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Remaining Useful Life prediction for NASA Turbofan Jet Engines
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20631 rows × 27 columns
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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20631 rows × 27 columns
\n", + "\n", + " | count | \n", + "mean | \n", + "std | \n", + "min | \n", + "25% | \n", + "50% | \n", + "75% | \n", + "max | \n", + "
---|---|---|---|---|---|---|---|---|
cycles | \n", + "20631.0 | \n", + "108.807862 | \n", + "68.880990 | \n", + "1.0000 | \n", + "52.0000 | \n", + "104.0000 | \n", + "156.0000 | \n", + "362.0000 | \n", + "
T24 | \n", + "20631.0 | \n", + "642.680934 | \n", + "0.500053 | \n", + "641.2100 | \n", + "642.3250 | \n", + "642.6400 | \n", + "643.0000 | \n", + "644.5300 | \n", + "
T30 | \n", + "20631.0 | \n", + "1590.523119 | \n", + "6.131150 | \n", + "1571.0400 | \n", + "1586.2600 | \n", + "1590.1000 | \n", + "1594.3800 | \n", + "1616.9100 | \n", + "
T50 | \n", + "20631.0 | \n", + "1408.933782 | \n", + "9.000605 | \n", + "1382.2500 | \n", + "1402.3600 | \n", + "1408.0400 | \n", + "1414.5550 | \n", + "1441.4900 | \n", + "
P30 | \n", + "20631.0 | \n", + "553.367711 | \n", + "0.885092 | \n", + "549.8500 | \n", + "552.8100 | \n", + "553.4400 | \n", + "554.0100 | \n", + "556.0600 | \n", + "
Nf | \n", + "20631.0 | \n", + "2388.096652 | \n", + "0.070985 | \n", + "2387.9000 | \n", + "2388.0500 | \n", + "2388.0900 | \n", + "2388.1400 | \n", + "2388.5600 | \n", + "
Nc | \n", + "20631.0 | \n", + "9065.242941 | \n", + "22.082880 | \n", + "9021.7300 | \n", + "9053.1000 | \n", + "9060.6600 | \n", + "9069.4200 | \n", + "9244.5900 | \n", + "
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phi | \n", + "20631.0 | \n", + "521.413470 | \n", + "0.737553 | \n", + "518.6900 | \n", + "520.9600 | \n", + "521.4800 | \n", + "521.9500 | \n", + "523.3800 | \n", + "
NRf | \n", + "20631.0 | \n", + "2388.096152 | \n", + "0.071919 | \n", + "2387.8800 | \n", + "2388.0400 | \n", + "2388.0900 | \n", + "2388.1400 | \n", + "2388.5600 | \n", + "
NRc | \n", + "20631.0 | \n", + "8143.752722 | \n", + "19.076176 | \n", + "8099.9400 | \n", + "8133.2450 | \n", + "8140.5400 | \n", + "8148.3100 | \n", + "8293.7200 | \n", + "
BPR | \n", + "20631.0 | \n", + "8.442146 | \n", + "0.037505 | \n", + "8.3249 | \n", + "8.4149 | \n", + "8.4389 | \n", + "8.4656 | \n", + "8.5848 | \n", + "
htBleed | \n", + "20631.0 | \n", + "393.210654 | \n", + "1.548763 | \n", + "388.0000 | \n", + "392.0000 | \n", + "393.0000 | \n", + "394.0000 | \n", + "400.0000 | \n", + "
W31 | \n", + "20631.0 | \n", + "38.816271 | \n", + "0.180746 | \n", + "38.1400 | \n", + "38.7000 | \n", + "38.8300 | \n", + "38.9500 | \n", + "39.4300 | \n", + "
W32 | \n", + "20631.0 | \n", + "23.289705 | \n", + "0.108251 | \n", + "22.8942 | \n", + "23.2218 | \n", + "23.2979 | \n", + "23.3668 | \n", + "23.6184 | \n", + "
RUL | \n", + "20631.0 | \n", + "107.807862 | \n", + "68.880990 | \n", + "0.0000 | \n", + "51.0000 | \n", + "103.0000 | \n", + "155.0000 | \n", + "361.0000 | \n", + "
\n", + " | cycles | \n", + "T24 | \n", + "T30 | \n", + "T50 | \n", + "P30 | \n", + "Nf | \n", + "Nc | \n", + "Ps30 | \n", + "phi | \n", + "NRf | \n", + "NRc | \n", + "BPR | \n", + "htBleed | \n", + "W31 | \n", + "W32 | \n", + "RUL | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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20631 rows × 16 columns
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13096 rows × 16 columns
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---|---|---|---|---|---|---|---|---|---|
8 | \n", + "baseline | \n", + "DecisionTreeRegressor() | \n", + "root_mean_squared_error | \n", + "1.000000 | \n", + "0.401691 | \n", + "1.000000 | \n", + "0.399508 | \n", + "0.000000 | \n", + "52.283391 | \n", + "
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2 | \n", + "baseline | \n", + "ElasticNet() | \n", + "root_mean_squared_error | \n", + "0.643064 | \n", + "0.644871 | \n", + "0.642739 | \n", + "0.643575 | \n", + "41.340003 | \n", + "40.280407 | \n", + "
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7 | \n", + "baseline | \n", + "KNeighborsRegressor() | \n", + "root_mean_squared_error | \n", + "0.773226 | \n", + "0.654792 | \n", + "0.773020 | \n", + "0.653532 | \n", + "32.951200 | \n", + "39.713798 | \n", + "
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5 | \n", + "baseline | \n", + "([DecisionTreeRegressor(criterion='friedman_ms... | \n", + "root_mean_squared_error | \n", + "0.746690 | \n", + "0.721632 | \n", + "0.746460 | \n", + "0.720616 | \n", + "34.825785 | \n", + "35.662421 | \n", + "
12 | \n", + "baseline | \n", + "LGBMRegressor() | \n", + "root_mean_squared_error | \n", + "0.805466 | \n", + "0.722658 | \n", + "0.805290 | \n", + "0.721646 | \n", + "30.519136 | \n", + "35.596621 | \n", + "
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---|---|---|---|---|---|---|---|---|---|
21 | \n", + "baseline scaled | \n", + "DecisionTreeRegressor() | \n", + "root_mean_squared_error | \n", + "1.000000 | \n", + "0.399886 | \n", + "1.000000 | \n", + "0.397696 | \n", + "0.000000 | \n", + "52.362196 | \n", + "
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11 | \n", + "baseline | \n", + "MLPRegressor() | \n", + "root_mean_squared_error | \n", + "0.522758 | \n", + "0.531295 | \n", + "0.522324 | \n", + "0.529585 | \n", + "47.801813 | \n", + "46.275439 | \n", + "
4 | \n", + "baseline | \n", + "(DecisionTreeRegressor(max_depth=3, random_sta... | \n", + "root_mean_squared_error | \n", + "0.659821 | \n", + "0.633689 | \n", + "0.659512 | \n", + "0.632352 | \n", + "40.357898 | \n", + "40.909680 | \n", + "
15 | \n", + "baseline scaled | \n", + "ElasticNet() | \n", + "root_mean_squared_error | \n", + "0.637983 | \n", + "0.634303 | \n", + "0.637653 | \n", + "0.632969 | \n", + "41.633186 | \n", + "40.875339 | \n", + "
17 | \n", + "baseline scaled | \n", + "(DecisionTreeRegressor(max_depth=3, random_sta... | \n", + "root_mean_squared_error | \n", + "0.662008 | \n", + "0.635249 | \n", + "0.661701 | \n", + "0.633918 | \n", + "40.227956 | \n", + "40.822476 | \n", + "
2 | \n", + "baseline | \n", + "ElasticNet() | \n", + "root_mean_squared_error | \n", + "0.643064 | \n", + "0.644871 | \n", + "0.642739 | \n", + "0.643575 | \n", + "41.340003 | \n", + "40.280407 | \n", + "
1 | \n", + "baseline | \n", + "Lasso() | \n", + "root_mean_squared_error | \n", + "0.648351 | \n", + "0.648022 | \n", + "0.648031 | \n", + "0.646737 | \n", + "41.032663 | \n", + "40.101328 | \n", + "
7 | \n", + "baseline | \n", + "KNeighborsRegressor() | \n", + "root_mean_squared_error | \n", + "0.773226 | \n", + "0.654792 | \n", + "0.773020 | \n", + "0.653532 | \n", + "32.951200 | \n", + "39.713798 | \n", + "
0 | \n", + "baseline | \n", + "Ridge() | \n", + "root_mean_squared_error | \n", + "0.655289 | \n", + "0.654849 | \n", + "0.654975 | \n", + "0.653590 | \n", + "40.625868 | \n", + "39.710500 | \n", + "
14 | \n", + "baseline scaled | \n", + "Lasso() | \n", + "root_mean_squared_error | \n", + "0.654787 | \n", + "0.654897 | \n", + "0.654473 | \n", + "0.653637 | \n", + "40.655434 | \n", + "39.707764 | \n", + "
13 | \n", + "baseline scaled | \n", + "Ridge() | \n", + "root_mean_squared_error | \n", + "0.655295 | \n", + "0.654978 | \n", + "0.654981 | \n", + "0.653719 | \n", + "40.625538 | \n", + "39.703094 | \n", + "
20 | \n", + "baseline scaled | \n", + "KNeighborsRegressor() | \n", + "root_mean_squared_error | \n", + "0.778980 | \n", + "0.662347 | \n", + "0.778779 | \n", + "0.661115 | \n", + "32.530528 | \n", + "39.276825 | \n", + "
9 | \n", + "baseline | \n", + "XGBRegressor(base_score=None, booster=None, ca... | \n", + "root_mean_squared_error | \n", + "0.894135 | \n", + "0.689566 | \n", + "0.894039 | \n", + "0.688433 | \n", + "22.513915 | \n", + "37.660473 | \n", + "
22 | \n", + "baseline scaled | \n", + "XGBRegressor(base_score=None, booster=None, ca... | \n", + "root_mean_squared_error | \n", + "0.894135 | \n", + "0.689566 | \n", + "0.894039 | \n", + "0.688433 | \n", + "22.513915 | \n", + "37.660473 | \n", + "
23 | \n", + "baseline scaled | \n", + "XGBRFRegressor(base_score=None, booster=None, ... | \n", + "root_mean_squared_error | \n", + "0.737157 | \n", + "0.713257 | \n", + "0.736917 | \n", + "0.712211 | \n", + "35.475095 | \n", + "36.194891 | \n", + "
10 | \n", + "baseline | \n", + "XGBRFRegressor(base_score=None, booster=None, ... | \n", + "root_mean_squared_error | \n", + "0.737157 | \n", + "0.713257 | \n", + "0.736917 | \n", + "0.712211 | \n", + "35.475095 | \n", + "36.194891 | \n", + "
16 | \n", + "baseline scaled | \n", + "(DecisionTreeRegressor(max_features=1.0, rando... | \n", + "root_mean_squared_error | \n", + "0.961283 | \n", + "0.715677 | \n", + "0.961248 | \n", + "0.714640 | \n", + "13.615182 | \n", + "36.041806 | \n", + "
3 | \n", + "baseline | \n", + "(DecisionTreeRegressor(max_features=1.0, rando... | \n", + "root_mean_squared_error | \n", + "0.961557 | \n", + "0.718005 | \n", + "0.961522 | \n", + "0.716976 | \n", + "13.566958 | \n", + "35.893982 | \n", + "
18 | \n", + "baseline scaled | \n", + "([DecisionTreeRegressor(criterion='friedman_ms... | \n", + "root_mean_squared_error | \n", + "0.746690 | \n", + "0.721578 | \n", + "0.746460 | \n", + "0.720562 | \n", + "34.825785 | \n", + "35.665840 | \n", + "
5 | \n", + "baseline | \n", + "([DecisionTreeRegressor(criterion='friedman_ms... | \n", + "root_mean_squared_error | \n", + "0.746690 | \n", + "0.721632 | \n", + "0.746460 | \n", + "0.720616 | \n", + "34.825785 | \n", + "35.662421 | \n", + "
25 | \n", + "baseline scaled | \n", + "LGBMRegressor() | \n", + "root_mean_squared_error | \n", + "0.805993 | \n", + "0.721967 | \n", + "0.805817 | \n", + "0.720952 | \n", + "30.477798 | \n", + "35.640942 | \n", + "
12 | \n", + "baseline | \n", + "LGBMRegressor() | \n", + "root_mean_squared_error | \n", + "0.805466 | \n", + "0.722658 | \n", + "0.805290 | \n", + "0.721646 | \n", + "30.519136 | \n", + "35.596621 | \n", + "
6 | \n", + "baseline | \n", + "HistGradientBoostingRegressor() | \n", + "root_mean_squared_error | \n", + "0.789164 | \n", + "0.723444 | \n", + "0.788972 | \n", + "0.722435 | \n", + "31.772188 | \n", + "35.546128 | \n", + "
19 | \n", + "baseline scaled | \n", + "HistGradientBoostingRegressor() | \n", + "root_mean_squared_error | \n", + "0.792950 | \n", + "0.724580 | \n", + "0.792762 | \n", + "0.723575 | \n", + "31.485643 | \n", + "35.473037 | \n", + "
24 | \n", + "baseline scaled | \n", + "MLPRegressor() | \n", + "root_mean_squared_error | \n", + "0.741111 | \n", + "0.730637 | \n", + "0.740875 | \n", + "0.729654 | \n", + "35.207228 | \n", + "35.080853 | \n", + "
LGBMRegressor()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
LGBMRegressor()
RandomForestRegressor()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
RandomForestRegressor()
\n", + " | count | \n", + "mean | \n", + "std | \n", + "min | \n", + "25% | \n", + "50% | \n", + "75% | \n", + "max | \n", + "
---|---|---|---|---|---|---|---|---|
Cycle | \n", + "20631.0 | \n", + "108.807862 | \n", + "68.880990 | \n", + "1.0000 | \n", + "52.0000 | \n", + "104.0000 | \n", + "156.0000 | \n", + "362.0000 | \n", + "
SensorMeasure2 | \n", + "20631.0 | \n", + "642.680934 | \n", + "0.500053 | \n", + "641.2100 | \n", + "642.3250 | \n", + "642.6400 | \n", + "643.0000 | \n", + "644.5300 | \n", + "
SensorMeasure3 | \n", + "20631.0 | \n", + "1590.523119 | \n", + "6.131150 | \n", + "1571.0400 | \n", + "1586.2600 | \n", + "1590.1000 | \n", + "1594.3800 | \n", + "1616.9100 | \n", + "
SensorMeasure4 | \n", + "20631.0 | \n", + "1408.933782 | \n", + "9.000605 | \n", + "1382.2500 | \n", + "1402.3600 | \n", + "1408.0400 | \n", + "1414.5550 | \n", + "1441.4900 | \n", + "
SensorMeasure7 | \n", + "20631.0 | \n", + "553.367711 | \n", + "0.885092 | \n", + "549.8500 | \n", + "552.8100 | \n", + "553.4400 | \n", + "554.0100 | \n", + "556.0600 | \n", + "
SensorMeasure8 | \n", + "20631.0 | \n", + "2388.096652 | \n", + "0.070985 | \n", + "2387.9000 | \n", + "2388.0500 | \n", + "2388.0900 | \n", + "2388.1400 | \n", + "2388.5600 | \n", + "
SensorMeasure9 | \n", + "20631.0 | \n", + "9065.242941 | \n", + "22.082880 | \n", + "9021.7300 | \n", + "9053.1000 | \n", + "9060.6600 | \n", + "9069.4200 | \n", + "9244.5900 | \n", + "
SensorMeasure11 | \n", + "20631.0 | \n", + "47.541168 | \n", + "0.267087 | \n", + "46.8500 | \n", + "47.3500 | \n", + "47.5100 | \n", + "47.7000 | \n", + "48.5300 | \n", + "
SensorMeasure12 | \n", + "20631.0 | \n", + "521.413470 | \n", + "0.737553 | \n", + "518.6900 | \n", + "520.9600 | \n", + "521.4800 | \n", + "521.9500 | \n", + "523.3800 | \n", + "
SensorMeasure13 | \n", + "20631.0 | \n", + "2388.096152 | \n", + "0.071919 | \n", + "2387.8800 | \n", + "2388.0400 | \n", + "2388.0900 | \n", + "2388.1400 | \n", + "2388.5600 | \n", + "
SensorMeasure14 | \n", + "20631.0 | \n", + "8143.752722 | \n", + "19.076176 | \n", + "8099.9400 | \n", + "8133.2450 | \n", + "8140.5400 | \n", + "8148.3100 | \n", + "8293.7200 | \n", + "
SensorMeasure15 | \n", + "20631.0 | \n", + "8.442146 | \n", + "0.037505 | \n", + "8.3249 | \n", + "8.4149 | \n", + "8.4389 | \n", + "8.4656 | \n", + "8.5848 | \n", + "
SensorMeasure17 | \n", + "20631.0 | \n", + "393.210654 | \n", + "1.548763 | \n", + "388.0000 | \n", + "392.0000 | \n", + "393.0000 | \n", + "394.0000 | \n", + "400.0000 | \n", + "
SensorMeasure20 | \n", + "20631.0 | \n", + "38.816271 | \n", + "0.180746 | \n", + "38.1400 | \n", + "38.7000 | \n", + "38.8300 | \n", + "38.9500 | \n", + "39.4300 | \n", + "
SensorMeasure21 | \n", + "20631.0 | \n", + "23.289705 | \n", + "0.108251 | \n", + "22.8942 | \n", + "23.2218 | \n", + "23.2979 | \n", + "23.3668 | \n", + "23.6184 | \n", + "
RUL | \n", + "20631.0 | \n", + "107.807862 | \n", + "68.880990 | \n", + "0.0000 | \n", + "51.0000 | \n", + "103.0000 | \n", + "155.0000 | \n", + "361.0000 | \n", + "
\n", + " | method | \n", + "columns name | \n", + "upper limit | \n", + "lower limit | \n", + "no of Rows | \n", + "percentage outlier | \n", + "
---|---|---|---|---|---|---|
0 | \n", + "ZScore | \n", + "Cycle | \n", + "315.45 | \n", + "-97.84 | \n", + "94.0 | \n", + "0.46 | \n", + "
1 | \n", + "ZScore | \n", + "SensorMeasure2 | \n", + "644.18 | \n", + "641.18 | \n", + "31.0 | \n", + "0.15 | \n", + "
2 | \n", + "ZScore | \n", + "SensorMeasure3 | \n", + "1608.92 | \n", + "1572.13 | \n", + "47.0 | \n", + "0.23 | \n", + "
3 | \n", + "ZScore | \n", + "SensorMeasure4 | \n", + "1435.94 | \n", + "1381.93 | \n", + "36.0 | \n", + "0.17 | \n", + "
4 | \n", + "ZScore | \n", + "SensorMeasure7 | \n", + "556.02 | \n", + "550.71 | \n", + "34.0 | \n", + "0.16 | \n", + "
5 | \n", + "ZScore | \n", + "SensorMeasure8 | \n", + "2388.31 | \n", + "2387.88 | \n", + "107.0 | \n", + "0.52 | \n", + "
6 | \n", + "ZScore | \n", + "SensorMeasure11 | \n", + "48.34 | \n", + "46.74 | \n", + "23.0 | \n", + "0.11 | \n", + "
7 | \n", + "ZScore | \n", + "SensorMeasure12 | \n", + "523.63 | \n", + "519.20 | \n", + "34.0 | \n", + "0.16 | \n", + "
8 | \n", + "ZScore | \n", + "SensorMeasure13 | \n", + "2388.31 | \n", + "2387.88 | \n", + "83.0 | \n", + "0.40 | \n", + "
9 | \n", + "ZScore | \n", + "SensorMeasure15 | \n", + "8.55 | \n", + "8.33 | \n", + "33.0 | \n", + "0.16 | \n", + "
10 | \n", + "ZScore | \n", + "SensorMeasure17 | \n", + "397.86 | \n", + "388.56 | \n", + "81.0 | \n", + "0.39 | \n", + "
11 | \n", + "ZScore | \n", + "SensorMeasure20 | \n", + "39.36 | \n", + "38.27 | \n", + "43.0 | \n", + "0.21 | \n", + "
12 | \n", + "ZScore | \n", + "SensorMeasure21 | \n", + "23.61 | \n", + "22.96 | \n", + "34.0 | \n", + "0.16 | \n", + "
13 | \n", + "ZScore | \n", + "RUL | \n", + "314.45 | \n", + "-98.84 | \n", + "94.0 | \n", + "0.46 | \n", + "
14 | \n", + "IQR | \n", + "SensorMeasure9 | \n", + "9093.90 | \n", + "9028.62 | \n", + "1686.0 | \n", + "8.17 | \n", + "
15 | \n", + "IQR | \n", + "SensorMeasure14 | \n", + "8170.91 | \n", + "8110.65 | \n", + "1543.0 | \n", + "7.48 | \n", + "
\n", + " | cycles | \n", + "T24 | \n", + "T30 | \n", + "T50 | \n", + "P30 | \n", + "Nf | \n", + "Nc | \n", + "Ps30 | \n", + "phi | \n", + "NRf | \n", + "NRc | \n", + "BPR | \n", + "htBleed | \n", + "W31 | \n", + "W32 | \n", + "RUL | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "1 | \n", + "641.82 | \n", + "1589.70 | \n", + "1400.60 | \n", + "554.36 | \n", + "2388.06 | \n", + "9046.19 | \n", + "47.47 | \n", + "521.66 | \n", + "2388.02 | \n", + "8138.62 | \n", + "8.4195 | \n", + "392 | \n", + "39.06 | \n", + "23.4190 | \n", + "191.0 | \n", + "
1 | \n", + "2 | \n", + "642.15 | \n", + "1591.82 | \n", + "1403.14 | \n", + "553.75 | \n", + "2388.04 | \n", + "9044.07 | \n", + "47.49 | \n", + "522.28 | \n", + "2388.07 | \n", + "8131.49 | \n", + "8.4318 | \n", + "392 | \n", + "39.00 | \n", + "23.4236 | \n", + "190.0 | \n", + "
2 | \n", + "3 | \n", + "642.35 | \n", + "1587.99 | \n", + "1404.20 | \n", + "554.26 | \n", + "2388.08 | \n", + "9052.94 | \n", + "47.27 | \n", + "522.42 | \n", + "2388.03 | \n", + "8133.23 | \n", + "8.4178 | \n", + "390 | \n", + "38.95 | \n", + "23.3442 | \n", + "189.0 | \n", + "
3 | \n", + "4 | \n", + "642.35 | \n", + "1582.79 | \n", + "1401.87 | \n", + "554.45 | \n", + "2388.11 | \n", + "9049.48 | \n", + "47.13 | \n", + "522.86 | \n", + "2388.08 | \n", + "8133.83 | \n", + "8.3682 | \n", + "392 | \n", + "38.88 | \n", + "23.3739 | \n", + "188.0 | \n", + "
4 | \n", + "5 | \n", + "642.37 | \n", + "1582.85 | \n", + "1406.22 | \n", + "554.00 | \n", + "2388.06 | \n", + "9055.15 | \n", + "47.28 | \n", + "522.19 | \n", + "2388.04 | \n", + "8133.80 | \n", + "8.4294 | \n", + "393 | \n", + "38.90 | \n", + "23.4044 | \n", + "187.0 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
20626 | \n", + "196 | \n", + "643.49 | \n", + "1597.98 | \n", + "1428.63 | \n", + "551.43 | \n", + "2388.19 | \n", + "9065.52 | \n", + "48.07 | \n", + "519.49 | \n", + "2388.26 | \n", + "8137.60 | \n", + "8.4956 | \n", + "397 | \n", + "38.49 | \n", + "22.9735 | \n", + "4.0 | \n", + "
20627 | \n", + "197 | \n", + "643.54 | \n", + "1604.50 | \n", + "1433.58 | \n", + "550.86 | \n", + "2388.23 | \n", + "9065.11 | \n", + "48.04 | \n", + "519.68 | \n", + "2388.22 | \n", + "8136.50 | \n", + "8.5139 | \n", + "395 | \n", + "38.30 | \n", + "23.1594 | \n", + "3.0 | \n", + "
20628 | \n", + "198 | \n", + "643.42 | \n", + "1602.46 | \n", + "1428.18 | \n", + "550.94 | \n", + "2388.24 | \n", + "9065.90 | \n", + "48.09 | \n", + "520.01 | \n", + "2388.24 | \n", + "8141.05 | \n", + "8.5646 | \n", + "398 | \n", + "38.44 | \n", + "22.9333 | \n", + "2.0 | \n", + "
20629 | \n", + "199 | \n", + "643.23 | \n", + "1605.26 | \n", + "1426.53 | \n", + "550.68 | \n", + "2388.25 | \n", + "9073.72 | \n", + "48.39 | \n", + "519.67 | \n", + "2388.23 | \n", + "8139.29 | \n", + "8.5389 | \n", + "395 | \n", + "38.29 | \n", + "23.0640 | \n", + "1.0 | \n", + "
20630 | \n", + "200 | \n", + "643.85 | \n", + "1600.38 | \n", + "1432.14 | \n", + "550.79 | \n", + "2388.26 | \n", + "9061.48 | \n", + "48.20 | \n", + "519.30 | \n", + "2388.26 | \n", + "8137.33 | \n", + "8.5036 | \n", + "396 | \n", + "38.37 | \n", + "23.0522 | \n", + "0.0 | \n", + "
20631 rows × 16 columns
\n", + "