Analisis de EstadÃstica Multivariada
Carlos Garcia
Fecha de revisión: 23-09-2024
Cargamos Base de Datos y hacemos nuestro Resumen General de las Variables
## tiempo fecha_exp ciclo_bat ciclo_motor
## Min. : 1.0 Length:78886 Min. : 1.00 Min. : 1.00
## 1st Qu.: 364.0 Class :character 1st Qu.: 5.00 1st Qu.: 8.00
## Median : 730.0 Mode :character Median :11.00 Median :20.00
## Mean : 779.4 Mean :11.54 Mean :21.09
## 3rd Qu.:1123.0 3rd Qu.:17.00 3rd Qu.:33.00
## Max. :2603.0 Max. :27.00 Max. :48.00
## fecha exp motor bateria
## Min. :20220909 Length:78886 Min. :1.000 Min. :1.000
## 1st Qu.:20220925 Class :character 1st Qu.:2.000 1st Qu.:1.000
## Median :20221005 Mode :character Median :2.000 Median :1.000
## Mean :20220976 Mean :1.911 Mean :1.455
## 3rd Qu.:20221017 3rd Qu.:2.000 3rd Qu.:2.000
## Max. :20221028 Max. :2.000 Max. :2.000
## peso_cond lugar duracion distancia
## Min. : 0.0 Length:78886 Length:78886 Min. : 0.000
## 1st Qu.:111.4 Class :character Class1:hms 1st Qu.: 0.000
## Median :112.0 Mode :character Class2:difftime Median :14.440
## Mean :108.8 Mode :numeric Mean : 9.416
## 3rd Qu.:112.0 3rd Qu.:15.460
## Max. :113.4 Max. :16.880
## vel_max vel_prom ACCELERATION_X ACCELERATION_Y
## Min. : 0.00 Min. : 0.00 Min. :-23.630 Min. :-10.690
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 8.740 1st Qu.: 1.170
## Median :42.40 Median :16.90 Median : 9.440 Median : 1.790
## Mean :29.04 Mean :10.83 Mean : 8.389 Mean : 1.723
## 3rd Qu.:46.80 3rd Qu.:17.80 3rd Qu.: 10.060 3rd Qu.: 2.340
## Max. :65.10 Max. :25.70 Max. : 39.860 Max. : 20.510
## ACCELERATION_Z CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC
## Min. :-27.920 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 1.640 1st Qu.: 0.400 1st Qu.: 2.180 1st Qu.: 2.216
## Median : 2.340 Median : 1.680 Median : 8.110 Median : 8.120
## Mean : 2.288 Mean : 1.596 Mean : 7.809 Mean : 7.812
## 3rd Qu.: 3.040 3rd Qu.: 2.410 3rd Qu.:11.840 3rd Qu.:11.800
## Max. : 25.900 Max. :12.370 Max. :27.480 Max. :34.100
## CURRENT_D_CALC POWER_A POWER_B POWER_C
## Min. : 0.000 Min. :0.00000 Min. :0.0000 Min. :0.000
## 1st Qu.: 2.230 1st Qu.:0.01000 1st Qu.:0.1100 1st Qu.:0.110
## Median : 8.110 Median :0.05000 Median :0.4200 Median :0.420
## Mean : 7.821 Mean :0.04595 Mean :0.4041 Mean :0.404
## 3rd Qu.:11.810 3rd Qu.:0.07000 3rd Qu.:0.6200 3rd Qu.:0.610
## Max. :28.220 Max. :0.40000 Max. :1.4200 Max. :1.770
## POWER_D TEMPERATURE_A TEMPERATURE_B TEMPERATURE_C
## Min. :0.0000 Min. : 18.80 Min. : 15.99 Min. : 17.09
## 1st Qu.:0.1100 1st Qu.: 34.36 1st Qu.: 34.17 1st Qu.: 34.33
## Median :0.4200 Median : 41.56 Median : 41.56 Median : 41.56
## Mean :0.4048 Mean : 46.37 Mean : 46.37 Mean : 46.39
## 3rd Qu.:0.6100 3rd Qu.: 54.68 3rd Qu.: 54.62 3rd Qu.: 54.68
## Max. :1.4600 Max. :119.35 Max. :112.13 Max. :117.22
## TEMPERATURE_D VOLTAGE_A VOLTAGE_B VOLTAGE_C
## Min. : 15.10 Min. :28.26 Min. :12.29 Min. :13.11
## 1st Qu.: 34.45 1st Qu.:33.06 1st Qu.:16.13 1st Qu.:16.05
## Median : 41.56 Median :35.32 Median :17.23 Median :17.15
## Mean : 46.41 Mean :35.23 Mean :17.19 Mean :17.10
## 3rd Qu.: 54.59 3rd Qu.:37.29 3rd Qu.:18.19 3rd Qu.:18.10
## Max. :112.72 Max. :41.85 Max. :20.42 Max. :20.32
## VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE new_time
## Min. :12.97 Min. :37.63 Min. :20.97 Min. : 1.0
## 1st Qu.:16.13 1st Qu.:61.92 1st Qu.:22.97 1st Qu.: 359.0
## Median :17.23 Median :66.38 Median :23.73 Median : 724.5
## Mean :17.18 Mean :65.47 Mean :24.01 Mean : 772.6
## 3rd Qu.:18.18 3rd Qu.:70.15 3rd Qu.:24.91 3rd Qu.:1115.0
## Max. :20.42 Max. :80.49 Max. :31.44 Max. :2550.0
## RUL_reg RUL_bat RUL_motor
## Min. : 1.0 Min. : 45.0 Min. : 45
## 1st Qu.: 359.0 1st Qu.: 441.0 1st Qu.: 558
## Median : 724.5 Median : 784.0 Median :1340
## Mean : 772.6 Mean : 822.1 Mean :1339
## 3rd Qu.:1115.0 3rd Qu.:1211.0 3rd Qu.:2001
## Max. :2550.0 Max. :1780.0 Max. :2858Análisis de la variable continua (Temperatura del Motor)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 18.80 34.36 41.56 46.37 54.68 119.35## [1] "Antes de dar inicio a los análisis descriptivos debemos identificar los tipos de variables: ¿Son categóricas o cuantitativas?"## [1] "1. Análisis descriptivos para variables cuantitativas"## [1] "1.1 Medidas descriptivas"## [1] "1.1.1 El resumen de medidas básicas"## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 18.80 34.36 41.56 46.37 54.68 119.35## [1] "1.1.2 El cálculo de las medidas individuales"## [1] "Las medidas de Tendencia central"## [1] "La media de 'TEMPERATURE_A' es:"## [1] 46.37089## [1] "La mediana de 'TEMPERATURE_A' es:"## [1] 41.56## [1] "La moda de 'TEMPERATURE_A' es:"## [1] 41.56## [1] "Las medidas de Variabilidad"## [1] "El mÃnimo de 'TEMPERATURE_A' es:"## [1] 18.8## [1] "El máximo de 'TEMPERATURE_A' es:"## [1] 119.35## [1] "La varianza de 'TEMPERATURE_A' es:"## [1] 320.3753## [1] "La desviación estándar de 'TEMPERATURE_A' es:"## [1] 17.89903## [1] "El rango de 'TEMPERATURE_A' es:"## [1] 100.55## [1] "El coeficiente de variación de 'TEMPERATURE_A' es:"## [1] 38.59972## [1] "Las medidas de Forma"## [1] "El coeficiente de asimetrÃa de 'TEMPERATURE_A' es"## [1] 1.159119## [1] "El coeficiente de curtosis de 'TEMPERATURE_A' es"## [1] 1.298994## [1] "Las medidas de Posición"## [1] "los Cuartiles de 'TEMPERATURE_A'"## 0% 25% 50% 75% 100%
## 18.80000 34.36403 41.56000 54.67767 119.35000## [1] "los Deciles de 'TEMPERATURE_A'"## 0% 10% 20% 30% 40% 50% 60% 70%
## 18.80000 26.92190 32.33714 36.36000 39.61174 41.56000 46.29800 51.53000
## 80% 90% 100%
## 58.79333 71.19000 119.35000## [1] "los Percentiles de 'TEMPERATURE_A'"## 0% 1% 2% 3% 4% 5% 6% 7%
## 18.80000 20.72000 21.38400 21.75432 22.56363 23.12000 23.94000 24.76792
## 8% 9% 10% 11% 12% 13% 14% 15%
## 25.61000 26.35970 26.92190 27.41000 27.41000 28.34719 29.12409 29.72860
## 16% 17% 18% 19% 20% 21% 22% 23%
## 30.27000 30.82652 31.44261 31.83923 32.33714 32.76257 33.14000 33.49169
## 24% 25% 26% 27% 28% 29% 30% 31%
## 33.91027 34.36403 34.75575 35.13090 35.79000 36.02818 36.36000 36.69761
## 32% 33% 34% 35% 36% 37% 38% 39%
## 36.94123 37.22337 37.59791 37.75725 38.14332 38.60000 38.92323 39.39532
## 40% 41% 42% 43% 44% 45% 46% 47%
## 39.61174 39.92195 40.32566 40.72522 40.98878 41.21642 41.42555 41.56000
## 48% 49% 50% 51% 52% 53% 54% 55%
## 41.56000 41.56000 41.56000 41.56000 41.56000 41.56000 42.75801 44.21957
## 56% 57% 58% 59% 60% 61% 62% 63%
## 44.84575 45.26000 45.72292 46.06000 46.29800 46.70590 47.17685 47.63000
## 64% 65% 66% 67% 68% 69% 70% 71%
## 48.26455 48.66557 49.12000 49.57387 50.01933 50.68000 51.53000 52.30413
## 72% 73% 74% 75% 76% 77% 78% 79%
## 52.98531 53.65400 54.21000 54.67767 55.26267 56.03356 57.02000 57.97239
## 80% 81% 82% 83% 84% 85% 86% 87%
## 58.79333 59.86349 60.62220 61.41266 62.35189 63.14716 63.84815 64.13000
## 88% 89% 90% 91% 92% 93% 94% 95%
## 64.13000 68.52130 71.19000 73.84000 76.73000 79.72000 81.44000 84.56514
## 96% 97% 98% 99% 100%
## 89.05393 93.16805 97.31000 101.55389 119.35000## [1] "Tablas y gráficas descriptivas"## [1] "El gáfico de caja y bigotes 'Box plot sencillo' es"
## [1] "Box plot identificando el ID del dato atÃpico"
## [1] "E01 4 1181" "E01 4 1182" "E02 18 1424" "E02 18 1425" "E02 18 1423"
## [6] "E02 18 1422" "E02 18 1421" "E02 18 1420" "E02 18 1419" "E02 18 1418"## [1] "Box plot identificando el valor del dato atÃpico"
## [1] 119.3500 119.3500 117.2200 117.2200 117.1307 117.0414 116.9521 116.8628
## [9] 116.7735 116.6842## [1] "Box plot por categorÃa"
## [1] "E02 15 1303" "E02 15 1304" "E02 15 1302" "E02 15 1301" "E02 15 1305"
## [6] "E02 15 1300" "E02 15 1299" "E02 15 1306" "E02 15 1298" "E02 15 1297"
## [11] "E01 4 1181" "E01 4 1182" "E02 18 1424" "E02 18 1425" "E02 18 1423"
## [16] "E02 18 1422" "E02 18 1421" "E02 18 1420" "E02 18 1419" "E02 18 1418"
## [1] "E02 15 1303" "E02 15 1304" "E02 15 1302" "E02 15 1301" "E02 15 1305"
## [6] "E02 15 1300" "E02 15 1299" "E02 15 1306" "E02 15 1298" "E02 15 1297"
## [11] "E01 4 1181" "E01 4 1182" "E02 18 1424" "E02 18 1425" "E02 18 1423"
## [16] "E02 18 1422" "E02 18 1421" "E02 18 1420" "E02 18 1419" "E02 18 1418"## [1] "Tabla de frecuencias"## Class limits f rf rf(%) cf cf(%)
## [18.612,24.2749) 5053 0.06 6.41 5053 6.41
## [24.2749,29.9377) 7097 0.09 9.00 12150 15.40
## [29.9377,35.6006) 9739 0.12 12.35 21889 27.75
## [35.6006,41.2634) 13801 0.17 17.49 35690 45.24
## [41.2634,46.9263) 12865 0.16 16.31 48555 61.55
## [46.9263,52.5892) 7792 0.10 9.88 56347 71.43
## [52.5892,58.252) 6181 0.08 7.84 62528 79.26
## [58.252,63.9149) 5417 0.07 6.87 67945 86.13
## [63.9149,69.5778) 2534 0.03 3.21 70479 89.34
## [69.5778,75.2406) 1697 0.02 2.15 72176 91.49
## [75.2406,80.9035) 1836 0.02 2.33 74012 93.82
## [80.9035,86.5663) 1290 0.02 1.64 75302 95.46
## [86.5663,92.2292) 1023 0.01 1.30 76325 96.75
## [92.2292,97.8921) 1308 0.02 1.66 77633 98.41
## [97.8921,103.555) 581 0.01 0.74 78214 99.15
## [103.555,109.218) 452 0.01 0.57 78666 99.72
## [109.218,114.881) 188 0.00 0.24 78854 99.96
## [114.881,120.543) 32 0.00 0.04 78886 100.00## [1] "Histograma"
## [1] "Gráfico de densidad"
## [1] "Gráfico de densidad"
Análisis de la Variable Categórica (Lugar y Experimento)
## [1] "2. Análisis descriptivos para variables cualitativas"## [1] "2.1 Tabulación cruzada: tablas de contingencia"## [1] "La tabla de frecuencias"##
## E01 E02
## 43483 35403## [1] "La tabla de proporciones"##
## E01 E02
## 0.5512131 0.4487869## [1] "Si se tienen dos variables categóricas se realiza la tabla de contingencia"##
## laboratorio metroplus palmas
## E01 6727 30366 6390
## E02 18331 16415 657## [1] "2.2 Gráficos para variables cualitativas"## [1] "El gráfico de torta"
## [1] "2.3 Gráficos para variables cualitativas"## [1] "El gráfico de torta"
# Análisis de Correlaciones
## CURRENT_A_CALC CURRENT_B_CALC CURRENT_C_CALC CURRENT_D_CALC
## CURRENT_A_CALC 1.0000000000 0.78482735 0.77051339 0.75363484
## CURRENT_B_CALC 0.7848273483 1.00000000 0.95659944 0.94207808
## CURRENT_C_CALC 0.7705133884 0.95659944 1.00000000 0.95374154
## CURRENT_D_CALC 0.7536348430 0.94207808 0.95374154 1.00000000
## POWER_A 0.9905765498 0.80779294 0.79342159 0.77630707
## POWER_B 0.7857903322 0.99111298 0.95835998 0.94380207
## POWER_C 0.7700397960 0.95503047 0.98417225 0.95461648
## POWER_D 0.7523509380 0.94237396 0.95236926 0.98153903
## TEMPERATURE_A -0.0002803945 0.22585831 0.22552701 0.22575864
## TEMPERATURE_B 0.0005965344 0.22863221 0.22811177 0.22843869
## TEMPERATURE_C 0.0027142876 0.23052284 0.22985855 0.23040486
## TEMPERATURE_D 0.0022802835 0.23002484 0.22933309 0.22997351
## VOLTAGE_A -0.3862157374 -0.59185587 -0.58287261 -0.57433248
## VOLTAGE_B -0.3778403506 -0.59572479 -0.58856871 -0.58099500
## VOLTAGE_C -0.3709392239 -0.59066906 -0.59025402 -0.58470484
## VOLTAGE_D -0.3646582539 -0.58655754 -0.58641366 -0.58761289
## ENV_HUMIDITY -0.0152206317 -0.08336571 -0.08265453 -0.08360967
## ENV_TEMPERATURE 0.0194268240 0.04765687 0.04734520 0.04782343
## POWER_A POWER_B POWER_C POWER_D TEMPERATURE_A
## CURRENT_A_CALC 0.99057655 0.78579033 0.77003980 0.75235094 -0.0002803945
## CURRENT_B_CALC 0.80779294 0.99111298 0.95503047 0.94237396 0.2258583096
## CURRENT_C_CALC 0.79342159 0.95835998 0.98417225 0.95236926 0.2255270139
## CURRENT_D_CALC 0.77630707 0.94380207 0.95461648 0.98153903 0.2257586444
## POWER_A 1.00000000 0.80882707 0.79302708 0.77535477 0.0549801174
## POWER_B 0.80882707 1.00000000 0.95821342 0.94498032 0.2242386063
## POWER_C 0.79302708 0.95821342 1.00000000 0.95429536 0.2250198798
## POWER_D 0.77535477 0.94498032 0.95429536 1.00000000 0.2273306470
## TEMPERATURE_A 0.05498012 0.22423861 0.22501988 0.22733065 1.0000000000
## TEMPERATURE_B 0.05612301 0.22701659 0.22767441 0.23006700 0.9959764465
## TEMPERATURE_C 0.05821324 0.22887642 0.22939345 0.23189002 0.9957013615
## TEMPERATURE_D 0.05773026 0.22825842 0.22887164 0.23142604 0.9944095105
## VOLTAGE_A -0.45428332 -0.59157346 -0.58311494 -0.57642459 -0.6569602234
## VOLTAGE_B -0.44581207 -0.59586694 -0.58894790 -0.58334366 -0.6573178023
## VOLTAGE_C -0.43881077 -0.59097984 -0.59111871 -0.58677421 -0.6579977188
## VOLTAGE_D -0.43259893 -0.58596871 -0.58754350 -0.58988152 -0.6575968397
## ENV_HUMIDITY -0.02480594 -0.08320630 -0.08286956 -0.08442576 -0.2571415405
## ENV_TEMPERATURE 0.02928575 0.04814704 0.04760042 0.04926259 0.1533864427
## TEMPERATURE_B TEMPERATURE_C TEMPERATURE_D VOLTAGE_A VOLTAGE_B
## CURRENT_A_CALC 0.0005965344 0.002714288 0.002280284 -0.3862157 -0.3778404
## CURRENT_B_CALC 0.2286322074 0.230522842 0.230024836 -0.5918559 -0.5957248
## CURRENT_C_CALC 0.2281117686 0.229858550 0.229333086 -0.5828726 -0.5885687
## CURRENT_D_CALC 0.2284386897 0.230404863 0.229973513 -0.5743325 -0.5809950
## POWER_A 0.0561230110 0.058213240 0.057730261 -0.4542833 -0.4458121
## POWER_B 0.2270165861 0.228876421 0.228258423 -0.5915735 -0.5958669
## POWER_C 0.2276744118 0.229393452 0.228871640 -0.5831149 -0.5889479
## POWER_D 0.2300670043 0.231890016 0.231426041 -0.5764246 -0.5833437
## TEMPERATURE_A 0.9959764465 0.995701362 0.994409511 -0.6569602 -0.6573178
## TEMPERATURE_B 1.0000000000 0.994980852 0.994040633 -0.6585392 -0.6590145
## TEMPERATURE_C 0.9949808517 1.000000000 0.993840275 -0.6586786 -0.6590514
## TEMPERATURE_D 0.9940406331 0.993840275 1.000000000 -0.6576720 -0.6580531
## VOLTAGE_A -0.6585392263 -0.658678633 -0.657671989 1.0000000 0.9956750
## VOLTAGE_B -0.6590144566 -0.659051361 -0.658053110 0.9956750 1.0000000
## VOLTAGE_C -0.6596964896 -0.659746173 -0.658760113 0.9926943 0.9948711
## VOLTAGE_D -0.6592663516 -0.659426256 -0.658428050 0.9894527 0.9918906
## ENV_HUMIDITY -0.2562498451 -0.255165369 -0.255859407 0.1497729 0.1497773
## ENV_TEMPERATURE 0.1521867490 0.150952779 0.152105168 -0.1555729 -0.1556994
## VOLTAGE_C VOLTAGE_D ENV_HUMIDITY ENV_TEMPERATURE
## CURRENT_A_CALC -0.3709392 -0.3646583 -0.01522063 0.01942682
## CURRENT_B_CALC -0.5906691 -0.5865575 -0.08336571 0.04765687
## CURRENT_C_CALC -0.5902540 -0.5864137 -0.08265453 0.04734520
## CURRENT_D_CALC -0.5847048 -0.5876129 -0.08360967 0.04782343
## POWER_A -0.4388108 -0.4325989 -0.02480594 0.02928575
## POWER_B -0.5909798 -0.5859687 -0.08320630 0.04814704
## POWER_C -0.5911187 -0.5875435 -0.08286956 0.04760042
## POWER_D -0.5867742 -0.5898815 -0.08442576 0.04926259
## TEMPERATURE_A -0.6579977 -0.6575968 -0.25714154 0.15338644
## TEMPERATURE_B -0.6596965 -0.6592664 -0.25624985 0.15218675
## TEMPERATURE_C -0.6597462 -0.6594263 -0.25516537 0.15095278
## TEMPERATURE_D -0.6587601 -0.6584281 -0.25585941 0.15210517
## VOLTAGE_A 0.9926943 0.9894527 0.14977287 -0.15557287
## VOLTAGE_B 0.9948711 0.9918906 0.14977734 -0.15569944
## VOLTAGE_C 1.0000000 0.9932260 0.14957324 -0.15551315
## VOLTAGE_D 0.9932260 1.0000000 0.14974006 -0.15536145
## ENV_HUMIDITY 0.1495732 0.1497401 1.00000000 -0.83875839
## ENV_TEMPERATURE -0.1555132 -0.1553614 -0.83875839 1.00000000
## [1] "Los gráficos de correlaciones"
PCA y Clusteing
## Standard deviations (1, .., p=18):
## [1] 3.16691224 2.09868401 1.31345045 0.95911598 0.72800349 0.37913898
## [7] 0.31344182 0.25710431 0.13628313 0.12547848 0.09601934 0.09063165
## [13] 0.08172183 0.08108125 0.07425277 0.07089800 0.06188926 0.06064852
##
## Rotation (n x k) = (18 x 18):
## PC1 PC2 PC3 PC4 PC5
## CURRENT_A_CALC 0.21163077 0.2758231 0.03877209 -0.07289621 0.621367017
## CURRENT_B_CALC 0.27635558 0.1989910 0.01738224 -0.10806560 -0.147966462
## CURRENT_C_CALC 0.27571022 0.1988151 0.01733565 -0.11544331 -0.197342513
## CURRENT_D_CALC 0.27361943 0.1958805 0.01774270 -0.11913496 -0.233877879
## POWER_A 0.22712525 0.2543637 0.02983935 -0.04312581 0.599834579
## POWER_B 0.27651893 0.2000752 0.01787873 -0.10742645 -0.150267001
## POWER_C 0.27575960 0.1988614 0.01747073 -0.11383913 -0.199441729
## POWER_D 0.27393251 0.1948828 0.01805525 -0.11694935 -0.235474783
## TEMPERATURE_A 0.18738490 -0.3584171 -0.05292464 -0.27861014 0.067713991
## TEMPERATURE_B 0.18802493 -0.3576482 -0.05380378 -0.27778099 0.063999261
## TEMPERATURE_C 0.18840859 -0.3568142 -0.05454429 -0.27923959 0.064782408
## TEMPERATURE_D 0.18816295 -0.3567382 -0.05361240 -0.27964633 0.064523461
## VOLTAGE_A -0.27439829 0.1468863 0.07077820 -0.38288740 -0.040234040
## VOLTAGE_B -0.27509935 0.1466941 0.07096005 -0.38125176 -0.007992679
## VOLTAGE_C -0.27482656 0.1476510 0.07140230 -0.38034571 0.009942316
## VOLTAGE_D -0.27406376 0.1485594 0.07145002 -0.38018616 0.022304244
## ENV_HUMIDITY -0.06015099 0.1263199 -0.68871124 0.05198626 0.031141981
## ENV_TEMPERATURE 0.04714823 -0.1014677 0.69972946 0.14361605 0.021656776
## PC6 PC7 PC8 PC9
## CURRENT_A_CALC -0.014639900 0.0624996024 -0.006709870 0.0015111745
## CURRENT_B_CALC -0.010839016 -0.5094798279 0.323415131 0.0497744743
## CURRENT_C_CALC 0.023916965 -0.0547601995 -0.575035969 0.1320096665
## CURRENT_D_CALC 0.047390083 0.4885295409 0.258479759 0.6966191543
## POWER_A -0.014577999 0.0526119485 -0.006434129 -0.0049392120
## POWER_B -0.007357318 -0.4875639762 0.294341982 -0.0374397822
## POWER_C 0.023857401 -0.0269463060 -0.570677321 -0.1544560347
## POWER_D 0.049432709 0.4793593689 0.288374351 -0.6850254438
## TEMPERATURE_A 0.045617768 0.0001630872 -0.003767396 -0.0023487903
## TEMPERATURE_B 0.043817624 -0.0017288620 -0.001058275 -0.0055771685
## TEMPERATURE_C 0.044156830 -0.0008827046 0.001936258 0.0019852906
## TEMPERATURE_D 0.046681086 -0.0001419259 0.002426601 0.0048087466
## VOLTAGE_A 0.057510099 0.0661654912 -0.016546382 -0.0122090136
## VOLTAGE_B 0.049822475 0.0511326765 -0.011197450 0.0021369755
## VOLTAGE_C 0.042676774 -0.0327585972 0.042573484 -0.0001179982
## VOLTAGE_D 0.039583380 -0.1138253590 -0.009438992 0.0071634402
## ENV_HUMIDITY 0.707778125 -0.0377677375 0.005138784 0.0010767983
## ENV_TEMPERATURE 0.689429693 -0.0376055747 0.004048368 0.0017203288
## PC10 PC11 PC12 PC13
## CURRENT_A_CALC -9.439472e-05 -0.0744465486 0.113889867 -0.439249925
## CURRENT_B_CALC -4.400965e-02 -0.5650638620 -0.391212117 -0.040685908
## CURRENT_C_CALC -6.905404e-01 0.0319797895 0.040329208 0.008310959
## CURRENT_D_CALC 1.347957e-01 0.0700537989 -0.035994122 -0.007841750
## POWER_A 1.972992e-04 0.0541206782 -0.088361842 0.456934758
## POWER_B 7.103399e-02 0.4989409201 0.512393079 0.048070855
## POWER_C 6.872840e-01 -0.0453044073 -0.071592772 -0.002546107
## POWER_D -1.583723e-01 0.0288851498 -0.081671827 -0.010573868
## TEMPERATURE_A -2.159522e-03 0.0081528619 0.010789705 -0.205064008
## TEMPERATURE_B 1.235528e-03 0.0121430766 0.007322661 -0.207818760
## TEMPERATURE_C 1.319725e-03 0.0010550449 0.014420806 -0.236252613
## TEMPERATURE_D 1.462925e-03 -0.0239448646 -0.026821555 0.646911844
## VOLTAGE_A 1.475475e-02 -0.3114883392 0.453543060 -0.003930072
## VOLTAGE_B 9.171876e-03 -0.1983095505 0.185404932 0.063032062
## VOLTAGE_C -1.148168e-02 -0.0110469609 -0.102597752 0.109834806
## VOLTAGE_D -1.073495e-02 0.5265074238 -0.545160144 -0.135812086
## ENV_HUMIDITY 8.758725e-04 0.0004394382 -0.002182892 -0.002540154
## ENV_TEMPERATURE 7.455479e-04 0.0001365455 -0.002350384 -0.001209889
## PC14 PC15 PC16 PC17
## CURRENT_A_CALC 0.4977091566 0.146954598 0.0077416886 2.588522e-02
## CURRENT_B_CALC 0.0026105694 -0.085843679 0.0019946227 -4.098517e-03
## CURRENT_C_CALC -0.0046464075 0.024970266 -0.0012213526 3.187817e-03
## CURRENT_D_CALC 0.0013756465 0.002326293 -0.0048127781 -6.880052e-04
## POWER_A -0.5166579764 -0.171728625 -0.0081992881 -2.337658e-02
## POWER_B -0.0099262204 0.051225261 -0.0015157009 -3.633860e-03
## POWER_C -0.0008217479 0.030665692 -0.0010102456 -9.894095e-05
## POWER_D 0.0126272716 -0.002867020 0.0039110335 -4.238598e-04
## TEMPERATURE_A -0.1381592998 0.005264805 -0.1162938554 -8.199788e-01
## TEMPERATURE_B -0.1787025727 -0.061502489 -0.6635922412 4.780857e-01
## TEMPERATURE_C -0.2519525680 0.050064042 0.7320519212 3.035819e-01
## TEMPERATURE_D 0.5711271623 0.005109388 0.0473142651 4.028161e-02
## VOLTAGE_A 0.0109020934 -0.423145015 0.0127706329 2.429748e-02
## VOLTAGE_B -0.0631251198 -0.035019921 0.0223714296 -5.304162e-02
## VOLTAGE_C -0.1359610796 0.794055922 -0.0754379117 2.475502e-02
## VOLTAGE_D 0.1475870040 -0.346674007 0.0381170741 2.830482e-03
## ENV_HUMIDITY 0.0009351118 0.003018315 -0.0006894758 2.118086e-04
## ENV_TEMPERATURE -0.0006306437 0.002293120 0.0004210172 1.515753e-03
## PC18
## CURRENT_A_CALC 0.0236296739
## CURRENT_B_CALC -0.0077940032
## CURRENT_C_CALC 0.0002480181
## CURRENT_D_CALC -0.0096968099
## POWER_A -0.0393574114
## POWER_B 0.0408877897
## POWER_C -0.0076649457
## POWER_D 0.0003881994
## TEMPERATURE_A -0.0454922862
## TEMPERATURE_B 0.0509626860
## TEMPERATURE_C -0.0025182157
## TEMPERATURE_D -0.0046229415
## VOLTAGE_A -0.5088293620
## VOLTAGE_B 0.8129196821
## VOLTAGE_C -0.2644708784
## VOLTAGE_D -0.0402005209
## ENV_HUMIDITY 0.0017472132
## ENV_TEMPERATURE 0.0017080093## [1] "solicito las tablas"## Principal Component Analysis Results for variables
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for the variables"
## 2 "$cor" "Correlations between variables and dimensions"
## 3 "$cos2" "Cos2 for the variables"
## 4 "$contrib" "contributions of the variables"## eigenvalue variance.percent cumulative.variance.percent
## Dim.1 10.029333143 55.71851746 55.71852
## Dim.2 4.404474557 24.46930310 80.18782
## Dim.3 1.725152096 9.58417831 89.77200
## Dim.4 0.919903465 5.11057481 94.88257
## Dim.5 0.529989076 2.94438376 97.82696
## Dim.6 0.143746363 0.79859090 98.62555
## Dim.7 0.098245773 0.54580985 99.17136
## Dim.8 0.066102626 0.36723681 99.53859
## Dim.9 0.018573090 0.10318384 99.64178
## Dim.10 0.015744849 0.08747138 99.72925
## Dim.11 0.009219714 0.05122064 99.78047
## Dim.12 0.008214097 0.04563387 99.82610
## Dim.13 0.006678458 0.03710255 99.86321
## Dim.14 0.006574169 0.03652316 99.89973
## Dim.15 0.005513473 0.03063041 99.93036
## Dim.16 0.005026526 0.02792514 99.95829
## Dim.17 0.003830280 0.02127933 99.97957
## Dim.18 0.003678243 0.02043468 100.00000## [1] "las gráficas"
ANOVA
## Df Sum Sq Mean Sq F value Pr(>F)
## motor 1 720870 720870 2316 <2e-16 ***
## Residuals 78884 24551936 311
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1