Pruebas para motor 1
Prueba clus
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -41.995340 0.000000e+00 0.000000e+00
## 2 1 - 3 -7.109066 1.168305e-12 7.009828e-12
## 3 2 - 3 41.955306 0.000000e+00 0.000000e+00
## 4 1 - 4 -50.216144 0.000000e+00 0.000000e+00
## 5 2 - 4 -12.988249 1.426540e-38 8.559238e-38
## 6 3 - 4 -51.376491 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -46.5274946 0.000000000 0.000000000
## 2 1 - 3 -3.2044408 0.001353251 0.008119507
## 3 2 - 3 52.5321664 0.000000000 0.000000000
## 4 1 - 4 -45.3941457 0.000000000 0.000000000
## 5 2 - 4 -0.9386342 0.347918587 1.000000000
## 6 3 - 4 -50.3757177 0.000000000 0.000000000
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -46.847837 0.000000e+00 0.0000000000
## 2 1 - 3 -3.942248 8.072156e-05 0.0004843294
## 3 2 - 3 51.967117 0.000000e+00 0.0000000000
## 4 1 - 4 -45.877894 0.000000e+00 0.0000000000
## 5 2 - 4 -1.169968 2.420137e-01 1.0000000000
## 6 3 - 4 -50.053690 0.000000e+00 0.0000000000
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -46.398060 0.000000e+00 0.0000000000
## 2 1 - 3 -4.095255 4.217042e-05 0.0002530225
## 3 2 - 3 51.221072 0.000000e+00 0.0000000000
## 4 1 - 4 -45.347420 0.000000e+00 0.0000000000
## 5 2 - 4 -1.040515 2.981005e-01 1.0000000000
## 6 3 - 4 -49.232539 0.000000e+00 0.0000000000
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -42.720122 0.000000e+00 0.000000e+00
## 2 1 - 3 -4.000437 6.322571e-05 3.793542e-04
## 3 2 - 3 46.863264 0.000000e+00 0.000000e+00
## 4 1 - 4 -47.287224 0.000000e+00 0.000000e+00
## 5 2 - 4 -8.227170 1.916887e-16 1.150132e-15
## 6 3 - 4 -51.668086 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -46.726591 0.000000000 0.000000000
## 2 1 - 3 -3.149275 0.001636758 0.009820551
## 3 2 - 3 52.846138 0.000000000 0.000000000
## 4 1 - 4 -45.803173 0.000000000 0.000000000
## 5 2 - 4 -1.224751 0.220668946 1.000000000
## 6 3 - 4 -50.932208 0.000000000 0.000000000
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -46.723553 0.0000000000 0.000000000
## 2 1 - 3 -3.472012 0.0005165725 0.003099435
## 3 2 - 3 52.424563 0.0000000000 0.000000000
## 4 1 - 4 -45.844415 0.0000000000 0.000000000
## 5 2 - 4 -1.282751 0.1995791941 1.000000000
## 6 3 - 4 -50.587606 0.0000000000 0.000000000
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -46.5012453 0.0000000000 0.00000000
## 2 1 - 3 -3.8721075 0.0001078983 0.00064739
## 3 2 - 3 51.6357039 0.0000000000 0.00000000
## 4 1 - 4 -45.2818310 0.0000000000 0.00000000
## 5 2 - 4 -0.8242239 0.4098123540 1.00000000
## 6 3 - 4 -49.4264670 0.0000000000 0.00000000
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 4.705095 2.537481e-06 1.522489e-05
## 2 1 - 3 53.895115 0.000000e+00 0.000000e+00
## 3 2 - 3 64.050675 0.000000e+00 0.000000e+00
## 4 1 - 4 38.184721 0.000000e+00 0.000000e+00
## 5 2 - 4 44.218667 0.000000e+00 0.000000e+00
## 6 3 - 4 -20.117508 5.184919e-90 3.110952e-89
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 4.80375 1.557212e-06 9.343272e-06
## 2 1 - 3 53.88568 0.000000e+00 0.000000e+00
## 3 2 - 3 63.91828 0.000000e+00 0.000000e+00
## 4 1 - 4 38.25050 0.000000e+00 0.000000e+00
## 5 2 - 4 44.18063 0.000000e+00 0.000000e+00
## 6 3 - 4 -20.02733 3.182404e-89 1.909442e-88
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 4.472327 7.737293e-06 4.642376e-05
## 2 1 - 3 53.714844 0.000000e+00 0.000000e+00
## 3 2 - 3 64.100828 0.000000e+00 0.000000e+00
## 4 1 - 4 37.946422 0.000000e+00 0.000000e+00
## 5 2 - 4 44.199259 0.000000e+00 0.000000e+00
## 6 3 - 4 -20.182457 1.396302e-90 8.377812e-90
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 4.925697 8.406023e-07 5.043614e-06
## 2 1 - 3 53.977975 0.000000e+00 0.000000e+00
## 3 2 - 3 63.889216 0.000000e+00 0.000000e+00
## 4 1 - 4 38.365925 0.000000e+00 0.000000e+00
## 5 2 - 4 44.178428 0.000000e+00 0.000000e+00
## 6 3 - 4 -20.001942 5.296949e-89 3.178169e-88
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 28.581033 1.156325e-179 6.937950e-179
## 2 1 - 3 -27.265571 1.086476e-163 6.518857e-163
## 3 2 - 3 -70.121337 0.000000e+00 0.000000e+00
## 4 1 - 4 1.319625 1.869601e-01 1.000000e+00
## 5 2 - 4 -34.315014 4.686342e-258 2.811805e-257
## 6 3 - 4 34.857650 3.260463e-266 1.956278e-265
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 28.602263 6.297126e-180 3.778276e-179
## 2 1 - 3 -27.426554 1.323105e-165 7.938630e-165
## 3 2 - 3 -70.355638 0.000000e+00 0.000000e+00
## 4 1 - 4 1.354443 1.755950e-01 1.000000e+00
## 5 2 - 4 -34.296059 8.983955e-258 5.390373e-257
## 6 3 - 4 35.095780 7.817892e-270 4.690735e-269
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 28.55519 2.421752e-179 1.453051e-178
## 2 1 - 3 -27.33788 1.504993e-164 9.029958e-164
## 3 2 - 3 -70.18347 0.000000e+00 0.000000e+00
## 4 1 - 4 1.34725 1.778997e-01 1.000000e+00
## 5 2 - 4 -34.24613 4.979484e-257 2.987691e-256
## 6 3 - 4 34.97894 4.703391e-268 2.822035e-267
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 28.658804 1.245231e-180 7.471386e-180
## 2 1 - 3 -26.897824 2.328784e-159 1.397271e-158
## 3 2 - 3 -69.739927 0.000000e+00 0.000000e+00
## 4 1 - 4 1.292391 1.962219e-01 1.000000e+00
## 5 2 - 4 -34.448875 4.681088e-260 2.808653e-259
## 6 3 - 4 34.376219 5.716211e-259 3.429726e-258
Prueba clus2
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus2' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 51.438686 0.000000e+00 0.000000e+00
## 2 1 - 3 51.343104 0.000000e+00 0.000000e+00
## 3 2 - 3 9.346033 9.099711e-21 2.729913e-20
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 59.468781 0.000000000 0.0000000000
## 2 1 - 3 51.650818 0.000000000 0.0000000000
## 3 2 - 3 3.847287 0.000119433 0.0003582989
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 58.908855 0.000000e+00 0.000000e+00
## 2 1 - 3 51.924496 0.000000e+00 0.000000e+00
## 3 2 - 3 4.497133 6.887603e-06 2.066281e-05
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 58.302698 0.000000e+00 0.000000e+00
## 2 1 - 3 51.516118 0.000000e+00 0.000000e+00
## 3 2 - 3 4.564523 5.006313e-06 1.501894e-05
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 55.210335 0.000000e+00 0.000000e+00
## 2 1 - 3 50.677848 0.000000e+00 0.000000e+00
## 3 2 - 3 6.032314 1.616287e-09 4.848861e-09
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 59.978319 0.0000000000 0.0000000000
## 2 1 - 3 51.991651 0.0000000000 0.0000000000
## 3 2 - 3 3.788426 0.0001516045 0.0004548135
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 59.51555 0.000000e+00 0.0000000000
## 2 1 - 3 51.95019 0.000000e+00 0.0000000000
## 3 2 - 3 4.08390 4.428604e-05 0.0001328581
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 58.635578 0.000000e+00 0.00000e+00
## 2 1 - 3 51.527915 0.000000e+00 0.00000e+00
## 3 2 - 3 4.335712 1.452893e-05 4.35868e-05
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 52.57697 0.000000e+00 0.000000e+00
## 2 1 - 3 -21.55999 4.267308e-103 1.280192e-102
## 3 2 - 3 -57.28461 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 52.35105 0.000000e+00 0.000000e+00
## 2 1 - 3 -21.63596 8.242421e-104 2.472726e-103
## 3 2 - 3 -57.19067 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 52.65047 0.000000e+00 0.000000e+00
## 2 1 - 3 -21.28603 1.529558e-100 4.588674e-100
## 3 2 - 3 -57.09017 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 52.33295 0.000000e+00 0.000000e+00
## 2 1 - 3 -21.72487 1.194335e-104 3.583005e-104
## 3 2 - 3 -57.25791 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -62.66146 0.000000e+00 0.000000e+00
## 2 1 - 3 -14.38129 6.782263e-47 2.034679e-46
## 3 2 - 3 32.09372 5.394352e-226 1.618306e-225
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -62.86638 0.000000e+00 0.000000e+00
## 2 1 - 3 -14.39958 5.205863e-47 1.561759e-46
## 3 2 - 3 32.22462 7.979213e-228 2.393764e-227
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -62.72013 0.000000e+00 0.000000e+00
## 2 1 - 3 -14.36670 8.372795e-47 2.511838e-46
## 3 2 - 3 32.14909 9.093778e-227 2.728133e-226
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -62.35191 0.000000e+00 0.000000e+00
## 2 1 - 3 -14.48057 1.607577e-47 4.822731e-47
## 3 2 - 3 31.78142 1.169198e-221 3.507593e-221
Prueba clus3
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus3' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -62.86919 0 0
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -69.29955 0 0
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -69.1125 0 0
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -68.34219 0 0
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -65.2425 0 0
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -69.83476 0 0
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -69.44599 0 0
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -68.64789 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -32.05862 1.66505e-225 1.66505e-225
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -31.83493 2.128239e-222 2.128239e-222
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -32.23106 6.482114e-228 6.482114e-228
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -31.73023 5.951518e-221 5.951518e-221
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 59.29834 0 0
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 59.4981 0 0
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 59.40592 0 0
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 59.15343 0 0
Pruebas para motor 2 con baterias
Prueba clus
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -53.88409 0 0
## 2 1 - 3 -113.19302 0 0
## 3 2 - 3 -85.55668 0 0
## 4 1 - 4 60.44855 0 0
## 5 2 - 4 153.99914 0 0
## 6 3 - 4 210.89157 0 0
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 13.43110 3.974386e-41 2.384631e-40
## 2 1 - 3 -74.49575 0.000000e+00 0.000000e+00
## 3 2 - 3 -115.27496 0.000000e+00 0.000000e+00
## 4 1 - 4 114.33886 0.000000e+00 0.000000e+00
## 5 2 - 4 140.26877 0.000000e+00 0.000000e+00
## 6 3 - 4 226.72103 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 13.47185 2.290448e-41 1.374269e-40
## 2 1 - 3 -74.18255 0.000000e+00 0.000000e+00
## 3 2 - 3 -114.90756 0.000000e+00 0.000000e+00
## 4 1 - 4 114.11488 0.000000e+00 0.000000e+00
## 5 2 - 4 139.90620 0.000000e+00 0.000000e+00
## 6 3 - 4 226.07060 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 14.25869 3.958073e-46 2.374844e-45
## 2 1 - 3 -73.14624 0.000000e+00 0.000000e+00
## 3 2 - 3 -114.47826 0.000000e+00 0.000000e+00
## 4 1 - 4 113.09326 0.000000e+00 0.000000e+00
## 5 2 - 4 137.46564 0.000000e+00 0.000000e+00
## 6 3 - 4 223.58767 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -41.21828 0 0
## 2 1 - 3 -107.04946 0 0
## 3 2 - 3 -92.66133 0 0
## 4 1 - 4 71.99544 0 0
## 5 2 - 4 153.35823 0 0
## 6 3 - 4 216.93241 0 0
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 13.46816 2.407964e-41 1.444778e-40
## 2 1 - 3 -74.85589 0.000000e+00 0.000000e+00
## 3 2 - 3 -115.79863 0.000000e+00 0.000000e+00
## 4 1 - 4 114.83986 0.000000e+00 0.000000e+00
## 5 2 - 4 140.91193 0.000000e+00 0.000000e+00
## 6 3 - 4 227.75605 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 13.71767 7.957739e-43 4.774644e-42
## 2 1 - 3 -74.11234 0.000000e+00 0.000000e+00
## 3 2 - 3 -115.11065 0.000000e+00 0.000000e+00
## 4 1 - 4 114.66619 0.000000e+00 0.000000e+00
## 5 2 - 4 140.34550 0.000000e+00 0.000000e+00
## 6 3 - 4 226.63420 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 14.54180 6.584209e-48 3.950525e-47
## 2 1 - 3 -72.93673 0.000000e+00 0.000000e+00
## 3 2 - 3 -114.54105 0.000000e+00 0.000000e+00
## 4 1 - 4 113.86729 0.000000e+00 0.000000e+00
## 5 2 - 4 138.16361 0.000000e+00 0.000000e+00
## 6 3 - 4 224.24213 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.56834 0.000000e+00 0.000000e+00
## 2 1 - 3 87.10218 0.000000e+00 0.000000e+00
## 3 2 - 3 -56.09918 0.000000e+00 0.000000e+00
## 4 1 - 4 145.37689 0.000000e+00 0.000000e+00
## 5 2 - 4 14.05112 7.582794e-45 4.549677e-44
## 6 3 - 4 64.02528 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.31860 0.000000e+00 0.000000e+00
## 2 1 - 3 86.71305 0.000000e+00 0.000000e+00
## 3 2 - 3 -56.31553 0.000000e+00 0.000000e+00
## 4 1 - 4 145.20284 0.000000e+00 0.000000e+00
## 5 2 - 4 14.13779 2.221641e-45 1.332985e-44
## 6 3 - 4 64.29993 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.53033 0.000000e+00 0.000000e+00
## 2 1 - 3 86.19144 0.000000e+00 0.000000e+00
## 3 2 - 3 -57.26460 0.000000e+00 0.000000e+00
## 4 1 - 4 145.38479 0.000000e+00 0.000000e+00
## 5 2 - 4 14.11179 3.212981e-45 1.927789e-44
## 6 3 - 4 65.15783 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.51455 0.000000e+00 0.000000e+00
## 2 1 - 3 86.43102 0.000000e+00 0.000000e+00
## 3 2 - 3 -56.92694 0.000000e+00 0.000000e+00
## 4 1 - 4 145.37950 0.000000e+00 0.000000e+00
## 5 2 - 4 14.12514 2.658719e-45 1.595231e-44
## 6 3 - 4 64.85611 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -121.16733 0 0
## 2 1 - 3 -57.05801 0 0
## 3 2 - 3 70.24654 0 0
## 4 1 - 4 -197.53616 0 0
## 5 2 - 4 -114.07913 0 0
## 6 3 - 4 -162.59270 0 0
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -121.18983 0 0
## 2 1 - 3 -56.88339 0 0
## 3 2 - 3 70.50592 0 0
## 4 1 - 4 -197.93674 0 0
## 5 2 - 4 -114.60271 0 0
## 6 3 - 4 -163.28049 0 0
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -121.34031 0 0
## 2 1 - 3 -57.09678 0 0
## 3 2 - 3 70.40360 0 0
## 4 1 - 4 -197.79470 0 0
## 5 2 - 4 -114.20960 0 0
## 6 3 - 4 -162.84980 0 0
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -121.53550 0 0
## 2 1 - 3 -57.45289 0 0
## 3 2 - 3 70.16539 0 0
## 4 1 - 4 -197.39197 0 0
## 5 2 - 4 -113.39806 0 0
## 6 3 - 4 -161.93565 0 0
Prueba clus2
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus2' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 33.35247 6.70806e-244 2.012418e-243
## 2 1 - 3 189.14261 0.00000e+00 0.000000e+00
## 3 2 - 3 128.43012 0.00000e+00 0.000000e+00
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -36.32117 7.4973e-289 2.24919e-288
## 2 1 - 3 177.07631 0.0000e+00 0.00000e+00
## 3 2 - 3 181.83973 0.0000e+00 0.00000e+00
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -36.45589 5.549739e-291 1.664922e-290
## 2 1 - 3 176.58551 0.000000e+00 0.000000e+00
## 3 2 - 3 181.55041 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -37.09261 3.695839e-301 1.108752e-300
## 2 1 - 3 173.64752 0.000000e+00 0.000000e+00
## 3 2 - 3 179.66369 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 18.46013 4.322648e-76 1.296794e-75
## 2 1 - 3 188.49395 0.000000e+00 0.000000e+00
## 3 2 - 3 141.46736 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -36.32522 6.470437e-289 1.941131e-288
## 2 1 - 3 177.92395 0.000000e+00 0.000000e+00
## 3 2 - 3 182.55531 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -36.86165 1.902995e-297 5.708986e-297
## 2 1 - 3 176.99006 0.000000e+00 0.000000e+00
## 3 2 - 3 182.26023 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -37.42705 1.419361e-306 4.258083e-306
## 2 1 - 3 174.30851 0.000000e+00 0.000000e+00
## 3 2 - 3 180.52383 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -161.202807 0.000000e+00 0.000000e+00
## 2 1 - 3 7.364071 1.783851e-13 5.351554e-13
## 3 2 - 3 153.203667 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -161.43040 0.00000e+00 0.000000e+00
## 2 1 - 3 7.50486 6.14943e-14 1.844829e-13
## 3 2 - 3 153.52948 0.00000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -161.825377 0.000000e+00 0.000000e+00
## 2 1 - 3 7.628247 2.379665e-14 7.138996e-14
## 3 2 - 3 153.993323 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -161.570419 0.000000e+00 0.000000e+00
## 2 1 - 3 7.592155 3.146294e-14 9.438882e-14
## 3 2 - 3 153.730486 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 124.0881 0 0
## 2 1 - 3 -126.6203 0 0
## 3 2 - 3 -219.5097 0 0
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 124.2152 0 0
## 2 1 - 3 -127.4736 0 0
## 3 2 - 3 -220.3424 0 0
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 124.4641 0 0
## 2 1 - 3 -126.9916 0 0
## 3 2 - 3 -220.1645 0 0
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 124.5084 0 0
## 2 1 - 3 -126.0025 0 0
## 3 2 - 3 -219.3742 0 0
Prueba clus3
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus3' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -175.0537 0 0
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -200.3642 0 0
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -199.8999 0 0
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -197.5372 0 0
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -184.8578 0 0
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -201.125 0 0
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -200.4381 0 0
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -198.2322 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -100.5645 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -100.8602 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -101.1818 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -101.2392 0 0
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 205.781 0 0
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 206.8615 0 0
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 206.6838 0 0
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 205.8094 0 0
Pruebas para motor 2 con batería 1
Se puede observar que algunas variables están explicando lo mismo, en
mi opinión y como se observa en los resultados, cuando se realiza las
diferencias entre los cluster en algunas tablas se presentan no
diferencias entre cluster
Prueba clus
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -136.81732 0.000000e+00 0.000000e+00
## 2 1 - 3 -112.28402 0.000000e+00 0.000000e+00
## 3 2 - 3 34.69542 9.237065e-264 5.542239e-263
## 4 1 - 4 -16.66776 2.248625e-62 1.349175e-61
## 5 2 - 4 97.09008 0.000000e+00 0.000000e+00
## 6 3 - 4 73.06229 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -161.26469 0.000000e+00 0.000000e+00
## 2 1 - 3 -103.97200 0.000000e+00 0.000000e+00
## 3 2 - 3 67.15249 0.000000e+00 0.000000e+00
## 4 1 - 4 -46.81561 0.000000e+00 0.000000e+00
## 5 2 - 4 88.59820 0.000000e+00 0.000000e+00
## 6 3 - 4 35.96584 2.862154e-283 1.717293e-282
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -161.02605 0.000000e+00 0.000000e+00
## 2 1 - 3 -103.59567 0.000000e+00 0.000000e+00
## 3 2 - 3 67.25899 0.000000e+00 0.000000e+00
## 4 1 - 4 -46.55148 0.000000e+00 0.000000e+00
## 5 2 - 4 88.65241 0.000000e+00 0.000000e+00
## 6 3 - 4 35.93127 9.928536e-283 5.957121e-282
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -159.69776 0.000000e+00 0.000000e+00
## 2 1 - 3 -101.86213 0.000000e+00 0.000000e+00
## 3 2 - 3 67.51754 0.000000e+00 0.000000e+00
## 4 1 - 4 -45.80701 0.000000e+00 0.000000e+00
## 5 2 - 4 88.26397 0.000000e+00 0.000000e+00
## 6 3 - 4 35.29516 6.967023e-273 4.180214e-272
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -144.65097 0.000000e+00 0.000000e+00
## 2 1 - 3 -113.24622 0.000000e+00 0.000000e+00
## 3 2 - 3 41.74064 0.000000e+00 0.000000e+00
## 4 1 - 4 -26.42899 6.364679e-154 3.818807e-153
## 5 2 - 4 94.27300 0.000000e+00 0.000000e+00
## 6 3 - 4 63.97615 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -161.80532 0.000000e+00 0.000000e+00
## 2 1 - 3 -104.57660 0.000000e+00 0.000000e+00
## 3 2 - 3 67.14068 0.000000e+00 0.000000e+00
## 4 1 - 4 -47.10497 0.000000e+00 0.000000e+00
## 5 2 - 4 88.76928 0.000000e+00 0.000000e+00
## 6 3 - 4 36.15770 2.816296e-286 1.689778e-285
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -161.57021 0.000000e+00 0.000000e+00
## 2 1 - 3 -104.04613 0.000000e+00 0.000000e+00
## 3 2 - 3 67.39340 0.000000e+00 0.000000e+00
## 4 1 - 4 -46.94314 0.000000e+00 0.000000e+00
## 5 2 - 4 88.72911 0.000000e+00 0.000000e+00
## 6 3 - 4 35.89641 3.474998e-282 2.084999e-281
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -159.93645 0.000000e+00 0.00000e+00
## 2 1 - 3 -102.23792 0.000000e+00 0.00000e+00
## 3 2 - 3 67.41160 0.000000e+00 0.00000e+00
## 4 1 - 4 -46.39998 0.000000e+00 0.00000e+00
## 5 2 - 4 87.89704 0.000000e+00 0.00000e+00
## 6 3 - 4 34.99725 2.476883e-268 1.48613e-267
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -105.83465 0.000000e+00 0.000000e+00
## 2 1 - 3 -14.39295 5.729605e-47 3.437763e-46
## 3 2 - 3 93.89338 0.000000e+00 0.000000e+00
## 4 1 - 4 -102.52865 0.000000e+00 0.000000e+00
## 5 2 - 4 -10.14704 3.415772e-24 2.049463e-23
## 6 3 - 4 -92.00624 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -105.624753 0.000000e+00 0.000000e+00
## 2 1 - 3 -14.450276 2.496843e-47 1.498106e-46
## 3 2 - 3 93.627708 0.000000e+00 0.000000e+00
## 4 1 - 4 -101.960872 0.000000e+00 0.000000e+00
## 5 2 - 4 -9.780301 1.368030e-22 8.208183e-22
## 6 3 - 4 -91.387024 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -106.084998 0.000000e+00 0.000000e+00
## 2 1 - 3 -14.554199 5.492589e-48 3.295553e-47
## 3 2 - 3 93.997777 0.000000e+00 0.000000e+00
## 4 1 - 4 -102.353663 0.000000e+00 0.000000e+00
## 5 2 - 4 -9.773946 1.456649e-22 8.739891e-22
## 6 3 - 4 -91.700448 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -105.906120 0.000000e+00 0.000000e+00
## 2 1 - 3 -14.636440 1.644563e-48 9.867380e-48
## 3 2 - 3 93.740469 0.000000e+00 0.000000e+00
## 4 1 - 4 -102.298929 0.000000e+00 0.000000e+00
## 5 2 - 4 -9.869554 5.641515e-23 3.384909e-22
## 6 3 - 4 -91.579340 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 129.35456 0.000000e+00 0.000000e+00
## 2 1 - 3 67.21965 0.000000e+00 0.000000e+00
## 3 2 - 3 -68.83601 0.000000e+00 0.000000e+00
## 4 1 - 4 143.01597 0.000000e+00 0.000000e+00
## 5 2 - 4 29.23824 6.335644e-188 3.801386e-187
## 6 3 - 4 90.59642 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 129.76119 0.000000e+00 0.000000e+00
## 2 1 - 3 67.64343 0.000000e+00 0.000000e+00
## 3 2 - 3 -68.85578 0.000000e+00 0.000000e+00
## 4 1 - 4 143.19990 0.000000e+00 0.000000e+00
## 5 2 - 4 29.07751 6.911374e-186 4.146825e-185
## 6 3 - 4 90.44288 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 129.39576 0.000000e+00 0.000000e+00
## 2 1 - 3 67.25941 0.000000e+00 0.000000e+00
## 3 2 - 3 -68.84095 0.000000e+00 0.000000e+00
## 4 1 - 4 143.04152 0.000000e+00 0.000000e+00
## 5 2 - 4 29.22853 8.417893e-188 5.050736e-187
## 6 3 - 4 90.59039 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 128.83107 0.000000e+00 0.000000e+00
## 2 1 - 3 66.61118 0.000000e+00 0.000000e+00
## 3 2 - 3 -68.86876 0.000000e+00 0.000000e+00
## 4 1 - 4 142.81450 0.000000e+00 0.000000e+00
## 5 2 - 4 29.47876 5.389509e-191 3.233705e-190
## 6 3 - 4 90.88011 0.000000e+00 0.000000e+00
Prueba clus2
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus2' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 139.51741 0.000000e+00 0.000000e+00
## 2 1 - 3 98.30355 0.000000e+00 0.000000e+00
## 3 2 - 3 -16.80104 2.397976e-63 7.193929e-63
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.44931 0 0
## 2 1 - 3 56.77302 0 0
## 3 2 - 3 -63.26618 0 0
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.31294 0 0
## 2 1 - 3 56.54185 0 0
## 3 2 - 3 -63.39263 0 0
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 140.14279 0 0
## 2 1 - 3 55.37126 0 0
## 3 2 - 3 -62.75212 0 0
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 144.53813 0.000000e+00 0.000000e+00
## 2 1 - 3 91.42120 0.000000e+00 0.000000e+00
## 3 2 - 3 -28.42688 9.413346e-178 2.824004e-177
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 143.16437 0 0
## 2 1 - 3 57.06305 0 0
## 3 2 - 3 -63.57842 0 0
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.80616 0 0
## 2 1 - 3 56.62156 0 0
## 3 2 - 3 -63.73529 0 0
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 140.36804 0 0
## 2 1 - 3 55.01252 0 0
## 3 2 - 3 -63.32656 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 66.47730 0 0
## 2 1 - 3 -66.27609 0 0
## 3 2 - 3 -127.64851 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 66.42326 0 0
## 2 1 - 3 -65.97367 0 0
## 3 2 - 3 -127.28187 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 66.77186 0 0
## 2 1 - 3 -65.97802 0 0
## 3 2 - 3 -127.58824 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 66.77753 0 0
## 2 1 - 3 -65.95987 0 0
## 3 2 - 3 -127.57395 0 0
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -103.16147 0 0
## 2 1 - 3 62.18248 0 0
## 3 2 - 3 155.07538 0 0
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -103.89303 0 0
## 2 1 - 3 61.93405 0 0
## 3 2 - 3 155.44591 0 0
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -103.56537 0 0
## 2 1 - 3 62.17928 0 0
## 3 2 - 3 155.42164 0 0
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -102.66343 0 0
## 2 1 - 3 62.66532 0 0
## 3 2 - 3 155.15494 0 0
Prueba clus3
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus3' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 113.6534 0 0
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.2076 0 0
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.2902 0 0
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 140.5785 0 0
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 121.3027 0 0
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.6427 0 0
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 142.6426 0 0
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 141.218 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 109.0653 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 109.1076 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 109.4226 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 109.2766 0 0
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -131.5073 0 0
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -132.13 0 0
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -131.9182 0 0
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -131.3694 0 0
Pruebas para motor 2 con batería 2
Prueba clus
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -133.703049 0.000000e+00 0.000000e+00
## 2 1 - 3 -106.223700 0.000000e+00 0.000000e+00
## 3 2 - 3 39.790588 0.000000e+00 0.000000e+00
## 4 1 - 4 -71.172847 0.000000e+00 0.000000e+00
## 5 2 - 4 -5.134422 2.830130e-07 1.698078e-06
## 6 3 - 4 -22.748743 1.476721e-114 8.860328e-114
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -146.46567 0.000000e+00 0.000000e+00
## 2 1 - 3 -98.39664 0.000000e+00 0.000000e+00
## 3 2 - 3 63.07591 0.000000e+00 0.000000e+00
## 4 1 - 4 -90.30126 0.000000e+00 0.000000e+00
## 5 2 - 4 -18.16203 1.031439e-73 6.188632e-73
## 6 3 - 4 -46.24593 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -145.87496 0.00000e+00 0.000000e+00
## 2 1 - 3 -98.08486 0.00000e+00 0.000000e+00
## 3 2 - 3 62.72925 0.00000e+00 0.000000e+00
## 4 1 - 4 -89.93656 0.00000e+00 0.000000e+00
## 5 2 - 4 -18.08826 3.94356e-73 2.366136e-72
## 6 3 - 4 -46.01823 0.00000e+00 0.000000e+00
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -144.18637 0.000000e+00 0.000000e+00
## 2 1 - 3 -96.07794 0.000000e+00 0.000000e+00
## 3 2 - 3 62.94841 0.000000e+00 0.000000e+00
## 4 1 - 4 -89.43879 0.000000e+00 0.000000e+00
## 5 2 - 4 -18.43112 7.393923e-76 4.436354e-75
## 6 3 - 4 -46.46318 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -141.973930 0.000000e+00 0.000000e+00
## 2 1 - 3 -101.681852 0.000000e+00 0.000000e+00
## 3 2 - 3 54.305343 0.000000e+00 0.000000e+00
## 4 1 - 4 -75.817295 0.000000e+00 0.000000e+00
## 5 2 - 4 -5.697703 1.214323e-08 7.285936e-08
## 6 3 - 4 -29.716219 4.740147e-194 2.844088e-193
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -146.85612 0.000000e+00 0.000000e+00
## 2 1 - 3 -98.76785 0.000000e+00 0.000000e+00
## 3 2 - 3 63.12593 0.000000e+00 0.000000e+00
## 4 1 - 4 -90.56154 0.000000e+00 0.000000e+00
## 5 2 - 4 -18.23032 2.965831e-74 1.779499e-73
## 6 3 - 4 -46.33736 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -146.06895 0.00000e+00 0.000000e+00
## 2 1 - 3 -98.23429 0.00000e+00 0.000000e+00
## 3 2 - 3 62.79207 0.00000e+00 0.000000e+00
## 4 1 - 4 -90.59105 0.00000e+00 0.000000e+00
## 5 2 - 4 -18.65600 1.12864e-77 6.771842e-77
## 6 3 - 4 -46.62282 0.00000e+00 0.000000e+00
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -144.73039 0.000000e+00 0.000000e+00
## 2 1 - 3 -96.63432 0.000000e+00 0.000000e+00
## 3 2 - 3 62.97563 0.000000e+00 0.000000e+00
## 4 1 - 4 -89.76039 0.000000e+00 0.000000e+00
## 5 2 - 4 -18.48454 2.750549e-76 1.650329e-75
## 6 3 - 4 -46.52946 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -70.834139 0.000000e+00 0.000000e+00
## 2 1 - 3 6.422483 1.340696e-10 8.044174e-10
## 3 2 - 3 89.084963 0.000000e+00 0.000000e+00
## 4 1 - 4 -68.190303 0.000000e+00 0.000000e+00
## 5 2 - 4 -33.705415 4.815671e-249 2.889403e-248
## 6 3 - 4 -73.499544 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -70.698543 0.000000e+00 0.000000e+00
## 2 1 - 3 6.280174 3.381938e-10 2.029163e-09
## 3 2 - 3 88.773413 0.000000e+00 0.000000e+00
## 4 1 - 4 -68.255216 0.000000e+00 0.000000e+00
## 5 2 - 4 -33.839556 5.169517e-251 3.101710e-250
## 6 3 - 4 -73.498583 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -71.44976 0.000000e+00 0.000000e+00
## 2 1 - 3 6.08997 1.129319e-09 6.775911e-09
## 3 2 - 3 89.43801 0.000000e+00 0.000000e+00
## 4 1 - 4 -68.32411 0.000000e+00 0.000000e+00
## 5 2 - 4 -33.53197 1.649394e-246 9.896363e-246
## 6 3 - 4 -73.47885 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -71.278790 0.000000e+00 0.000000e+00
## 2 1 - 3 6.050243 1.446273e-09 8.677637e-09
## 3 2 - 3 89.196711 0.000000e+00 0.000000e+00
## 4 1 - 4 -68.429951 0.000000e+00 0.000000e+00
## 5 2 - 4 -33.725489 2.445987e-249 1.467592e-248
## 6 3 - 4 -73.569178 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 150.615353 0.000000e+00 0.000000e+00
## 2 1 - 3 69.117693 0.000000e+00 0.000000e+00
## 3 2 - 3 -99.643441 0.000000e+00 0.000000e+00
## 4 1 - 4 79.074968 0.000000e+00 0.000000e+00
## 5 2 - 4 4.665137 3.084119e-06 1.850471e-05
## 6 3 - 4 48.642657 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 151.196701 0.000000e+00 0.000000e+00
## 2 1 - 3 69.564221 0.000000e+00 0.000000e+00
## 3 2 - 3 -99.833088 0.000000e+00 0.000000e+00
## 4 1 - 4 79.427982 0.000000e+00 0.000000e+00
## 5 2 - 4 4.731729 2.226157e-06 1.335694e-05
## 6 3 - 4 48.793881 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 151.004863 0.000000e+00 0.000000e+00
## 2 1 - 3 69.318409 0.000000e+00 0.000000e+00
## 3 2 - 3 -99.877302 0.000000e+00 0.000000e+00
## 4 1 - 4 79.352112 0.000000e+00 0.000000e+00
## 5 2 - 4 4.751044 2.023694e-06 1.214217e-05
## 6 3 - 4 48.832988 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 150.498361 0.000000e+00 0.000000e+00
## 2 1 - 3 68.871538 0.000000e+00 0.000000e+00
## 3 2 - 3 -99.774797 0.000000e+00 0.000000e+00
## 4 1 - 4 78.997508 0.000000e+00 0.000000e+00
## 5 2 - 4 4.645212 3.397269e-06 2.038362e-05
## 6 3 - 4 48.680286 0.000000e+00 0.000000e+00
Prueba clus2
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus2' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -129.60907 0.000000e+00 0.000000e+00
## 2 1 - 3 -117.24923 0.000000e+00 0.000000e+00
## 3 2 - 3 33.68419 9.852727e-249 2.955818e-248
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -154.24321 0 0
## 2 1 - 3 -108.53162 0 0
## 3 2 - 3 71.32842 0 0
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -153.73169 0 0
## 2 1 - 3 -108.13139 0 0
## 3 2 - 3 71.13248 0 0
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -152.11048 0 0
## 2 1 - 3 -105.96648 0 0
## 3 2 - 3 71.41484 0 0
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -139.15012 0 0
## 2 1 - 3 -114.30753 0 0
## 3 2 - 3 47.82611 0 0
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -154.6522 0 0
## 2 1 - 3 -108.9545 0 0
## 3 2 - 3 71.3814 0 0
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -154.08556 0 0
## 2 1 - 3 -108.23169 0 0
## 3 2 - 3 71.44597 0 0
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -152.63392 0 0
## 2 1 - 3 -106.56256 0 0
## 3 2 - 3 71.42737 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -86.989683 0.000000e+00 0.000000e+00
## 2 1 - 3 -5.873114 4.276839e-09 1.283052e-08
## 3 2 - 3 95.991304 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -87.043170 0.000000e+00 0.00000e+00
## 2 1 - 3 -5.882159 4.049499e-09 1.21485e-08
## 3 2 - 3 96.044851 0.000000e+00 0.00000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -88.009386 0.000000e+00 0.000000e+00
## 2 1 - 3 -6.024967 1.691438e-09 5.074314e-09
## 3 2 - 3 97.032876 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -87.728655 0.000000e+00 0.000000e+00
## 2 1 - 3 -6.091813 1.116392e-09 3.349175e-09
## 3 2 - 3 96.636634 0.000000e+00 0.000000e+00
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 152.10201 0 0
## 2 1 - 3 86.48346 0 0
## 3 2 - 3 -91.03842 0 0
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 152.62555 0 0
## 2 1 - 3 87.01180 0 0
## 3 2 - 3 -91.11934 0 0
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 152.49976 0 0
## 2 1 - 3 86.75314 0 0
## 3 2 - 3 -91.23264 0 0
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 151.88575 0 0
## 2 1 - 3 86.21714 0 0
## 3 2 - 3 -91.05345 0 0
Prueba clus3
| Resultados de la Prueba de Kruskal-Wallis |
| Comparación de variables en relación a 'clus3' |
| Variable |
Valor p |
| CURRENT_A_CALC |
0.0000 |
| CURRENT_B_CALC |
0.0000 |
| CURRENT_C_CALC |
0.0000 |
| CURRENT_D_CALC |
0.0000 |
| POWER_A |
0.0000 |
| POWER_B |
0.0000 |
| POWER_C |
0.0000 |
| POWER_D |
0.0000 |
| TEMPERATURE_A |
0.0000 |
| TEMPERATURE_B |
0.0000 |
| TEMPERATURE_C |
0.0000 |
| TEMPERATURE_D |
0.0000 |
| VOLTAGE_A |
0.0000 |
| VOLTAGE_B |
0.0000 |
| VOLTAGE_C |
0.0000 |
| VOLTAGE_D |
0.0000 |
##
## *** Comparaciones por pares para: CURRENT_A_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -137.8578 0 0
##
## *** Comparaciones por pares para: CURRENT_B_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -144.3995 0 0
##
## *** Comparaciones por pares para: CURRENT_C_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -143.8557 0 0
##
## *** Comparaciones por pares para: CURRENT_D_CALC ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -142.0184 0 0
##
## *** Comparaciones por pares para: POWER_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -140.8776 0 0
##
## *** Comparaciones por pares para: POWER_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -144.7717 0 0
##
## *** Comparaciones por pares para: POWER_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -144.1362 0 0
##
## *** Comparaciones por pares para: POWER_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -142.574 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -53.39206 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -53.42937 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -53.87824 0 0
##
## *** Comparaciones por pares para: TEMPERATURE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 -53.74606 0 0
##
## *** Comparaciones por pares para: VOLTAGE_A ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 132.7871 0 0
##
## *** Comparaciones por pares para: VOLTAGE_B ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 133.6842 0 0
##
## *** Comparaciones por pares para: VOLTAGE_C ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 133.5846 0 0
##
## *** Comparaciones por pares para: VOLTAGE_D ***
## Comparison Z P.unadj P.adj
## 1 1 - 2 133.0372 0 0
Summary de todos las variables con cada una de las bases de
datos
summary motor 1
## Summary for clus
##
## Cluster 3 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:1696 Min. :1.000 Min. :1.000
## 1st Qu.: 75.0 Class :character 1st Qu.:2.000 1st Qu.:2.000
## Median :173.0 Mode :character Median :3.000 Median :3.000
## Mean :184.1 Mean :3.528 Mean :3.528
## 3rd Qu.:283.0 3rd Qu.:5.000 3rd Qu.:5.000
## Max. :508.0 Max. :7.000 Max. :7.000
## fecha exp motor bateria peso_cond
## Min. :20220909 Length:1696 Min. :1 Min. :1 Min. :108
## 1st Qu.:20220911 Class :character 1st Qu.:1 1st Qu.:1 1st Qu.:110
## Median :20220912 Mode :character Median :1 Median :1 Median :110
## Mean :20220912 Mean :1 Mean :1 Mean :110
## 3rd Qu.:20220914 3rd Qu.:1 3rd Qu.:1 3rd Qu.:110
## Max. :20220915 Max. :1 Max. :1 Max. :112
## lugar duracion distancia vel_max
## Length:1696 Length:1696 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 7.920 1st Qu.:40.20
## Mode :character Class2:difftime Median :10.980 Median :42.40
## Mode :numeric Mean : 9.175 Mean :39.56
## 3rd Qu.:11.330 3rd Qu.:54.10
## Max. :15.500 Max. :65.10
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-1.010 Min. :-1.640 Min. :-4.990
## 1st Qu.:13.20 1st Qu.: 9.280 1st Qu.: 1.250 1st Qu.: 2.110
## Median :13.90 Median : 9.520 Median : 1.720 Median : 2.420
## Mean :12.31 Mean : 9.561 Mean : 1.798 Mean : 2.429
## 3rd Qu.:16.90 3rd Qu.: 9.910 3rd Qu.: 2.500 3rd Qu.: 2.810
## Max. :17.50 Max. :21.680 Max. : 8.420 Max. :14.660
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.0000 Min. : 0.000 Min. : 0.010 Min. : 0.010
## 1st Qu.:0.1300 1st Qu.: 0.070 1st Qu.: 0.070 1st Qu.: 0.070
## Median :0.1600 Median : 0.090 Median : 0.090 Median : 0.090
## Mean :0.5451 Mean : 2.053 Mean : 2.131 Mean : 2.321
## 3rd Qu.:0.8800 3rd Qu.: 4.612 3rd Qu.: 4.841 3rd Qu.: 5.336
## Max. :9.0400 Max. :17.110 Max. :16.300 Max. :23.170
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.00000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.01225 Mean :0.1022 Mean :0.1093 Mean :0.1172
## 3rd Qu.:0.02000 3rd Qu.:0.2300 3rd Qu.:0.2600 3rd Qu.:0.2700
## Max. :0.22000 Max. :0.8900 Max. :0.8400 Max. :1.2000
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :19.06 Min. :19.02 Min. :18.89 Min. :15.23
## 1st Qu.:21.40 1st Qu.:21.45 1st Qu.:21.29 1st Qu.:21.16
## Median :22.99 Median :22.92 Median :22.99 Median :22.80
## Mean :23.35 Mean :23.34 Mean :23.31 Mean :23.28
## 3rd Qu.:25.23 3rd Qu.:25.19 3rd Qu.:25.32 3rd Qu.:25.19
## Max. :35.06 Max. :33.49 Max. :33.06 Max. :33.44
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :32.60 Min. :16.36 Min. :16.12 Min. :15.43
## 1st Qu.:37.50 1st Qu.:18.32 1st Qu.:18.23 1st Qu.:18.28
## Median :38.60 Median :18.85 Median :18.73 Median :18.82
## Mean :38.81 Mean :18.95 Mean :18.83 Mean :18.90
## 3rd Qu.:40.46 3rd Qu.:19.74 3rd Qu.:19.60 3rd Qu.:19.70
## Max. :41.85 Max. :20.42 Max. :20.32 Max. :20.42
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :58.86 Min. :21.87 Min. : 1.0 Min. : 296.0
## 1st Qu.:65.81 1st Qu.:22.66 1st Qu.: 74.0 1st Qu.: 648.0
## Median :67.78 Median :23.21 Median :172.0 Median : 847.0
## Mean :68.37 Mean :23.03 Mean :182.5 Mean : 866.4
## 3rd Qu.:71.35 3rd Qu.:23.25 3rd Qu.:282.0 3rd Qu.:1111.2
## Max. :76.49 Max. :24.46 Max. :506.0 Max. :1350.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. :1516 Min. : 57.0 Min. :3 Min. :2 Min. :1
## 1st Qu.:1628 1st Qu.:169.0 1st Qu.:3 1st Qu.:2 1st Qu.:1
## Median :1720 Median :261.0 Median :3 Median :2 Median :1
## Mean :1686 Mean :227.2 Mean :3 Mean :2 Mean :1
## 3rd Qu.:1752 3rd Qu.:293.0 3rd Qu.:3 3rd Qu.:2 3rd Qu.:1
## Max. :1780 Max. :321.0 Max. :3 Max. :2 Max. :1
## average_depth anomaly_score
## Min. :5.850 Min. :0.5820
## 1st Qu.:7.590 1st Qu.:0.5872
## Median :7.750 Median :0.5919
## Mean :7.686 Mean :0.5946
## 3rd Qu.:7.870 3rd Qu.:0.5984
## Max. :8.000 Max. :0.6731
##
## Cluster 4 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 53.0 Length:1911 Min. :1.000 Min. :1.000
## 1st Qu.:323.5 Class :character 1st Qu.:2.000 1st Qu.:2.000
## Median :442.0 Mode :character Median :4.000 Median :4.000
## Mean :410.8 Mean :3.813 Mean :3.813
## 3rd Qu.:525.5 3rd Qu.:5.000 3rd Qu.:5.000
## Max. :672.0 Max. :7.000 Max. :7.000
## fecha exp motor bateria peso_cond
## Min. :20220909 Length:1911 Min. :1 Min. :1 Min. :108
## 1st Qu.:20220911 Class :character 1st Qu.:1 1st Qu.:1 1st Qu.:110
## Median :20220913 Mode :character Median :1 Median :1 Median :110
## Mean :20220912 Mean :1 Mean :1 Mean :110
## 3rd Qu.:20220914 3rd Qu.:1 3rd Qu.:1 3rd Qu.:110
## Max. :20220915 Max. :1 Max. :1 Max. :112
## lugar duracion distancia vel_max
## Length:1911 Length:1911 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 7.920 1st Qu.:40.20
## Mode :character Class2:difftime Median :10.980 Median :42.40
## Mode :numeric Mean : 9.517 Mean :40.99
## 3rd Qu.:11.330 3rd Qu.:54.10
## Max. :15.500 Max. :65.10
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. : 1.870 Min. :-2.420 Min. :-4.910
## 1st Qu.:13.20 1st Qu.: 8.740 1st Qu.: 1.090 1st Qu.: 2.110
## Median :13.90 Median : 9.440 Median : 1.560 Median : 2.890
## Mean :12.92 Mean : 9.443 Mean : 1.575 Mean : 2.908
## 3rd Qu.:16.90 3rd Qu.:10.140 3rd Qu.: 2.110 3rd Qu.: 3.670
## Max. :17.50 Max. :19.270 Max. : 6.240 Max. : 9.830
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.07 Min. : 0.07 Min. : 0.04
## 1st Qu.: 2.480 1st Qu.:12.99 1st Qu.:12.91 1st Qu.:12.86
## Median : 3.010 Median :14.61 Median :14.60 Median :14.63
## Mean : 2.894 Mean :14.05 Mean :14.05 Mean :13.99
## 3rd Qu.: 3.410 3rd Qu.:15.89 3rd Qu.:15.91 3rd Qu.:15.93
## Max. :12.370 Max. :23.99 Max. :23.87 Max. :22.23
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.00 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.07000 1st Qu.:0.68 1st Qu.:0.6700 1st Qu.:0.6600
## Median :0.09000 Median :0.76 Median :0.7600 Median :0.7600
## Mean :0.08427 Mean :0.73 Mean :0.7296 Mean :0.7216
## 3rd Qu.:0.10000 3rd Qu.:0.82 3rd Qu.:0.8200 3rd Qu.:0.8217
## Max. :0.31000 Max. :1.24 Max. :1.2400 Max. :1.1900
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :20.45 Min. :20.52 Min. :20.16 Min. :15.99
## 1st Qu.:25.76 1st Qu.:25.56 1st Qu.:25.72 1st Qu.:25.70
## Median :29.03 Median :29.24 Median :29.31 Median :29.07
## Mean :29.69 Mean :29.70 Mean :29.75 Mean :29.64
## 3rd Qu.:33.35 3rd Qu.:33.58 3rd Qu.:33.52 3rd Qu.:33.58
## Max. :41.28 Max. :41.12 Max. :63.63 Max. :46.20
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.71 Min. :14.97 Min. :14.85 Min. :15.00
## 1st Qu.:33.74 1st Qu.:16.45 1st Qu.:16.37 1st Qu.:16.46
## Median :34.24 Median :16.70 Median :16.62 Median :16.70
## Mean :34.37 Mean :16.76 Mean :16.68 Mean :16.77
## 3rd Qu.:35.38 3rd Qu.:17.25 3rd Qu.:17.18 3rd Qu.:17.26
## Max. :41.12 Max. :19.86 Max. :19.52 Max. :20.34
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :58.99 Min. :21.88 Min. : 48.0 Min. : 148.0
## 1st Qu.:63.75 1st Qu.:22.78 1st Qu.:320.0 1st Qu.: 426.0
## Median :66.41 Median :23.23 Median :438.0 Median : 716.0
## Mean :66.51 Mean :23.24 Mean :407.8 Mean : 675.8
## 3rd Qu.:69.03 3rd Qu.:23.66 3rd Qu.:522.0 3rd Qu.: 870.5
## Max. :76.33 Max. :25.18 Max. :666.0 Max. :1283.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. :1516 Min. : 57.0 Min. :4 Min. :1.000 Min. :1.000
## 1st Qu.:1628 1st Qu.:169.0 1st Qu.:4 1st Qu.:1.000 1st Qu.:2.000
## Median :1690 Median :231.0 Median :4 Median :1.000 Median :2.000
## Mean :1675 Mean :216.2 Mean :4 Mean :1.121 Mean :1.893
## 3rd Qu.:1752 3rd Qu.:293.0 3rd Qu.:4 3rd Qu.:1.000 3rd Qu.:2.000
## Max. :1780 Max. :321.0 Max. :4 Max. :2.000 Max. :2.000
## average_depth anomaly_score
## Min. :5.760 Min. :0.5824
## 1st Qu.:7.650 1st Qu.:0.5872
## Median :7.780 Median :0.5907
## Mean :7.705 Mean :0.5938
## 3rd Qu.:7.870 3rd Qu.:0.5960
## Max. :7.990 Max. :0.6773
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 4.0 Length:2504 Min. :1.000 Min. :1.000
## 1st Qu.: 646.0 Class :character 1st Qu.:4.000 1st Qu.:4.000
## Median : 753.0 Mode :character Median :5.000 Median :5.000
## Mean : 785.8 Mean :4.712 Mean :4.712
## 3rd Qu.: 977.0 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :1355.0 Max. :7.000 Max. :7.000
## fecha exp motor bateria peso_cond
## Min. :20220909 Length:2504 Min. :1 Min. :1 Min. :108
## 1st Qu.:20220913 Class :character 1st Qu.:1 1st Qu.:1 1st Qu.:110
## Median :20220914 Mode :character Median :1 Median :1 Median :110
## Mean :20220913 Mean :1 Mean :1 Mean :110
## 3rd Qu.:20220914 3rd Qu.:1 3rd Qu.:1 3rd Qu.:110
## Max. :20220915 Max. :1 Max. :1 Max. :112
## lugar duracion distancia vel_max
## Length:2504 Length:2504 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.:10.98 1st Qu.:40.20
## Mode :character Class2:difftime Median :11.22 Median :42.60
## Mode :numeric Mean :11.48 Mean :45.34
## 3rd Qu.:15.13 3rd Qu.:59.70
## Max. :15.50 Max. :65.10
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. : 2.180 Min. :-4.910 Min. :-3.200
## 1st Qu.:13.20 1st Qu.: 8.890 1st Qu.: 1.090 1st Qu.: 2.110
## Median :14.90 Median : 9.440 Median : 1.560 Median : 2.890
## Mean :14.52 Mean : 9.386 Mean : 1.585 Mean : 2.933
## 3rd Qu.:17.50 3rd Qu.: 9.910 3rd Qu.: 2.110 3rd Qu.: 3.670
## Max. :19.10 Max. :18.800 Max. : 7.180 Max. :17.710
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.93 Min. : 2.97 Min. : 0.00
## 1st Qu.: 1.700 1st Qu.:11.39 1st Qu.:11.26 1st Qu.:11.31
## Median : 2.520 Median :14.30 Median :14.29 Median :14.37
## Mean : 2.361 Mean :13.84 Mean :13.81 Mean :13.77
## 3rd Qu.: 3.070 3rd Qu.:16.33 3rd Qu.:16.36 3rd Qu.:16.26
## Max. :12.150 Max. :21.85 Max. :26.35 Max. :22.10
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0500 Min. :0.0600 Min. :0.0000
## 1st Qu.:0.05000 1st Qu.:0.5900 1st Qu.:0.5800 1st Qu.:0.5800
## Median :0.08000 Median :0.7400 Median :0.7400 Median :0.7400
## Mean :0.07396 Mean :0.7171 Mean :0.7157 Mean :0.7133
## 3rd Qu.:0.10000 3rd Qu.:0.8400 3rd Qu.:0.8450 3rd Qu.:0.8400
## Max. :0.40000 Max. :1.1300 Max. :1.3700 Max. :1.3100
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :24.58 Min. :32.75 Min. :31.47 Min. :29.27
## 1st Qu.:41.56 1st Qu.:41.56 1st Qu.:41.56 1st Qu.:41.56
## Median :46.22 Median :46.47 Median :46.73 Median :46.57
## Mean :46.66 Mean :46.64 Mean :46.79 Mean :46.75
## 3rd Qu.:52.28 3rd Qu.:52.52 3rd Qu.:52.70 3rd Qu.:52.75
## Max. :61.23 Max. :57.02 Max. :60.43 Max. :95.51
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :29.95 Min. :14.47 Min. :14.44 Min. :14.43
## 1st Qu.:30.82 1st Qu.:15.03 1st Qu.:14.96 1st Qu.:15.04
## Median :31.71 Median :15.46 Median :15.38 Median :15.47
## Mean :31.82 Mean :15.52 Mean :15.45 Mean :15.52
## 3rd Qu.:32.71 3rd Qu.:15.95 3rd Qu.:15.89 3rd Qu.:15.95
## Max. :36.11 Max. :17.38 Max. :17.12 Max. :17.60
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :58.47 Min. :21.58 Min. : 4.0 Min. : 1.0
## 1st Qu.:60.69 1st Qu.:22.72 1st Qu.: 642.0 1st Qu.:147.0
## Median :67.78 Median :22.99 Median : 748.5 Median :275.0
## Mean :66.24 Mean :23.27 Mean : 779.7 Mean :313.8
## 3rd Qu.:70.33 3rd Qu.:23.66 3rd Qu.: 967.0 3rd Qu.:487.2
## Max. :76.04 Max. :25.41 Max. :1348.0 Max. :733.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. :1516 Min. : 57.0 Min. :2 Min. :1.000 Min. :2
## 1st Qu.:1581 1st Qu.:122.0 1st Qu.:2 1st Qu.:1.000 1st Qu.:2
## Median :1628 Median :169.0 Median :2 Median :1.000 Median :2
## Mean :1637 Mean :177.9 Mean :2 Mean :1.086 Mean :2
## 3rd Qu.:1690 3rd Qu.:231.0 3rd Qu.:2 3rd Qu.:1.000 3rd Qu.:2
## Max. :1780 Max. :321.0 Max. :2 Max. :3.000 Max. :2
## average_depth anomaly_score
## Min. :6.200 Min. :0.5824
## 1st Qu.:7.620 1st Qu.:0.5875
## Median :7.770 Median :0.5911
## Mean :7.711 Mean :0.5936
## 3rd Qu.:7.860 3rd Qu.:0.5972
## Max. :7.990 Max. :0.6574
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:936 Min. :1.000 Min. :1.000
## 1st Qu.: 627.8 Class :character 1st Qu.:4.000 1st Qu.:4.000
## Median : 877.5 Mode :character Median :5.000 Median :5.000
## Mean : 798.9 Mean :5.081 Mean :5.081
## 3rd Qu.:1116.0 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :1357.0 Max. :7.000 Max. :7.000
## fecha exp motor bateria peso_cond
## Min. :20220909 Length:936 Min. :1 Min. :1 Min. :108
## 1st Qu.:20220913 Class :character 1st Qu.:1 1st Qu.:1 1st Qu.:110
## Median :20220914 Mode :character Median :1 Median :1 Median :110
## Mean :20220914 Mean :1 Mean :1 Mean :110
## 3rd Qu.:20220914 3rd Qu.:1 3rd Qu.:1 3rd Qu.:110
## Max. :20220915 Max. :1 Max. :1 Max. :112
## lugar duracion distancia vel_max
## Length:936 Length:936 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.:10.98 1st Qu.:42.40
## Mode :character Class2:difftime Median :11.33 Median :42.60
## Mode :numeric Mean :11.79 Mean :48.94
## 3rd Qu.:15.13 3rd Qu.:59.70
## Max. :15.50 Max. :65.10
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. : 0.470 Min. :-5.300 Min. :-3.040
## 1st Qu.:13.90 1st Qu.: 9.130 1st Qu.: 1.250 1st Qu.: 2.500
## Median :14.90 Median : 9.360 Median : 1.950 Median : 2.890
## Mean :15.79 Mean : 9.353 Mean : 1.971 Mean : 2.732
## 3rd Qu.:19.10 3rd Qu.: 9.590 3rd Qu.: 2.810 3rd Qu.: 3.120
## Max. :19.10 Max. :16.300 Max. : 8.740 Max. :10.220
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.0500 Min. : 0.0100 Min. : 0.0000 Min. : 0.0000
## 1st Qu.:0.1100 1st Qu.: 0.0700 1st Qu.: 0.0700 1st Qu.: 0.0700
## Median :0.1300 Median : 0.0800 Median : 0.0800 Median : 0.0800
## Mean :0.2511 Mean : 0.9179 Mean : 0.9293 Mean : 0.9972
## 3rd Qu.:0.1700 3rd Qu.: 0.1000 3rd Qu.: 0.1000 3rd Qu.: 0.1000
## Max. :6.1900 Max. :14.8000 Max. :11.2600 Max. :13.3700
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.000000 Min. :0.00000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.000000 Median :0.00000 Median :0.00000 Median :0.00000
## Mean :0.004599 Mean :0.04325 Mean :0.04431 Mean :0.04731
## 3rd Qu.:0.000000 3rd Qu.:0.01000 3rd Qu.:0.01000 3rd Qu.:0.01000
## Max. :0.170000 Max. :0.77000 Max. :0.55000 Max. :0.75000
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :35.45 Min. :35.28 Min. :35.28 Min. :35.28
## 1st Qu.:42.09 1st Qu.:42.57 1st Qu.:41.83 1st Qu.:43.34
## Median :50.02 Median :49.93 Median :50.12 Median :50.35
## Mean :48.71 Mean :48.85 Mean :48.78 Mean :48.92
## 3rd Qu.:54.58 3rd Qu.:54.75 3rd Qu.:54.58 3rd Qu.:54.66
## Max. :57.02 Max. :57.02 Max. :59.10 Max. :60.77
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.29 Min. :14.78 Min. :14.69 Min. :14.78
## 1st Qu.:32.59 1st Qu.:15.90 1st Qu.:15.82 1st Qu.:15.89
## Median :35.20 Median :17.18 Median :17.09 Median :17.18
## Mean :34.63 Mean :16.89 Mean :16.81 Mean :16.89
## 3rd Qu.:36.18 3rd Qu.:17.64 3rd Qu.:17.56 3rd Qu.:17.64
## Max. :37.92 Max. :18.50 Max. :18.41 Max. :18.50
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :58.84 Min. :21.58 Min. : 1.0 Min. : 1.0
## 1st Qu.:65.81 1st Qu.:22.33 1st Qu.: 622.0 1st Qu.: 68.0
## Median :67.78 Median :22.99 Median : 869.5 Median :237.5
## Mean :68.32 Mean :22.94 Mean : 793.0 Mean :252.8
## 3rd Qu.:70.92 3rd Qu.:23.23 3rd Qu.:1109.2 3rd Qu.:415.2
## Max. :76.04 Max. :25.28 Max. :1350.0 Max. :657.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. :1516 Min. : 57.0 Min. :1 Min. :3 Min. :1.000
## 1st Qu.:1581 1st Qu.:122.0 1st Qu.:1 1st Qu.:3 1st Qu.:1.000
## Median :1628 Median :169.0 Median :1 Median :3 Median :1.000
## Mean :1622 Mean :163.2 Mean :1 Mean :3 Mean :1.052
## 3rd Qu.:1690 3rd Qu.:231.0 3rd Qu.:1 3rd Qu.:3 3rd Qu.:1.000
## Max. :1780 Max. :321.0 Max. :1 Max. :3 Max. :2.000
## average_depth anomaly_score
## Min. :6.500 Min. :0.5836
## 1st Qu.:7.620 1st Qu.:0.5886
## Median :7.740 Median :0.5923
## Mean :7.699 Mean :0.5940
## 3rd Qu.:7.832 3rd Qu.:0.5972
## Max. :7.960 Max. :0.6442
##
## -----------------
## Summary for clus2
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:1928 Min. :1.000 Min. :1.000
## 1st Qu.: 85.0 Class :character 1st Qu.:2.000 1st Qu.:2.000
## Median :186.0 Mode :character Median :3.000 Median :3.000
## Mean :192.3 Mean :3.532 Mean :3.532
## 3rd Qu.:290.2 3rd Qu.:5.000 3rd Qu.:5.000
## Max. :508.0 Max. :7.000 Max. :7.000
## fecha exp motor bateria peso_cond
## Min. :20220909 Length:1928 Min. :1 Min. :1 Min. :108
## 1st Qu.:20220911 Class :character 1st Qu.:1 1st Qu.:1 1st Qu.:110
## Median :20220912 Mode :character Median :1 Median :1 Median :110
## Mean :20220912 Mean :1 Mean :1 Mean :110
## 3rd Qu.:20220914 3rd Qu.:1 3rd Qu.:1 3rd Qu.:110
## Max. :20220915 Max. :1 Max. :1 Max. :112
## lugar duracion distancia vel_max
## Length:1928 Length:1928 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 7.920 1st Qu.:40.20
## Mode :character Class2:difftime Median :10.980 Median :42.40
## Mode :numeric Mean : 9.321 Mean :40.24
## 3rd Qu.:11.330 3rd Qu.:54.10
## Max. :15.500 Max. :65.10
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-1.010 Min. :-1.640 Min. :-4.990
## 1st Qu.:13.20 1st Qu.: 9.280 1st Qu.: 1.250 1st Qu.: 2.030
## Median :13.90 Median : 9.520 Median : 1.720 Median : 2.420
## Mean :12.49 Mean : 9.576 Mean : 1.761 Mean : 2.457
## 3rd Qu.:16.90 3rd Qu.: 9.980 3rd Qu.: 2.420 3rd Qu.: 2.890
## Max. :17.50 Max. :21.680 Max. : 8.420 Max. :14.660
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.0000 Min. : 0.000 Min. : 0.010 Min. : 0.010
## 1st Qu.: 0.1400 1st Qu.: 0.080 1st Qu.: 0.080 1st Qu.: 0.080
## Median : 0.1700 Median : 0.090 Median : 0.090 Median : 0.095
## Mean : 0.7436 Mean : 2.913 Mean : 2.994 Mean : 3.115
## 3rd Qu.: 1.4100 3rd Qu.: 6.723 3rd Qu.: 6.775 3rd Qu.: 6.872
## Max. :12.3700 Max. :19.640 Max. :23.870 Max. :23.170
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.018 Mean :0.1472 Mean :0.1538 Mean :0.1591
## 3rd Qu.:0.040 3rd Qu.:0.3500 3rd Qu.:0.3500 3rd Qu.:0.3500
## Max. :0.310 Max. :1.0200 Max. :1.2400 Max. :1.2000
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :19.06 Min. :19.02 Min. :18.89 Min. :15.23
## 1st Qu.:21.54 1st Qu.:21.63 1st Qu.:21.51 1st Qu.:21.42
## Median :23.08 Median :23.15 Median :23.12 Median :23.03
## Mean :23.48 Mean :23.49 Mean :23.45 Mean :23.43
## 3rd Qu.:25.31 3rd Qu.:25.33 3rd Qu.:25.40 3rd Qu.:25.33
## Max. :35.06 Max. :33.49 Max. :33.06 Max. :33.44
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :32.60 Min. :16.10 Min. :16.12 Min. :15.43
## 1st Qu.:37.11 1st Qu.:18.11 1st Qu.:18.03 1st Qu.:18.08
## Median :38.04 Median :18.58 Median :18.49 Median :18.56
## Mean :38.51 Mean :18.80 Mean :18.69 Mean :18.76
## 3rd Qu.:40.20 3rd Qu.:19.61 3rd Qu.:19.44 3rd Qu.:19.57
## Max. :41.85 Max. :20.42 Max. :20.32 Max. :20.42
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg RUL_bat
## Min. :58.86 Min. :21.87 Min. : 1.0 Min. : 296 Min. :1516
## 1st Qu.:65.81 1st Qu.:22.66 1st Qu.: 85.0 1st Qu.: 635 1st Qu.:1628
## Median :67.78 Median :23.21 Median :185.0 Median : 842 Median :1720
## Mean :68.30 Mean :23.05 Mean :190.7 Mean : 859 Mean :1686
## 3rd Qu.:71.26 3rd Qu.:23.25 3rd Qu.:288.0 3rd Qu.:1104 3rd Qu.:1752
## Max. :76.49 Max. :24.46 Max. :506.0 Max. :1350 Max. :1780
## RUL_motor clus clus2 clus3 average_depth
## Min. : 57.0 Min. :3.00 Min. :2 Min. :1.000 Min. :5.760
## 1st Qu.:169.0 1st Qu.:3.00 1st Qu.:2 1st Qu.:1.000 1st Qu.:7.610
## Median :261.0 Median :3.00 Median :2 Median :1.000 Median :7.760
## Mean :227.3 Mean :3.12 Mean :2 Mean :1.015 Mean :7.688
## 3rd Qu.:293.0 3rd Qu.:3.00 3rd Qu.:2 3rd Qu.:1.000 3rd Qu.:7.870
## Max. :321.0 Max. :4.00 Max. :2 Max. :2.000 Max. :8.000
## anomaly_score
## Min. :0.5820
## 1st Qu.:0.5872
## Median :0.5915
## Mean :0.5945
## 3rd Qu.:0.5976
## Max. :0.6773
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 4.0 Length:4075 Min. :1.000 Min. :1.000
## 1st Qu.: 455.0 Class :character 1st Qu.:3.000 1st Qu.:3.000
## Median : 604.0 Mode :character Median :4.000 Median :4.000
## Mean : 631.7 Mean :4.338 Mean :4.338
## 3rd Qu.: 787.0 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :1325.0 Max. :7.000 Max. :7.000
## fecha exp motor bateria peso_cond
## Min. :20220909 Length:4075 Min. :1 Min. :1 Min. :108
## 1st Qu.:20220912 Class :character 1st Qu.:1 1st Qu.:1 1st Qu.:110
## Median :20220913 Mode :character Median :1 Median :1 Median :110
## Mean :20220913 Mean :1 Mean :1 Mean :110
## 3rd Qu.:20220914 3rd Qu.:1 3rd Qu.:1 3rd Qu.:110
## Max. :20220915 Max. :1 Max. :1 Max. :112
## lugar duracion distancia vel_max
## Length:4075 Length:4075 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.:10.98 1st Qu.:40.20
## Mode :character Class2:difftime Median :11.22 Median :42.60
## Mode :numeric Mean :10.64 Mean :43.44
## 3rd Qu.:11.33 3rd Qu.:54.10
## Max. :15.50 Max. :65.10
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. : 1.870 Min. :-4.91 Min. :-4.910
## 1st Qu.:13.20 1st Qu.: 8.810 1st Qu.: 1.09 1st Qu.: 2.110
## Median :14.90 Median : 9.440 Median : 1.56 Median : 2.890
## Mean :13.84 Mean : 9.396 Mean : 1.58 Mean : 2.932
## 3rd Qu.:16.90 3rd Qu.: 9.980 3rd Qu.: 2.11 3rd Qu.: 3.740
## Max. :19.10 Max. :19.270 Max. : 7.18 Max. :11.000
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.07 Min. : 0.15 Min. : 0.04
## 1st Qu.: 2.180 1st Qu.:12.74 1st Qu.:12.66 1st Qu.:12.71
## Median : 2.830 Median :14.73 Median :14.71 Median :14.74
## Mean : 2.667 Mean :14.36 Mean :14.33 Mean :14.30
## 3rd Qu.: 3.300 3rd Qu.:16.25 3rd Qu.:16.27 3rd Qu.:16.20
## Max. :12.150 Max. :23.99 Max. :26.35 Max. :22.23
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0400 Min. :0.0150 Min. :0.0000
## 1st Qu.:0.07000 1st Qu.:0.6600 1st Qu.:0.6600 1st Qu.:0.6550
## Median :0.09000 Median :0.7600 Median :0.7600 Median :0.7600
## Mean :0.08103 Mean :0.7449 Mean :0.7435 Mean :0.7389
## 3rd Qu.:0.10000 3rd Qu.:0.8400 3rd Qu.:0.8400 3rd Qu.:0.8400
## Max. :0.40000 Max. :1.2400 Max. :1.3700 Max. :1.3100
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :20.46 Min. :20.54 Min. :20.16 Min. :15.99
## 1st Qu.:31.82 1st Qu.:32.02 1st Qu.:31.86 1st Qu.:31.71
## Median :41.04 Median :40.98 Median :40.95 Median :41.04
## Mean :39.82 Mean :39.81 Mean :39.92 Mean :39.85
## 3rd Qu.:47.63 3rd Qu.:47.79 3rd Qu.:47.79 3rd Qu.:47.75
## Max. :61.23 Max. :57.02 Max. :63.63 Max. :95.51
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :29.95 Min. :14.47 Min. :14.44 Min. :14.43
## 1st Qu.:31.15 1st Qu.:15.20 1st Qu.:15.12 1st Qu.:15.20
## Median :32.69 Median :15.94 Median :15.87 Median :15.94
## Mean :32.79 Mean :15.99 Mean :15.92 Mean :16.00
## 3rd Qu.:34.01 3rd Qu.:16.58 3rd Qu.:16.50 3rd Qu.:16.59
## Max. :39.84 Max. :19.62 Max. :19.52 Max. :19.37
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :58.47 Min. :21.58 Min. : 4.0 Min. : 3.0
## 1st Qu.:60.69 1st Qu.:22.72 1st Qu.: 452.0 1st Qu.: 226.0
## Median :67.78 Median :22.99 Median : 600.0 Median : 421.0
## Mean :66.25 Mean :23.27 Mean : 626.8 Mean : 462.3
## 3rd Qu.:70.33 3rd Qu.:23.66 3rd Qu.: 781.0 3rd Qu.: 669.0
## Max. :76.33 Max. :25.41 Max. :1316.0 Max. :1283.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. :1516 Min. : 57 Min. :2.000 Min. :1 Min. :1
## 1st Qu.:1581 1st Qu.:122 1st Qu.:2.000 1st Qu.:1 1st Qu.:2
## Median :1690 Median :231 Median :2.000 Median :1 Median :2
## Mean :1653 Mean :194 Mean :2.824 Mean :1 Mean :2
## 3rd Qu.:1720 3rd Qu.:261 3rd Qu.:4.000 3rd Qu.:1 3rd Qu.:2
## Max. :1780 Max. :321 Max. :4.000 Max. :1 Max. :2
## average_depth anomaly_score
## Min. :5.900 Min. :0.5824
## 1st Qu.:7.640 1st Qu.:0.5872
## Median :7.780 Median :0.5907
## Mean :7.713 Mean :0.5935
## 3rd Qu.:7.870 3rd Qu.:0.5964
## Max. :7.990 Max. :0.6709
##
## Cluster 3 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:1044 Min. :1.000 Min. :1.000
## 1st Qu.: 635.0 Class :character 1st Qu.:4.000 1st Qu.:4.000
## Median : 901.5 Mode :character Median :6.000 Median :6.000
## Mean : 831.1 Mean :5.111 Mean :5.111
## 3rd Qu.:1183.2 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :1357.0 Max. :7.000 Max. :7.000
## fecha exp motor bateria peso_cond
## Min. :20220909 Length:1044 Min. :1 Min. :1 Min. :108.0
## 1st Qu.:20220913 Class :character 1st Qu.:1 1st Qu.:1 1st Qu.:110.0
## Median :20220914 Mode :character Median :1 Median :1 Median :110.0
## Mean :20220914 Mean :1 Mean :1 Mean :110.1
## 3rd Qu.:20220914 3rd Qu.:1 3rd Qu.:1 3rd Qu.:110.0
## Max. :20220915 Max. :1 Max. :1 Max. :112.0
## lugar duracion distancia vel_max
## Length:1044 Length:1044 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.:10.98 1st Qu.:40.20
## Mode :character Class2:difftime Median :11.22 Median :42.60
## Mode :numeric Mean :11.68 Mean :48.07
## 3rd Qu.:15.13 3rd Qu.:59.70
## Max. :15.50 Max. :65.10
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. : 0.470 Min. :-5.300 Min. :-3.04
## 1st Qu.:13.90 1st Qu.: 9.050 1st Qu.: 1.250 1st Qu.: 2.50
## Median :14.90 Median : 9.360 Median : 1.910 Median : 2.89
## Mean :15.55 Mean : 9.358 Mean : 1.956 Mean : 2.77
## 3rd Qu.:19.10 3rd Qu.: 9.590 3rd Qu.: 2.730 3rd Qu.: 3.12
## Max. :19.10 Max. :18.800 Max. : 8.740 Max. :17.71
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.050 Min. : 0.010 Min. : 0.000 Min. : 0.000
## 1st Qu.:0.120 1st Qu.: 0.070 1st Qu.: 0.070 1st Qu.: 0.070
## Median :0.140 Median : 0.090 Median : 0.080 Median : 0.080
## Mean :0.287 Mean : 1.655 Mean : 1.687 Mean : 1.736
## 3rd Qu.:0.290 3rd Qu.: 1.933 3rd Qu.: 2.002 3rd Qu.: 2.020
## Max. :6.190 Max. :14.800 Max. :15.110 Max. :14.455
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.000000 Min. :0.00000 Min. :0.0000 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.00000
## Median :0.000000 Median :0.00000 Median :0.0000 Median :0.00000
## Mean :0.006145 Mean :0.08168 Mean :0.0832 Mean :0.08633
## 3rd Qu.:0.010000 3rd Qu.:0.09000 3rd Qu.:0.1000 3rd Qu.:0.10000
## Max. :0.170000 Max. :0.77000 Max. :0.6900 Max. :0.75000
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :35.45 Min. :35.28 Min. :35.28 Min. :35.17
## 1st Qu.:42.58 1st Qu.:43.19 1st Qu.:42.51 1st Qu.:44.24
## Median :50.91 Median :50.88 Median :51.30 Median :51.36
## Mean :49.05 Mean :49.17 Mean :49.15 Mean :49.24
## 3rd Qu.:54.89 3rd Qu.:54.99 3rd Qu.:54.86 3rd Qu.:54.92
## Max. :57.02 Max. :57.02 Max. :60.13 Max. :60.77
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.27 Min. :14.78 Min. :14.69 Min. :14.77
## 1st Qu.:32.04 1st Qu.:15.62 1st Qu.:15.54 1st Qu.:15.61
## Median :34.87 Median :17.00 Median :16.93 Median :17.00
## Mean :34.20 Mean :16.68 Mean :16.60 Mean :16.68
## 3rd Qu.:36.05 3rd Qu.:17.58 3rd Qu.:17.50 3rd Qu.:17.59
## Max. :37.92 Max. :18.50 Max. :18.41 Max. :18.50
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :58.84 Min. :21.58 Min. : 1.0 Min. : 1.00
## 1st Qu.:65.81 1st Qu.:22.33 1st Qu.: 629.8 1st Qu.: 55.75
## Median :69.63 Median :22.72 Median : 895.0 Median :158.50
## Mean :68.24 Mean :22.96 Mean : 825.0 Mean :232.99
## 3rd Qu.:70.92 3rd Qu.:23.23 3rd Qu.:1166.2 3rd Qu.:399.00
## Max. :76.04 Max. :25.28 Max. :1350.0 Max. :657.00
## RUL_bat RUL_motor clus clus2 clus3
## Min. :1516 Min. : 57 Min. :1.000 Min. :3 Min. :1.00
## 1st Qu.:1581 1st Qu.:122 1st Qu.:1.000 1st Qu.:3 1st Qu.:1.00
## Median :1581 Median :122 Median :1.000 Median :3 Median :1.00
## Mean :1620 Mean :161 Mean :1.103 Mean :3 Mean :1.15
## 3rd Qu.:1690 3rd Qu.:231 3rd Qu.:1.000 3rd Qu.:3 3rd Qu.:1.00
## Max. :1780 Max. :321 Max. :2.000 Max. :3 Max. :2.00
## average_depth anomaly_score
## Min. :6.500 Min. :0.5836
## 1st Qu.:7.588 1st Qu.:0.5891
## Median :7.720 Median :0.5931
## Mean :7.682 Mean :0.5947
## 3rd Qu.:7.820 3rd Qu.:0.5985
## Max. :7.960 Max. :0.6442
##
## -----------------
## Summary for clus3
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:2787 Min. :1.000 Min. :1.000
## 1st Qu.: 114.0 Class :character 1st Qu.:2.000 1st Qu.:2.000
## Median : 249.0 Mode :character Median :4.000 Median :4.000
## Mean : 386.4 Mean :4.005 Mean :4.005
## 3rd Qu.: 450.5 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :1342.0 Max. :7.000 Max. :7.000
## fecha exp motor bateria peso_cond
## Min. :20220909 Length:2787 Min. :1 Min. :1 Min. :108
## 1st Qu.:20220911 Class :character 1st Qu.:1 1st Qu.:1 1st Qu.:110
## Median :20220913 Mode :character Median :1 Median :1 Median :110
## Mean :20220913 Mean :1 Mean :1 Mean :110
## 3rd Qu.:20220914 3rd Qu.:1 3rd Qu.:1 3rd Qu.:110
## Max. :20220915 Max. :1 Max. :1 Max. :112
## lugar duracion distancia vel_max
## Length:2787 Length:2787 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 7.92 1st Qu.:40.20
## Mode :character Class2:difftime Median :11.22 Median :42.60
## Mode :numeric Mean :10.09 Mean :43.01
## 3rd Qu.:11.33 3rd Qu.:54.10
## Max. :15.50 Max. :65.10
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-1.010 Min. :-5.300 Min. :-4.990
## 1st Qu.:13.20 1st Qu.: 9.130 1st Qu.: 1.250 1st Qu.: 2.180
## Median :14.90 Median : 9.440 Median : 1.790 Median : 2.500
## Mean :13.53 Mean : 9.497 Mean : 1.838 Mean : 2.542
## 3rd Qu.:16.90 3rd Qu.: 9.830 3rd Qu.: 2.500 3rd Qu.: 3.040
## Max. :19.10 Max. :21.680 Max. : 8.740 Max. :14.660
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.0000 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.1300 1st Qu.: 0.070 1st Qu.: 0.070 1st Qu.: 0.070
## Median : 0.1500 Median : 0.090 Median : 0.090 Median : 0.090
## Mean : 0.5552 Mean : 2.108 Mean : 2.163 Mean : 2.272
## 3rd Qu.: 0.7400 3rd Qu.: 4.325 3rd Qu.: 4.562 3rd Qu.: 4.820
## Max. :11.7500 Max. :18.060 Max. :23.870 Max. :23.170
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.00000 Median :0.0000 Median :0.0000 Median :0.0000
## Mean :0.01279 Mean :0.1053 Mean :0.1103 Mean :0.1147
## 3rd Qu.:0.02000 3rd Qu.:0.2150 3rd Qu.:0.2400 3rd Qu.:0.2500
## Max. :0.29000 Max. :0.9400 Max. :1.2400 Max. :1.2000
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :19.06 Min. :19.02 Min. :18.89 Min. :15.23
## 1st Qu.:22.50 1st Qu.:22.44 1st Qu.:22.42 1st Qu.:22.40
## Median :25.22 Median :25.24 Median :25.32 Median :25.23
## Mean :31.55 Mean :31.60 Mean :31.55 Mean :31.58
## 3rd Qu.:41.56 3rd Qu.:41.56 3rd Qu.:41.56 3rd Qu.:41.56
## Max. :57.02 Max. :57.02 Max. :59.10 Max. :60.77
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.38 Min. :14.82 Min. :14.76 Min. :14.84
## 1st Qu.:35.61 1st Qu.:17.38 1st Qu.:17.29 1st Qu.:17.34
## Median :37.42 Median :18.27 Median :18.18 Median :18.25
## Mean :37.34 Mean :18.23 Mean :18.12 Mean :18.20
## 3rd Qu.:39.08 3rd Qu.:19.15 3rd Qu.:18.90 3rd Qu.:19.02
## Max. :41.85 Max. :20.42 Max. :20.32 Max. :20.42
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :58.84 Min. :21.58 Min. : 1.0 Min. : 1.0
## 1st Qu.:65.81 1st Qu.:22.66 1st Qu.: 114.0 1st Qu.: 391.5
## Median :67.78 Median :23.01 Median : 247.0 Median : 648.0
## Mean :68.28 Mean :23.02 Mean : 383.5 Mean : 666.1
## 3rd Qu.:70.92 3rd Qu.:23.25 3rd Qu.: 445.5 3rd Qu.:1005.0
## Max. :76.49 Max. :25.28 Max. :1336.0 Max. :1350.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. :1516 Min. : 57.0 Min. :1.000 Min. :1.000 Min. :1
## 1st Qu.:1581 1st Qu.:122.0 1st Qu.:1.000 1st Qu.:2.000 1st Qu.:1
## Median :1690 Median :231.0 Median :3.000 Median :2.000 Median :1
## Mean :1667 Mean :207.9 Mean :2.437 Mean :2.318 Mean :1
## 3rd Qu.:1752 3rd Qu.:293.0 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:1
## Max. :1780 Max. :321.0 Max. :4.000 Max. :3.000 Max. :1
## average_depth anomaly_score
## Min. :5.760 Min. :0.5820
## 1st Qu.:7.620 1st Qu.:0.5875
## Median :7.750 Median :0.5919
## Mean :7.696 Mean :0.5942
## 3rd Qu.:7.860 3rd Qu.:0.5972
## Max. :8.000 Max. :0.6773
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 4.0 Length:4260 Min. :1.000 Min. :1.000
## 1st Qu.: 455.0 Class :character 1st Qu.:3.000 1st Qu.:3.000
## Median : 610.5 Mode :character Median :4.000 Median :4.000
## Mean : 642.2 Mean :4.381 Mean :4.381
## 3rd Qu.: 800.2 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :1357.0 Max. :7.000 Max. :7.000
## fecha exp motor bateria peso_cond
## Min. :20220909 Length:4260 Min. :1 Min. :1 Min. :108
## 1st Qu.:20220912 Class :character 1st Qu.:1 1st Qu.:1 1st Qu.:110
## Median :20220913 Mode :character Median :1 Median :1 Median :110
## Mean :20220913 Mean :1 Mean :1 Mean :110
## 3rd Qu.:20220914 3rd Qu.:1 3rd Qu.:1 3rd Qu.:110
## Max. :20220915 Max. :1 Max. :1 Max. :112
## lugar duracion distancia vel_max
## Length:4260 Length:4260 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.:10.98 1st Qu.:40.20
## Mode :character Class2:difftime Median :11.22 Median :42.60
## Mode :numeric Mean :10.65 Mean :43.41
## 3rd Qu.:11.33 3rd Qu.:54.10
## Max. :15.50 Max. :65.10
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. : 1.250 Min. :-4.910 Min. :-4.910
## 1st Qu.:13.20 1st Qu.: 8.890 1st Qu.: 1.090 1st Qu.: 2.110
## Median :14.90 Median : 9.440 Median : 1.640 Median : 2.890
## Mean :13.85 Mean : 9.401 Mean : 1.585 Mean : 2.932
## 3rd Qu.:16.90 3rd Qu.: 9.980 3rd Qu.: 2.110 3rd Qu.: 3.670
## Max. :19.10 Max. :19.270 Max. : 7.180 Max. :17.710
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.07 Min. : 0.00 Min. : 0.00
## 1st Qu.: 2.090 1st Qu.:12.23 1st Qu.:12.20 1st Qu.:12.24
## Median : 2.790 Median :14.59 Median :14.57 Median :14.63
## Mean : 2.594 Mean :14.08 Mean :14.06 Mean :14.03
## 3rd Qu.: 3.270 3rd Qu.:16.16 3rd Qu.:16.21 3rd Qu.:16.13
## Max. :12.370 Max. :23.99 Max. :26.35 Max. :22.23
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.000 Min. :0.0000
## 1st Qu.:0.06000 1st Qu.:0.6400 1st Qu.:0.635 1st Qu.:0.6300
## Median :0.08000 Median :0.7600 Median :0.760 Median :0.7600
## Mean :0.07879 Mean :0.7303 Mean :0.729 Mean :0.7249
## 3rd Qu.:0.10000 3rd Qu.:0.8400 3rd Qu.:0.840 3rd Qu.:0.8400
## Max. :0.40000 Max. :1.2400 Max. :1.370 Max. :1.3100
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :20.46 Min. :20.54 Min. :20.16 Min. :15.99
## 1st Qu.:32.02 1st Qu.:32.15 1st Qu.:32.01 1st Qu.:31.92
## Median :41.30 Median :41.22 Median :41.14 Median :41.35
## Mean :40.10 Mean :40.09 Mean :40.20 Mean :40.13
## 3rd Qu.:48.19 3rd Qu.:48.01 3rd Qu.:48.52 3rd Qu.:48.10
## Max. :61.23 Max. :57.02 Max. :63.63 Max. :95.51
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :29.95 Min. :14.47 Min. :14.44 Min. :14.43
## 1st Qu.:31.07 1st Qu.:15.16 1st Qu.:15.08 1st Qu.:15.16
## Median :32.62 Median :15.91 Median :15.84 Median :15.90
## Mean :32.75 Mean :15.97 Mean :15.90 Mean :15.98
## 3rd Qu.:34.00 3rd Qu.:16.58 3rd Qu.:16.50 3rd Qu.:16.59
## Max. :39.98 Max. :19.62 Max. :19.52 Max. :19.58
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :58.47 Min. :21.58 Min. : 4.0 Min. : 1.0
## 1st Qu.:60.69 1st Qu.:22.72 1st Qu.: 452.0 1st Qu.: 208.0
## Median :67.78 Median :22.99 Median : 606.0 Median : 409.0
## Mean :66.34 Mean :23.25 Mean : 637.3 Mean : 452.3
## 3rd Qu.:70.33 3rd Qu.:23.66 3rd Qu.: 795.0 3rd Qu.: 663.0
## Max. :76.33 Max. :25.41 Max. :1350.0 Max. :1283.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. :1516 Min. : 57.0 Min. :1.00 Min. :1.000 Min. :2
## 1st Qu.:1581 1st Qu.:122.0 1st Qu.:2.00 1st Qu.:1.000 1st Qu.:2
## Median :1690 Median :231.0 Median :2.00 Median :1.000 Median :2
## Mean :1651 Mean :191.9 Mean :2.79 Mean :1.081 Mean :2
## 3rd Qu.:1720 3rd Qu.:261.0 3rd Qu.:4.00 3rd Qu.:1.000 3rd Qu.:2
## Max. :1780 Max. :321.0 Max. :4.00 Max. :3.000 Max. :2
## average_depth anomaly_score
## Min. :5.870 Min. :0.5824
## 1st Qu.:7.620 1st Qu.:0.5875
## Median :7.770 Median :0.5911
## Mean :7.706 Mean :0.5938
## 3rd Qu.:7.860 3rd Qu.:0.5972
## Max. :7.990 Max. :0.6722
##
## -----------------
summary motor 2 con baterías
## Summary for clus
##
## Cluster 4 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:19418 Min. : 1.00 Min. : 1.00
## 1st Qu.: 180.0 Class :character 1st Qu.: 5.00 1st Qu.: 7.00
## Median : 656.0 Mode :character Median :10.00 Median :18.00
## Mean : 662.7 Mean :10.08 Mean :19.07
## 3rd Qu.: 985.0 3rd Qu.:14.00 3rd Qu.:30.00
## Max. :2525.0 Max. :26.00 Max. :47.00
## fecha exp motor bateria
## Min. :20220921 Length:19418 Min. :2 Min. :1.000
## 1st Qu.:20220924 Class :character 1st Qu.:2 1st Qu.:1.000
## Median :20221002 Mode :character Median :2 Median :1.000
## Mean :20220973 Mean :2 Mean :1.428
## 3rd Qu.:20221015 3rd Qu.:2 3rd Qu.:2.000
## Max. :20221028 Max. :2 Max. :2.000
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:19418 Length:19418 Min. : 0.00
## 1st Qu.:112.0 Class :character Class1:hms 1st Qu.: 0.00
## Median :112.0 Mode :character Class2:difftime Median :15.07
## Mean :108.7 Mode :numeric Mean :10.48
## 3rd Qu.:112.0 3rd Qu.:15.73
## Max. :113.4 Max. :16.88
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.00 Min. : 0.0 Min. :-23.630 Min. :-9.440
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 8.890 1st Qu.: 1.090
## Median :43.70 Median :17.1 Median : 9.520 Median : 1.720
## Mean :30.62 Mean :11.7 Mean : 8.065 Mean : 1.725
## 3rd Qu.:47.20 3rd Qu.:17.9 3rd Qu.: 9.830 3rd Qu.: 2.340
## Max. :60.40 Max. :25.7 Max. : 39.860 Max. :20.510
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-27.920 Min. :0.0000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 1.560 1st Qu.:0.1300 1st Qu.: 0.070 1st Qu.: 0.075
## Median : 2.260 Median :0.1700 Median : 0.090 Median : 0.090
## Mean : 2.067 Mean :0.3204 Mean : 1.044 Mean : 1.068
## 3rd Qu.: 2.650 3rd Qu.:0.4300 3rd Qu.: 1.800 3rd Qu.: 1.850
## Max. : 20.830 Max. :6.3000 Max. :21.815 Max. :20.755
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.00000 Min. :0.000000 Min. :0.0000 Min. :0.00000
## 1st Qu.: 0.07500 1st Qu.:0.000000 1st Qu.:0.0000 1st Qu.:0.00000
## Median : 0.09333 Median :0.000000 Median :0.0000 Median :0.00000
## Mean : 1.16139 Mean :0.006365 Mean :0.0502 Mean :0.05249
## 3rd Qu.: 1.90000 3rd Qu.:0.010000 3rd Qu.:0.0900 3rd Qu.:0.09000
## Max. :18.50000 Max. :0.160000 Max. :1.0000 Max. :0.98500
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.00000 Min. :18.80 Min. :15.99 Min. :18.54
## 1st Qu.:0.00000 1st Qu.:27.54 1st Qu.:27.41 1st Qu.:27.41
## Median :0.00000 Median :37.71 Median :37.66 Median :37.76
## Mean :0.05716 Mean :39.45 Mean :39.41 Mean :39.40
## 3rd Qu.:0.10000 3rd Qu.:48.43 3rd Qu.:48.49 3rd Qu.:48.49
## Max. :1.05000 Max. :81.66 Max. :84.10 Max. :83.98
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. :15.10 Min. :31.32 Min. :15.28 Min. :15.21
## 1st Qu.:27.41 1st Qu.:37.31 1st Qu.:18.20 1st Qu.:18.11
## Median :37.70 Median :38.16 Median :18.62 Median :18.53
## Mean :39.42 Mean :38.41 Mean :18.74 Mean :18.65
## 3rd Qu.:48.49 3rd Qu.:39.79 3rd Qu.:19.42 3rd Qu.:19.30
## Max. :87.01 Max. :41.80 Max. :20.39 Max. :20.29
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time
## Min. :15.28 Min. :37.63 Min. :20.97 Min. : 1.0
## 1st Qu.:18.19 1st Qu.:63.66 1st Qu.:22.84 1st Qu.: 177.0
## Median :18.61 Median :67.45 Median :23.45 Median : 649.0
## Mean :18.73 Mean :66.29 Mean :23.74 Mean : 655.8
## 3rd Qu.:19.38 3rd Qu.:71.01 3rd Qu.:24.53 3rd Qu.: 976.0
## Max. :20.39 Max. :80.49 Max. :31.44 Max. :2485.0
## RUL_reg RUL_bat RUL_motor clus clus2
## Min. : 1 Min. : 65.0 Min. : 89 Min. :4 Min. :3
## 1st Qu.: 651 1st Qu.: 552.0 1st Qu.: 997 1st Qu.:4 1st Qu.:3
## Median :1051 Median : 835.0 Median :1700 Median :4 Median :3
## Mean :1051 Mean : 863.2 Mean :1672 Mean :4 Mean :3
## 3rd Qu.:1371 3rd Qu.:1211.0 3rd Qu.:2384 3rd Qu.:4 3rd Qu.:3
## Max. :2550 Max. :1459.0 Max. :2858 Max. :4 Max. :3
## clus3 average_depth anomaly_score
## Min. :1 Min. :6.130 Min. :0.5828
## 1st Qu.:1 1st Qu.:7.570 1st Qu.:0.5879
## Median :1 Median :7.750 Median :0.5919
## Mean :1 Mean :7.679 Mean :0.5949
## 3rd Qu.:1 3rd Qu.:7.850 3rd Qu.:0.5992
## Max. :1 Max. :7.980 Max. :0.6605
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:28643 Min. : 1.00 Min. : 1.00
## 1st Qu.: 327.0 Class :character 1st Qu.: 7.00 1st Qu.:14.00
## Median : 600.0 Mode :character Median :14.00 Median :28.00
## Mean : 691.8 Mean :13.73 Mean :27.17
## 3rd Qu.: 949.0 3rd Qu.:20.00 3rd Qu.:39.00
## Max. :2531.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria
## Min. :20220921 Length:28643 Min. :2 Min. :1.00
## 1st Qu.:20220930 Class :character 1st Qu.:2 1st Qu.:1.00
## Median :20221013 Mode :character Median :2 Median :2.00
## Mean :20220993 Mean :2 Mean :1.64
## 3rd Qu.:20221020 3rd Qu.:2 3rd Qu.:2.00
## Max. :20221028 Max. :2 Max. :2.00
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:28643 Length:28643 Min. : 0.00
## 1st Qu.:112.0 Class :character Class1:hms 1st Qu.: 0.00
## Median :112.0 Mode :character Class2:difftime Median : 0.00
## Mean :106.9 Mode :numeric Mean : 6.43
## 3rd Qu.:112.5 3rd Qu.:15.18
## Max. :113.4 Max. :16.88
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.00 Min. : 0.000 Min. :-14.040 Min. :-6.320
## 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 8.740 1st Qu.: 1.250
## Median : 0.00 Median : 0.000 Median : 9.440 Median : 1.870
## Mean :19.15 Mean : 7.446 Mean : 8.387 Mean : 1.755
## 3rd Qu.:45.70 3rd Qu.:17.400 3rd Qu.: 10.300 3rd Qu.: 2.420
## Max. :60.40 Max. :25.700 Max. : 39.860 Max. :10.450
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-17.550 Min. : 0.000 Min. : 0.000 Min. : 0.020
## 1st Qu.: 1.400 1st Qu.: 1.510 1st Qu.: 7.170 1st Qu.: 7.160
## Median : 2.180 Median : 1.910 Median : 8.230 Median : 8.230
## Mean : 2.107 Mean : 1.867 Mean : 8.113 Mean : 8.122
## 3rd Qu.: 2.890 3rd Qu.: 2.210 3rd Qu.: 9.040 3rd Qu.: 9.040
## Max. : 19.730 Max. :11.660 Max. :24.430 Max. :24.100
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.000 Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 7.150 1st Qu.:0.04000 1st Qu.:0.3700 1st Qu.:0.3700
## Median : 8.220 Median :0.05000 Median :0.4300 Median :0.4300
## Mean : 8.105 Mean :0.05283 Mean :0.4207 Mean :0.4208
## 3rd Qu.: 9.040 3rd Qu.:0.06000 3rd Qu.:0.4700 3rd Qu.:0.4700
## Max. :28.220 Max. :0.30000 Max. :1.2700 Max. :1.1300
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.0000 Min. :20.96 Min. :21.40 Min. :17.09
## 1st Qu.:0.3700 1st Qu.:34.41 1st Qu.:34.37 1st Qu.:34.38
## Median :0.4300 Median :40.53 Median :40.59 Median :40.59
## Mean :0.4203 Mean :40.81 Mean :40.81 Mean :40.81
## 3rd Qu.:0.4700 3rd Qu.:46.33 3rd Qu.:46.38 3rd Qu.:46.30
## Max. :1.4600 Max. :78.25 Max. :79.40 Max. :79.72
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. : 19.45 Min. :28.26 Min. :13.48 Min. :13.11
## 1st Qu.: 34.45 1st Qu.:34.22 1st Qu.:16.69 1st Qu.:16.61
## Median : 40.59 Median :35.64 Median :17.39 Median :17.31
## Mean : 40.83 Mean :35.40 Mean :17.27 Mean :17.19
## 3rd Qu.: 46.31 3rd Qu.:36.66 3rd Qu.:17.88 3rd Qu.:17.80
## Max. :107.22 Max. :41.68 Max. :20.31 Max. :20.22
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time
## Min. :12.97 Min. :37.63 Min. :20.97 Min. : 1.0
## 1st Qu.:16.70 1st Qu.:63.66 1st Qu.:23.32 1st Qu.: 323.0
## Median :17.39 Median :66.38 Median :24.22 Median : 597.0
## Mean :17.27 Mean :66.30 Mean :24.25 Mean : 686.2
## 3rd Qu.:17.88 3rd Qu.:69.79 3rd Qu.:25.26 3rd Qu.: 943.0
## Max. :20.32 Max. :80.43 Max. :31.28 Max. :2490.0
## RUL_reg RUL_bat RUL_motor clus clus2
## Min. : 1.0 Min. : 45.0 Min. : 45 Min. :2 Min. :1.000
## 1st Qu.: 498.0 1st Qu.: 295.0 1st Qu.: 507 1st Qu.:2 1st Qu.:1.000
## Median : 850.0 Median : 616.0 Median :1115 Median :2 Median :1.000
## Mean : 868.2 Mean : 688.3 Mean :1199 Mean :2 Mean :1.129
## 3rd Qu.:1162.0 3rd Qu.:1055.0 3rd Qu.:2001 3rd Qu.:2 3rd Qu.:1.000
## Max. :2414.0 Max. :1459.0 Max. :2858 Max. :2 Max. :3.000
## clus3 average_depth anomaly_score
## Min. :1.000 Min. :5.600 Min. :0.5820
## 1st Qu.:1.000 1st Qu.:7.860 1st Qu.:0.5832
## Median :2.000 Median :7.930 Median :0.5848
## Mean :1.649 Mean :7.873 Mean :0.5871
## 3rd Qu.:2.000 3rd Qu.:7.970 3rd Qu.:0.5875
## Max. :2.000 Max. :8.000 Max. :0.6846
##
## Cluster 3 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 9.0 Length:14944 Min. : 1.00 Min. : 1.00
## 1st Qu.: 542.0 Class :character 1st Qu.: 6.00 1st Qu.:13.00
## Median : 799.0 Mode :character Median :12.00 Median :24.00
## Mean : 815.7 Mean :12.21 Mean :24.19
## 3rd Qu.:1126.0 3rd Qu.:18.00 3rd Qu.:34.00
## Max. :2530.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria
## Min. :20220921 Length:14944 Min. :2 Min. :1.000
## 1st Qu.:20220929 Class :character 1st Qu.:2 1st Qu.:1.000
## Median :20221009 Mode :character Median :2 Median :2.000
## Mean :20220989 Mean :2 Mean :1.571
## 3rd Qu.:20221018 3rd Qu.:2 3rd Qu.:2.000
## Max. :20221028 Max. :2 Max. :2.000
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:14944 Length:14944 Min. : 0.00
## 1st Qu.:112.0 Class :character Class1:hms 1st Qu.:14.77
## Median :112.0 Mode :character Class2:difftime Median :15.22
## Mean :112.0 Mode :numeric Mean :13.46
## 3rd Qu.:112.0 3rd Qu.:15.89
## Max. :113.4 Max. :16.88
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.0 Min. : 0.00 Min. :-11.00 Min. :-5.070
## 1st Qu.:41.2 1st Qu.:16.90 1st Qu.: 8.58 1st Qu.: 1.330
## Median :45.7 Median :17.60 Median : 9.44 Median : 1.790
## Mean :39.8 Mean :15.35 Mean : 9.15 Mean : 1.777
## 3rd Qu.:49.2 3rd Qu.:18.60 3rd Qu.: 10.22 3rd Qu.: 2.260
## Max. :60.4 Max. :25.70 Max. : 39.86 Max. :13.650
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-8.350 Min. :0.000 Min. : 0.056 Min. : 0.08
## 1st Qu.: 1.870 1st Qu.:2.520 1st Qu.:12.749 1st Qu.:12.69
## Median : 2.650 Median :3.050 Median :14.470 Median :14.44
## Mean : 2.683 Mean :2.934 Mean :14.548 Mean :14.51
## 3rd Qu.: 3.430 3rd Qu.:3.450 3rd Qu.:16.250 3rd Qu.:16.20
## Max. :25.900 Max. :5.200 Max. :26.790 Max. :34.10
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.01 Min. :0.00000 Min. :0.2800 Min. :0.0000
## 1st Qu.:12.65 1st Qu.:0.08000 1st Qu.:0.6600 1st Qu.:0.6600
## Median :14.38 Median :0.09000 Median :0.7500 Median :0.7500
## Mean :14.45 Mean :0.08733 Mean :0.7566 Mean :0.7521
## 3rd Qu.:16.20 3rd Qu.:0.10000 3rd Qu.:0.8400 3rd Qu.:0.8400
## Max. :27.22 Max. :0.16000 Max. :1.3900 Max. :1.7700
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.0000 Min. : 18.97 Min. :20.54 Min. :20.85
## 1st Qu.:0.6600 1st Qu.: 39.40 1st Qu.:39.24 1st Qu.:39.59
## Median :0.7500 Median : 48.49 Median :48.55 Median :48.49
## Mean :0.7498 Mean : 49.52 Mean :49.56 Mean :49.68
## 3rd Qu.:0.8400 3rd Qu.: 60.77 3rd Qu.:60.77 3rd Qu.:60.75
## Max. :1.4100 Max. :105.14 Max. :95.53 Max. :97.31
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. : 15.10 Min. :30.64 Min. :14.98 Min. :14.91
## 1st Qu.: 39.59 1st Qu.:32.00 1st Qu.:15.60 1st Qu.:15.54
## Median : 48.49 Median :33.67 Median :16.43 Median :16.35
## Mean : 49.65 Mean :33.52 Mean :16.35 Mean :16.27
## 3rd Qu.: 60.55 3rd Qu.:34.70 3rd Qu.:16.93 3rd Qu.:16.85
## Max. :112.72 Max. :40.52 Max. :19.26 Max. :19.60
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time
## Min. :13.94 Min. :37.63 Min. :20.97 Min. : 9.0
## 1st Qu.:15.61 1st Qu.:60.90 1st Qu.:22.97 1st Qu.: 535.0
## Median :16.44 Median :66.23 Median :23.73 Median : 790.0
## Mean :16.36 Mean :64.03 Mean :24.02 Mean : 808.3
## 3rd Qu.:16.94 3rd Qu.:69.13 3rd Qu.:24.63 3rd Qu.:1117.0
## Max. :20.18 Max. :80.49 Max. :31.42 Max. :2489.0
## RUL_reg RUL_bat RUL_motor clus clus2
## Min. : 1.0 Min. : 45.0 Min. : 45 Min. :3 Min. :1.000
## 1st Qu.: 291.0 1st Qu.: 389.0 1st Qu.: 784 1st Qu.:3 1st Qu.:1.000
## Median : 669.0 Median : 740.0 Median :1340 Median :3 Median :1.000
## Mean : 650.2 Mean : 745.6 Mean :1355 Mean :3 Mean :1.471
## 3rd Qu.: 955.0 3rd Qu.:1055.0 3rd Qu.:2001 3rd Qu.:3 3rd Qu.:2.000
## Max. :2233.0 Max. :1459.0 Max. :2858 Max. :3 Max. :2.000
## clus3 average_depth anomaly_score
## Min. :2 Min. :5.33 Min. :0.5820
## 1st Qu.:2 1st Qu.:7.33 1st Qu.:0.5895
## Median :2 Median :7.61 Median :0.5976
## Mean :2 Mean :7.52 Mean :0.6014
## 3rd Qu.:2 3rd Qu.:7.81 3rd Qu.:0.6090
## Max. :2 Max. :8.00 Max. :0.6972
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 443 Length:8834 Min. : 1.00 Min. : 3.00
## 1st Qu.:1254 Class :character 1st Qu.: 8.00 1st Qu.: 9.00
## Median :1404 Mode :character Median :13.00 Median :14.00
## Mean :1449 Mean :12.37 Mean :13.99
## 3rd Qu.:1596 3rd Qu.:17.00 3rd Qu.:19.00
## Max. :2603 Max. :23.00 Max. :44.00
## fecha exp motor bateria
## Min. :20220922 Length:8834 Min. :2 Min. :1.000
## 1st Qu.:20220925 Class :character 1st Qu.:2 1st Qu.:1.000
## Median :20220930 Mode :character Median :2 Median :1.000
## Mean :20220958 Mean :2 Mean :1.077
## 3rd Qu.:20221003 3rd Qu.:2 3rd Qu.:1.000
## Max. :20221026 Max. :2 Max. :2.000
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:8834 Length:8834 Min. : 0.000
## 1st Qu.:111.0 Class :character Class1:hms 1st Qu.: 0.000
## Median :112.0 Mode :character Class2:difftime Median :13.650
## Mean :109.0 Mode :numeric Mean : 9.101
## 3rd Qu.:112.0 3rd Qu.:16.540
## Max. :113.4 Max. :16.880
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.00 Min. : 0.000 Min. :-11.310 Min. :-10.690
## 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 8.420 1st Qu.: 1.010
## Median :42.80 Median :16.000 Median : 9.280 Median : 1.640
## Mean :28.11 Mean : 9.958 Mean : 6.985 Mean : 1.554
## 3rd Qu.:52.70 3rd Qu.:17.100 3rd Qu.: 9.830 3rd Qu.: 2.260
## Max. :60.40 Max. :25.700 Max. : 21.370 Max. : 7.640
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-4.990 Min. :0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 1.720 1st Qu.:0.300 1st Qu.: 4.330 1st Qu.: 4.400
## Median : 2.500 Median :0.820 Median : 8.780 Median : 8.770
## Mean : 2.307 Mean :1.106 Mean : 9.068 Mean : 9.068
## 3rd Qu.: 3.200 3rd Qu.:1.780 3rd Qu.:13.930 3rd Qu.:13.898
## Max. :11.310 Max. :4.080 Max. :27.480 Max. :24.670
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.000 Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 4.460 1st Qu.:0.01000 1st Qu.:0.2200 1st Qu.:0.2200
## Median : 8.820 Median :0.03000 Median :0.4600 Median :0.4500
## Mean : 9.089 Mean :0.03531 Mean :0.4691 Mean :0.4693
## 3rd Qu.:13.950 3rd Qu.:0.06000 3rd Qu.:0.7200 3rd Qu.:0.7200
## Max. :26.650 Max. :0.13000 Max. :1.4200 Max. :1.2800
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.000 Min. : 49.04 Min. : 50.18 Min. : 41.56
## 1st Qu.:0.230 1st Qu.: 71.51 1st Qu.: 71.96 1st Qu.: 71.19
## Median :0.460 Median : 82.59 Median : 83.27 Median : 83.27
## Mean :0.472 Mean : 81.98 Mean : 81.97 Mean : 81.94
## 3rd Qu.:0.730 3rd Qu.: 93.90 3rd Qu.: 95.07 3rd Qu.: 93.48
## Max. :1.380 Max. :119.35 Max. :112.13 Max. :117.22
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. : 47.33 Min. :29.92 Min. :12.29 Min. :14.50
## 1st Qu.: 71.19 1st Qu.:30.46 1st Qu.:14.85 1st Qu.:14.78
## Median : 83.27 Median :30.85 Median :15.05 Median :14.97
## Mean : 82.07 Mean :31.09 Mean :15.16 Mean :15.09
## 3rd Qu.: 94.14 3rd Qu.:31.20 3rd Qu.:15.22 3rd Qu.:15.15
## Max. :112.72 Max. :36.95 Max. :18.18 Max. :17.40
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :14.57 Min. :37.63 Min. :21.25 Min. : 443 Min. : 1.0
## 1st Qu.:14.86 1st Qu.:55.50 1st Qu.:23.12 1st Qu.:1242 1st Qu.: 92.0
## Median :15.05 Median :65.28 Median :24.08 Median :1391 Median :202.0
## Mean :15.16 Mean :62.11 Mean :24.51 Mean :1437 Mean :245.7
## 3rd Qu.:15.22 3rd Qu.:67.81 3rd Qu.:25.80 3rd Qu.:1587 3rd Qu.:349.0
## Max. :18.20 Max. :79.99 Max. :28.03 Max. :2550 Max. :928.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 65 Min. : 250 Min. :1 Min. :2.000 Min. :1.000
## 1st Qu.: 318 1st Qu.:1644 1st Qu.:1 1st Qu.:2.000 1st Qu.:2.000
## Median : 574 Median :2001 Median :1 Median :2.000 Median :2.000
## Mean : 629 Mean :1945 Mean :1 Mean :2.022 Mean :1.961
## 3rd Qu.: 878 3rd Qu.:2219 3rd Qu.:1 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :1449 Max. :2690 Max. :1 Max. :3.000 Max. :2.000
## average_depth anomaly_score
## Min. :5.380 Min. :0.5840
## 1st Qu.:7.060 1st Qu.:0.5984
## Median :7.380 Median :0.6069
## Mean :7.295 Mean :0.6107
## 3rd Qu.:7.590 3rd Qu.:0.6202
## Max. :7.950 Max. :0.6949
##
## -----------------
## Summary for clus2
##
## Cluster 3 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:21117 Min. : 1.00 Min. : 1.00
## 1st Qu.: 197.0 Class :character 1st Qu.: 5.00 1st Qu.: 7.00
## Median : 653.0 Mode :character Median :10.00 Median :18.00
## Mean : 667.8 Mean :10.17 Mean :19.02
## 3rd Qu.: 982.0 3rd Qu.:15.00 3rd Qu.:29.00
## Max. :2526.0 Max. :26.00 Max. :47.00
## fecha exp motor bateria
## Min. :20220921 Length:21117 Min. :2 Min. :1.000
## 1st Qu.:20220924 Class :character 1st Qu.:2 1st Qu.:1.000
## Median :20221002 Mode :character Median :2 Median :1.000
## Mean :20220973 Mean :2 Mean :1.422
## 3rd Qu.:20221014 3rd Qu.:2 3rd Qu.:2.000
## Max. :20221028 Max. :2 Max. :2.000
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:21117 Length:21117 Min. : 0.00
## 1st Qu.:111.7 Class :character Class1:hms 1st Qu.: 0.00
## Median :112.0 Mode :character Class2:difftime Median :15.07
## Mean :107.7 Mode :numeric Mean :10.47
## 3rd Qu.:112.0 3rd Qu.:15.73
## Max. :113.4 Max. :16.88
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.00 Min. : 0.0 Min. :-23.630 Min. :-9.440
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 8.810 1st Qu.: 1.010
## Median :43.70 Median :17.1 Median : 9.520 Median : 1.720
## Mean :30.66 Mean :11.7 Mean : 7.941 Mean : 1.693
## 3rd Qu.:47.20 3rd Qu.:17.9 3rd Qu.: 9.830 3rd Qu.: 2.340
## Max. :60.40 Max. :25.7 Max. : 39.860 Max. :20.510
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-27.920 Min. :0.0000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 1.480 1st Qu.:0.1400 1st Qu.: 0.080 1st Qu.: 0.080
## Median : 2.260 Median :0.1800 Median : 0.100 Median : 0.100
## Mean : 2.055 Mean :0.3716 Mean : 1.337 Mean : 1.362
## 3rd Qu.: 2.650 3rd Qu.:0.4700 3rd Qu.: 2.080 3rd Qu.: 2.110
## Max. : 20.830 Max. :6.3000 Max. :22.500 Max. :20.755
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.000 Min. :0.000000 Min. :0.00000 Min. :0.0000
## 1st Qu.: 0.080 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.0000
## Median : 0.100 Median :0.000000 Median :0.01000 Median :0.0100
## Mean : 1.454 Mean :0.007922 Mean :0.06558 Mean :0.0679
## 3rd Qu.: 2.160 3rd Qu.:0.010000 3rd Qu.:0.11000 3rd Qu.:0.1100
## Max. :19.040 Max. :0.160000 Max. :1.17000 Max. :0.9850
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.00000 Min. :18.80 Min. :15.99 Min. :18.54
## 1st Qu.:0.00000 1st Qu.:28.85 1st Qu.:28.65 1st Qu.:28.68
## Median :0.01000 Median :38.36 Median :38.13 Median :38.43
## Mean :0.07255 Mean :39.93 Mean :39.89 Mean :39.88
## 3rd Qu.:0.11000 3rd Qu.:48.57 3rd Qu.:48.64 3rd Qu.:48.54
## Max. :1.05000 Max. :88.09 Max. :88.51 Max. :90.30
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. :15.10 Min. :28.83 Min. :13.75 Min. :13.82
## 1st Qu.:29.02 1st Qu.:37.19 1st Qu.:18.14 1st Qu.:18.05
## Median :38.32 Median :37.96 Median :18.52 Median :18.43
## Mean :39.90 Mean :38.24 Mean :18.66 Mean :18.57
## 3rd Qu.:48.49 3rd Qu.:39.50 3rd Qu.:19.27 3rd Qu.:19.17
## Max. :89.21 Max. :41.80 Max. :20.39 Max. :20.29
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time
## Min. :13.75 Min. :37.63 Min. :20.97 Min. : 1.0
## 1st Qu.:18.13 1st Qu.:63.66 1st Qu.:22.86 1st Qu.: 194.0
## Median :18.51 Median :67.42 Median :23.45 Median : 646.0
## Mean :18.65 Mean :66.17 Mean :23.75 Mean : 660.8
## 3rd Qu.:19.25 3rd Qu.:70.84 3rd Qu.:24.53 3rd Qu.: 974.0
## Max. :20.39 Max. :80.49 Max. :31.44 Max. :2486.0
## RUL_reg RUL_bat RUL_motor clus clus2
## Min. : 1 Min. : 65.0 Min. : 89 Min. :1.00 Min. :3
## 1st Qu.: 646 1st Qu.: 552.0 1st Qu.:1055 1st Qu.:4.00 1st Qu.:3
## Median :1046 Median : 835.0 Median :1700 Median :4.00 Median :3
## Mean :1041 Mean : 855.7 Mean :1674 Mean :3.83 Mean :3
## 3rd Qu.:1360 3rd Qu.:1211.0 3rd Qu.:2384 3rd Qu.:4.00 3rd Qu.:3
## Max. :2550 Max. :1459.0 Max. :2858 Max. :4.00 Max. :3
## clus3 average_depth anomaly_score
## Min. :1 Min. :6.130 Min. :0.5824
## 1st Qu.:1 1st Qu.:7.580 1st Qu.:0.5875
## Median :1 Median :7.750 Median :0.5919
## Mean :1 Mean :7.682 Mean :0.5947
## 3rd Qu.:1 3rd Qu.:7.860 3rd Qu.:0.5988
## Max. :1 Max. :7.990 Max. :0.6605
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:34346 Min. : 1.00 Min. : 1.00
## 1st Qu.: 331.2 Class :character 1st Qu.: 7.00 1st Qu.:15.00
## Median : 587.0 Mode :character Median :14.00 Median :29.00
## Mean : 669.1 Mean :13.55 Mean :27.54
## 3rd Qu.: 935.0 3rd Qu.:20.00 3rd Qu.:39.00
## Max. :2531.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria
## Min. :20220921 Length:34346 Min. :2 Min. :1.000
## 1st Qu.:20220930 Class :character 1st Qu.:2 1st Qu.:1.000
## Median :20221014 Mode :character Median :2 Median :2.000
## Mean :20220994 Mean :2 Mean :1.666
## 3rd Qu.:20221020 3rd Qu.:2 3rd Qu.:2.000
## Max. :20221028 Max. :2 Max. :2.000
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:34346 Length:34346 Min. : 0.000
## 1st Qu.:112.0 Class :character Class1:hms 1st Qu.: 0.000
## Median :112.0 Mode :character Class2:difftime Median :13.210
## Mean :108.4 Mode :numeric Mean : 7.973
## 3rd Qu.:112.5 3rd Qu.:15.220
## Max. :113.4 Max. :16.880
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.00 Min. : 0.000 Min. :-11.700 Min. :-6.320
## 1st Qu.: 0.00 1st Qu.: 0.000 1st Qu.: 8.740 1st Qu.: 1.250
## Median :41.00 Median :15.000 Median : 9.440 Median : 1.870
## Mean :23.64 Mean : 9.262 Mean : 8.677 Mean : 1.796
## 3rd Qu.:46.00 3rd Qu.:17.800 3rd Qu.: 10.300 3rd Qu.: 2.420
## Max. :60.40 Max. :25.700 Max. : 39.860 Max. :12.170
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-10.060 Min. : 0.000 Min. : 0.040 Min. : 0.030
## 1st Qu.: 1.480 1st Qu.: 1.710 1st Qu.: 7.710 1st Qu.: 7.704
## Median : 2.260 Median : 2.090 Median : 8.750 Median : 8.750
## Mean : 2.237 Mean : 2.202 Mean : 9.611 Mean : 9.608
## 3rd Qu.: 2.960 3rd Qu.: 2.690 3rd Qu.:10.850 3rd Qu.:10.810
## Max. : 25.900 Max. :11.660 Max. :26.070 Max. :26.610
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.000 Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 7.690 1st Qu.:0.05000 1st Qu.:0.4000 1st Qu.:0.4000
## Median : 8.740 Median :0.06000 Median :0.4500 Median :0.4500
## Mean : 9.571 Mean :0.06286 Mean :0.4991 Mean :0.4977
## 3rd Qu.:10.814 3rd Qu.:0.08000 3rd Qu.:0.5650 3rd Qu.:0.5600
## Max. :28.220 Max. :0.30000 Max. :1.3500 Max. :1.3800
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.0000 Min. :18.97 Min. :20.54 Min. :17.09
## 1st Qu.:0.4000 1st Qu.:34.41 1st Qu.:34.28 1st Qu.:34.42
## Median :0.4500 Median :39.98 Median :40.05 Median :40.09
## Mean :0.4964 Mean :40.34 Mean :40.34 Mean :40.35
## 3rd Qu.:0.5600 3rd Qu.:46.06 3rd Qu.:46.06 3rd Qu.:46.06
## Max. :1.4600 Max. :78.25 Max. :79.40 Max. :79.72
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. :15.10 Min. :28.26 Min. :13.48 Min. :13.11
## 1st Qu.:34.45 1st Qu.:34.02 1st Qu.:16.59 1st Qu.:16.52
## Median :40.09 Median :35.30 Median :17.22 Median :17.14
## Mean :40.36 Mean :35.18 Mean :17.16 Mean :17.08
## 3rd Qu.:46.06 3rd Qu.:36.37 3rd Qu.:17.74 3rd Qu.:17.66
## Max. :91.08 Max. :41.68 Max. :20.31 Max. :20.22
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time
## Min. :12.97 Min. :37.63 Min. :20.97 Min. : 1.0
## 1st Qu.:16.60 1st Qu.:63.42 1st Qu.:23.12 1st Qu.: 327.0
## Median :17.23 Median :66.38 Median :24.00 Median : 583.0
## Mean :17.16 Mean :66.15 Mean :24.16 Mean : 663.5
## 3rd Qu.:17.74 3rd Qu.:69.89 3rd Qu.:25.15 3rd Qu.: 928.0
## Max. :20.32 Max. :80.49 Max. :31.28 Max. :2490.0
## RUL_reg RUL_bat RUL_motor clus clus2
## Min. : 1.0 Min. : 45.0 Min. : 45 Min. :2.00 Min. :1
## 1st Qu.: 495.0 1st Qu.: 337.0 1st Qu.: 507 1st Qu.:2.00 1st Qu.:1
## Median : 833.0 Median : 671.0 Median :1055 Median :2.00 Median :1
## Mean : 852.8 Mean : 701.8 Mean :1175 Mean :2.23 Mean :1
## 3rd Qu.:1145.0 3rd Qu.:1055.0 3rd Qu.:1903 3rd Qu.:2.00 3rd Qu.:1
## Max. :2411.0 Max. :1459.0 Max. :2858 Max. :3.00 Max. :1
## clus3 average_depth anomaly_score
## Min. :1.000 Min. :5.330 Min. :0.5820
## 1st Qu.:2.000 1st Qu.:7.790 1st Qu.:0.5836
## Median :2.000 Median :7.910 Median :0.5856
## Mean :1.751 Mean :7.801 Mean :0.5900
## 3rd Qu.:2.000 3rd Qu.:7.960 3rd Qu.:0.5903
## Max. :2.000 Max. :8.000 Max. :0.6972
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 243 Length:16376 Min. : 1.00 Min. : 2.00
## 1st Qu.:1064 Class :character 1st Qu.: 8.00 1st Qu.:10.00
## Median :1251 Mode :character Median :13.00 Median :16.00
## Mean :1257 Mean :12.27 Mean :17.48
## 3rd Qu.:1454 3rd Qu.:17.00 3rd Qu.:21.00
## Max. :2603 Max. :27.00 Max. :48.00
## fecha exp motor bateria
## Min. :20220921 Length:16376 Min. :2 Min. :1.000
## 1st Qu.:20220928 Class :character 1st Qu.:2 1st Qu.:1.000
## Median :20221001 Mode :character Median :2 Median :1.000
## Mean :20220969 Mean :2 Mean :1.248
## 3rd Qu.:20221005 3rd Qu.:2 3rd Qu.:1.000
## Max. :20221028 Max. :2 Max. :2.000
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:16376 Length:16376 Min. : 0.00
## 1st Qu.:111.4 Class :character Class1:hms 1st Qu.: 0.00
## Median :112.0 Mode :character Class2:difftime Median :15.18
## Mean :110.6 Mode :numeric Mean :10.65
## 3rd Qu.:112.0 3rd Qu.:16.54
## Max. :113.4 Max. :16.88
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.00 Min. : 0.00 Min. :-11.310 Min. :-10.690
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 8.580 1st Qu.: 1.170
## Median :44.90 Median :16.90 Median : 9.280 Median : 1.720
## Mean :32.18 Mean :11.77 Mean : 7.912 Mean : 1.626
## 3rd Qu.:50.50 3rd Qu.:17.80 3rd Qu.: 9.980 3rd Qu.: 2.180
## Max. :60.40 Max. :25.70 Max. : 30.890 Max. : 13.650
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-8.350 Min. :0.000 Min. : 0.00 Min. : 0.00
## 1st Qu.: 1.790 1st Qu.:0.720 1st Qu.: 8.08 1st Qu.: 8.11
## Median : 2.570 Median :1.880 Median :12.88 Median :12.80
## Mean : 2.486 Mean :1.821 Mean :11.71 Mean :11.70
## 3rd Qu.: 3.280 3rd Qu.:2.750 3rd Qu.:15.80 3rd Qu.:15.78
## Max. :14.820 Max. :5.180 Max. :27.48 Max. :34.10
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.000 Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 8.074 1st Qu.:0.02000 1st Qu.:0.4200 1st Qu.:0.4200
## Median :12.830 Median :0.06000 Median :0.6700 Median :0.6675
## Mean :11.693 Mean :0.05664 Mean :0.6075 Mean :0.6065
## 3rd Qu.:15.790 3rd Qu.:0.08000 3rd Qu.:0.8200 3rd Qu.:0.8200
## Max. :26.650 Max. :0.16000 Max. :1.4200 Max. :1.7700
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.0000 Min. : 31.61 Min. : 33.52 Min. : 35.17
## 1st Qu.:0.4200 1st Qu.: 59.01 1st Qu.: 58.89 1st Qu.: 58.94
## Median :0.6700 Median : 68.01 Median : 68.06 Median : 68.75
## Mean :0.6072 Mean : 71.48 Mean : 71.53 Mean : 71.59
## 3rd Qu.:0.8200 3rd Qu.: 84.01 3rd Qu.: 83.98 3rd Qu.: 83.98
## Max. :1.3800 Max. :119.35 Max. :112.13 Max. :117.22
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. : 29.02 Min. :29.92 Min. :12.29 Min. :14.50
## 1st Qu.: 58.93 1st Qu.:30.79 1st Qu.:15.02 1st Qu.:14.95
## Median : 69.05 Median :31.21 Median :15.23 Median :15.15
## Mean : 71.64 Mean :31.74 Mean :15.48 Mean :15.40
## 3rd Qu.: 83.98 3rd Qu.:32.61 3rd Qu.:15.92 3rd Qu.:15.84
## Max. :112.72 Max. :38.36 Max. :18.17 Max. :18.29
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time
## Min. :13.94 Min. :37.63 Min. :21.25 Min. : 243
## 1st Qu.:15.02 1st Qu.:55.50 1st Qu.:23.12 1st Qu.:1053
## Median :15.23 Median :65.28 Median :24.08 Median :1243
## Mean :15.48 Mean :62.44 Mean :24.42 Mean :1247
## 3rd Qu.:15.91 3rd Qu.:68.44 3rd Qu.:25.65 3rd Qu.:1444
## Max. :18.29 Max. :79.99 Max. :31.42 Max. :2550
## RUL_reg RUL_bat RUL_motor clus clus2
## Min. : 1.0 Min. : 45.0 Min. : 45 Min. :1.000 Min. :2
## 1st Qu.: 116.8 1st Qu.: 318.0 1st Qu.:1514 1st Qu.:1.000 1st Qu.:2
## Median : 264.0 Median : 602.0 Median :1830 Median :1.000 Median :2
## Mean : 359.2 Mean : 671.8 Mean :1743 Mean :1.903 Mean :2
## 3rd Qu.: 541.0 3rd Qu.: 985.0 3rd Qu.:2139 3rd Qu.:3.000 3rd Qu.:2
## Max. :1414.0 Max. :1449.0 Max. :2802 Max. :3.000 Max. :2
## clus3 average_depth anomaly_score
## Min. :1.000 Min. :5.380 Min. :0.5824
## 1st Qu.:2.000 1st Qu.:7.178 1st Qu.:0.5931
## Median :2.000 Median :7.490 Median :0.6024
## Mean :1.991 Mean :7.406 Mean :0.6061
## 3rd Qu.:2.000 3rd Qu.:7.720 3rd Qu.:0.6153
## Max. :2.000 Max. :7.990 Max. :0.6949
##
## -----------------
## Summary for clus3
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:29817 Min. : 1.00 Min. : 1.00
## 1st Qu.: 218.0 Class :character 1st Qu.: 5.00 1st Qu.: 9.00
## Median : 506.0 Mode :character Median :10.00 Median :20.00
## Mean : 611.4 Mean :10.57 Mean :20.16
## 3rd Qu.: 897.0 3rd Qu.:15.00 3rd Qu.:31.00
## Max. :2601.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria
## Min. :20220921 Length:29817 Min. :2 Min. :1.000
## 1st Qu.:20220925 Class :character 1st Qu.:2 1st Qu.:1.000
## Median :20221005 Mode :character Median :2 Median :1.000
## Mean :20220976 Mean :2 Mean :1.456
## 3rd Qu.:20221016 3rd Qu.:2 3rd Qu.:2.000
## Max. :20221028 Max. :2 Max. :2.000
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:29817 Length:29817 Min. : 0.000
## 1st Qu.:111.4 Class :character Class1:hms 1st Qu.: 0.000
## Median :112.0 Mode :character Class2:difftime Median :15.000
## Mean :107.6 Mode :numeric Mean : 9.443
## 3rd Qu.:112.0 3rd Qu.:15.560
## Max. :113.4 Max. :16.880
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.0 Min. : 0.00 Min. :-23.630 Min. :-9.440
## 1st Qu.: 0.0 1st Qu.: 0.00 1st Qu.: 8.810 1st Qu.: 1.090
## Median :42.3 Median :16.90 Median : 9.520 Median : 1.720
## Mean :27.7 Mean :10.62 Mean : 8.163 Mean : 1.703
## 3rd Qu.:46.8 3rd Qu.:17.80 3rd Qu.: 9.980 3rd Qu.: 2.340
## Max. :60.4 Max. :25.70 Max. : 39.860 Max. :20.510
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-27.920 Min. : 0.0000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 1.480 1st Qu.: 0.1500 1st Qu.: 0.080 1st Qu.: 0.080
## Median : 2.260 Median : 0.4100 Median : 1.710 Median : 1.800
## Mean : 2.084 Mean : 0.7281 Mean : 3.038 Mean : 3.059
## 3rd Qu.: 2.730 3rd Qu.: 1.2600 3rd Qu.: 6.230 3rd Qu.: 6.230
## Max. : 20.830 Max. :10.5000 Max. :22.500 Max. :20.755
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.000 Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 0.080 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000
## Median : 1.850 Median :0.01000 Median :0.0800 Median :0.0900
## Mean : 3.123 Mean :0.01819 Mean :0.1548 Mean :0.1565
## 3rd Qu.: 6.310 3rd Qu.:0.03000 3rd Qu.:0.3200 3rd Qu.:0.3200
## Max. :28.220 Max. :0.26000 Max. :1.1700 Max. :1.0700
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.0000 Min. :18.80 Min. :15.99 Min. :18.54
## 1st Qu.:0.0000 1st Qu.:30.13 1st Qu.:30.07 1st Qu.:30.07
## Median :0.0900 Median :37.65 Median :37.64 Median :37.65
## Mean :0.1599 Mean :39.34 Mean :39.30 Mean :39.30
## 3rd Qu.:0.3300 3rd Qu.:46.40 3rd Qu.:46.46 3rd Qu.:46.40
## Max. :1.4600 Max. :97.31 Max. :95.92 Max. :97.31
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. :15.10 Min. :28.26 Min. :13.48 Min. :13.11
## 1st Qu.:30.07 1st Qu.:36.68 1st Qu.:17.90 1st Qu.:17.81
## Median :37.65 Median :37.53 Median :18.31 Median :18.22
## Mean :39.31 Mean :37.78 Mean :18.43 Mean :18.34
## 3rd Qu.:46.43 3rd Qu.:38.84 3rd Qu.:18.95 3rd Qu.:18.85
## Max. :97.31 Max. :41.80 Max. :20.39 Max. :20.29
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time
## Min. :12.97 Min. :37.63 Min. :20.97 Min. : 1.0
## 1st Qu.:17.89 1st Qu.:63.66 1st Qu.:22.90 1st Qu.: 214.0
## Median :18.30 Median :66.73 Median :23.60 Median : 502.0
## Mean :18.42 Mean :66.25 Mean :23.81 Mean : 605.4
## 3rd Qu.:18.94 3rd Qu.:70.66 3rd Qu.:24.63 3rd Qu.: 890.0
## Max. :20.39 Max. :80.49 Max. :31.44 Max. :2548.0
## RUL_reg RUL_bat RUL_motor clus clus2
## Min. : 1 Min. : 45.0 Min. : 45 Min. :1.000 Min. :1.000
## 1st Qu.: 716 1st Qu.: 552.0 1st Qu.: 944 1st Qu.:2.000 1st Qu.:1.000
## Median :1104 Median : 835.0 Median :1584 Median :4.000 Median :3.000
## Mean :1088 Mean : 834.5 Mean :1605 Mean :3.291 Mean :2.421
## 3rd Qu.:1375 3rd Qu.:1152.0 3rd Qu.:2219 3rd Qu.:4.000 3rd Qu.:3.000
## Max. :2550 Max. :1459.0 Max. :2858 Max. :4.000 Max. :3.000
## clus3 average_depth anomaly_score
## Min. :1 Min. :5.830 Min. :0.5820
## 1st Qu.:1 1st Qu.:7.640 1st Qu.:0.5856
## Median :1 Median :7.810 Median :0.5895
## Mean :1 Mean :7.731 Mean :0.5928
## 3rd Qu.:1 3rd Qu.:7.910 3rd Qu.:0.5964
## Max. :1 Max. :8.000 Max. :0.6741
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 8.0 Length:42022 Min. : 1.00 Min. : 1.00
## 1st Qu.: 558.0 Class :character 1st Qu.: 7.00 1st Qu.:13.00
## Median : 940.0 Mode :character Median :13.00 Median :23.00
## Mean : 938.6 Mean :13.46 Mean :24.58
## 3rd Qu.:1261.0 3rd Qu.:19.00 3rd Qu.:37.00
## Max. :2603.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria
## Min. :20220921 Length:42022 Min. :2 Min. :1.000
## 1st Qu.:20220929 Class :character 1st Qu.:2 1st Qu.:1.000
## Median :20221008 Mode :character Median :2 Median :2.000
## Mean :20220986 Mean :2 Mean :1.529
## 3rd Qu.:20221019 3rd Qu.:2 3rd Qu.:2.000
## Max. :20221028 Max. :2 Max. :2.000
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:42022 Length:42022 Min. : 0.000
## 1st Qu.:112.0 Class :character Class1:hms 1st Qu.: 0.000
## Median :112.0 Mode :character Class2:difftime Median :15.000
## Mean :109.5 Mode :numeric Mean : 9.227
## 3rd Qu.:112.2 3rd Qu.:15.560
## Max. :113.4 Max. :16.880
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.00 Min. : 0.0 Min. :-11.700 Min. :-10.690
## 1st Qu.: 0.00 1st Qu.: 0.0 1st Qu.: 8.660 1st Qu.: 1.250
## Median :42.30 Median :16.9 Median : 9.360 Median : 1.790
## Mean :27.61 Mean :10.5 Mean : 8.374 Mean : 1.744
## 3rd Qu.:46.30 3rd Qu.:17.8 3rd Qu.: 10.140 3rd Qu.: 2.340
## Max. :60.40 Max. :25.7 Max. : 39.860 Max. : 13.650
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-8.890 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 1.640 1st Qu.: 1.67 1st Qu.: 8.31 1st Qu.: 8.31
## Median : 2.420 Median : 2.17 Median : 9.96 Median : 9.94
## Mean : 2.352 Mean : 2.18 Mean :10.94 Mean :10.93
## 3rd Qu.: 3.120 3rd Qu.: 2.89 3rd Qu.:14.13 3rd Qu.:14.10
## Max. :25.900 Max. :11.66 Max. :27.48 Max. :34.10
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.00 Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.: 8.29 1st Qu.:0.05000 1st Qu.:0.4300 1st Qu.:0.4300
## Median : 9.90 Median :0.06000 Median :0.5200 Median :0.5150
## Mean :10.89 Mean :0.06452 Mean :0.5678 Mean :0.5662
## 3rd Qu.:14.07 3rd Qu.:0.08000 3rd Qu.:0.7300 3rd Qu.:0.7300
## Max. :27.22 Max. :0.30000 Max. :1.4200 Max. :1.7700
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.0000 Min. : 18.97 Min. : 20.54 Min. : 17.09
## 1st Qu.:0.4300 1st Qu.: 39.28 1st Qu.: 39.24 1st Qu.: 39.59
## Median :0.5100 Median : 47.70 Median : 47.95 Median : 47.87
## Mean :0.5653 Mean : 52.98 Mean : 53.00 Mean : 53.03
## 3rd Qu.:0.7300 3rd Qu.: 62.89 3rd Qu.: 62.96 3rd Qu.: 63.18
## Max. :1.4100 Max. :119.35 Max. :112.13 Max. :117.22
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. : 15.10 Min. :29.92 Min. :12.29 Min. :14.50
## 1st Qu.: 39.59 1st Qu.:31.63 1st Qu.:15.43 1st Qu.:15.36
## Median : 47.81 Median :33.73 Median :16.45 Median :16.38
## Mean : 53.07 Mean :33.53 Mean :16.35 Mean :16.28
## 3rd Qu.: 63.26 3rd Qu.:35.13 3rd Qu.:17.14 3rd Qu.:17.05
## Max. :112.72 Max. :41.66 Max. :19.95 Max. :19.90
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time
## Min. :13.94 Min. :37.63 Min. :20.97 Min. : 8.0
## 1st Qu.:15.43 1st Qu.:61.33 1st Qu.:23.12 1st Qu.: 553.0
## Median :16.46 Median :66.05 Median :24.08 Median : 933.0
## Mean :16.36 Mean :64.64 Mean :24.30 Mean : 930.8
## 3rd Qu.:17.14 3rd Qu.:69.67 3rd Qu.:25.39 3rd Qu.:1253.0
## Max. :20.18 Max. :80.49 Max. :31.42 Max. :2550.0
## RUL_reg RUL_bat RUL_motor clus
## Min. : 1.0 Min. : 45.0 Min. : 45 Min. :1.000
## 1st Qu.: 244.0 1st Qu.: 318.0 1st Qu.: 616 1st Qu.:2.000
## Median : 536.0 Median : 616.0 Median :1397 Median :2.000
## Mean : 588.1 Mean : 673.3 Mean :1342 Mean :2.154
## 3rd Qu.: 871.0 3rd Qu.: 997.0 3rd Qu.:2001 3rd Qu.:3.000
## Max. :2400.0 Max. :1459.0 Max. :2858 Max. :3.000
## clus2 clus3 average_depth anomaly_score
## Min. :1.000 Min. :2 Min. :5.330 Min. :0.5820
## 1st Qu.:1.000 1st Qu.:2 1st Qu.:7.460 1st Qu.:0.5848
## Median :1.000 Median :2 Median :7.790 Median :0.5903
## Mean :1.386 Mean :2 Mean :7.637 Mean :0.5967
## 3rd Qu.:2.000 3rd Qu.:2 3rd Qu.:7.930 3rd Qu.:0.6037
## Max. :2.000 Max. :2 Max. :8.000 Max. :0.6972
##
## -----------------
summary motor 2 con batería 1
## Summary for clus
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:10916 Min. : 1.000 Min. : 1.000
## 1st Qu.: 212.0 Class :character 1st Qu.: 4.000 1st Qu.: 4.000
## Median : 711.0 Mode :character Median : 9.000 Median : 9.000
## Mean : 743.7 Mean : 9.409 Mean : 9.409
## 3rd Qu.:1110.0 3rd Qu.:14.000 3rd Qu.:14.000
## Max. :2525.0 Max. :21.000 Max. :21.000
## fecha exp motor bateria peso_cond
## Min. :20220921 Length:10916 Min. :2 Min. :1 Min. : 0.0
## 1st Qu.:20220923 Class :character 1st Qu.:2 1st Qu.:1 1st Qu.:111.1
## Median :20220925 Mode :character Median :2 Median :1 Median :112.0
## Mean :20220941 Mean :2 Mean :1 Mean :106.2
## 3rd Qu.:20220930 3rd Qu.:2 3rd Qu.:1 3rd Qu.:112.0
## Max. :20221005 Max. :2 Max. :1 Max. :113.4
## lugar duracion distancia vel_max
## Length:10916 Length:10916 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.000 1st Qu.: 0.00
## Mode :character Class2:difftime Median : 9.490 Median : 0.00
## Mode :numeric Mean : 7.954 Mean :22.16
## 3rd Qu.:16.540 3rd Qu.:46.20
## Max. :16.880 Max. :60.40
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.000 Min. :-23.630 Min. :-9.440 Min. :-27.920
## 1st Qu.: 0.000 1st Qu.: 8.500 1st Qu.: 0.940 1st Qu.: 1.400
## Median : 0.000 Median : 9.520 Median : 1.560 Median : 2.180
## Mean : 7.651 Mean : 6.998 Mean : 1.505 Mean : 1.976
## 3rd Qu.:16.900 3rd Qu.: 9.750 3rd Qu.: 2.260 3rd Qu.: 2.570
## Max. :20.900 Max. : 39.860 Max. :20.510 Max. : 20.830
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.0000 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.:0.1400 1st Qu.: 0.080 1st Qu.: 0.080 1st Qu.: 0.080
## Median :0.1900 Median : 0.220 Median : 0.280 Median : 0.300
## Mean :0.3326 Mean : 1.213 Mean : 1.242 Mean : 1.315
## 3rd Qu.:0.4500 3rd Qu.: 2.040 3rd Qu.: 2.060 3rd Qu.: 2.080
## Max. :4.0000 Max. :21.815 Max. :16.790 Max. :18.500
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.000000 Min. :0.0000 Min. :0.0000 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.00000
## Median :0.000000 Median :0.0100 Median :0.0100 Median :0.02000
## Mean :0.006955 Mean :0.0597 Mean :0.0614 Mean :0.06597
## 3rd Qu.:0.010000 3rd Qu.:0.1100 3rd Qu.:0.1100 3rd Qu.:0.11000
## Max. :0.110000 Max. :1.0000 Max. :0.9850 Max. :1.05000
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :18.80 Min. :15.99 Min. :18.54 Min. :18.54
## 1st Qu.:30.91 1st Qu.:31.01 1st Qu.:30.99 1st Qu.:31.06
## Median :41.56 Median :41.56 Median :41.56 Median :41.56
## Mean :41.52 Mean :41.46 Mean :41.48 Mean :41.49
## 3rd Qu.:52.32 3rd Qu.:52.08 3rd Qu.:52.05 3rd Qu.:52.05
## Max. :76.17 Max. :73.67 Max. :74.68 Max. :76.92
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.74 Min. :15.16 Min. :14.90 Min. :14.59
## 1st Qu.:37.33 1st Qu.:18.22 1st Qu.:18.12 1st Qu.:18.20
## Median :38.10 Median :18.59 Median :18.49 Median :18.57
## Mean :38.45 Mean :18.76 Mean :18.66 Mean :18.74
## 3rd Qu.:39.57 3rd Qu.:19.30 3rd Qu.:19.20 3rd Qu.:19.29
## Max. :41.80 Max. :20.39 Max. :20.29 Max. :20.39
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :37.63 Min. :20.97 Min. : 1.0 Min. : 1
## 1st Qu.:64.75 1st Qu.:22.46 1st Qu.: 203.0 1st Qu.: 819
## Median :68.44 Median :23.45 Median : 704.0 Median :1211
## Mean :66.47 Mean :23.63 Mean : 734.3 Mean :1223
## 3rd Qu.:71.59 3rd Qu.:24.00 3rd Qu.:1099.0 3rd Qu.:1533
## Max. :80.49 Max. :28.03 Max. :2485.0 Max. :2550
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 65.0 Min. :1514 Min. :1 Min. :2 Min. :2
## 1st Qu.: 552.0 1st Qu.:2001 1st Qu.:1 1st Qu.:2 1st Qu.:2
## Median : 820.0 Median :2219 Median :1 Median :2 Median :2
## Mean : 838.9 Mean :2253 Mean :1 Mean :2 Mean :2
## 3rd Qu.:1211.0 3rd Qu.:2610 3rd Qu.:1 3rd Qu.:2 3rd Qu.:2
## Max. :1459.0 Max. :2858 Max. :1 Max. :2 Max. :2
## average_depth anomaly_score
## Min. :6.220 Min. :0.5820
## 1st Qu.:7.740 1st Qu.:0.5852
## Median :7.850 Median :0.5879
## Mean :7.806 Mean :0.5897
## 3rd Qu.:7.920 3rd Qu.:0.5923
## Max. :8.000 Max. :0.6565
##
## Cluster 3 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 31.0 Length:11605 Min. : 1.00 Min. : 1.00
## 1st Qu.: 312.0 Class :character 1st Qu.: 6.00 1st Qu.: 6.00
## Median : 571.0 Mode :character Median :10.00 Median :10.00
## Mean : 757.6 Mean :10.91 Mean :10.91
## 3rd Qu.: 999.0 3rd Qu.:16.00 3rd Qu.:16.00
## Max. :2531.0 Max. :21.00 Max. :21.00
## fecha exp motor bateria peso_cond
## Min. :20220921 Length:11605 Min. :2 Min. :1 Min. : 0.0
## 1st Qu.:20220924 Class :character 1st Qu.:2 1st Qu.:1 1st Qu.:110.8
## Median :20220928 Mode :character Median :2 Median :1 Median :112.0
## Mean :20220946 Mean :2 Mean :1 Mean :100.4
## 3rd Qu.:20221001 3rd Qu.:2 3rd Qu.:1 3rd Qu.:112.0
## Max. :20221005 Max. :2 Max. :1 Max. :113.4
## lugar duracion distancia vel_max
## Length:11605 Length:11605 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.000 1st Qu.: 0.00
## Mode :character Class2:difftime Median : 0.000 Median : 0.00
## Mode :numeric Mean : 6.953 Mean :20.62
## 3rd Qu.:16.520 3rd Qu.:46.00
## Max. :16.880 Max. :60.40
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.000 Min. :-11.700 Min. :-6.320 Min. :-7.020
## 1st Qu.: 0.000 1st Qu.: 7.800 1st Qu.: 0.780 1st Qu.: 1.090
## Median : 0.000 Median : 9.280 Median : 1.480 Median : 2.110
## Mean : 7.263 Mean : 6.658 Mean : 1.341 Mean : 2.026
## 3rd Qu.:17.100 3rd Qu.: 10.370 3rd Qu.: 2.110 3rd Qu.: 3.040
## Max. :20.900 Max. : 39.860 Max. : 7.180 Max. :19.730
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.040 Min. : 0.020 Min. : 0.000
## 1st Qu.: 1.270 1st Qu.: 6.530 1st Qu.: 6.520 1st Qu.: 6.507
## Median : 1.680 Median : 7.655 Median : 7.640 Median : 7.630
## Mean : 1.785 Mean : 8.181 Mean : 8.192 Mean : 8.146
## 3rd Qu.: 2.210 3rd Qu.: 9.150 3rd Qu.: 9.160 3rd Qu.: 9.130
## Max. :10.480 Max. :23.550 Max. :25.770 Max. :24.220
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.04000 1st Qu.:0.3400 1st Qu.:0.3400 1st Qu.:0.3400
## Median :0.05000 Median :0.4000 Median :0.4000 Median :0.4000
## Mean :0.05016 Mean :0.4249 Mean :0.4245 Mean :0.4228
## 3rd Qu.:0.06000 3rd Qu.:0.4700 3rd Qu.:0.4700 3rd Qu.:0.4700
## Max. :0.28000 Max. :1.2800 Max. :1.3400 Max. :1.2500
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :21.18 Min. :21.51 Min. :21.40 Min. : 19.45
## 1st Qu.:39.71 1st Qu.:39.66 1st Qu.:39.75 1st Qu.: 39.71
## Median :46.35 Median :46.40 Median :46.33 Median : 46.35
## Mean :45.53 Mean :45.52 Mean :45.54 Mean : 45.58
## 3rd Qu.:52.12 3rd Qu.:52.02 3rd Qu.:51.89 3rd Qu.: 52.17
## Max. :74.50 Max. :71.96 Max. :73.67 Max. :107.22
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.90 Min. :15.04 Min. :14.99 Min. :15.02
## 1st Qu.:34.74 1st Qu.:16.95 1st Qu.:16.87 1st Qu.:16.95
## Median :35.75 Median :17.45 Median :17.36 Median :17.45
## Mean :35.65 Mean :17.39 Mean :17.31 Mean :17.40
## 3rd Qu.:36.78 3rd Qu.:17.94 3rd Qu.:17.85 3rd Qu.:17.95
## Max. :41.68 Max. :20.31 Max. :20.22 Max. :20.32
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg RUL_bat
## Min. :37.63 Min. :20.97 Min. : 9.0 Min. : 1 Min. : 65
## 1st Qu.:64.75 1st Qu.:22.46 1st Qu.: 305.0 1st Qu.: 745 1st Qu.: 381
## Median :67.45 Median :23.45 Median : 564.0 Median :1186 Median : 740
## Mean :66.15 Mean :23.66 Mean : 748.2 Mean :1167 Mean : 734
## 3rd Qu.:70.66 3rd Qu.:24.09 3rd Qu.: 990.0 3rd Qu.:1511 3rd Qu.:1043
## Max. :80.49 Max. :28.03 Max. :2490.0 Max. :2414 Max. :1459
## RUL_motor clus clus2 clus3 average_depth
## Min. :1514 Min. :3 Min. :1.000 Min. :1.000 Min. :5.30
## 1st Qu.:1830 1st Qu.:3 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:7.77
## Median :2139 Median :3 Median :2.000 Median :2.000 Median :7.89
## Mean :2154 Mean :3 Mean :1.549 Mean :1.603 Mean :7.78
## 3rd Qu.:2442 3rd Qu.:3 3rd Qu.:2.000 3rd Qu.:2.000 3rd Qu.:7.94
## Max. :2858 Max. :3 Max. :3.000 Max. :2.000 Max. :8.00
## anomaly_score
## Min. :0.5820
## 1st Qu.:0.5844
## Median :0.5864
## Mean :0.5909
## 3rd Qu.:0.5911
## Max. :0.6987
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 60.0 Length:8234 Min. : 1.00 Min. : 1.00
## 1st Qu.: 655.0 Class :character 1st Qu.: 8.00 1st Qu.: 8.00
## Median :1051.0 Mode :character Median :12.00 Median :12.00
## Mean : 993.5 Mean :12.26 Mean :12.26
## 3rd Qu.:1261.0 3rd Qu.:17.00 3rd Qu.:17.00
## Max. :2380.0 Max. :21.00 Max. :21.00
## fecha exp motor bateria peso_cond
## Min. :20220921 Length:8234 Min. :2 Min. :1 Min. : 0.0
## 1st Qu.:20220925 Class :character 1st Qu.:2 1st Qu.:1 1st Qu.:111.7
## Median :20220929 Mode :character Median :2 Median :1 Median :112.0
## Mean :20220953 Mean :2 Mean :1 Mean :111.9
## 3rd Qu.:20221002 3rd Qu.:2 3rd Qu.:1 3rd Qu.:112.0
## Max. :20221005 Max. :2 Max. :1 Max. :113.4
## lugar duracion distancia vel_max
## Length:8234 Length:8234 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 9.49 1st Qu.: 0.00
## Mode :character Class2:difftime Median :16.08 Median :46.00
## Mode :numeric Mean :12.21 Mean :35.43
## 3rd Qu.:16.68 3rd Qu.:52.70
## Max. :16.88 Max. :60.40
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-11.000 Min. :-10.69 Min. :-8.350
## 1st Qu.: 0.00 1st Qu.: 8.580 1st Qu.: 1.25 1st Qu.: 1.790
## Median :16.90 Median : 9.360 Median : 1.72 Median : 2.730
## Mean :12.07 Mean : 8.825 Mean : 1.74 Mean : 2.668
## 3rd Qu.:17.10 3rd Qu.: 10.140 3rd Qu.: 2.26 3rd Qu.: 3.510
## Max. :20.90 Max. : 30.890 Max. : 13.65 Max. :14.200
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.000 Min. : 0.00 Min. : 0.08 Min. : 0.00
## 1st Qu.:1.900 1st Qu.:12.41 1st Qu.:12.37 1st Qu.:12.34
## Median :2.720 Median :14.24 Median :14.21 Median :14.19
## Mean :2.538 Mean :14.22 Mean :14.18 Mean :14.15
## 3rd Qu.:3.210 3rd Qu.:15.93 3rd Qu.:15.91 3rd Qu.:15.92
## Max. :5.180 Max. :27.48 Max. :27.05 Max. :25.46
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.000 Min. :0.000
## 1st Qu.:0.06000 1st Qu.:0.6500 1st Qu.:0.640 1st Qu.:0.640
## Median :0.08000 Median :0.7400 Median :0.740 Median :0.740
## Mean :0.07751 Mean :0.7383 Mean :0.736 Mean :0.734
## 3rd Qu.:0.10000 3rd Qu.:0.8300 3rd Qu.:0.820 3rd Qu.:0.830
## Max. :0.16000 Max. :1.4200 Max. :1.400 Max. :1.320
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. : 22.30 Min. : 22.64 Min. : 22.57 Min. : 21.78
## 1st Qu.: 60.00 1st Qu.: 60.10 1st Qu.: 60.43 1st Qu.: 59.85
## Median : 68.59 Median : 67.95 Median : 68.75 Median : 68.94
## Mean : 71.55 Mean : 71.56 Mean : 71.61 Mean : 71.63
## 3rd Qu.: 83.20 3rd Qu.: 83.65 3rd Qu.: 83.42 3rd Qu.: 83.50
## Max. :119.35 Max. :112.13 Max. :112.72 Max. :112.72
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.10 Min. :14.16 Min. :14.67 Min. :14.74
## 1st Qu.:31.12 1st Qu.:15.18 1st Qu.:15.11 1st Qu.:15.18
## Median :32.33 Median :15.76 Median :15.69 Median :15.77
## Mean :32.52 Mean :15.86 Mean :15.79 Mean :15.87
## 3rd Qu.:33.81 3rd Qu.:16.49 3rd Qu.:16.42 3rd Qu.:16.50
## Max. :38.36 Max. :19.02 Max. :18.68 Max. :18.90
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :37.63 Min. :21.25 Min. : 43.0 Min. : 4.0
## 1st Qu.:54.65 1st Qu.:22.46 1st Qu.: 645.0 1st Qu.: 336.0
## Median :66.23 Median :23.83 Median :1039.0 Median : 539.0
## Mean :62.10 Mean :24.22 Mean : 982.3 Mean : 616.6
## 3rd Qu.:69.54 3rd Qu.:25.65 3rd Qu.:1248.0 3rd Qu.: 904.0
## Max. :80.43 Max. :28.03 Max. :2334.0 Max. :1656.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 65.0 Min. :1514 Min. :2 Min. :1.000 Min. :1
## 1st Qu.: 318.0 1st Qu.:1767 1st Qu.:2 1st Qu.:1.000 1st Qu.:1
## Median : 602.0 Median :2001 Median :2 Median :1.000 Median :1
## Mean : 625.8 Mean :2048 Mean :2 Mean :1.491 Mean :1
## 3rd Qu.: 878.0 3rd Qu.:2277 3rd Qu.:2 3rd Qu.:1.000 3rd Qu.:1
## Max. :1459.0 Max. :2858 Max. :2 Max. :3.000 Max. :1
## average_depth anomaly_score
## Min. :5.310 Min. :0.5828
## 1st Qu.:7.400 1st Qu.:0.5907
## Median :7.640 Median :0.5964
## Mean :7.537 Mean :0.6007
## 3rd Qu.:7.780 3rd Qu.:0.6061
## Max. :7.980 Max. :0.6982
##
## Cluster 4 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 23 Length:5230 Min. : 2.00 Min. : 2.00
## 1st Qu.:1375 Class :character 1st Qu.: 9.00 1st Qu.: 9.00
## Median :1537 Mode :character Median :13.00 Median :13.00
## Mean :1595 Mean :12.98 Mean :12.98
## 3rd Qu.:1761 3rd Qu.:18.00 3rd Qu.:18.00
## Max. :2603 Max. :21.00 Max. :21.00
## fecha exp motor bateria peso_cond
## Min. :20220921 Length:5230 Min. :2 Min. :1 Min. : 0.0
## 1st Qu.:20220925 Class :character 1st Qu.:2 1st Qu.:1 1st Qu.:110.8
## Median :20220929 Mode :character Median :2 Median :1 Median :112.0
## Mean :20220952 Mean :2 Mean :1 Mean :104.4
## 3rd Qu.:20221002 3rd Qu.:2 3rd Qu.:1 3rd Qu.:112.0
## Max. :20221005 Max. :2 Max. :1 Max. :113.4
## lugar duracion distancia vel_max
## Length:5230 Length:5230 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.000 1st Qu.: 0.00
## Mode :character Class2:difftime Median : 0.000 Median : 0.00
## Mode :numeric Mean : 6.976 Mean :22.28
## 3rd Qu.:16.080 3rd Qu.:46.20
## Max. :16.880 Max. :60.40
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.000 Min. :-11.78 Min. :-9.050 Min. :-17.550
## 1st Qu.: 0.000 1st Qu.: 7.57 1st Qu.: 0.620 1st Qu.: 1.250
## Median : 0.000 Median : 9.13 Median : 1.400 Median : 2.260
## Mean : 7.886 Mean : 5.27 Mean : 1.318 Mean : 1.948
## 3rd Qu.:17.100 3rd Qu.: 9.75 3rd Qu.: 2.180 3rd Qu.: 2.890
## Max. :20.900 Max. : 21.37 Max. : 7.180 Max. : 7.100
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.0000 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.:0.2100 1st Qu.: 1.500 1st Qu.: 1.530 1st Qu.: 1.510
## Median :0.3300 Median : 4.996 Median : 5.110 Median : 5.027
## Mean :0.5212 Mean : 5.008 Mean : 5.018 Mean : 5.020
## 3rd Qu.:0.6175 3rd Qu.: 7.770 3rd Qu.: 7.808 3rd Qu.: 7.800
## Max. :3.8600 Max. :20.240 Max. :24.670 Max. :20.170
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0100 1st Qu.:0.0800 1st Qu.:0.0800 1st Qu.:0.0800
## Median :0.0100 Median :0.2600 Median :0.2600 Median :0.2600
## Mean :0.0167 Mean :0.2577 Mean :0.2583 Mean :0.2607
## 3rd Qu.:0.0200 3rd Qu.:0.4000 3rd Qu.:0.4100 3rd Qu.:0.4100
## Max. :0.1200 Max. :1.0500 Max. :1.2800 Max. :1.0500
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. : 21.51 Min. : 21.51 Min. : 21.47 Min. : 21.51
## 1st Qu.: 62.45 1st Qu.: 62.35 1st Qu.: 62.31 1st Qu.: 62.29
## Median : 76.85 Median : 76.54 Median : 76.54 Median : 76.54
## Mean : 76.59 Mean : 76.47 Mean : 76.45 Mean : 76.51
## 3rd Qu.: 89.17 3rd Qu.: 89.50 3rd Qu.: 89.50 3rd Qu.: 88.09
## Max. :117.22 Max. :112.13 Max. :112.72 Max. :112.72
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :29.29 Min. :12.29 Min. :13.82 Min. :13.75
## 1st Qu.:30.38 1st Qu.:14.82 1st Qu.:14.75 1st Qu.:14.82
## Median :30.52 Median :14.89 Median :14.81 Median :14.89
## Mean :31.03 Mean :15.14 Mean :15.07 Mean :15.14
## 3rd Qu.:31.02 3rd Qu.:15.12 3rd Qu.:15.06 3rd Qu.:15.13
## Max. :36.65 Max. :18.18 Max. :17.72 Max. :18.20
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :37.63 Min. :21.25 Min. : 1 Min. : 1.00
## 1st Qu.:57.13 1st Qu.:23.43 1st Qu.:1360 1st Qu.: 71.25
## Median :64.75 Median :24.08 Median :1525 Median : 159.00
## Mean :62.10 Mean :24.57 Mean :1582 Mean : 209.00
## 3rd Qu.:67.45 3rd Qu.:25.81 3rd Qu.:1752 3rd Qu.: 303.00
## Max. :78.72 Max. :28.03 Max. :2550 Max. :1944.00
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 65.0 Min. :1514 Min. :4 Min. :1.000 Min. :1.000
## 1st Qu.: 251.0 1st Qu.:1700 1st Qu.:4 1st Qu.:3.000 1st Qu.:1.000
## Median : 574.0 Median :2001 Median :4 Median :3.000 Median :1.000
## Mean : 584.9 Mean :2011 Mean :4 Mean :2.965 Mean :1.324
## 3rd Qu.: 820.0 3rd Qu.:2219 3rd Qu.:4 3rd Qu.:3.000 3rd Qu.:2.000
## Max. :1403.0 Max. :2802 Max. :4 Max. :3.000 Max. :2.000
## average_depth anomaly_score
## Min. :5.74 Min. :0.5820
## 1st Qu.:7.49 1st Qu.:0.5895
## Median :7.69 Median :0.5943
## Mean :7.59 Mean :0.5985
## 3rd Qu.:7.81 3rd Qu.:0.6024
## Max. :8.00 Max. :0.6782
##
## -----------------
## Summary for clus2
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:16454 Min. : 1.00 Min. : 1.00
## 1st Qu.: 271.2 Class :character 1st Qu.: 5.00 1st Qu.: 5.00
## Median : 638.0 Mode :character Median :10.00 Median :10.00
## Mean : 709.7 Mean :10.19 Mean :10.19
## 3rd Qu.:1002.0 3rd Qu.:15.00 3rd Qu.:15.00
## Max. :2526.0 Max. :21.00 Max. :21.00
## fecha exp motor bateria peso_cond
## Min. :20220921 Length:16454 Min. :2 Min. :1 Min. : 0.0
## 1st Qu.:20220923 Class :character 1st Qu.:2 1st Qu.:1 1st Qu.:111.0
## Median :20220928 Mode :character Median :2 Median :1 Median :112.0
## Mean :20220943 Mean :2 Mean :1 Mean :104.1
## 3rd Qu.:20220930 3rd Qu.:2 3rd Qu.:1 3rd Qu.:112.0
## Max. :20221005 Max. :2 Max. :1 Max. :113.4
## lugar duracion distancia vel_max
## Length:16454 Length:16454 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.000 1st Qu.: 0.00
## Mode :character Class2:difftime Median : 0.000 Median : 0.00
## Mode :numeric Mean : 7.172 Mean :20.24
## 3rd Qu.:16.540 3rd Qu.:46.20
## Max. :16.880 Max. :60.40
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-23.630 Min. :-9.440 Min. :-27.920
## 1st Qu.: 0.00 1st Qu.: 8.350 1st Qu.: 0.940 1st Qu.: 1.330
## Median : 0.00 Median : 9.440 Median : 1.560 Median : 2.180
## Mean : 6.99 Mean : 7.108 Mean : 1.473 Mean : 1.992
## 3rd Qu.:16.90 3rd Qu.: 9.980 3rd Qu.: 2.180 3rd Qu.: 2.730
## Max. :20.90 Max. : 39.860 Max. :20.510 Max. : 20.830
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.0000 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.1600 1st Qu.: 0.090 1st Qu.: 0.090 1st Qu.: 0.090
## Median : 0.4300 Median : 2.010 Median : 2.030 Median : 2.040
## Mean : 0.6543 Mean : 2.968 Mean : 2.989 Mean : 3.046
## 3rd Qu.: 1.0600 3rd Qu.: 5.780 3rd Qu.: 5.800 3rd Qu.: 5.880
## Max. :10.3700 Max. :22.500 Max. :20.700 Max. :21.610
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.01000 Median :0.1000 Median :0.1000 Median :0.1100
## Mean :0.01643 Mean :0.1515 Mean :0.1528 Mean :0.1564
## 3rd Qu.:0.03000 3rd Qu.:0.3000 3rd Qu.:0.3000 3rd Qu.:0.3000
## Max. :0.25000 Max. :1.1700 Max. :1.0700 Max. :1.1200
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :18.80 Min. :15.99 Min. :18.54 Min. :18.54
## 1st Qu.:33.00 1st Qu.:33.02 1st Qu.:32.92 1st Qu.:33.09
## Median :41.56 Median :41.56 Median :41.56 Median :41.56
## Mean :42.40 Mean :42.35 Mean :42.37 Mean :42.38
## 3rd Qu.:49.97 3rd Qu.:50.03 3rd Qu.:49.97 3rd Qu.:49.93
## Max. :78.64 Max. :80.39 Max. :80.36 Max. :79.72
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :29.29 Min. :13.75 Min. :13.82 Min. :13.75
## 1st Qu.:36.54 1st Qu.:17.83 1st Qu.:17.74 1st Qu.:17.81
## Median :37.52 Median :18.30 Median :18.21 Median :18.29
## Mean :37.77 Mean :18.43 Mean :18.33 Mean :18.42
## 3rd Qu.:38.91 3rd Qu.:18.98 3rd Qu.:18.89 3rd Qu.:18.97
## Max. :41.80 Max. :20.39 Max. :20.29 Max. :20.39
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :37.63 Min. :20.97 Min. : 1.0 Min. : 1.0
## 1st Qu.:64.75 1st Qu.:22.46 1st Qu.: 264.0 1st Qu.: 864.2
## Median :67.45 Median :23.45 Median : 630.0 Median :1270.0
## Mean :66.63 Mean :23.60 Mean : 701.3 Mean :1264.5
## 3rd Qu.:71.59 3rd Qu.:24.00 3rd Qu.: 992.0 3rd Qu.:1591.0
## Max. :80.49 Max. :28.03 Max. :2486.0 Max. :2550.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 65.0 Min. :1514 Min. :1.000 Min. :2 Min. :2
## 1st Qu.: 454.0 1st Qu.:1903 1st Qu.:1.000 1st Qu.:2 1st Qu.:2
## Median : 740.0 Median :2139 Median :1.000 Median :2 Median :2
## Mean : 785.6 Mean :2203 Mean :1.684 Mean :2 Mean :2
## 3rd Qu.:1152.0 3rd Qu.:2551 3rd Qu.:3.000 3rd Qu.:2 3rd Qu.:2
## Max. :1459.0 Max. :2858 Max. :4.000 Max. :2 Max. :2
## average_depth anomaly_score
## Min. :5.810 Min. :0.5820
## 1st Qu.:7.760 1st Qu.:0.5844
## Median :7.870 Median :0.5872
## Mean :7.816 Mean :0.5893
## 3rd Qu.:7.940 3rd Qu.:0.5915
## Max. :8.000 Max. :0.6750
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 31.0 Length:11953 Min. : 1.00 Min. : 1.00
## 1st Qu.: 471.0 Class :character 1st Qu.: 6.00 1st Qu.: 6.00
## Median : 797.0 Mode :character Median :11.00 Median :11.00
## Mean : 855.5 Mean :11.15 Mean :11.15
## 3rd Qu.:1135.0 3rd Qu.:16.00 3rd Qu.:16.00
## Max. :2531.0 Max. :21.00 Max. :21.00
## fecha exp motor bateria peso_cond
## Min. :20220921 Length:11953 Min. :2 Min. :1 Min. : 0.0
## 1st Qu.:20220924 Class :character 1st Qu.:2 1st Qu.:1 1st Qu.:111.7
## Median :20220928 Mode :character Median :2 Median :1 Median :112.0
## Mean :20220948 Mean :2 Mean :1 Mean :109.3
## 3rd Qu.:20221001 3rd Qu.:2 3rd Qu.:1 3rd Qu.:112.0
## Max. :20221005 Max. :2 Max. :1 Max. :113.4
## lugar duracion distancia vel_max
## Length:11953 Length:11953 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.00 1st Qu.: 0.00
## Mode :character Class2:difftime Median :15.73 Median :42.80
## Mode :numeric Mean :10.43 Mean :30.39
## 3rd Qu.:16.68 3rd Qu.:52.70
## Max. :16.88 Max. :60.40
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-11.390 Min. :-6.320 Min. :-8.350
## 1st Qu.: 0.00 1st Qu.: 8.190 1st Qu.: 1.090 1st Qu.: 1.400
## Median :16.90 Median : 9.360 Median : 1.640 Median : 2.420
## Mean :10.57 Mean : 8.016 Mean : 1.545 Mean : 2.418
## 3rd Qu.:17.10 3rd Qu.: 10.370 3rd Qu.: 2.180 3rd Qu.: 3.350
## Max. :20.90 Max. : 39.860 Max. :13.650 Max. :17.860
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.00 Min. : 0.056 Min. : 0.06 Min. : 0.00
## 1st Qu.: 2.04 1st Qu.: 9.170 1st Qu.: 9.14 1st Qu.: 9.09
## Median : 2.63 Median :12.145 Median :12.11 Median :12.08
## Mean : 2.59 Mean :12.147 Mean :12.13 Mean :12.04
## 3rd Qu.: 3.15 3rd Qu.:14.720 3rd Qu.:14.73 3rd Qu.:14.68
## Max. :10.48 Max. :26.070 Max. :27.05 Max. :25.25
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.06000 1st Qu.:0.4800 1st Qu.:0.4800 1st Qu.:0.4700
## Median :0.08000 Median :0.6300 Median :0.6300 Median :0.6300
## Mean :0.07647 Mean :0.6316 Mean :0.6296 Mean :0.6245
## 3rd Qu.:0.09000 3rd Qu.:0.7600 3rd Qu.:0.7600 3rd Qu.:0.7600
## Max. :0.28000 Max. :1.3500 Max. :1.4000 Max. :1.3100
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. : 21.18 Min. :21.51 Min. : 21.40 Min. : 20.98
## 1st Qu.: 47.04 1st Qu.:47.11 1st Qu.: 47.25 1st Qu.: 47.22
## Median : 55.41 Median :55.09 Median : 55.44 Median : 55.26
## Mean : 55.97 Mean :55.94 Mean : 56.02 Mean : 56.04
## 3rd Qu.: 64.13 3rd Qu.:64.13 3rd Qu.: 64.13 3rd Qu.: 64.13
## Max. :119.35 Max. :99.31 Max. :103.86 Max. :112.72
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.68 Min. :14.89 Min. :14.89 Min. :14.95
## 1st Qu.:32.72 1st Qu.:15.97 1st Qu.:15.90 1st Qu.:15.97
## Median :34.14 Median :16.65 Median :16.57 Median :16.66
## Mean :33.99 Mean :16.58 Mean :16.50 Mean :16.59
## 3rd Qu.:35.23 3rd Qu.:17.19 3rd Qu.:17.11 3rd Qu.:17.20
## Max. :41.68 Max. :20.16 Max. :19.90 Max. :20.18
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :37.63 Min. :20.97 Min. : 9.0 Min. : 1.0
## 1st Qu.:57.13 1st Qu.:22.46 1st Qu.: 461.0 1st Qu.: 544.0
## Median :66.90 Median :23.73 Median : 786.0 Median : 862.0
## Mean :63.95 Mean :23.94 Mean : 844.3 Mean : 870.3
## 3rd Qu.:70.66 3rd Qu.:24.91 3rd Qu.:1121.0 3rd Qu.:1125.0
## Max. :80.49 Max. :28.03 Max. :2490.0 Max. :2400.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 65.0 Min. :1514 Min. :2.000 Min. :1 Min. :1.000
## 1st Qu.: 381.0 1st Qu.:1830 1st Qu.:2.000 1st Qu.:1 1st Qu.:1.000
## Median : 666.0 Median :2065 Median :2.000 Median :1 Median :1.000
## Mean : 709.3 Mean :2129 Mean :2.481 Mean :1 Mean :1.108
## 3rd Qu.:1043.0 3rd Qu.:2442 3rd Qu.:3.000 3rd Qu.:1 3rd Qu.:1.000
## Max. :1459.0 Max. :2858 Max. :4.000 Max. :1 Max. :2.000
## average_depth anomaly_score
## Min. :5.300 Min. :0.5820
## 1st Qu.:7.510 1st Qu.:0.5868
## Median :7.750 Median :0.5919
## Mean :7.641 Mean :0.5965
## 3rd Qu.:7.880 3rd Qu.:0.6016
## Max. :8.000 Max. :0.6987
##
## Cluster 3 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 640 Length:7578 Min. : 2.00 Min. : 2.00
## 1st Qu.:1308 Class :character 1st Qu.: 8.00 1st Qu.: 8.00
## Median :1472 Mode :character Median :13.00 Median :13.00
## Mean :1521 Mean :12.84 Mean :12.84
## 3rd Qu.:1677 3rd Qu.:17.00 3rd Qu.:17.00
## Max. :2603 Max. :21.00 Max. :21.00
## fecha exp motor bateria peso_cond
## Min. :20220921 Length:7578 Min. :2 Min. :1 Min. : 0.0
## 1st Qu.:20220925 Class :character 1st Qu.:2 1st Qu.:1 1st Qu.:110.8
## Median :20220929 Mode :character Median :2 Median :1 Median :112.0
## Mean :20220952 Mean :2 Mean :1 Mean :101.9
## 3rd Qu.:20221002 3rd Qu.:2 3rd Qu.:1 3rd Qu.:112.0
## Max. :20221005 Max. :2 Max. :1 Max. :113.4
## lugar duracion distancia vel_max
## Length:7578 Length:7578 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.000 1st Qu.: 0.00
## Mode :character Class2:difftime Median : 9.490 Median :42.30
## Mode :numeric Mean : 8.161 Mean :25.49
## 3rd Qu.:16.540 3rd Qu.:50.50
## Max. :16.880 Max. :60.40
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.000 Min. :-11.700 Min. :-10.690 Min. :-4.990
## 1st Qu.: 0.000 1st Qu.: 7.720 1st Qu.: 0.700 1st Qu.: 1.330
## Median :15.000 Median : 9.130 Median : 1.480 Median : 2.340
## Mean : 8.856 Mean : 5.427 Mean : 1.387 Mean : 2.052
## 3rd Qu.:17.100 3rd Qu.: 9.750 3rd Qu.: 2.180 3rd Qu.: 3.040
## Max. :20.900 Max. : 21.370 Max. : 7.640 Max. :11.310
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.0000 Min. : 0.000 Min. : 0.00 Min. : 0.000
## 1st Qu.:0.2700 1st Qu.: 2.980 1st Qu.: 3.08 1st Qu.: 3.163
## Median :0.5900 Median : 7.110 Median : 7.19 Median : 7.143
## Mean :0.8233 Mean : 7.574 Mean : 7.58 Mean : 7.601
## 3rd Qu.:1.2600 3rd Qu.:11.320 3rd Qu.:11.40 3rd Qu.:11.289
## Max. :3.8600 Max. :27.480 Max. :24.67 Max. :25.460
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.01000 1st Qu.:0.1500 1st Qu.:0.1500 1st Qu.:0.1600
## Median :0.02000 Median :0.3700 Median :0.3700 Median :0.3700
## Mean :0.02628 Mean :0.3916 Mean :0.3917 Mean :0.3952
## 3rd Qu.:0.04000 3rd Qu.:0.5900 3rd Qu.:0.5900 3rd Qu.:0.5900
## Max. :0.12000 Max. :1.4200 Max. :1.2800 Max. :1.3200
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. : 48.77 Min. : 48.87 Min. : 48.78 Min. : 48.49
## 1st Qu.: 63.61 1st Qu.: 63.73 1st Qu.: 64.13 1st Qu.: 64.02
## Median : 80.69 Median : 80.98 Median : 81.37 Median : 80.89
## Mean : 79.80 Mean : 79.76 Mean : 79.70 Mean : 79.79
## 3rd Qu.: 93.73 3rd Qu.: 94.99 3rd Qu.: 93.48 3rd Qu.: 94.14
## Max. :117.22 Max. :112.13 Max. :112.72 Max. :112.72
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :29.92 Min. :12.29 Min. :14.50 Min. :14.57
## 1st Qu.:30.42 1st Qu.:14.84 1st Qu.:14.77 1st Qu.:14.84
## Median :30.73 Median :14.99 Median :14.92 Median :14.99
## Mean :31.11 Mean :15.17 Mean :15.10 Mean :15.17
## 3rd Qu.:31.14 3rd Qu.:15.19 3rd Qu.:15.12 3rd Qu.:15.19
## Max. :37.89 Max. :17.99 Max. :17.53 Max. :18.07
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg RUL_bat
## Min. :37.63 Min. :21.25 Min. : 638 Min. : 1 Min. : 65.0
## 1st Qu.:55.50 1st Qu.:23.32 1st Qu.:1293 1st Qu.:101 1st Qu.: 318.0
## Median :65.01 Median :24.08 Median :1460 Median :207 Median : 574.0
## Mean :61.85 Mean :24.53 Mean :1508 Mean :244 Mean : 591.5
## 3rd Qu.:67.81 3rd Qu.:25.81 3rd Qu.:1663 3rd Qu.:345 3rd Qu.: 878.0
## Max. :78.72 Max. :28.03 Max. :2550 Max. :923 Max. :1403.0
## RUL_motor clus clus2 clus3 average_depth
## Min. :1514 Min. :2.0 Min. :3 Min. :1.000 Min. :5.310
## 1st Qu.:1767 1st Qu.:2.0 1st Qu.:3 1st Qu.:1.000 1st Qu.:7.450
## Median :2001 Median :4.0 Median :3 Median :1.000 Median :7.680
## Mean :2016 Mean :3.4 Mean :3 Mean :1.247 Mean :7.562
## 3rd Qu.:2277 3rd Qu.:4.0 3rd Qu.:3 3rd Qu.:1.000 3rd Qu.:7.810
## Max. :2802 Max. :4.0 Max. :3 Max. :2.000 Max. :8.000
## anomaly_score
## Min. :0.5820
## 1st Qu.:0.5895
## Median :0.5947
## Mean :0.5997
## 3rd Qu.:0.6041
## Max. :0.6982
##
## -----------------
## Summary for clus3
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1 Length:19610 Min. : 1.00 Min. : 1.00
## 1st Qu.: 294 Class :character 1st Qu.: 5.00 1st Qu.: 5.00
## Median : 704 Mode :character Median :10.00 Median :10.00
## Mean : 804 Mean :10.36 Mean :10.36
## 3rd Qu.:1179 3rd Qu.:15.00 3rd Qu.:15.00
## Max. :2603 Max. :21.00 Max. :21.00
## fecha exp motor bateria peso_cond
## Min. :20220921 Length:19610 Min. :2 Min. :1 Min. : 0.0
## 1st Qu.:20220923 Class :character 1st Qu.:2 1st Qu.:1 1st Qu.:110.8
## Median :20220928 Mode :character Median :2 Median :1 Median :112.0
## Mean :20220943 Mean :2 Mean :1 Mean :101.8
## 3rd Qu.:20220930 3rd Qu.:2 3rd Qu.:1 3rd Qu.:112.0
## Max. :20221005 Max. :2 Max. :1 Max. :113.4
## lugar duracion distancia vel_max
## Length:19610 Length:19610 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.000 1st Qu.: 0.00
## Mode :character Class2:difftime Median : 0.000 Median : 0.00
## Mode :numeric Mean : 6.845 Mean :19.55
## 3rd Qu.:16.540 3rd Qu.:46.00
## Max. :16.880 Max. :60.40
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.000 Min. :-23.630 Min. :-9.440 Min. :-27.920
## 1st Qu.: 0.000 1st Qu.: 8.110 1st Qu.: 0.860 1st Qu.: 1.170
## Median : 0.000 Median : 9.440 Median : 1.480 Median : 2.180
## Mean : 6.799 Mean : 6.573 Mean : 1.384 Mean : 1.926
## 3rd Qu.:16.900 3rd Qu.: 9.980 3rd Qu.: 2.110 3rd Qu.: 2.730
## Max. :20.900 Max. : 39.860 Max. :20.510 Max. : 20.830
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.160 1st Qu.: 0.090 1st Qu.: 0.090 1st Qu.: 0.090
## Median : 0.440 Median : 2.090 Median : 2.110 Median : 2.125
## Mean : 0.719 Mean : 3.268 Mean : 3.286 Mean : 3.331
## 3rd Qu.: 1.180 3rd Qu.: 6.168 3rd Qu.: 6.180 3rd Qu.: 6.220
## Max. :10.480 Max. :23.270 Max. :20.700 Max. :21.610
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.01000 Median :0.1100 Median :0.1100 Median :0.1100
## Mean :0.01864 Mean :0.1675 Mean :0.1686 Mean :0.1712
## 3rd Qu.:0.03000 3rd Qu.:0.3200 3rd Qu.:0.3200 3rd Qu.:0.3200
## Max. :0.27000 Max. :1.2100 Max. :1.0700 Max. :1.1200
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :18.80 Min. :15.99 Min. :18.54 Min. :18.54
## 1st Qu.:34.06 1st Qu.:33.95 1st Qu.:34.06 1st Qu.:34.05
## Median :44.56 Median :44.54 Median :44.90 Median :44.90
## Mean :44.39 Mean :44.31 Mean :44.34 Mean :44.35
## 3rd Qu.:53.29 3rd Qu.:53.22 3rd Qu.:53.19 3rd Qu.:53.11
## Max. :97.31 Max. :97.31 Max. :97.31 Max. :97.31
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :29.29 Min. :13.75 Min. :13.82 Min. :13.75
## 1st Qu.:35.80 1st Qu.:17.47 1st Qu.:17.38 1st Qu.:17.46
## Median :37.28 Median :18.19 Median :18.10 Median :18.18
## Mean :37.06 Mean :18.08 Mean :17.99 Mean :18.07
## 3rd Qu.:38.51 3rd Qu.:18.78 3rd Qu.:18.68 3rd Qu.:18.77
## Max. :41.80 Max. :20.39 Max. :20.29 Max. :20.39
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :37.63 Min. :20.97 Min. : 1.0 Min. : 1.0
## 1st Qu.:64.75 1st Qu.:22.46 1st Qu.: 288.0 1st Qu.: 718.2
## Median :67.45 Median :23.45 Median : 698.0 Median :1208.0
## Mean :66.42 Mean :23.66 Mean : 794.9 Mean :1165.1
## 3rd Qu.:71.03 3rd Qu.:24.08 3rd Qu.:1168.8 3rd Qu.:1556.8
## Max. :80.49 Max. :28.03 Max. :2550.0 Max. :2550.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 65.0 Min. :1514 Min. :1.000 Min. :1.00 Min. :2
## 1st Qu.: 454.0 1st Qu.:1903 1st Qu.:1.000 1st Qu.:2.00 1st Qu.:2
## Median : 740.0 Median :2139 Median :1.000 Median :2.00 Median :2
## Mean : 773.3 Mean :2191 Mean :1.973 Mean :2.03 Mean :2
## 3rd Qu.:1152.0 3rd Qu.:2551 3rd Qu.:3.000 3rd Qu.:2.00 3rd Qu.:2
## Max. :1459.0 Max. :2858 Max. :4.000 Max. :3.00 Max. :2
## average_depth anomaly_score
## Min. :5.700 Min. :0.5820
## 1st Qu.:7.740 1st Qu.:0.5848
## Median :7.860 Median :0.5875
## Mean :7.801 Mean :0.5899
## 3rd Qu.:7.930 3rd Qu.:0.5923
## Max. :8.000 Max. :0.6800
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 31 Length:16375 Min. : 1.00 Min. : 1.00
## 1st Qu.: 653 Class :character 1st Qu.: 8.00 1st Qu.: 8.00
## Median :1114 Mode :character Median :12.00 Median :12.00
## Mean :1079 Mean :11.91 Mean :11.91
## 3rd Qu.:1409 3rd Qu.:17.00 3rd Qu.:17.00
## Max. :2531 Max. :21.00 Max. :21.00
## fecha exp motor bateria peso_cond
## Min. :20220921 Length:16375 Min. :2 Min. :1 Min. : 0.0
## 1st Qu.:20220925 Class :character 1st Qu.:2 1st Qu.:1 1st Qu.:111.7
## Median :20220929 Mode :character Median :2 Median :1 Median :112.0
## Mean :20220951 Mean :2 Mean :1 Mean :109.6
## 3rd Qu.:20221002 3rd Qu.:2 3rd Qu.:1 3rd Qu.:112.0
## Max. :20221005 Max. :2 Max. :1 Max. :113.4
## lugar duracion distancia vel_max
## Length:16375 Length:16375 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.00 1st Qu.: 0.00
## Mode :character Class2:difftime Median :15.24 Median :45.90
## Mode :numeric Mean :10.40 Mean :30.91
## 3rd Qu.:16.68 3rd Qu.:52.70
## Max. :16.88 Max. :60.40
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-11.390 Min. :-10.690 Min. :-8.35
## 1st Qu.: 0.00 1st Qu.: 8.350 1st Qu.: 1.090 1st Qu.: 1.56
## Median :16.90 Median : 9.280 Median : 1.640 Median : 2.50
## Mean :10.69 Mean : 7.633 Mean : 1.592 Mean : 2.41
## 3rd Qu.:17.10 3rd Qu.: 10.140 3rd Qu.: 2.260 3rd Qu.: 3.28
## Max. :20.90 Max. : 32.210 Max. : 13.650 Max. :14.20
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.000 Min. : 0.00 Min. : 0.00
## 1st Qu.: 1.240 1st Qu.: 8.328 1st Qu.: 8.36 1st Qu.: 8.31
## Median : 2.170 Median :11.700 Median :11.70 Median :11.63
## Mean : 2.068 Mean :11.440 Mean :11.43 Mean :11.38
## 3rd Qu.: 2.965 3rd Qu.:14.600 3rd Qu.:14.57 3rd Qu.:14.56
## Max. :10.390 Max. :27.480 Max. :27.05 Max. :25.46
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.04000 1st Qu.:0.4300 1st Qu.:0.4300 1st Qu.:0.4300
## Median :0.07000 Median :0.6100 Median :0.6100 Median :0.6000
## Mean :0.06217 Mean :0.5938 Mean :0.5925 Mean :0.5909
## 3rd Qu.:0.09000 3rd Qu.:0.7600 3rd Qu.:0.7600 3rd Qu.:0.7550
## Max. :0.28000 Max. :1.4200 Max. :1.4000 Max. :1.3200
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. : 21.18 Min. : 21.51 Min. : 21.40 Min. : 21.48
## 1st Qu.: 53.65 1st Qu.: 53.54 1st Qu.: 53.56 1st Qu.: 53.48
## Median : 63.76 Median : 63.99 Median : 64.13 Median : 64.13
## Mean : 67.23 Mean : 67.24 Mean : 67.25 Mean : 67.30
## 3rd Qu.: 80.79 3rd Qu.: 81.44 3rd Qu.: 81.44 3rd Qu.: 81.44
## Max. :119.35 Max. :112.13 Max. :112.72 Max. :112.72
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :29.92 Min. :12.29 Min. :14.50 Min. :14.57
## 1st Qu.:30.97 1st Qu.:15.11 1st Qu.:15.03 1st Qu.:15.11
## Median :32.59 Median :15.91 Median :15.82 Median :15.90
## Mean :32.77 Mean :15.98 Mean :15.91 Mean :15.99
## 3rd Qu.:34.38 3rd Qu.:16.76 3rd Qu.:16.69 3rd Qu.:16.78
## Max. :41.66 Max. :19.95 Max. :19.76 Max. :20.18
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :37.63 Min. :20.97 Min. : 9 Min. : 1.0
## 1st Qu.:55.50 1st Qu.:23.12 1st Qu.: 643 1st Qu.: 281.0
## Median :65.28 Median :23.83 Median :1102 Median : 547.0
## Mean :62.71 Mean :24.21 Mean :1067 Mean : 623.5
## 3rd Qu.:69.54 3rd Qu.:25.65 3rd Qu.:1394 3rd Qu.: 933.0
## Max. :80.49 Max. :28.03 Max. :2490 Max. :2233.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 65.0 Min. :1514 Min. :2.000 Min. :1.000 Min. :1
## 1st Qu.: 318.0 1st Qu.:1767 1st Qu.:2.000 1st Qu.:1.000 1st Qu.:1
## Median : 602.0 Median :2001 Median :2.000 Median :1.000 Median :1
## Mean : 654.8 Mean :2076 Mean :2.713 Mean :1.697 Mean :1
## 3rd Qu.: 878.0 3rd Qu.:2277 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:1
## Max. :1459.0 Max. :2858 Max. :4.000 Max. :3.000 Max. :1
## average_depth anomaly_score
## Min. :5.300 Min. :0.5820
## 1st Qu.:7.450 1st Qu.:0.5879
## Median :7.700 Median :0.5939
## Mean :7.588 Mean :0.5986
## 3rd Qu.:7.850 3rd Qu.:0.6041
## Max. :8.000 Max. :0.6987
##
## -----------------
summary motor 2 con batería 2
## Summary for clus
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:8359 Min. : 1.00 Min. :22.00
## 1st Qu.: 154.0 Class :character 1st Qu.: 5.00 1st Qu.:26.00
## Median : 559.0 Mode :character Median :11.00 Median :32.00
## Mean : 549.6 Mean :10.95 Mean :31.95
## 3rd Qu.: 875.0 3rd Qu.:15.00 3rd Qu.:36.00
## Max. :1532.0 Max. :26.00 Max. :47.00
## fecha exp motor bateria peso_cond
## Min. :20221008 Length:8359 Min. :2 Min. :2 Min. :110.5
## 1st Qu.:20221010 Class :character 1st Qu.:2 1st Qu.:2 1st Qu.:112.0
## Median :20221016 Mode :character Median :2 Median :2 Median :112.0
## Mean :20221016 Mean :2 Mean :2 Mean :111.9
## 3rd Qu.:20221019 3rd Qu.:2 3rd Qu.:2 3rd Qu.:112.0
## Max. :20221028 Max. :2 Max. :2 Max. :113.0
## lugar duracion distancia vel_max
## Length:8359 Length:8359 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.:15.00 1st Qu.:41.20
## Mode :character Class2:difftime Median :15.16 Median :45.70
## Mode :numeric Mean :13.76 Mean :41.59
## 3rd Qu.:15.46 3rd Qu.:47.20
## Max. :15.89 Max. :54.70
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-4.680 Min. :-8.19 Min. :-5.070
## 1st Qu.:17.40 1st Qu.: 9.130 1st Qu.: 1.25 1st Qu.: 1.790
## Median :17.90 Median : 9.590 Median : 1.87 Median : 2.340
## Mean :16.99 Mean : 9.401 Mean : 2.00 Mean : 2.175
## 3rd Qu.:19.00 3rd Qu.: 9.830 3rd Qu.: 2.50 3rd Qu.: 2.730
## Max. :25.70 Max. :27.530 Max. :10.92 Max. :13.810
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.0000 Min. : 0.0000 Min. : 0.0000 Min. : 0.0000
## 1st Qu.:0.1300 1st Qu.: 0.0700 1st Qu.: 0.0700 1st Qu.: 0.0700
## Median :0.1600 Median : 0.0900 Median : 0.0900 Median : 0.0900
## Mean :0.3049 Mean : 0.8179 Mean : 0.8427 Mean : 0.9632
## 3rd Qu.:0.3600 3rd Qu.: 0.4800 3rd Qu.: 0.5283 3rd Qu.: 0.6100
## Max. :5.8500 Max. :17.1650 Max. :20.7550 Max. :17.9400
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.000000 Min. :0.00000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.000000 Median :0.00000 Median :0.00000 Median :0.00000
## Mean :0.005636 Mean :0.03777 Mean :0.04106 Mean :0.04607
## 3rd Qu.:0.010000 3rd Qu.:0.02000 3rd Qu.:0.03000 3rd Qu.:0.03000
## Max. :0.140000 Max. :0.79000 Max. :0.95000 Max. :0.93000
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :18.97 Min. :19.84 Min. :20.15 Min. :15.10
## 1st Qu.:27.41 1st Qu.:27.31 1st Qu.:27.36 1st Qu.:27.22
## Median :36.42 Median :36.34 Median :36.36 Median :36.42
## Mean :36.29 Mean :36.26 Mean :36.23 Mean :36.25
## 3rd Qu.:41.06 3rd Qu.:41.07 3rd Qu.:40.98 3rd Qu.:40.96
## Max. :81.66 Max. :84.10 Max. :83.98 Max. :87.01
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :31.53 Min. :15.93 Min. :15.90 Min. :15.97
## 1st Qu.:37.29 1st Qu.:18.20 1st Qu.:18.11 1st Qu.:18.18
## Median :38.24 Median :18.67 Median :18.57 Median :18.66
## Mean :38.41 Mean :18.74 Mean :18.65 Mean :18.73
## 3rd Qu.:40.19 3rd Qu.:19.60 3rd Qu.:19.50 3rd Qu.:19.59
## Max. :41.27 Max. :20.13 Max. :20.03 Max. :20.13
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :38.80 Min. :21.29 Min. : 1.0 Min. : 1.0
## 1st Qu.:63.66 1st Qu.:22.97 1st Qu.: 152.0 1st Qu.: 486.5
## Median :66.63 Median :23.70 Median : 555.0 Median : 834.0
## Mean :66.11 Mean :23.89 Mean : 546.2 Mean : 832.4
## 3rd Qu.:69.07 3rd Qu.:24.53 3rd Qu.: 870.0 3rd Qu.:1192.5
## Max. :79.99 Max. :31.44 Max. :1511.0 Max. :1547.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 89.0 Min. : 89.0 Min. :1 Min. :1 Min. :1
## 1st Qu.: 671.0 1st Qu.: 671.0 1st Qu.:1 1st Qu.:1 1st Qu.:1
## Median : 889.0 Median : 889.0 Median :1 Median :1 Median :1
## Mean : 897.1 Mean : 897.1 Mean :1 Mean :1 Mean :1
## 3rd Qu.:1226.0 3rd Qu.:1226.0 3rd Qu.:1 3rd Qu.:1 3rd Qu.:1
## Max. :1449.0 Max. :1449.0 Max. :1 Max. :3 Max. :1
## average_depth anomaly_score
## Min. :6.140 Min. :0.5820
## 1st Qu.:7.520 1st Qu.:0.5887
## Median :7.700 Median :0.5939
## Mean :7.637 Mean :0.5966
## 3rd Qu.:7.830 3rd Qu.:0.6012
## Max. :8.000 Max. :0.6601
##
## Cluster 3 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:15268 Min. : 1.00 Min. :22.00
## 1st Qu.: 245.0 Class :character 1st Qu.: 8.00 1st Qu.:29.00
## Median : 427.0 Mode :character Median :15.00 Median :36.00
## Mean : 493.7 Mean :14.56 Mean :35.56
## 3rd Qu.: 708.0 3rd Qu.:21.00 3rd Qu.:42.00
## Max. :1518.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria peso_cond
## Min. :20221008 Length:15268 Min. :2 Min. :2 Min. :110.5
## 1st Qu.:20221014 Class :character 1st Qu.:2 1st Qu.:2 1st Qu.:112.0
## Median :20221019 Mode :character Median :2 Median :2 Median :112.0
## Mean :20221019 Mean :2 Mean :2 Mean :112.2
## 3rd Qu.:20221024 3rd Qu.:2 3rd Qu.:2 3rd Qu.:112.5
## Max. :20221028 Max. :2 Max. :2 Max. :113.0
## lugar duracion distancia vel_max
## Length:15268 Length:15268 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.000 1st Qu.: 0.00
## Mode :character Class2:difftime Median :13.210 Median :41.00
## Mode :numeric Mean : 7.711 Mean :23.08
## 3rd Qu.:15.180 3rd Qu.:46.00
## Max. :15.890 Max. :54.70
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.000 Min. :-14.040 Min. :-5.770 Min. :-10.060
## 1st Qu.: 0.000 1st Qu.: 8.890 1st Qu.: 1.400 1st Qu.: 1.560
## Median :17.100 Median : 9.590 Median : 2.030 Median : 2.260
## Mean : 9.446 Mean : 9.599 Mean : 1.995 Mean : 2.254
## 3rd Qu.:17.800 3rd Qu.: 10.300 3rd Qu.: 2.570 3rd Qu.: 2.960
## Max. :25.700 Max. : 39.860 Max. :10.450 Max. : 25.900
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.050 Min. : 0.03 Min. : 0.030
## 1st Qu.: 1.720 1st Qu.: 7.700 1st Qu.: 7.71 1st Qu.: 7.690
## Median : 2.010 Median : 8.490 Median : 8.49 Median : 8.470
## Mean : 2.068 Mean : 8.793 Mean : 8.80 Mean : 8.789
## 3rd Qu.: 2.340 3rd Qu.: 9.420 3rd Qu.: 9.41 3rd Qu.: 9.410
## Max. :11.660 Max. :24.570 Max. :25.48 Max. :28.220
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.05000 1st Qu.:0.400 1st Qu.:0.4000 1st Qu.:0.4000
## Median :0.06000 Median :0.440 Median :0.4400 Median :0.4400
## Mean :0.05756 Mean :0.456 Mean :0.4554 Mean :0.4555
## 3rd Qu.:0.07000 3rd Qu.:0.490 3rd Qu.:0.4900 3rd Qu.:0.4900
## Max. :0.30000 Max. :1.270 Max. :1.3200 Max. :1.4600
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :18.97 Min. :20.54 Min. :17.09 Min. :15.10
## 1st Qu.:30.84 1st Qu.:30.77 1st Qu.:30.84 1st Qu.:30.79
## Median :35.55 Median :35.44 Median :35.37 Median :35.64
## Mean :35.24 Mean :35.22 Mean :35.23 Mean :35.23
## 3rd Qu.:39.32 3rd Qu.:39.50 3rd Qu.:39.59 3rd Qu.:39.59
## Max. :70.41 Max. :66.89 Max. :73.67 Max. :71.83
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :28.26 Min. :13.48 Min. :13.11 Min. :12.97
## 1st Qu.:35.05 1st Qu.:17.10 1st Qu.:17.03 1st Qu.:17.10
## Median :35.96 Median :17.55 Median :17.46 Median :17.55
## Mean :35.91 Mean :17.52 Mean :17.43 Mean :17.52
## 3rd Qu.:36.77 3rd Qu.:17.94 3rd Qu.:17.85 3rd Qu.:17.93
## Max. :41.04 Max. :19.99 Max. :19.88 Max. :19.99
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :39.76 Min. :21.29 Min. : 1.0 Min. : 8.0
## 1st Qu.:62.73 1st Qu.:23.30 1st Qu.: 242.0 1st Qu.: 606.0
## Median :66.05 Median :24.63 Median : 424.0 Median : 882.0
## Mean :66.13 Mean :24.43 Mean : 490.7 Mean : 848.1
## 3rd Qu.:69.30 3rd Qu.:25.50 3rd Qu.: 705.0 3rd Qu.:1084.0
## Max. :79.99 Max. :31.28 Max. :1518.0 Max. :1492.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 45.0 Min. : 45.0 Min. :3 Min. :1.000 Min. :1.00
## 1st Qu.: 337.0 1st Qu.: 337.0 1st Qu.:3 1st Qu.:3.000 1st Qu.:2.00
## Median : 671.0 Median : 671.0 Median :3 Median :3.000 Median :2.00
## Mean : 701.5 Mean : 701.5 Mean :3 Mean :2.972 Mean :1.86
## 3rd Qu.:1055.0 3rd Qu.:1055.0 3rd Qu.:3 3rd Qu.:3.000 3rd Qu.:2.00
## Max. :1449.0 Max. :1449.0 Max. :3 Max. :3.000 Max. :2.00
## average_depth anomaly_score
## Min. :5.700 Min. :0.5820
## 1st Qu.:7.840 1st Qu.:0.5832
## Median :7.930 Median :0.5848
## Mean :7.845 Mean :0.5882
## 3rd Qu.:7.970 3rd Qu.:0.5883
## Max. :8.000 Max. :0.6800
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 34.0 Length:10885 Min. : 1.0 Min. :22.0
## 1st Qu.: 749.0 Class :character 1st Qu.: 9.0 1st Qu.:30.0
## Median :1016.0 Mode :character Median :15.0 Median :36.0
## Mean : 974.7 Mean :15.2 Mean :36.2
## 3rd Qu.:1191.0 3rd Qu.:22.0 3rd Qu.:43.0
## Max. :1547.0 Max. :27.0 Max. :48.0
## fecha exp motor bateria peso_cond
## Min. :20221008 Length:10885 Min. :2 Min. :2 Min. :110.5
## 1st Qu.:20221015 Class :character 1st Qu.:2 1st Qu.:2 1st Qu.:112.0
## Median :20221019 Mode :character Median :2 Median :2 Median :112.0
## Mean :20221019 Mean :2 Mean :2 Mean :112.2
## 3rd Qu.:20221026 3rd Qu.:2 3rd Qu.:2 3rd Qu.:113.0
## Max. :20221028 Max. :2 Max. :2 Max. :113.0
## lugar duracion distancia vel_max
## Length:10885 Length:10885 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.00 1st Qu.: 0.00
## Mode :character Class2:difftime Median :15.07 Median :42.50
## Mode :numeric Mean :10.22 Mean :30.56
## 3rd Qu.:15.22 3rd Qu.:46.00
## Max. :15.89 Max. :54.70
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-10.84 Min. :-5.070 Min. :-7.570
## 1st Qu.: 0.00 1st Qu.: 8.81 1st Qu.: 1.560 1st Qu.: 1.870
## Median :17.60 Median : 9.44 Median : 1.950 Median : 2.500
## Mean :12.52 Mean : 9.52 Mean : 1.967 Mean : 2.505
## 3rd Qu.:18.60 3rd Qu.: 10.22 3rd Qu.: 2.420 3rd Qu.: 3.120
## Max. :25.70 Max. : 36.66 Max. :12.170 Max. :14.270
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.000 Min. : 0.065 Min. : 0.05 Min. : 0.05
## 1st Qu.:2.020 1st Qu.: 9.000 1st Qu.: 9.00 1st Qu.: 9.01
## Median :2.370 Median :12.320 Median :12.27 Median :12.21
## Mean :2.538 Mean :12.530 Mean :12.50 Mean :12.47
## 3rd Qu.:3.160 3rd Qu.:15.580 3rd Qu.:15.56 3rd Qu.:15.55
## Max. :5.200 Max. :26.790 Max. :34.10 Max. :27.22
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0100 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.06000 1st Qu.:0.4700 1st Qu.:0.4700 1st Qu.:0.4700
## Median :0.07000 Median :0.6400 Median :0.6350 Median :0.6300
## Mean :0.07662 Mean :0.6507 Mean :0.6475 Mean :0.6473
## 3rd Qu.:0.09000 3rd Qu.:0.8100 3rd Qu.:0.8050 3rd Qu.:0.8100
## Max. :0.16000 Max. :1.3900 Max. :1.7700 Max. :1.4100
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :20.89 Min. :20.73 Min. :20.85 Min. :15.99
## 1st Qu.:40.51 1st Qu.:40.59 1st Qu.:40.59 1st Qu.:40.53
## Median :41.56 Median :42.72 Median :41.56 Median :41.56
## Mean :44.13 Mean :44.26 Mean :44.28 Mean :44.29
## 3rd Qu.:48.16 3rd Qu.:48.49 3rd Qu.:48.49 3rd Qu.:48.49
## Max. :68.27 Max. :69.05 Max. :80.14 Max. :97.31
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.64 Min. :14.98 Min. :14.91 Min. :13.94
## 1st Qu.:31.83 1st Qu.:15.53 1st Qu.:15.46 1st Qu.:15.52
## Median :32.94 Median :16.07 Median :15.99 Median :16.07
## Mean :32.99 Mean :16.09 Mean :16.01 Mean :16.09
## 3rd Qu.:33.98 3rd Qu.:16.58 3rd Qu.:16.50 3rd Qu.:16.58
## Max. :38.24 Max. :18.48 Max. :18.67 Max. :18.44
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :39.10 Min. :21.29 Min. : 34.0 Min. : 1.0
## 1st Qu.:63.09 1st Qu.:23.60 1st Qu.: 743.0 1st Qu.: 135.0
## Median :66.26 Median :24.53 Median :1011.0 Median : 280.0
## Mean :65.38 Mean :24.48 Mean : 969.5 Mean : 351.3
## 3rd Qu.:68.89 3rd Qu.:25.15 3rd Qu.:1186.0 3rd Qu.: 521.0
## Max. :79.99 Max. :31.42 Max. :1547.0 Max. :1441.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 45.0 Min. : 45.0 Min. :2 Min. :2.000 Min. :2
## 1st Qu.: 295.0 1st Qu.: 295.0 1st Qu.:2 1st Qu.:2.000 1st Qu.:2
## Median : 671.0 Median : 671.0 Median :2 Median :2.000 Median :2
## Mean : 666.8 Mean : 666.8 Mean :2 Mean :2.317 Mean :2
## 3rd Qu.: 997.0 3rd Qu.: 997.0 3rd Qu.:2 3rd Qu.:3.000 3rd Qu.:2
## Max. :1449.0 Max. :1449.0 Max. :2 Max. :3.000 Max. :2
## average_depth anomaly_score
## Min. :5.650 Min. :0.5820
## 1st Qu.:7.590 1st Qu.:0.5860
## Median :7.770 Median :0.5911
## Mean :7.693 Mean :0.5944
## 3rd Qu.:7.900 3rd Qu.:0.5984
## Max. :8.000 Max. :0.6823
##
## Cluster 4 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 583.0 Length:1342 Min. : 1.000 Min. :22.00
## 1st Qu.: 861.2 Class :character 1st Qu.: 1.000 1st Qu.:22.00
## Median :1199.0 Mode :character Median : 2.000 Median :23.00
## Mean :1116.8 Mean : 2.679 Mean :23.68
## 3rd Qu.:1308.0 3rd Qu.: 3.000 3rd Qu.:24.00
## Max. :1498.0 Max. :20.000 Max. :41.00
## fecha exp motor bateria peso_cond
## Min. :20221008 Length:1342 Min. :2 Min. :2 Min. :110.5
## 1st Qu.:20221008 Class :character 1st Qu.:2 1st Qu.:2 1st Qu.:110.5
## Median :20221008 Mode :character Median :2 Median :2 Median :110.5
## Mean :20221009 Mean :2 Mean :2 Mean :111.0
## 3rd Qu.:20221009 3rd Qu.:2 3rd Qu.:2 3rd Qu.:111.4
## Max. :20221021 Max. :2 Max. :2 Max. :113.0
## lugar duracion distancia vel_max
## Length:1342 Length:1342 Min. :14.77 Min. :41.20
## Class :character Class1:hms 1st Qu.:15.00 1st Qu.:44.90
## Mode :character Class2:difftime Median :15.56 Median :50.30
## Mode :numeric Mean :15.50 Mean :47.71
## 3rd Qu.:15.73 3rd Qu.:50.30
## Max. :15.89 Max. :54.70
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. :17.30 Min. :-2.030 Min. :-1.870 Min. :-2.730
## 1st Qu.:17.30 1st Qu.: 8.830 1st Qu.: 1.250 1st Qu.: 2.110
## Median :18.60 Median : 9.440 Median : 1.720 Median : 2.850
## Mean :20.02 Mean : 9.404 Mean : 1.677 Mean : 2.869
## 3rd Qu.:19.50 3rd Qu.: 9.980 3rd Qu.: 2.110 3rd Qu.: 3.590
## Max. :25.70 Max. :17.710 Max. : 8.350 Max. :14.820
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.000 Min. : 0.00 Min. : 0.06 Min. : 0.06
## 1st Qu.:2.152 1st Qu.:14.59 1st Qu.:14.61 1st Qu.:14.62
## Median :2.735 Median :15.98 Median :16.04 Median :16.05
## Mean :2.684 Mean :15.86 Mean :15.84 Mean :15.87
## 3rd Qu.:3.317 3rd Qu.:17.42 3rd Qu.:17.56 3rd Qu.:17.46
## Max. :5.390 Max. :25.30 Max. :23.96 Max. :26.65
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.07000 1st Qu.:0.7600 1st Qu.:0.7600 1st Qu.:0.7600
## Median :0.08000 Median :0.8300 Median :0.8300 Median :0.8300
## Mean :0.08227 Mean :0.8229 Mean :0.8244 Mean :0.8239
## 3rd Qu.:0.10000 3rd Qu.:0.9000 3rd Qu.:0.9100 3rd Qu.:0.9000
## Max. :0.15000 Max. :1.3100 Max. :1.2400 Max. :1.3800
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. : 48.70 Min. : 48.28 Min. : 41.56 Min. : 49.77
## 1st Qu.: 64.13 1st Qu.: 64.13 1st Qu.: 64.13 1st Qu.: 64.13
## Median : 76.54 Median : 76.50 Median : 76.54 Median : 76.54
## Mean : 79.14 Mean : 79.27 Mean : 79.59 Mean : 79.94
## 3rd Qu.: 93.48 3rd Qu.: 94.48 3rd Qu.: 93.48 3rd Qu.: 93.16
## Max. :105.26 Max. :103.86 Max. :117.22 Max. :112.72
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.56 Min. :14.97 Min. :14.92 Min. :14.96
## 1st Qu.:31.27 1st Qu.:15.25 1st Qu.:15.18 1st Qu.:15.25
## Median :32.14 Median :15.69 Median :15.62 Median :15.69
## Mean :32.55 Mean :15.87 Mean :15.80 Mean :15.88
## 3rd Qu.:33.98 3rd Qu.:16.58 3rd Qu.:16.49 3rd Qu.:16.58
## Max. :37.98 Max. :17.79 Max. :18.07 Max. :18.19
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :43.76 Min. :21.29 Min. : 581.0 Min. : 1.00
## 1st Qu.:53.56 1st Qu.:22.23 1st Qu.: 860.2 1st Qu.: 84.25
## Median :64.70 Median :23.45 Median :1196.0 Median :174.00
## Mean :65.87 Mean :23.64 Mean :1113.9 Mean :279.42
## 3rd Qu.:79.99 3rd Qu.:25.39 3rd Qu.:1305.0 3rd Qu.:545.75
## Max. :79.99 Max. :30.08 Max. :1495.0 Max. :801.00
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 389 Min. : 389 Min. :4 Min. :1.000 Min. :1.000
## 1st Qu.:1340 1st Qu.:1340 1st Qu.:4 1st Qu.:2.000 1st Qu.:2.000
## Median :1397 Median :1397 Median :4 Median :2.000 Median :2.000
## Mean :1357 Mean :1357 Mean :4 Mean :1.998 Mean :1.998
## 3rd Qu.:1449 3rd Qu.:1449 3rd Qu.:4 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :1449 Max. :1449 Max. :4 Max. :2.000 Max. :2.000
## average_depth anomaly_score
## Min. :5.350 Min. :0.5903
## 1st Qu.:6.410 1st Qu.:0.6111
## Median :6.840 Median :0.6295
## Mean :6.822 Mean :0.6307
## 3rd Qu.:7.280 3rd Qu.:0.6481
## Max. :7.790 Max. :0.6963
##
## -----------------
## Summary for clus2
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:8575 Min. : 1.00 Min. :22.00
## 1st Qu.: 156.0 Class :character 1st Qu.: 5.00 1st Qu.:26.00
## Median : 540.0 Mode :character Median :11.00 Median :32.00
## Mean : 545.1 Mean :10.96 Mean :31.96
## 3rd Qu.: 871.0 3rd Qu.:15.00 3rd Qu.:36.00
## Max. :1532.0 Max. :26.00 Max. :47.00
## fecha exp motor bateria peso_cond
## Min. :20221008 Length:8575 Min. :2 Min. :2 Min. :110.5
## 1st Qu.:20221010 Class :character 1st Qu.:2 1st Qu.:2 1st Qu.:112.0
## Median :20221016 Mode :character Median :2 Median :2 Median :112.0
## Mean :20221016 Mean :2 Mean :2 Mean :111.9
## 3rd Qu.:20221019 3rd Qu.:2 3rd Qu.:2 3rd Qu.:112.0
## Max. :20221028 Max. :2 Max. :2 Max. :113.0
## lugar duracion distancia vel_max
## Length:8575 Length:8575 Min. : 0.00 Min. : 0.0
## Class :character Class1:hms 1st Qu.:15.00 1st Qu.:42.5
## Mode :character Class2:difftime Median :15.16 Median :45.7
## Mode :numeric Mean :13.78 Mean :41.7
## 3rd Qu.:15.46 3rd Qu.:47.2
## Max. :15.89 Max. :54.7
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-4.680 Min. :-8.190 Min. :-5.070
## 1st Qu.:17.40 1st Qu.: 9.130 1st Qu.: 1.250 1st Qu.: 1.720
## Median :17.90 Median : 9.590 Median : 1.870 Median : 2.340
## Mean :17.03 Mean : 9.402 Mean : 1.996 Mean : 2.178
## 3rd Qu.:19.00 3rd Qu.: 9.830 3rd Qu.: 2.500 3rd Qu.: 2.730
## Max. :25.70 Max. :27.530 Max. :10.920 Max. :13.810
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.0000 Min. : 0.0000 Min. : 0.0000 Min. : 0.000
## 1st Qu.:0.1300 1st Qu.: 0.0700 1st Qu.: 0.0700 1st Qu.: 0.070
## Median :0.1600 Median : 0.0900 Median : 0.0900 Median : 0.090
## Mean :0.3252 Mean : 0.9336 Mean : 0.9591 Mean : 1.083
## 3rd Qu.:0.3950 3rd Qu.: 0.6200 3rd Qu.: 0.7250 3rd Qu.: 1.080
## Max. :6.0200 Max. :17.1650 Max. :20.7550 Max. :17.940
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.000000 Min. :0.00000 Min. :0.00000 Min. :0.00000
## 1st Qu.:0.000000 1st Qu.:0.00000 1st Qu.:0.00000 1st Qu.:0.00000
## Median :0.000000 Median :0.00000 Median :0.00000 Median :0.00000
## Mean :0.006224 Mean :0.04377 Mean :0.04724 Mean :0.05233
## 3rd Qu.:0.010000 3rd Qu.:0.03000 3rd Qu.:0.04000 3rd Qu.:0.05000
## Max. :0.150000 Max. :0.79000 Max. :0.95000 Max. :0.93000
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :18.97 Min. :19.84 Min. :20.15 Min. :15.10
## 1st Qu.:27.41 1st Qu.:27.31 1st Qu.:27.36 1st Qu.:27.22
## Median :36.36 Median :36.26 Median :36.27 Median :36.30
## Mean :36.18 Mean :36.16 Mean :36.12 Mean :36.14
## 3rd Qu.:40.98 3rd Qu.:40.99 3rd Qu.:40.91 3rd Qu.:40.85
## Max. :86.36 Max. :85.71 Max. :87.01 Max. :87.01
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :31.53 Min. :15.93 Min. :15.90 Min. :15.51
## 1st Qu.:37.29 1st Qu.:18.20 1st Qu.:18.10 1st Qu.:18.18
## Median :38.20 Median :18.64 Median :18.55 Median :18.63
## Mean :38.39 Mean :18.73 Mean :18.64 Mean :18.72
## 3rd Qu.:40.14 3rd Qu.:19.58 3rd Qu.:19.48 3rd Qu.:19.57
## Max. :41.27 Max. :20.13 Max. :20.03 Max. :20.13
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :38.80 Min. :21.29 Min. : 1.0 Min. : 1
## 1st Qu.:63.66 1st Qu.:22.97 1st Qu.: 154.0 1st Qu.: 491
## Median :66.62 Median :23.70 Median : 537.0 Median : 843
## Mean :66.07 Mean :23.89 Mean : 541.7 Mean : 836
## 3rd Qu.:69.07 3rd Qu.:24.53 3rd Qu.: 866.0 3rd Qu.:1191
## Max. :79.99 Max. :31.44 Max. :1511.0 Max. :1547
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 89.0 Min. : 89.0 Min. :1.000 Min. :1 Min. :1
## 1st Qu.: 671.0 1st Qu.: 671.0 1st Qu.:1.000 1st Qu.:1 1st Qu.:1
## Median : 889.0 Median : 889.0 Median :1.000 Median :1 Median :1
## Mean : 896.1 Mean : 896.1 Mean :1.051 Mean :1 Mean :1
## 3rd Qu.:1226.0 3rd Qu.:1226.0 3rd Qu.:1.000 3rd Qu.:1 3rd Qu.:1
## Max. :1449.0 Max. :1449.0 Max. :4.000 Max. :1 Max. :1
## average_depth anomaly_score
## Min. :6.11 Min. :0.5820
## 1st Qu.:7.53 1st Qu.:0.5883
## Median :7.70 Median :0.5939
## Mean :7.64 Mean :0.5965
## 3rd Qu.:7.84 3rd Qu.:0.6008
## Max. :8.00 Max. :0.6614
##
## Cluster 3 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:18508 Min. : 1.00 Min. :22.00
## 1st Qu.: 283.0 Class :character 1st Qu.: 8.00 1st Qu.:29.00
## Median : 504.0 Mode :character Median :16.00 Median :37.00
## Mean : 558.7 Mean :15.01 Mean :36.01
## 3rd Qu.: 812.0 3rd Qu.:22.00 3rd Qu.:43.00
## Max. :1547.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria peso_cond
## Min. :20221008 Length:18508 Min. :2 Min. :2 Min. :110.5
## 1st Qu.:20221014 Class :character 1st Qu.:2 1st Qu.:2 1st Qu.:112.0
## Median :20221019 Mode :character Median :2 Median :2 Median :112.0
## Mean :20221019 Mean :2 Mean :2 Mean :112.2
## 3rd Qu.:20221026 3rd Qu.:2 3rd Qu.:2 3rd Qu.:112.5
## Max. :20221028 Max. :2 Max. :2 Max. :113.0
## lugar duracion distancia vel_max
## Length:18508 Length:18508 Min. : 0.000 Min. : 0.0
## Class :character Class1:hms 1st Qu.: 0.000 1st Qu.: 0.0
## Mode :character Class2:difftime Median :13.210 Median :41.0
## Mode :numeric Mean : 7.626 Mean :22.8
## 3rd Qu.:15.160 3rd Qu.:46.0
## Max. :15.890 Max. :54.7
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.000 Min. :-14.040 Min. :-5.770 Min. :-10.060
## 1st Qu.: 0.000 1st Qu.: 8.890 1st Qu.: 1.480 1st Qu.: 1.560
## Median :17.100 Median : 9.520 Median : 2.030 Median : 2.260
## Mean : 9.332 Mean : 9.593 Mean : 2.001 Mean : 2.264
## 3rd Qu.:17.800 3rd Qu.: 10.300 3rd Qu.: 2.570 3rd Qu.: 2.890
## Max. :25.700 Max. : 39.860 Max. :10.450 Max. : 25.900
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.050 Min. : 0.030 Min. : 0.030
## 1st Qu.: 1.790 1st Qu.: 7.890 1st Qu.: 7.900 1st Qu.: 7.880
## Median : 2.060 Median : 8.650 Median : 8.650 Median : 8.635
## Mean : 2.156 Mean : 9.126 Mean : 9.123 Mean : 9.104
## 3rd Qu.: 2.450 3rd Qu.: 9.680 3rd Qu.: 9.670 3rd Qu.: 9.670
## Max. :11.660 Max. :25.370 Max. :26.610 Max. :28.220
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.000
## 1st Qu.:0.0500 1st Qu.:0.4100 1st Qu.:0.4100 1st Qu.:0.410
## Median :0.0600 Median :0.4500 Median :0.4500 Median :0.450
## Mean :0.0608 Mean :0.4734 Mean :0.4722 Mean :0.472
## 3rd Qu.:0.0700 3rd Qu.:0.5000 3rd Qu.:0.5000 3rd Qu.:0.500
## Max. :0.3000 Max. :1.3100 Max. :1.3800 Max. :1.460
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :18.97 Min. :20.54 Min. :17.09 Min. :15.10
## 1st Qu.:31.75 1st Qu.:31.71 1st Qu.:31.71 1st Qu.:31.71
## Median :36.57 Median :36.63 Median :36.71 Median :36.71
## Mean :36.26 Mean :36.25 Mean :36.24 Mean :36.25
## 3rd Qu.:40.73 3rd Qu.:40.79 3rd Qu.:40.69 3rd Qu.:40.72
## Max. :70.41 Max. :66.89 Max. :73.67 Max. :71.83
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :28.26 Min. :13.48 Min. :13.11 Min. :12.97
## 1st Qu.:34.45 1st Qu.:16.80 1st Qu.:16.73 1st Qu.:16.81
## Median :35.63 Median :17.38 Median :17.30 Median :17.38
## Mean :35.50 Mean :17.31 Mean :17.23 Mean :17.32
## 3rd Qu.:36.57 3rd Qu.:17.84 3rd Qu.:17.75 3rd Qu.:17.84
## Max. :41.04 Max. :19.99 Max. :19.88 Max. :19.99
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :39.76 Min. :21.29 Min. : 1.0 Min. : 1.0
## 1st Qu.:63.13 1st Qu.:23.42 1st Qu.: 280.0 1st Qu.: 503.0
## Median :66.06 Median :24.63 Median : 501.0 Median : 804.0
## Mean :66.14 Mean :24.47 Mean : 555.4 Mean : 775.2
## 3rd Qu.:69.43 3rd Qu.:25.51 3rd Qu.: 808.0 3rd Qu.:1044.0
## Max. :79.99 Max. :31.28 Max. :1547.0 Max. :1492.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 45.0 Min. : 45.0 Min. :1.000 Min. :3 Min. :1.000
## 1st Qu.: 295.0 1st Qu.: 295.0 1st Qu.:3.000 1st Qu.:3 1st Qu.:2.000
## Median : 616.0 Median : 616.0 Median :3.000 Median :3 Median :2.000
## Mean : 676.6 Mean : 676.6 Mean :2.813 Mean :3 Mean :1.896
## 3rd Qu.:1055.0 3rd Qu.:1055.0 3rd Qu.:3.000 3rd Qu.:3 3rd Qu.:2.000
## Max. :1449.0 Max. :1449.0 Max. :3.000 Max. :3 Max. :2.000
## average_depth anomaly_score
## Min. :5.650 Min. :0.5820
## 1st Qu.:7.830 1st Qu.:0.5832
## Median :7.930 Median :0.5848
## Mean :7.844 Mean :0.5883
## 3rd Qu.:7.970 3rd Qu.:0.5887
## Max. :8.000 Max. :0.6823
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 237 Length:8771 Min. : 1.00 Min. :22.00
## 1st Qu.: 876 Class :character 1st Qu.: 5.00 1st Qu.:26.00
## Median :1106 Mode :character Median :12.00 Median :33.00
## Mean :1052 Mean :12.63 Mean :33.63
## 3rd Qu.:1249 3rd Qu.:20.00 3rd Qu.:41.00
## Max. :1534 Max. :27.00 Max. :48.00
## fecha exp motor bateria peso_cond
## Min. :20221008 Length:8771 Min. :2 Min. :2 Min. :110.5
## 1st Qu.:20221010 Class :character 1st Qu.:2 1st Qu.:2 1st Qu.:112.0
## Median :20221017 Mode :character Median :2 Median :2 Median :112.0
## Mean :20221017 Mean :2 Mean :2 Mean :112.0
## 3rd Qu.:20221021 3rd Qu.:2 3rd Qu.:2 3rd Qu.:112.2
## Max. :20221028 Max. :2 Max. :2 Max. :113.0
## lugar duracion distancia vel_max
## Length:8771 Length:8771 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.:14.44 1st Qu.:41.00
## Mode :character Class2:difftime Median :15.09 Median :43.90
## Mode :numeric Mean :12.02 Mean :36.15
## 3rd Qu.:15.46 3rd Qu.:47.20
## Max. :15.89 Max. :54.70
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-10.840 Min. :-5.070 Min. :-7.570
## 1st Qu.:17.10 1st Qu.: 8.810 1st Qu.: 1.480 1st Qu.: 1.950
## Median :17.80 Median : 9.440 Median : 1.950 Median : 2.570
## Mean :14.89 Mean : 9.488 Mean : 1.904 Mean : 2.637
## 3rd Qu.:19.00 3rd Qu.: 10.140 3rd Qu.: 2.340 3rd Qu.: 3.280
## Max. :25.70 Max. : 36.660 Max. :12.170 Max. :14.820
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.000 Min. : 0.00 Min. : 0.05 Min. : 0.065
## 1st Qu.:2.020 1st Qu.:10.03 1st Qu.: 9.96 1st Qu.: 9.920
## Median :2.490 Median :14.56 Median :14.56 Median :14.480
## Mean :2.583 Mean :13.89 Mean :13.87 Mean :13.851
## 3rd Qu.:3.230 3rd Qu.:16.61 3rd Qu.:16.60 3rd Qu.:16.670
## Max. :5.390 Max. :26.79 Max. :34.10 Max. :26.650
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.000
## 1st Qu.:0.06000 1st Qu.:0.5200 1st Qu.:0.5200 1st Qu.:0.520
## Median :0.08000 Median :0.7600 Median :0.7500 Median :0.750
## Mean :0.07886 Mean :0.7215 Mean :0.7192 Mean :0.719
## 3rd Qu.:0.10000 3rd Qu.:0.8600 3rd Qu.:0.8600 3rd Qu.:0.860
## Max. :0.16000 Max. :1.3900 Max. :1.7700 Max. :1.380
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. : 28.89 Min. : 28.90 Min. : 28.75 Min. : 18.46
## 1st Qu.: 41.56 1st Qu.: 41.56 1st Qu.: 41.56 1st Qu.: 41.56
## Median : 46.81 Median : 47.25 Median : 47.25 Median : 47.25
## Mean : 50.92 Mean : 51.09 Mean : 51.19 Mean : 51.22
## 3rd Qu.: 54.77 3rd Qu.: 54.86 3rd Qu.: 54.68 3rd Qu.: 54.70
## Max. :105.26 Max. :103.86 Max. :117.22 Max. :112.72
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :30.56 Min. :14.97 Min. :14.91 Min. :13.94
## 1st Qu.:31.37 1st Qu.:15.30 1st Qu.:15.23 1st Qu.:15.30
## Median :32.34 Median :15.77 Median :15.69 Median :15.77
## Mean :32.60 Mean :15.90 Mean :15.82 Mean :15.90
## 3rd Qu.:33.70 3rd Qu.:16.45 3rd Qu.:16.36 3rd Qu.:16.45
## Max. :38.24 Max. :18.18 Max. :18.18 Max. :18.44
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :39.10 Min. :21.29 Min. : 236 Min. : 1.0
## 1st Qu.:61.68 1st Qu.:23.04 1st Qu.: 875 1st Qu.: 95.0
## Median :65.57 Median :24.09 Median :1099 Median : 203.0
## Mean :65.18 Mean :24.28 Mean :1047 Mean : 295.1
## 3rd Qu.:68.89 3rd Qu.:25.15 3rd Qu.:1244 3rd Qu.: 440.5
## Max. :79.99 Max. :31.42 Max. :1529 Max. :1146.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 45.0 Min. : 45.0 Min. :2.000 Min. :2 Min. :2
## 1st Qu.: 389.0 1st Qu.: 389.0 1st Qu.:2.000 1st Qu.:2 1st Qu.:2
## Median : 835.0 Median : 835.0 Median :2.000 Median :2 Median :2
## Mean : 807.4 Mean : 807.4 Mean :2.305 Mean :2 Mean :2
## 3rd Qu.:1226.0 3rd Qu.:1226.0 3rd Qu.:2.000 3rd Qu.:2 3rd Qu.:2
## Max. :1449.0 Max. :1449.0 Max. :4.000 Max. :2 Max. :2
## average_depth anomaly_score
## Min. :5.350 Min. :0.5820
## 1st Qu.:7.370 1st Qu.:0.5895
## Median :7.650 Median :0.5960
## Mean :7.505 Mean :0.6021
## 3rd Qu.:7.810 3rd Qu.:0.6074
## Max. :8.000 Max. :0.6963
##
## -----------------
## Summary for clus3
##
## Cluster 1 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:10500 Min. : 1.00 Min. :22.00
## 1st Qu.: 173.0 Class :character 1st Qu.: 5.00 1st Qu.:26.00
## Median : 446.0 Mode :character Median :11.00 Median :32.00
## Mean : 513.9 Mean :10.97 Mean :31.97
## 3rd Qu.: 837.0 3rd Qu.:15.00 3rd Qu.:36.00
## Max. :1532.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria peso_cond
## Min. :20221008 Length:10500 Min. :2 Min. :2 Min. :110.5
## 1st Qu.:20221010 Class :character 1st Qu.:2 1st Qu.:2 1st Qu.:112.0
## Median :20221016 Mode :character Median :2 Median :2 Median :112.0
## Mean :20221016 Mean :2 Mean :2 Mean :111.9
## 3rd Qu.:20221019 3rd Qu.:2 3rd Qu.:2 3rd Qu.:112.0
## Max. :20221028 Max. :2 Max. :2 Max. :113.0
## lugar duracion distancia vel_max
## Length:10500 Length:10500 Min. : 0.00 Min. : 0.00
## Class :character Class1:hms 1st Qu.:14.77 1st Qu.:41.20
## Mode :character Class2:difftime Median :15.16 Median :45.70
## Mode :numeric Mean :13.38 Mean :40.47
## 3rd Qu.:15.46 3rd Qu.:47.20
## Max. :15.89 Max. :54.70
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-14.040 Min. :-8.190 Min. :-5.070
## 1st Qu.:17.40 1st Qu.: 9.050 1st Qu.: 1.250 1st Qu.: 1.720
## Median :17.90 Median : 9.590 Median : 1.870 Median : 2.340
## Mean :16.55 Mean : 9.441 Mean : 1.972 Mean : 2.204
## 3rd Qu.:19.00 3rd Qu.: 9.980 3rd Qu.: 2.500 3rd Qu.: 2.730
## Max. :25.70 Max. : 27.530 Max. :10.920 Max. :13.810
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. :0.000 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.:0.140 1st Qu.: 0.080 1st Qu.: 0.080 1st Qu.: 0.080
## Median :0.180 Median : 0.100 Median : 0.100 Median : 0.100
## Mean :0.546 Mean : 2.001 Mean : 2.022 Mean : 2.122
## 3rd Qu.:0.810 3rd Qu.: 4.062 3rd Qu.: 4.030 3rd Qu.: 4.290
## Max. :9.050 Max. :20.020 Max. :20.755 Max. :28.220
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.0000 Min. :0.00000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.00000 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.01000 Median :0.0100 Median :0.0100
## Mean :0.0126 Mean :0.09993 Mean :0.1026 Mean :0.1069
## 3rd Qu.:0.0200 3rd Qu.:0.20000 3rd Qu.:0.2100 3rd Qu.:0.2200
## Max. :0.2200 Max. :1.04000 Max. :1.0100 Max. :1.4600
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. :18.97 Min. :19.84 Min. :20.15 Min. :15.10
## 1st Qu.:27.41 1st Qu.:27.41 1st Qu.:27.41 1st Qu.:27.41
## Median :34.89 Median :34.98 Median :34.89 Median :34.89
## Mean :35.52 Mean :35.48 Mean :35.46 Mean :35.48
## 3rd Qu.:40.01 3rd Qu.:40.14 3rd Qu.:40.01 3rd Qu.:40.09
## Max. :86.36 Max. :85.71 Max. :87.01 Max. :87.01
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :31.53 Min. :15.93 Min. :15.90 Min. :15.51
## 1st Qu.:37.17 1st Qu.:18.14 1st Qu.:18.05 1st Qu.:18.13
## Median :37.84 Median :18.46 Median :18.38 Median :18.46
## Mean :38.16 Mean :18.62 Mean :18.53 Mean :18.61
## 3rd Qu.:39.30 3rd Qu.:19.17 3rd Qu.:19.07 3rd Qu.:19.15
## Max. :41.27 Max. :20.13 Max. :20.03 Max. :20.13
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :38.80 Min. :21.29 Min. : 1.0 Min. : 1.0
## 1st Qu.:63.08 1st Qu.:22.97 1st Qu.: 171.0 1st Qu.: 531.8
## Median :66.62 Median :23.70 Median : 443.0 Median : 927.5
## Mean :65.92 Mean :23.92 Mean : 510.7 Mean : 867.9
## 3rd Qu.:68.89 3rd Qu.:24.62 3rd Qu.: 833.0 3rd Qu.:1202.0
## Max. :79.99 Max. :31.44 Max. :1511.0 Max. :1547.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 45.0 Min. : 45.0 Min. :1.000 Min. :1.000 Min. :1
## 1st Qu.: 671.0 1st Qu.: 671.0 1st Qu.:1.000 1st Qu.:1.000 1st Qu.:1
## Median : 889.0 Median : 889.0 Median :1.000 Median :1.000 Median :1
## Mean : 895.5 Mean : 895.5 Mean :1.408 Mean :1.367 Mean :1
## 3rd Qu.:1226.0 3rd Qu.:1226.0 3rd Qu.:1.000 3rd Qu.:1.000 3rd Qu.:1
## Max. :1449.0 Max. :1449.0 Max. :4.000 Max. :3.000 Max. :1
## average_depth anomaly_score
## Min. :6.010 Min. :0.5820
## 1st Qu.:7.560 1st Qu.:0.5872
## Median :7.750 Median :0.5919
## Mean :7.673 Mean :0.5951
## 3rd Qu.:7.870 3rd Qu.:0.5996
## Max. :8.000 Max. :0.6659
##
## Cluster 2 :
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 8.0 Length:25354 Min. : 1.00 Min. :22.00
## 1st Qu.: 427.0 Class :character 1st Qu.: 7.00 1st Qu.:28.00
## Median : 736.0 Mode :character Median :15.00 Median :36.00
## Mean : 743.2 Mean :14.49 Mean :35.49
## 3rd Qu.:1068.0 3rd Qu.:22.00 3rd Qu.:43.00
## Max. :1547.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria peso_cond
## Min. :20221008 Length:25354 Min. :2 Min. :2 Min. :110.5
## 1st Qu.:20221013 Class :character 1st Qu.:2 1st Qu.:2 1st Qu.:112.0
## Median :20221019 Mode :character Median :2 Median :2 Median :112.0
## Mean :20221019 Mean :2 Mean :2 Mean :112.1
## 3rd Qu.:20221026 3rd Qu.:2 3rd Qu.:2 3rd Qu.:112.5
## Max. :20221028 Max. :2 Max. :2 Max. :113.0
## lugar duracion distancia vel_max
## Length:25354 Length:25354 Min. : 0.000 Min. : 0.00
## Class :character Class1:hms 1st Qu.: 0.000 1st Qu.: 0.00
## Mode :character Class2:difftime Median :15.000 Median :41.20
## Mode :numeric Mean : 8.845 Mean :26.49
## 3rd Qu.:15.220 3rd Qu.:46.00
## Max. :15.890 Max. :54.70
## vel_prom ACCELERATION_X ACCELERATION_Y ACCELERATION_Z
## Min. : 0.00 Min. :-10.840 Min. :-5.070 Min. :-10.06
## 1st Qu.: 0.00 1st Qu.: 8.890 1st Qu.: 1.480 1st Qu.: 1.72
## Median :17.40 Median : 9.520 Median : 1.950 Median : 2.34
## Mean :10.87 Mean : 9.555 Mean : 1.978 Mean : 2.39
## 3rd Qu.:18.20 3rd Qu.: 10.220 3rd Qu.: 2.500 3rd Qu.: 3.04
## Max. :25.70 Max. : 39.860 Max. :12.170 Max. : 25.90
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## Min. : 0.000 Min. : 0.00 Min. : 0.03 Min. : 0.04
## 1st Qu.: 1.900 1st Qu.: 8.39 1st Qu.: 8.38 1st Qu.: 8.37
## Median : 2.190 Median : 9.34 Median : 9.35 Median : 9.33
## Mean : 2.351 Mean :10.95 Mean :10.94 Mean :10.92
## 3rd Qu.: 2.810 3rd Qu.:13.62 3rd Qu.:13.57 3rd Qu.:13.55
## Max. :11.660 Max. :26.79 Max. :34.10 Max. :27.22
## POWER_A POWER_B POWER_C POWER_D
## Min. :0.00000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.05000 1st Qu.:0.4300 1st Qu.:0.4300 1st Qu.:0.4300
## Median :0.06000 Median :0.4800 Median :0.4800 Median :0.4800
## Mean :0.06855 Mean :0.5686 Mean :0.5669 Mean :0.5667
## 3rd Qu.:0.08000 3rd Qu.:0.7100 3rd Qu.:0.7000 3rd Qu.:0.7000
## Max. :0.30000 Max. :1.3900 Max. :1.7700 Max. :1.4100
## TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D
## Min. : 18.97 Min. : 20.54 Min. : 17.09 Min. : 15.10
## 1st Qu.: 34.91 1st Qu.: 34.89 1st Qu.: 34.89 1st Qu.: 34.89
## Median : 39.80 Median : 39.84 Median : 39.90 Median : 39.84
## Mean : 41.61 Mean : 41.67 Mean : 41.70 Mean : 41.72
## 3rd Qu.: 45.11 3rd Qu.: 45.47 3rd Qu.: 45.47 3rd Qu.: 45.40
## Max. :105.26 Max. :103.86 Max. :117.22 Max. :112.72
## VOLTAGE_A VOLTAGE_B VOLTAGE_C VOLTAGE_D
## Min. :28.26 Min. :13.48 Min. :13.11 Min. :12.97
## 1st Qu.:32.94 1st Qu.:16.07 1st Qu.:15.99 1st Qu.:16.07
## Median :34.52 Median :16.84 Median :16.76 Median :16.84
## Mean :34.37 Mean :16.76 Mean :16.68 Mean :16.76
## 3rd Qu.:35.87 3rd Qu.:17.50 3rd Qu.:17.42 3rd Qu.:17.50
## Max. :41.04 Max. :19.61 Max. :19.60 Max. :19.96
## ENV_HUMIDITY ENV_TEMPERATURE new_time RUL_reg
## Min. :39.10 Min. :21.29 Min. : 1.0 Min. : 1.0
## 1st Qu.:62.52 1st Qu.:23.32 1st Qu.: 423.0 1st Qu.: 256.0
## Median :65.99 Median :24.61 Median : 732.0 Median : 578.0
## Mean :65.87 Mean :24.44 Mean : 739.2 Mean : 591.3
## 3rd Qu.:69.58 3rd Qu.:25.39 3rd Qu.:1062.0 3rd Qu.: 889.0
## Max. :79.99 Max. :31.42 Max. :1547.0 Max. :1489.0
## RUL_bat RUL_motor clus clus2 clus3
## Min. : 45.0 Min. : 45.0 Min. :2.000 Min. :2.000 Min. :2
## 1st Qu.: 295.0 1st Qu.: 295.0 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2
## Median : 671.0 Median : 671.0 Median :3.000 Median :3.000 Median :2
## Mean : 705.4 Mean : 705.4 Mean :2.623 Mean :2.654 Mean :2
## 3rd Qu.:1115.0 3rd Qu.:1115.0 3rd Qu.:3.000 3rd Qu.:3.000 3rd Qu.:2
## Max. :1449.0 Max. :1449.0 Max. :4.000 Max. :3.000 Max. :2
## average_depth anomaly_score
## Min. :5.350 Min. :0.5820
## 1st Qu.:7.660 1st Qu.:0.5840
## Median :7.870 Median :0.5872
## Mean :7.728 Mean :0.5930
## 3rd Qu.:7.950 3rd Qu.:0.5956
## Max. :8.000 Max. :0.6963
##
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