,60.0,70B3D500700016F4,66.7
2020-11-01,76.0,11.8,0.0,64.22,68.0,60.0,70B3D500700016F4,68.0
2020-11-02,59.6,16.6,0.0,65.45333333333333,67.8,59.6,70B3D500700016F4,67.8
2020-11-03,58.285714285714285,12.285714285714286,0.0,64.36190476190477,58.94285714285714,58.0,70B3D500700016F4,58.94285714285714
2020-11-04,59.63636363636363,8.454545454545455,0.0,64.15151515151516,58.96103896103896,58.0,70B3D500700016F4,58.96103896103896
2020-11-05,60.6,5.5,0.0,63.80666666666667,60.11818181818182,58.0,70B3D500700016F4,60.11818181818182
2020-11-06,62.166666666666664,7.666666666666667,0.0,63.63055555555557,61.38333333333333,58.0,70B3D500700016F4,61.38333333333333
2020-11-07,60.75,6.5,0.0,60.88124999999999,61.45833333333333,58.0,70B3D500700016F4,61.45833333333333
2020-11-08,60.0,7.4375,0.0,60.57083333333333,60.375,59.0,70B3D500700016F4,60.375
2020-11-09,60.0,9.5,0.0,60.73888888888889,60.0,60.0,70B3D500700016F4,60.0
2020-11-10,60.0,6.428571428571429,0.0,60.62380952380953,60.0,60.0,70B3D500700016F4,60.0
2020-11-11,,11.466200466200466,0.0,,,,70B3D500700016F4,60.01538461538462
2020-11-12,,11.466200466200466,0.0,,,,70B3D500700016F4,60.03076923076923
2020-11-13,,11.466200466200466,0.0,,,,70B3D500700016F4,60.04615384615385
2020-11-14,60.0,8.666666666666666,0.0,60.37777777777777,,60.0,70B3D500700016F4,60.06153846153846
2020-11-15,60.15384615384615,10.76923076923077,0.0,60.176923076923075,60.07692307692308,60.0,70B3D500700016F4,60.07692307692308
2020-11-16,60.0,10.333333333333334,0.0,60.03333333333331,60.07692307692308,60.0,70B3D500700016F4,60.07692307692308
2020-11-17,60.72727272727273,9.636363636363637,0.0,60.06363636363635,60.36363636363636,60.0,70B3D500700016F4,60.36363636363636
2020-11-18,63.84615384615385,10.307692307692308,0.0,60.43076923076921,62.28671328671329,60.0,70B3D500700016F4,62.28671328671329
2020-11-19,74.44444444444444,9.555555555555555,0.0,61.96666666666665,69.14529914529915,60.0,70B3D500700016F4,69.14529914529915
2020-11-20,76.0,5.0,0.0,64.33749999999998,75.22222222222223,61.25,70B3D500700016F4,75.22222222222223
2020-11-21,82.2,4.555555555555555,0.0,67.40333333333331,79.1,62.0,70B3D500700016F4,79.1
2020-11-22,77.33333333333333,7.333333333333333,0.0,69.88888888888889,79.76666666666665,62.0,70B3D500700016F4,79.76666666666665
2020-11-23,73.85714285714286,7.357142857142857,0.0,72.85952380952378,75.59523809523809,61.57142857142857,70B3D500700016F4,75.59523809523809
2020-11-24,60.0,6.0,0.0,73.65,66.92857142857142,60.0,70B3D500700016F4,66.92857142857142
2020-11-25,61.4,5.6,0.0,73.09,60.69999999999999,60.0,70B3D500700016F4,60.69999999999999
2020-11-26,57.833333333333336,5.25,0.0,70.31666666666668,59.61666666666666,57.333333333333336,70B3D500700016F4,59.61666666666666
2020-11-27,55.6,4.8,0.0,65.93333333333332,56.71666666666666,53.6,70B3D500700016F4,56.71666666666666
2020-11-28,50.0,3.5833333333333335,0.0,60.897435897435905,52.8,48.92307692307692,70B3D500700016F4,52.8
2020-11-29,41.8,3.4285714285714284,0.0,55.62666666666665,45.89999999999999,40.6,70B3D500700016F4,45.89999999999999
2020-11-30,37.142857142857146,2.0,0.0,50.790476190476205,39.47142857142856,32.0,70B3D500700016F4,39.47142857142856
2020-12-01,28.666666666666668,2.5,0.0,46.455555555555556,32.9047619047619,26.666666666666668,70B3D500700016F4,32.9047619047619
2020-12-02,24.133333333333333,2.3333333333333335,0.0,41.02888888888889,26.39999999999999,20.4,70B3D500700016F4,26.39999999999999
2020-12-03,17.333333333333332,2.6666666666666665,0.0,34.448148148148135,20.733333333333327,13.777777777777779,70B3D500700016F4,20.733333333333327
2020-12-04,32.888888888888886,4.333333333333333,0.0,29.77777777777777,25.111111111111104,10.666666666666666,70B3D500700016F4,25.111111111111104
2020-12-05,60.4,2.8,0.0,30.53333333333333,46.64444444444443,10.0,70B3D500700016F4,46.64444444444443
2020-12-06,,11.466200466200466,0.0,,,,70B3D500700016F4,48.55238095238094
2020-12-07,,11.466200466200466,0.0,,,,70B3D500700016F4,50.46031746031745
2020-12-08,,11.466200466200466,0.0,,,,70B3D500700016F4,52.36825396825396
2020-12-09,,11.466200466200466,0.0,,,,70B3D500700016F4,54.276190476190465
2020-12-10,,11.466200466200466,0.0,,,,70B3D500700016F4,56.184126984126976
2020-12-11,60.0,3.7857142857142856,0.0,34.562222222222225,,10.0,70B3D500700016F4,58.09206349206349
2020-12-12,60.0,6.0,0.0,40.58717948717948,59.99999999999999,40.76923076923077,70B3D500700016F4,59.99999999999999
2020-12-13,60.0,7.4,0.0,47.39666666666667,59.99999999999999,60.0,70B3D500700016F4,59.99999999999999
2020-12-14,60.0,6.0,0.0,50.766666666666666,59.99999999999999,60.0,70B3D500700016F4,59.99999999999999
2020-12-15,,11.466200466200466,0.0,,,,70B3D500700016F4,59.33333333333333
2020-12-16,,11.466200466200466,0.0,,,,70B3D500700016F4,58.66666666666666
2020-12-17,,11.466200466200466,0.0,,,,70B3D500700016F4,57.99999999999999
2020-12-18,58.0,7.714285714285714,0.0,53.57619047619047,,56.0,70B3D500700016F4,57.33333333333332
2020-12-19,55.333333333333336,5.583333333333333,0.0,58.34722222222222,56.66666666666666,46.0,70B3D500700016F4,56.66666666666666
2020-12-20,60.30769230769231,6.6923076923076925,0.0,58.87179487179487,57.82051282051282,46.0,70B3D500700016F4,57.82051282051282
2020-12-21,59.77777777777778,8.555555555555555,0.0,58.87777777777777,60.04273504273503,48.0,70B3D500700016F4,60.04273504273503
2020-12-22,60.0,10.7,0.0,58.86666666666666,59.888888888888886,56.0,70B3D500700016F4,59.888888888888886
2020-12-23,70.0,11.833333333333334,0.0,60.77777777777778,65.0,56.0,70B3D500700016F4,65.0
2020-12-24,60.666666666666664,8.666666666666666,0.0,61.36666666666666,65.33333333333333,59.55555555555556,70B3D500700016F4,65.33333333333333
2020-12-25,92.375,4.9375,0.0,65.40416666666664,76.52083333333333,60.0,70B3D500700016F4,76.52083333333333
2020-12-26,85.29411764705883,2.6875,0.0,74.36078431372547,88.83455882352942,60.588235294117645,70B3D500700016F4,88.83455882352942
2020-12-27,110.0,3.823529411764706,0.0,84.53333333333327,97.64705882352942,62.0,70B3D500700016F4,97.64705882352942
2020-12-28,81.53846153846153,5.230769230769231,0.0,92.83333333333327,95.76923076923077,62.0,70B3D500700016F4,95.76923076923077
2020-12-29,66.0,3.7142857142857144,0.0,93.50952380952377,73.76923076923077,61.42857142857143,70B3D500700016F4,73.76923076923077
2020-12-30,,11.466200466200466,0.0,,,,70B3D500700016F4,69.77094017094018
2020-12-31,60.61538461538461,3.8461538461538463,0.0,86.77179487179485,,60.0,70B3D500700016F4,65.77264957264957
2021-01-01,62.93333333333333,4.333333333333333,0.0,81.18666666666667,61.774358974358975,60.0,70B3D500700016F4,61.774358974358975
2021-01-02,61.333333333333336,3.0625,0.0,69.22592592592592,62.13333333333333,60.0,70B3D500700016F4,62.13333333333333
2021-01-03,62.61538461538461,2.5833333333333335,0.0,62.75897435897437,61.97435897435898,60.0,70B3D500700016F4,61.97435897435898
2021-01-04,66.0,1.0,0.0,61.98333333333335,64.3076923076923,60.0,70B3D500700016F4,64.3076923076923
2021-01-05,,11.466200466200466,0.0,,,,70B3D500700016F4,63.58974358974359
2021-01-06,,11.466200466200466,0.0,,,,70B3D500700016F4,62.87179487179487
2021-01-07,,11.466200466200466,0.0,,,,70B3D500700016F4,62.15384615384615
2021-01-08,,11.466200466200466,0.0,,,,70B3D500700016F4,61.43589743589744
2021-01-09,60.0,2.875,0.0,62.02500000000001,,60.0,70B3D500700016F4,60.717948717948715
2021-01-10,60.0,11.466200466200466,0.0,61.95,60.0,60.0,70B3D500700016F4,60.0
2021-01-11,,11.466200466200466,0.0,,,,70B3D500700016F4,59.740196078431374
2021-01-12,,11.466200466200466,0.0,,,,70B3D500700016F4,59.48039215686275
2021-01-13,58.588235294117645,3.9,0.0,61.231372549019625,,58.0,70B3D500700016F4,59.220588235294116
2021-01-14,59.333333333333336,3.5833333333333335,0.0,60.320370370370384,58.96078431372549,58.0,70B3D500700016F4,58.96078431372549
2021-01-15,60.0,1.9230769230769231,0.0,59.707936507936516,59.66666666666667,58.285714285714285,70B3D500700016F4,59.66666666666667
2021-01-16,72.1,1.2,0.0,60.85833333333333,66.05,60.0,70B3D500700016F4,66.05
2021-01-17,72.0,0.6666666666666666,0.0,66.34074074074073,72.05,60.0,70B3D500700016F4,72.05
2021-01-18,59.523809523809526,3.761904761904762,0.0,67.55714285714286,65.76190476190476,58.666666666666664,70B3D500700016F4,65.76190476190476
2021-01-19,59.9,2.9,0.0,66.37166666666667,59.71190476190476,58.0,70B3D500700016F4,59.71190476190476
2021-01-20,58.833333333333336,5.136363636363637,0.0,60.73750000000001,59.36666666666667,58.0,70B3D500700016F4,59.36666666666667
2021-01-21,58.0,7.714285714285714,0.0,59.082539682539704,58.41666666666667,58.0,70B3D500700016F4,58.41666666666667
2021-01-22,58.0,6.7,0.0,58.47333333333336,58.0,58.0,70B3D500700016F4,58.0
2021-01-23,60.77777777777778,4.222222222222222,0.0,58.15740740740742,59.388888888888886,58.0,70B3D500700016F4,59.388888888888886
2021-01-24,63.22222222222222,2.4444444444444446,0.0,59.949999999999996,62.0,58.0,70B3D500700016F4,62.0
2021-01-25,62.0,1.3571428571428572,0.0,61.233333333333334,62.611111111111114,58.0,70B3D500700016F4,62.611111111111114
2021-01-26,57.54545454545455,2.75,0.0,61.54090909090908,59.77272727272727,57.09090909090909,70B3D500700016F4,59.77272727272727
2021-01-27,55.63636363636363,1.8571428571428572,0.0,59.1393939393939,56.59090909090909,55.36363636363637,70B3D500700016F4,56.59090909090909
2021-01-28,54.57142857142857,6.142857142857143,0.0,56.71269841269838,55.103896103896105,53.142857142857146,70B3D500700016F4,55.103896103896105
2021-01-29,51.130434782608695,8.478260869565217,0.0,54.559420289855076,52.850931677018636,50.08695652173913,70B3D500700016F4,52.850931677018636
2021-01-30,45.04761904761905,5.238095238095238,0.0,51.98095238095241,48.08902691511388,41.142857142857146,70B3D500700016F4,48.08902691511388
2021-01-31,34.31578947368421,1.894736842105263,0.0,46.8456140350877,39.68170426065163,31.473684210526315,70B3D500700016F4,39.68170426065163
2021-02-01,17.0,4.65,0.0,38.39000000000001,25.657894736842106,17.0,70B3D500700016F4,25.657894736842106
2021-02-02,9.0,6.875,0.0,26.58541666666666,13.0,8.0,70B3D500700016F4,13.0
2021-02-03,10.6,9.4,0.0,17.433333333333326,9.8,8.0,70B3D500700016F4,9.8
2021-02-04,8.0,8.0,0.0,12.96666666666666,9.3,8.0,70B3D500700016F4,9.3
2021-02-05,4.0,9.0,0.0,12.399999999999993,6.0,4.0,70B3D500700016F4,6.0
2021-02-06,,11.466200466200466,0.0,,,,70B3D500700016F4,9.950310559006212
2021-02-07,,11.466200466200466,0.0,,,,70B3D500700016F4,13.900621118012422
2021-02-08,,11.466200466200466,0.0,,,,70B3D500700016F4,17.850931677018632
2021-02-09,,11.466200466200466,0.0,,,,70B3D500700016F4,21.801242236024844
2021-02-10,,11.466200466200466,0.0,,,,70B3D500700016F4,25.751552795031056
2021-02-11,,11.466200466200466,0.0,,,,70B3D500700016F4,29.701863354037265
2021-02-12,,11.466200466200466,0.0,,,,70B3D500700016F4,33.65217391304348
2021-02-13,,11.466200466200466,0.0,,,,70B3D500700016F4,37.60248447204969
2021-02-14,,11.466200466200466,0.0,,,,70B3D500700016F4,41.5527950310559
2021-02-15,,11.466200466200466,0.0,,,,70B3D500700016F4,45.50310559006211
2021-02-16,,11.466200466200466,0.0,,,,70B3D500700016F4,49.453416149068325
2021-02-17,,11.466200466200466,0.0,,,,70B3D500700016F4,53.40372670807453
2021-02-18,61.56521739130435,6.545454545454546,0.0,20.48550724637681,,4.0,70B3D500700016F4,57.35403726708074
2021-02-19,61.04347826086956,7.043478260869565,0.0,39.95072463768116,61.30434782608695,45.391304347826086,70B3D500700016F4,61.30434782608695
2021-02-20,61.89473684210526,8.631578947368421,0.0,57.03508771929824,61.46910755148741,60.0,70B3D500700016F4,61.46910755148741
2021-02-21,58.1,10.0,0.0,61.123333333333335,59.99736842105263,57.0,70B3D500700016F4,59.99736842105263
2021-02-22,50.76190476190476,6.809523809523809,0.0,58.62539682539684,54.43095238095238,49.61904761904762,70B3D500700016F4,54.43095238095238
2021-02-23,43.875,7.3125,0.0,54.49791666666666,47.31845238095238,42.375,70B3D500700016F4,47.31845238095238
2021-02-24,39.714285714285715,11.142857142857142,0.0,48.211111111111094,41.79464285714286,36.0,70B3D500700016F4,41.79464285714286
2021-02-25,38.421052631578945,9.157894736842104,0.0,42.85438596491226,39.06766917293233,36.0,70B3D500700016F4,39.06766917293233
2021-02-26,33.45454545454545,5.681818181818182,0.0,38.91363636363637,35.9377990430622,31.818181818181817,70B3D500700016F4,35.9377990430622
2021-02-27,17.238095238095237,6.15,0.0,33.87301587301587,25.346320346320347,16.666666666666668,70B3D500700016F4,25.346320346320347
2021-02-28,12.095238095238095,7.857142857142857,0.0,23.67460317460317,14.666666666666666,4.0,70B3D500700016F4,14.666666666666666
2021-03-01,14.363636363636363,8.227272727272727,0.0,16.669696969696965,13.229437229437229,4.7272727272727275,70B3D500700016F4,13.229437229437229
2021-03-02,10.777777777777779,8.11111111111111,0.0,12.416666666666659,12.570707070707071,6.111111111111111,70B3D500700016F4,12.570707070707071
2021-03-03,9.909090909090908,8.681818181818182,0.0,12.849999999999993,10.343434343434343,8.0,70B3D500700016F4,10.343434343434343
2021-03-04,7.5,9.0,0.0,10.322916666666663,8.704545454545453,7.5,70B3D500700016F4,8.704545454545453
2021-03-05,45.22222222222222,4.882352941176471,0.0,10.998148148148147,26.36111111111111,6.0,70B3D500700016F4,26.36111111111111
2021-03-06,83.78947368421052,8.636363636363637,0.0,34.466666666666676,64.50584795321637,6.0,70B3D500700016F4,64.50584795321637
2021-03-07,81.07692307692308,9.555555555555555,0.0,53.135897435897434,82.43319838056681,46.15384615384615,70B3D500700016F4,82.43319838056681
2021-03-08,59.69230769230769,6.75,0.0,64.98717948717947,70.38461538461539,58.0,70B3D500700016F4,70.38461538461539
2021-03-09,59.142857142857146,6.142857142857143,0.0,74.80952380952382,59.41758241758242,58.0,70B3D500700016F4,59.41758241758242
2021-03-10,60.0,8.071428571428571,0.0,66.4,59.57142857142857,58.0,70B3D500700016F4,59.57142857142857
2021-03-11,60.0,7.857142857142857,0.0,62.1809523809524,60.0,58.0,70B3D500700016F4,60.0
2021-03-12,72.9090909090909,8.636363636363637,0.0,61.896969696969705,66.45454545454545,58.0,70B3D500700016F4,66.45454545454545
2021-03-13,59.23076923076923,6.538461538461538,0.0,62.11538461538463,66.06993006993007,58.0,70B3D500700016F4,66.06993006993007
2021-03-14,58.857142857142854,5.0,0.0,61.995238095238115,59.043956043956044,58.0,70B3D500700016F4,59.043956043956044
2021-03-15,59.63636363636363,6.0,0.0,61.8848484848485,59.246753246753244,58.0,70B3D500700016F4,59.246753246753244
2021-03-16,59.53846153846154,6.461538461538462,0.0,61.643589743589736,59.58741258741259,58.0,70B3D500700016F4,59.58741258741259
2021-03-17,58.666666666666664,4.666666666666667,0.0,59.177777777777806,59.1025641025641,58.0,70B3D500700016F4,59.1025641025641
2021-03-18,59.46666666666667,5.7272727272727275,0.0,59.22222222222222,59.06666666666666,58.0,70B3D500700016F4,59.06666666666666
2021-03-19,59.22222222222222,4.588235294117647,0.0,59.2203703703704,59.34444444444445,58.0,70B3D500700016F4,59.34444444444445
2021-03-20,61.0,8.666666666666666,0.0,59.350000000000016,60.111111111111114,58.0,70B3D500700016F4,60.111111111111114
2021-03-21,62.25,6.9375,0.0,60.12916666666667,61.625,58.0,70B3D500700016F4,61.625
2021-03-22,61.529411764705884,7.823529411764706,0.0,61.0058823529412,61.88970588235294,59.64705882352941,70B3D500700016F4,61.88970588235294
2021-03-23,58.0,4.5,0.0,61.21666666666667,59.76470588235294,58.0,70B3D500700016F4,59.76470588235294
2021-03-24,54.94117647058823,9.875,0.0,60.676470588235304,56.470588235294116,54.0,70B3D500700016F4,56.470588235294116
2021-03-25,53.714285714285715,10.5,0.0,58.395238095238085,54.32773109243698,48.142857142857146,70B3D500700016F4,54.32773109243698
2021-03-26,60.4,13.2,0.0,57.59555555555554,57.05714285714286,48.0,70B3D500700016F4,57.05714285714286
2021-03-27,60.0,8.25,0.0,57.1361111111111,60.2,52.5,70B3D500700016F4,60.2
2021-03-28,60.15384615384615,10.384615384615385,0.0,57.41794871794871,60.07692307692308,60.0,70B3D500700016F4,60.07692307692308
2021-03-29,60.0,13.76923076923077,0.0,58.95384615384616,60.07692307692308,60.0,70B3D500700016F4,60.07692307692308
2021-03-30,79.33333333333333,18.733333333333334,0.0,63.40888888888888,69.66666666666666,60.0,70B3D500700016F4,69.66666666666666
2021-03-31,84.76190476190476,16.61904761904762,0.0,71.80317460317461,82.04761904761904,60.0,70B3D500700016F4,82.04761904761904
2021-04-01,82.70588235294117,15.294117647058824,0.0,78.50980392156859,83.73389355742296,60.0,70B3D500700016F4,83.73389355742296
2021-04-02,85.42857142857143,11.5,0.0,82.3952380952381,84.0672268907563,60.0,70B3D500700016F4,84.0672268907563
2021-04-03,75.38461538461539,10.461538461538462,0.0,83.1846153846154,80.4065934065934,60.0,70B3D500700016F4,80.4065934065934
2021-04-04,65.11111111111111,8.666666666666666,0.0,76.84814814814814,70.24786324786325,60.0,70B3D500700016F4,70.24786324786325
2021-04-05,60.54545454545455,4.2,0.0,75.89696969696968,62.82828282828282,60.0,70B3D500700016F4,62.82828282828282
2021-04-06,65.45454545454545,4.3,0.0,71.53636363636365,62.99999999999999,60.0,70B3D500700016F4,62.99999999999999
2021-04-07,60.0,3.5833333333333335,0.0,68.6388888888889,62.72727272727272,60.0,70B3D500700016F4,62.72727272727272
2021-04-08,61.6,5.928571428571429,0.0,63.519999999999996,60.8,60.0,70B3D500700016F4,60.8
2021-04-09,63.46666666666667,11.615384615384615,0.0,62.53111111111111,62.53333333333333,59.6,70B3D500700016F4,62.53333333333333
2021-04-10,61.57142857142857,8.785714285714286,0.0,62.03809523809526,62.51904761904761,58.0,70B3D500700016F4,62.51904761904761
2021-04-11,60.57142857142857,9.214285714285714,0.0,61.78333333333335,61.07142857142856,58.0,70B3D500700016F4,61.07142857142856
2021-04-12,57.142857142857146,6.285714285714286,0.0,61.51666666666666,58.85714285714285,55.42857142857143,70B3D500700016F4,58.85714285714285
2021-04-13,53.714285714285715,6.615384615384615,0.0,59.42380952380952,55.42857142857142,51.285714285714285,70B3D500700016F4,55.42857142857142
2021-04-14,50.76923076923077,9.076923076923077,0.0,57.38461538461537,52.241758241758234,47.23076923076923,70B3D500700016F4,52.241758241758234
2021-04-15,40.15384615384615,6.923076923076923,0.0,54.00512820512823,45.46153846153845,38.92307692307692,70B3D500700016F4,45.46153846153845
2021-04-16,42.93333333333333,6.4,0.0,48.32222222222223,41.543589743589735,28.0,70B3D500700016F4,41.543589743589735
2021-04-17,66.8,9.266666666666667,0.0,48.975555555555566,54.86666666666666,28.0,70B3D500700016F4,54.86666666666666
2021-04-18,60.0,10.176470588235293,0.0,51.807843137254906,63.399999999999984,46.8235294117647,70B3D500700016F4,63.399999999999984
2021-04-19,60.0,10.076923076923077,0.0,55.06153846153845,59.99999999999999,60.0,70B3D500700016F4,59.99999999999999
2021-04-20,60.166666666666664,14.5,0.0,60.47222222222222,60.08333333333333,60.0,70B3D500700016F4,60.08333333333333
2021-04-21,60.0,12.555555555555555,0.0,61.166666666666664,60.08333333333333,60.0,70B3D500700016F4,60.08333333333333
2021-04-22,60.0,12.9375,0.0,60.03333333333331,59.99999999999999,60.0,70B3D500700016F4,59.99999999999999
2021-04-23,61.875,12.5625,0.0,60.25208333333331,60.93749999999999,60.0,70B3D500700016F4,60.93749999999999
2021-04-24,63.111111111111114,11.444444444444445,0.0,61.07222222222222,62.49305555555555,60.0,70B3D500700016F4,62.49305555555555
2021-04-25,72.875,13.4375,0.0,64.23124999999997,67.99305555555554,60.0,70B3D500700016F4,67.99305555555554
2021-04-26,68.73684210526316,11.105263157894736,0.0,67.02807017543857,70.80592105263158,60.0,70B3D500700016F4,70.80592105263158
2021-04-27,62.8235294117647,13.235294117647058,0.0,67.32745098039213,65.78018575851392,60.0,70B3D500700016F4,65.78018575851392
2021-04-28,72.13333333333334,16.0,0.0,68.30444444444444,67.47843137254901,60.0,70B3D500700016F4,67.47843137254901
2021-04-29,68.70588235294117,10.411764705882353,0.0,67.46274509803922,70.41960784313726,60.0,70B3D500700016F4,70.41960784313726
2021-04-30,66.75,9.6875,0.0,67.71875,67.72794117647058,60.0,70B3D500700016F4,67.72794117647058
2021-05-01,61.294117647058826,11.117647058823529,0.0,67.25098039215683,64.0220588235294,60.0,70B3D500700016F4,64.0220588235294
2021-05-02,60.11764705882353,8.882352941176471,0.0,64.64901960784312,60.705882352941174,58.35294117647059,70B3D500700016F4,60.705882352941174
2021-05-03,57.6,10.266666666666667,0.0,62.14666666666666,58.85882352941176,54.53333333333333,70B3D500700016F4,58.85882352941176
2021-05-04,52.25,8.3125,0.0,58.78541666666667,54.925,49.75,70B3D500700016F4,54.925
2021-05-05,49.0,8.875,0.0,55.99583333333334,50.62499999999999,44.875,70B3D500700016F4,50.62499999999999
2021-05-06,78.45454545454545,6.7272727272727275,0.0,54.27727272727271,63.72727272727272,44.0,70B3D500700016F4,63.72727272727272
2021-05-07,96.6,7.5,0.0,71.75500000000001,87.52727272727272,44.3,70B3D500700016F4,87.52727272727272
2021-05-08,60.21052631578947,10.263157894736842,0.0,77.43859649122807,78.40526315789472,60.0,70B3D500700016F4,78.40526315789472
This source diff could not be displayed because it is too large. You can view the blob instead.
This source diff could not be displayed because it is too large. You can view the blob instead.
%% Cell type:code id: tags:
```
import matplotlib.pyplot as plt
import sys
import pandas as pd
import numpy as np
from sklearn.metrics import mean_squared_error
import sys
from pathlib import Path
# in jupyter (lab / notebook), based on notebook path
module_path = str(Path.cwd().parents[0] / "src")
if module_path not in sys.path:
sys.path.append(module_path)
from regression import predictValues_clust0
import preprocessing
```
%% Cell type:code id: tags:
```
a, b, c, dfs_c0, dfs_c1, dfs_c2 = preprocessing.import_preprocessed_data()
```
%% Cell type:code id: tags:
```
for df in dfs_c0:
predictions0 = predictValues_clust0(df)
```
%%%% Output: error
---------------------------------------------------------------------------
IndexError Traceback (most recent call last)
<ipython-input-29-40bbdc686d45> in <module>
1 for df in dfs_c0:
----> 2 predictions0 = predictValues_clust0(df)
~/Documents/bda_chall/bda-analytics-challenge-template/src/regression.py in predictValues_clust0(input)
76 emptie_checkpoints = preprocessing.calculate_empties(input, 1.01)
77
---> 78 for k in range(emptie_checkpoints[0]):
79 y = -3.62261628 * k + temp_list[0]
80 pred_list.append(y)
IndexError: list index out of range
%% Cell type:code id: tags:
```
def predictValues_clust0(input):
counter = 1
pred_list = list()
temp_list = input['inter_pol'].tolist()
emptie_checkpoints = preprocessing.calculate_empties(input, 1.01)
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 = -3.62261628 * 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(rmse)
return pred_list
```
%% Cell type:code id: tags:
```
liset = predictValues_clust0(dfs_c0[3])
```
%% Cell type:code id: tags:
```
dfs_c0[1]
```
%%%% Output: execute_result
time_stamp Height Temperature Tilt lfilter mov_avg \
0 2020-05-09 64.545455 14.363636 0.0 11.727273 NaN
1 2020-05-10 73.739130 19.086957 0.0 38.871014 69.142292
2 2020-05-11 60.000000 8.833333 0.0 62.558333 66.869565
3 2020-05-12 60.090909 10.500000 0.0 65.395455 60.045455
4 2020-05-13 63.636364 12.909091 0.0 61.050000 61.863636
.. ... ... ... ... ... ...
360 2021-05-04 52.250000 8.312500 0.0 58.785417 54.925000
361 2021-05-05 49.000000 8.875000 0.0 55.995833 50.625000
362 2021-05-06 78.454545 6.727273 0.0 54.277273 63.727273
363 2021-05-07 96.600000 7.500000 0.0 71.755000 87.527273
364 2021-05-08 60.210526 10.263158 0.0 77.438596 78.405263
min_avg device_id inter_pol
0 NaN 70B3D500700016F4 69.142292
1 60.000000 70B3D500700016F4 69.142292
2 60.000000 70B3D500700016F4 66.869565
3 59.545455 70B3D500700016F4 60.045455
4 58.000000 70B3D500700016F4 61.863636
.. ... ... ...
360 49.750000 70B3D500700016F4 54.925000
361 44.875000 70B3D500700016F4 50.625000
362 44.000000 70B3D500700016F4 63.727273
363 44.300000 70B3D500700016F4 87.527273
364 60.000000 70B3D500700016F4 78.405263
[365 rows x 9 columns]
%% Cell type:code id: tags:
```
dfs_c0[0]
```
%%%% Output: execute_result
time_stamp Height Temperature Tilt lfilter mov_avg \
0 2020-05-09 49.375000 18.750000 0.562500 4.737500 NaN
1 2020-05-10 104.900000 24.750000 0.300000 31.635000 77.137500
2 2020-05-11 112.272727 13.636364 0.772727 70.050000 108.586364
3 2020-05-12 99.600000 18.300000 0.550000 101.811667 105.936364
4 2020-05-13 90.727273 20.181818 0.681818 103.372727 95.163636
.. ... ... ... ... ... ...
360 2021-05-04 94.625000 15.312500 0.937500 40.458333 80.724265
361 2021-05-05 113.666667 16.444444 0.833333 65.040741 104.145833
362 2021-05-06 115.888889 13.777778 1.222222 96.442593 114.777778
363 2021-05-07 108.631579 15.947368 0.947368 108.568421 112.260234
364 2021-05-08 115.125000 15.875000 0.875000 113.539583 111.878289
min_avg device_id inter_pol
0 NaN 70B3D500700016F6 77.137500
1 18.000000 70B3D500700016F6 77.137500
2 56.636364 70B3D500700016F6 108.586364
3 85.800000 70B3D500700016F6 105.936364
4 66.727273 70B3D500700016F6 95.163636
.. ... ... ...
360 6.000000 70B3D500700016F6 80.724265
361 55.777778 70B3D500700016F6 104.145833
362 63.444444 70B3D500700016F6 114.777778
363 75.473684 70B3D500700016F6 112.260234
364 63.000000 70B3D500700016F6 111.878289
[365 rows x 9 columns]
%% Cell type:code id: tags:
```
plt.plot(dfs_c0[3]['inter_pol'])
plt.plot(dfs_c0[3]['Height'])
plt.plot(liset)
```
%%%% Output: execute_result
[<matplotlib.lines.Line2D at 0x7fde318295b0>]
%%%% Output: display_data
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)
%% Cell type:code id: tags:
```
shit = pd.read_csv('/Users/davidblumenthal/Documents/bda_chall/bda-analytics-challenge-template/data/preprocessed/clusters/0/g_70B3D500700016F4.csv')
plt.plot(shit['Height'])
```
%%%% Output: execute_result
[<matplotlib.lines.Line2D at 0x7fde31cd2fa0>]
%%%% Output: display_data
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)
%% Cell type:code id: tags:
```
```
import sys
import matplotlib.pyplot as plt
from scipy.linalg import inv
from sklearn.datasets import make_regression, make_classification
......@@ -9,6 +10,10 @@ import json
from pandas.io.json import json_normalize
import os
import datetime as dt
sys.path.insert(1, '..\src')
import preprocessing
kwargs = dict(random_state=42)
def linearRegression(df_singlePeriod):
......@@ -39,7 +44,7 @@ def linearRegression(df_singlePeriod):
print(y_pre