PROYECTO DE MAESTRÍA
Zuriel F Peña Ubarne - Diego Ramierez
2023-07-12
ANÁLISIS EXPLORATORIO DE DATOS (INVENTARIO (MASLACH BURNOUT INVENTORY MBI) (respuestas))
Para esta investigación se trabajarón dos instrumentos, el primero de ellos bajo el nombre INVENTARIO MASLACH BURNOUT INVENTORY MBI, el cual contiene 24 variables y 101 observaciones. Analizando la base de datos se imputó una sola observación en relación a la variable sexo que fue deducida a partir de los nombres de los individuos. Las profesiones fueron unificadas sin distinguir el sexo de la persona a fin de poder clasificar mejor a los participantes.
A partir de la imagen anterior se puede observar la proporcion de hombres y mujeres que participaron en el estudio. En relación a la figura A, se tiene que 66 participantes fueron mujeres lo que corresponde al 65.35% y 35 de los participantes fueron hombres que corresponden al 34.65%. Entre tanto, en la figura B se puede observar la cantidad de participantes diferenciados por profesiones, donde: intrumentador quirúrgico, médico, enfermero y Ginecólogo fueron las que mas destacaron con 23, 20, 13 y 12 participantes respectivamente.
Analisis descriptivo bivariado
variable X3MBI (Me siento emocionalmente agotado por mi trabajo)
En relación a la primera variable observada se pudo apreciar que la mayoría de participantes e agrupó en los niveles 1 y 3 con un total de 23 y 20 individuos respectivamente. Los niveles 0 y 6 fueron los que menor frecuencia presentaron con un total de 9 individuos para cada nivel. Al momento de analizar su distribución por sexo, en el siguiente diagrama de caja se puede observar una mayor dispersión para el sexo femenino y con valores de la media y mediana al rededor del nivel 3, por su parte para los hombres se muestra su distribución sesgada a la darecha dado que la media es mayor que la mediana. Donde esta última se ubica al rededor del nivel 2. Lo anterior se resume en la siguiente imagen:
Por otra parte al moemnto de analizar como se sienten emocionalmente los hombres y mujeres según la profesión, se encontró que los niveles más altos se alcansanron para las profesiones de Cardiología y Auxiliar de Enfermería especialmente en los hombres. En relación a las mujeres los niveles más altos fueron en las profesiones de Ginecología y Anestesiología. Entre tanto, las profesiones que para ambos sexos compartiron niveles cercanos fueron: instrumentación Quirúrgica, Médico y Ginecología.
Finalmente se muestra como se distribuyen las profesiones por cada nivel en la siguiente figura:
variable X4MBI (Cuando termino mi jornada de trabajo me siento vacío)
variable X5MBI (Cuando me levanto por la mañana y me enfrento a otra jornada de trabajo me siento fatigado)
variable X6MBI Siento que puedo entender fácilmente a los pacientes
variable X7MBI Siento que estoy tratando a algunos pacientes como si fueran objetos impersonales
variable X8MBI Siento que trabajar todo el día con la gente me cansa
variable X9MBI Siento que trato con mucha eficacia los problemas de mis pacientes
variable X10MBI Siento que mi trabajo me está desgastando
variable X11MBI Siento que estoy influyendo positivamente en la vida de otras personas a través de mi trabajo
variable X12MBI Siento que me he hecho más duro con la gente
variable X13MBI Me preocupa que este trabajo me esté endureciendo emocionalmente
variable X14MBI Me siento con mucha energía en mi trabajo
variable X15MBI Me siento frustrado en mi trabajo
ANÁLISIS DE CORRELACIÓN SPEARMAN
RESULTADOS CUESTIONARIO MBI
SEGUNDA BASE DE DATOS DUWAS
## Marca temporal NOMBRE COMPLETO X1MBI X2MBI X3MBI
## 0 0 0 0 0
## X4MBI X5MBI X6MBI X7MBI X8MBI
## 0 0 0 0 0
## X9MBI X10MBI X11MBI X12MBI X13MBI
## 0 0 0 0 0
## X14MBI X15MBI X16MBI X17MBI X18MBI
## 0 0 0 0 0
## X19MBI X20MBI X21MBI X22MBI X23MBI
## 0 0 0 0 0
## X24MBI Puntaje X25MBI X26MBI X27MBI
## 0 0 0 0 0
## Marcatemporal X1DUWAS X2DUWAS X3DUWAS X4DUWAS
## 0 0 0 0 0
## X5DUWAS X6DUWAS X7DUWAS X8DUWAS X9DUWAS
## 0 0 0 0 0
## X10DUWAS X11DUWAS X12DUWAS X13DUWAS X14DUWAS
## 0 0 0 0 0
## X15DUWAS X16DUWAS X17DUWAS X18DUWAS X19DUWAS
## 0 0 0 0 0
## X20DUWAS X21DUWAS X22DUWAS X23DUWAS
## 0 0 0 0##
## Mañana Noche Tarde Todos
## 0.12871287 0.00990099 0.01980198 0.84158416
##
## Mañana Noche Tarde Todos
## 13 1 2 85
DENSIDAD MULTIVARIADA DUWAS
## CORRELACIÓN
## X3MBI X4MBI X5MBI X6MBI X7MBI
## X3MBI 0.000000e+00 2.421298e-05 1.628492e-09 2.427044e-01 6.593723e-03
## X4MBI 2.421298e-05 0.000000e+00 7.844037e-10 2.588459e-02 2.043770e-05
## X5MBI 1.628492e-09 7.844037e-10 0.000000e+00 4.321567e-01 6.878809e-04
## X6MBI 2.427044e-01 2.588459e-02 4.321567e-01 0.000000e+00 1.586547e-01
## X7MBI 6.593723e-03 2.043770e-05 6.878809e-04 1.586547e-01 0.000000e+00
## X8MBI 1.873212e-03 9.841934e-10 1.341275e-07 3.846008e-01 2.726069e-13
## X9MBI 3.119352e-01 1.224853e-01 1.943569e-01 3.447051e-07 1.025754e-01
## X10MBI 4.321781e-11 9.144895e-11 6.990626e-13 2.425733e-01 1.014926e-05
## X11MBI 9.889926e-01 2.434701e-05 1.019618e-02 9.543032e-08 2.063659e-06
## X12MBI 1.689355e-01 6.036877e-06 1.276295e-02 5.106751e-02 1.277042e-06
## X13MBI 9.023481e-02 7.428075e-05 1.730150e-03 1.404571e-01 1.575336e-06
## X14MBI 2.898525e-03 4.306802e-08 3.521201e-06 2.247059e-04 1.292287e-03
## X15MBI 1.167800e-06 7.093032e-15 5.346003e-12 1.489963e-01 4.154733e-09
## X16MBI 9.348853e-10 4.580474e-03 1.008412e-05 6.970925e-01 1.511666e-04
## X17MBI 8.572777e-02 1.148323e-04 5.976470e-04 9.682614e-02 2.481698e-09
## X18MBI 3.708944e-04 5.017804e-11 7.988813e-07 4.720272e-02 1.000716e-10
## X19MBI 3.737561e-01 1.519426e-07 5.844001e-04 2.636738e-07 3.025315e-05
## X20MBI 2.666204e-01 6.644112e-04 3.005048e-03 1.007589e-04 9.674251e-06
## X21MBI 3.884895e-01 5.495288e-07 4.794076e-03 7.328127e-05 1.639670e-04
## X22MBI 4.948449e-05 2.294974e-09 3.541367e-11 6.429819e-01 4.301178e-04
## X23MBI 5.261391e-02 5.315122e-04 1.651237e-04 1.073581e-02 1.029571e-02
## X24MBI 2.038419e-02 1.480551e-07 1.283239e-05 2.853030e-03 7.571881e-07
## X1DUWAS 4.996682e-02 4.376848e-01 2.438232e-01 9.064307e-01 9.135328e-01
## X2DUWAS 7.088582e-02 8.714762e-01 8.315158e-01 4.244672e-01 7.566909e-01
## X3DUWAS 6.894914e-01 3.824296e-01 5.628090e-02 1.107841e-01 6.267645e-01
## X4DUWAS 1.555095e-01 7.630756e-01 3.337533e-01 3.563381e-01 8.799315e-01
## X5DUWAS 1.537172e-01 8.906015e-01 3.956977e-01 1.186391e-01 5.952914e-01
## X6DUWAS 8.056388e-01 2.538590e-01 5.364427e-01 3.569504e-01 3.151739e-02
## X7DUWAS 3.134705e-01 8.888936e-01 9.081928e-01 9.884341e-01 1.611124e-01
## X8DUWAS 5.770289e-01 5.650082e-01 4.000064e-01 5.708174e-01 1.296166e-02
## X9DUWAS 1.895655e-01 6.640670e-01 3.465268e-01 1.854665e-01 3.505119e-01
## X10DUWAS 1.769586e-01 6.196562e-01 2.176077e-01 2.458747e-02 8.023995e-01
## X11DUWAS 4.666671e-01 6.888882e-01 8.417508e-02 1.281609e-01 4.669373e-01
## X12DUWAS 4.620756e-02 4.386478e-01 9.683850e-01 1.951644e-01 6.360338e-01
## X13DUWAS 6.139490e-01 7.622620e-01 5.765756e-01 6.569823e-01 2.172784e-01
## X14DUWAS 8.775009e-01 5.848734e-01 4.452620e-01 2.374887e-01 7.706601e-01
## X15DUWAS 2.193267e-01 7.502812e-01 7.938396e-01 8.520123e-01 1.427154e-01
## X16DUWAS 7.997334e-01 3.010462e-01 7.721297e-02 5.065234e-01 2.219164e-01
## X17DUWAS 3.609839e-01 1.593667e-01 2.219151e-01 3.559551e-01 2.502333e-01
## X18DUWAS 7.775567e-01 8.925681e-01 4.525985e-01 6.842701e-01 5.409366e-01
## X19DUWAS 7.717717e-01 2.796592e-01 9.708136e-01 8.930515e-01 3.300402e-02
## X20DUWAS 3.547158e-01 1.068736e-01 6.395757e-01 1.410102e-01 4.782267e-01
## X8MBI X9MBI X10MBI X11MBI X12MBI
## X3MBI 1.873212e-03 3.119352e-01 4.321781e-11 9.889926e-01 1.689355e-01
## X4MBI 9.841934e-10 1.224853e-01 9.144895e-11 2.434701e-05 6.036877e-06
## X5MBI 1.341275e-07 1.943569e-01 6.990626e-13 1.019618e-02 1.276295e-02
## X6MBI 3.846008e-01 3.447051e-07 2.425733e-01 9.543032e-08 5.106751e-02
## X7MBI 2.726069e-13 1.025754e-01 1.014926e-05 2.063659e-06 1.277042e-06
## X8MBI 0.000000e+00 1.804467e-01 2.755249e-09 1.202929e-03 9.549936e-06
## X9MBI 1.804467e-01 0.000000e+00 5.991979e-02 2.161104e-06 9.519204e-02
## X10MBI 2.755249e-09 5.991979e-02 0.000000e+00 3.622950e-03 6.330765e-05
## X11MBI 1.202929e-03 2.161104e-06 3.622950e-03 0.000000e+00 2.263492e-04
## X12MBI 9.549936e-06 9.519204e-02 6.330765e-05 2.263492e-04 0.000000e+00
## X13MBI 1.852842e-08 3.192229e-01 8.544792e-05 1.097251e-04 1.064226e-15
## X14MBI 2.170309e-04 2.374747e-02 2.331733e-06 9.057459e-05 6.827317e-03
## X15MBI 6.814965e-12 6.302445e-02 3.495051e-11 5.192257e-03 1.331685e-04
## X16MBI 2.866392e-03 1.478593e-01 1.222603e-08 3.363151e-01 1.098990e-02
## X17MBI 5.254992e-05 4.726681e-02 1.515225e-03 1.412570e-06 2.742671e-05
## X18MBI 3.233928e-16 9.672211e-03 5.005895e-11 1.175835e-06 2.397026e-05
## X19MBI 6.837704e-05 6.243396e-07 5.620818e-04 3.855763e-16 9.238577e-04
## X20MBI 8.725450e-04 1.268377e-03 1.023093e-02 3.292196e-10 6.119529e-04
## X21MBI 1.685652e-05 2.007353e-03 2.987254e-03 5.352468e-09 7.691047e-04
## X22MBI 1.566755e-09 1.798010e-01 1.165114e-12 2.539922e-02 2.444956e-05
## X23MBI 1.734674e-06 2.690131e-01 5.180887e-03 1.964268e-03 2.048684e-02
## X24MBI 9.586846e-08 3.378389e-03 1.468237e-06 2.449074e-04 1.951519e-04
## X1DUWAS 6.003649e-01 3.031723e-01 1.948733e-01 7.953003e-01 1.752183e-01
## X2DUWAS 7.638772e-01 1.675180e-01 3.746903e-01 2.906149e-01 7.661278e-01
## X3DUWAS 9.226909e-01 8.032082e-01 5.705855e-01 2.583558e-01 4.235779e-01
## X4DUWAS 3.546834e-01 4.378930e-01 1.496977e-01 5.237622e-01 9.048983e-01
## X5DUWAS 1.019247e-01 4.039221e-01 2.233018e-01 3.908783e-01 6.314937e-01
## X6DUWAS 3.278377e-01 9.320730e-02 7.966926e-01 2.731301e-01 1.569987e-01
## X7DUWAS 6.684741e-02 7.804613e-01 5.149656e-01 5.875168e-01 5.891958e-01
## X8DUWAS 2.804699e-02 6.291592e-01 4.209751e-01 4.013596e-01 5.812484e-02
## X9DUWAS 1.737099e-01 1.389025e-01 7.536407e-01 5.644435e-01 2.773334e-02
## X10DUWAS 4.097417e-01 5.953317e-01 8.605257e-01 7.061694e-01 1.528133e-01
## X11DUWAS 9.911614e-01 2.202298e-01 2.846487e-01 7.153381e-01 5.138006e-01
## X12DUWAS 2.042558e-01 6.323773e-02 8.564013e-01 1.918414e-01 5.994784e-01
## X13DUWAS 1.701495e-01 9.947032e-01 2.531033e-01 9.762676e-01 2.152121e-01
## X14DUWAS 5.395501e-01 2.409372e-01 3.738121e-01 8.234916e-01 1.844379e-01
## X15DUWAS 1.164015e-01 7.488102e-01 7.773767e-01 1.871960e-01 1.807447e-01
## X16DUWAS 8.413872e-02 5.121783e-01 7.810330e-01 3.831138e-01 2.061610e-01
## X17DUWAS 8.375377e-02 5.120818e-01 6.086784e-01 7.647197e-01 6.045550e-02
## X18DUWAS 3.030418e-01 9.740877e-01 7.334924e-01 9.511244e-01 4.771137e-02
## X19DUWAS 2.258285e-01 4.278515e-01 6.416837e-01 5.943169e-01 6.206340e-01
## X20DUWAS 2.795669e-01 9.956469e-01 3.835229e-01 6.142228e-01 7.930715e-01
## X13MBI X14MBI X15MBI X16MBI X17MBI
## X3MBI 9.023481e-02 2.898525e-03 1.167800e-06 9.348853e-10 8.572777e-02
## X4MBI 7.428075e-05 4.306802e-08 7.093032e-15 4.580474e-03 1.148323e-04
## X5MBI 1.730150e-03 3.521201e-06 5.346003e-12 1.008412e-05 5.976470e-04
## X6MBI 1.404571e-01 2.247059e-04 1.489963e-01 6.970925e-01 9.682614e-02
## X7MBI 1.575336e-06 1.292287e-03 4.154733e-09 1.511666e-04 2.481698e-09
## X8MBI 1.852842e-08 2.170309e-04 6.814965e-12 2.866392e-03 5.254992e-05
## X9MBI 3.192229e-01 2.374747e-02 6.302445e-02 1.478593e-01 4.726681e-02
## X10MBI 8.544792e-05 2.331733e-06 3.495051e-11 1.222603e-08 1.515225e-03
## X11MBI 1.097251e-04 9.057459e-05 5.192257e-03 3.363151e-01 1.412570e-06
## X12MBI 1.064226e-15 6.827317e-03 1.331685e-04 1.098990e-02 2.742671e-05
## X13MBI 0.000000e+00 1.495972e-02 1.193397e-06 2.770951e-03 1.610716e-03
## X14MBI 1.495972e-02 0.000000e+00 1.111552e-04 4.884608e-04 1.027007e-02
## X15MBI 1.193397e-06 1.111552e-04 0.000000e+00 2.104781e-04 4.339642e-05
## X16MBI 2.770951e-03 4.884608e-04 2.104781e-04 0.000000e+00 3.106200e-01
## X17MBI 1.610716e-03 1.027007e-02 4.339642e-05 3.106200e-01 0.000000e+00
## X18MBI 1.024591e-04 1.899553e-04 1.488140e-10 3.289333e-03 1.917267e-08
## X19MBI 3.144036e-03 5.257865e-06 5.007290e-05 4.820677e-01 4.102154e-04
## X20MBI 1.181423e-03 4.790535e-07 1.650068e-03 1.225195e-01 1.079334e-07
## X21MBI 5.864730e-03 2.839058e-07 9.603970e-04 6.483777e-01 4.354614e-03
## X22MBI 2.450015e-04 2.881498e-04 1.962296e-11 1.071416e-05 4.211377e-04
## X23MBI 1.705609e-03 2.811647e-04 3.944696e-03 2.629292e-01 1.231068e-01
## X24MBI 1.759982e-04 2.323710e-04 2.049300e-12 3.131113e-03 2.639857e-05
## X1DUWAS 4.216581e-01 6.900296e-01 4.261234e-01 7.837208e-01 9.972371e-02
## X2DUWAS 9.927822e-01 1.876637e-01 3.887038e-01 2.852732e-01 3.028838e-01
## X3DUWAS 4.821890e-01 9.546996e-01 6.643880e-01 7.559566e-01 9.836516e-02
## X4DUWAS 3.537416e-01 8.403426e-01 3.628287e-01 6.539834e-01 1.606710e-01
## X5DUWAS 2.331392e-01 6.396257e-01 6.321986e-01 5.941984e-01 1.944888e-01
## X6DUWAS 1.461962e-01 4.940360e-01 3.350377e-01 9.882807e-01 6.386068e-01
## X7DUWAS 1.441230e-01 3.552250e-01 9.483128e-01 4.793905e-01 6.313069e-02
## X8DUWAS 3.621636e-02 1.440287e-01 7.448315e-01 8.211913e-02 9.465363e-01
## X9DUWAS 3.468058e-01 6.648715e-01 4.878139e-01 2.364698e-02 4.661876e-01
## X10DUWAS 1.811384e-01 8.956153e-01 4.547969e-01 2.449503e-02 1.981448e-01
## X11DUWAS 4.374177e-01 8.393654e-01 6.324444e-01 8.243365e-01 9.086960e-02
## X12DUWAS 3.332101e-01 9.123850e-01 4.729128e-01 4.175130e-01 3.219048e-01
## X13DUWAS 3.689887e-01 2.494231e-02 8.515533e-01 4.254248e-01 8.873396e-01
## X14DUWAS 9.597537e-01 5.333937e-01 4.490822e-01 8.704561e-01 3.181436e-01
## X15DUWAS 5.525716e-01 2.064496e-01 5.533636e-01 5.480657e-01 4.267577e-01
## X16DUWAS 5.576302e-01 8.558694e-01 4.429969e-01 4.864919e-01 7.901560e-01
## X17DUWAS 1.993499e-02 3.234758e-01 1.918571e-01 6.228674e-02 6.206518e-01
## X18DUWAS 1.419170e-01 2.570971e-01 9.783442e-01 9.485325e-01 4.073952e-01
## X19DUWAS 8.501745e-01 4.511276e-01 9.446383e-01 6.362589e-01 3.793381e-01
## X20DUWAS 5.524200e-01 4.479966e-01 8.092646e-01 9.484808e-01 3.341839e-02
## X18MBI X19MBI X20MBI X21MBI X22MBI
## X3MBI 3.708944e-04 3.737561e-01 2.666204e-01 3.884895e-01 4.948449e-05
## X4MBI 5.017804e-11 1.519426e-07 6.644112e-04 5.495288e-07 2.294974e-09
## X5MBI 7.988813e-07 5.844001e-04 3.005048e-03 4.794076e-03 3.541367e-11
## X6MBI 4.720272e-02 2.636738e-07 1.007589e-04 7.328127e-05 6.429819e-01
## X7MBI 1.000716e-10 3.025315e-05 9.674251e-06 1.639670e-04 4.301178e-04
## X8MBI 3.233928e-16 6.837704e-05 8.725450e-04 1.685652e-05 1.566755e-09
## X9MBI 9.672211e-03 6.243396e-07 1.268377e-03 2.007353e-03 1.798010e-01
## X10MBI 5.005895e-11 5.620818e-04 1.023093e-02 2.987254e-03 1.165114e-12
## X11MBI 1.175835e-06 3.855763e-16 3.292196e-10 5.352468e-09 2.539922e-02
## X12MBI 2.397026e-05 9.238577e-04 6.119529e-04 7.691047e-04 2.444956e-05
## X13MBI 1.024591e-04 3.144036e-03 1.181423e-03 5.864730e-03 2.450015e-04
## X14MBI 1.899553e-04 5.257865e-06 4.790535e-07 2.839058e-07 2.881498e-04
## X15MBI 1.488140e-10 5.007290e-05 1.650068e-03 9.603970e-04 1.962296e-11
## X16MBI 3.289333e-03 4.820677e-01 1.225195e-01 6.483777e-01 1.071416e-05
## X17MBI 1.917267e-08 4.102154e-04 1.079334e-07 4.354614e-03 4.211377e-04
## X18MBI 0.000000e+00 1.323219e-05 7.305707e-05 1.406786e-06 5.865272e-11
## X19MBI 1.323219e-05 0.000000e+00 1.299599e-15 6.294111e-14 1.152482e-02
## X20MBI 7.305707e-05 1.299599e-15 0.000000e+00 6.013191e-15 4.606791e-02
## X21MBI 1.406786e-06 6.294111e-14 6.013191e-15 0.000000e+00 5.027843e-03
## X22MBI 5.865272e-11 1.152482e-02 4.606791e-02 5.027843e-03 0.000000e+00
## X23MBI 2.244468e-03 4.713578e-04 2.821169e-03 7.058120e-06 2.106865e-03
## X24MBI 8.138631e-08 6.047499e-04 1.888077e-04 1.240681e-03 1.211200e-08
## X1DUWAS 4.787735e-02 7.202334e-01 7.436788e-01 9.707846e-01 2.230923e-01
## X2DUWAS 4.307095e-01 7.913372e-01 1.575189e-01 9.988510e-01 8.870599e-01
## X3DUWAS 2.000930e-01 4.059553e-02 1.568153e-01 1.156225e-01 9.935298e-01
## X4DUWAS 7.195732e-01 3.257410e-01 4.804962e-01 9.248110e-01 8.083173e-01
## X5DUWAS 7.136279e-01 4.060579e-01 8.618629e-01 6.392645e-01 7.144030e-01
## X6DUWAS 8.010093e-01 5.914841e-01 1.661282e-01 2.244448e-01 6.374265e-01
## X7DUWAS 5.624468e-01 1.740561e-01 8.423560e-01 7.845678e-01 8.027162e-01
## X8DUWAS 6.866357e-01 7.195046e-01 8.280347e-01 2.741843e-01 1.179893e-01
## X9DUWAS 5.862925e-01 5.153536e-01 6.477087e-01 5.336818e-01 1.153401e-01
## X10DUWAS 6.510848e-01 8.682774e-02 2.527444e-01 6.818793e-01 2.864480e-01
## X11DUWAS 6.355647e-01 3.715850e-02 1.009510e-01 4.539855e-01 4.488657e-01
## X12DUWAS 5.940773e-01 1.038131e-01 6.080949e-02 2.979189e-01 4.057592e-01
## X13DUWAS 8.681983e-01 4.502289e-01 9.690182e-01 9.983629e-01 3.317481e-01
## X14DUWAS 6.044022e-01 6.483478e-01 6.416754e-02 1.833111e-01 9.392261e-01
## X15DUWAS 7.904532e-01 3.862337e-01 7.983140e-01 5.570625e-01 7.686815e-01
## X16DUWAS 6.409750e-01 6.261723e-01 2.227218e-01 1.323827e-01 8.228061e-01
## X17DUWAS 7.775387e-01 3.417076e-01 8.489355e-01 8.245483e-01 6.004343e-03
## X18DUWAS 2.365260e-01 9.001863e-01 8.733081e-01 8.967641e-01 7.544615e-01
## X19DUWAS 5.635388e-01 3.969005e-01 7.153802e-01 9.298778e-01 3.636874e-01
## X20DUWAS 5.521362e-01 2.798146e-02 2.412885e-01 1.286281e-01 8.414349e-01
## X23MBI X24MBI X1DUWAS X2DUWAS X3DUWAS
## X3MBI 5.261391e-02 2.038419e-02 4.996682e-02 0.0708858159 6.894914e-01
## X4MBI 5.315122e-04 1.480551e-07 4.376848e-01 0.8714762152 3.824296e-01
## X5MBI 1.651237e-04 1.283239e-05 2.438232e-01 0.8315158238 5.628090e-02
## X6MBI 1.073581e-02 2.853030e-03 9.064307e-01 0.4244672200 1.107841e-01
## X7MBI 1.029571e-02 7.571881e-07 9.135328e-01 0.7566909058 6.267645e-01
## X8MBI 1.734674e-06 9.586846e-08 6.003649e-01 0.7638771695 9.226909e-01
## X9MBI 2.690131e-01 3.378389e-03 3.031723e-01 0.1675179690 8.032082e-01
## X10MBI 5.180887e-03 1.468237e-06 1.948733e-01 0.3746902726 5.705855e-01
## X11MBI 1.964268e-03 2.449074e-04 7.953003e-01 0.2906149331 2.583558e-01
## X12MBI 2.048684e-02 1.951519e-04 1.752183e-01 0.7661277860 4.235779e-01
## X13MBI 1.705609e-03 1.759982e-04 4.216581e-01 0.9927821573 4.821890e-01
## X14MBI 2.811647e-04 2.323710e-04 6.900296e-01 0.1876637081 9.546996e-01
## X15MBI 3.944696e-03 2.049300e-12 4.261234e-01 0.3887037514 6.643880e-01
## X16MBI 2.629292e-01 3.131113e-03 7.837208e-01 0.2852732216 7.559566e-01
## X17MBI 1.231068e-01 2.639857e-05 9.972371e-02 0.3028838336 9.836516e-02
## X18MBI 2.244468e-03 8.138631e-08 4.787735e-02 0.4307094923 2.000930e-01
## X19MBI 4.713578e-04 6.047499e-04 7.202334e-01 0.7913372132 4.059553e-02
## X20MBI 2.821169e-03 1.888077e-04 7.436788e-01 0.1575189318 1.568153e-01
## X21MBI 7.058120e-06 1.240681e-03 9.707846e-01 0.9988510030 1.156225e-01
## X22MBI 2.106865e-03 1.211200e-08 2.230923e-01 0.8870599390 9.935298e-01
## X23MBI 0.000000e+00 3.764741e-02 5.360355e-01 0.9163488654 7.682925e-01
## X24MBI 3.764741e-02 0.000000e+00 7.035737e-01 0.9965263198 4.169921e-01
## X1DUWAS 5.360355e-01 7.035737e-01 0.000000e+00 0.0001004537 5.380530e-06
## X2DUWAS 9.163489e-01 9.965263e-01 1.004537e-04 0.0000000000 1.234041e-04
## X3DUWAS 7.682925e-01 4.169921e-01 5.380530e-06 0.0001234041 0.000000e+00
## X4DUWAS 7.779794e-01 9.156746e-01 1.395675e-01 0.3022082942 2.717149e-04
## X5DUWAS 3.256199e-01 2.528373e-01 2.160710e-01 0.8422597485 3.948590e-01
## X6DUWAS 9.363225e-01 1.888752e-01 2.878407e-02 0.4616022585 1.604847e-03
## X7DUWAS 3.424842e-01 3.930741e-01 1.092219e-01 0.5783355676 2.828716e-03
## X8DUWAS 3.556845e-01 2.520231e-01 4.333989e-01 0.3220212154 8.802291e-01
## X9DUWAS 9.154721e-01 1.564201e-01 3.451150e-01 0.5308673737 6.672810e-02
## X10DUWAS 9.775843e-01 6.792760e-01 3.622343e-02 0.0411584176 8.000660e-05
## X11DUWAS 7.352372e-01 6.490380e-01 1.432983e-01 0.2601343880 2.503470e-02
## X12DUWAS 6.244943e-01 8.291125e-01 6.442053e-01 0.4677940811 8.283780e-01
## X13DUWAS 7.774618e-02 3.997383e-01 6.024654e-02 0.8725391355 1.766682e-03
## X14DUWAS 6.016654e-01 8.754194e-01 5.597876e-01 0.1115470709 1.504005e-02
## X15DUWAS 1.812480e-01 2.993494e-01 2.556436e-02 0.3718441681 9.947348e-03
## X16DUWAS 1.017666e-01 9.458770e-01 1.693863e-01 0.6508593322 3.021288e-03
## X17DUWAS 3.256830e-01 3.548908e-01 1.002662e-01 0.5081097813 2.380452e-03
## X18DUWAS 3.020497e-01 3.909830e-01 5.333325e-01 0.2817107465 3.941168e-01
## X19DUWAS 6.765969e-01 9.481559e-01 5.126880e-01 0.5677079010 7.296460e-02
## X20DUWAS 9.370594e-01 6.960533e-01 1.030219e-02 0.0338304305 7.481045e-06
## X4DUWAS X5DUWAS X6DUWAS X7DUWAS X8DUWAS
## X3MBI 1.555095e-01 1.537172e-01 8.056388e-01 3.134705e-01 5.770289e-01
## X4MBI 7.630756e-01 8.906015e-01 2.538590e-01 8.888936e-01 5.650082e-01
## X5MBI 3.337533e-01 3.956977e-01 5.364427e-01 9.081928e-01 4.000064e-01
## X6MBI 3.563381e-01 1.186391e-01 3.569504e-01 9.884341e-01 5.708174e-01
## X7MBI 8.799315e-01 5.952914e-01 3.151739e-02 1.611124e-01 1.296166e-02
## X8MBI 3.546834e-01 1.019247e-01 3.278377e-01 6.684741e-02 2.804699e-02
## X9MBI 4.378930e-01 4.039221e-01 9.320730e-02 7.804613e-01 6.291592e-01
## X10MBI 1.496977e-01 2.233018e-01 7.966926e-01 5.149656e-01 4.209751e-01
## X11MBI 5.237622e-01 3.908783e-01 2.731301e-01 5.875168e-01 4.013596e-01
## X12MBI 9.048983e-01 6.314937e-01 1.569987e-01 5.891958e-01 5.812484e-02
## X13MBI 3.537416e-01 2.331392e-01 1.461962e-01 1.441230e-01 3.621636e-02
## X14MBI 8.403426e-01 6.396257e-01 4.940360e-01 3.552250e-01 1.440287e-01
## X15MBI 3.628287e-01 6.321986e-01 3.350377e-01 9.483128e-01 7.448315e-01
## X16MBI 6.539834e-01 5.941984e-01 9.882807e-01 4.793905e-01 8.211913e-02
## X17MBI 1.606710e-01 1.944888e-01 6.386068e-01 6.313069e-02 9.465363e-01
## X18MBI 7.195732e-01 7.136279e-01 8.010093e-01 5.624468e-01 6.866357e-01
## X19MBI 3.257410e-01 4.060579e-01 5.914841e-01 1.740561e-01 7.195046e-01
## X20MBI 4.804962e-01 8.618629e-01 1.661282e-01 8.423560e-01 8.280347e-01
## X21MBI 9.248110e-01 6.392645e-01 2.244448e-01 7.845678e-01 2.741843e-01
## X22MBI 8.083173e-01 7.144030e-01 6.374265e-01 8.027162e-01 1.179893e-01
## X23MBI 7.779794e-01 3.256199e-01 9.363225e-01 3.424842e-01 3.556845e-01
## X24MBI 9.156746e-01 2.528373e-01 1.888752e-01 3.930741e-01 2.520231e-01
## X1DUWAS 1.395675e-01 2.160710e-01 2.878407e-02 1.092219e-01 4.333989e-01
## X2DUWAS 3.022083e-01 8.422597e-01 4.616023e-01 5.783356e-01 3.220212e-01
## X3DUWAS 2.717149e-04 3.948590e-01 1.604847e-03 2.828716e-03 8.802291e-01
## X4DUWAS 0.000000e+00 1.762112e-02 2.244859e-03 6.630213e-04 8.756728e-02
## X5DUWAS 1.762112e-02 0.000000e+00 2.962121e-02 7.435451e-04 2.539596e-02
## X6DUWAS 2.244859e-03 2.962121e-02 0.000000e+00 7.528650e-08 1.404082e-02
## X7DUWAS 6.630213e-04 7.435451e-04 7.528650e-08 0.000000e+00 1.606099e-03
## X8DUWAS 8.756728e-02 2.539596e-02 1.404082e-02 1.606099e-03 0.000000e+00
## X9DUWAS 1.159649e-02 1.446755e-02 3.414071e-04 2.304136e-04 1.890847e-11
## X10DUWAS 2.406400e-04 6.551463e-03 1.188857e-03 4.582927e-04 1.572824e-02
## X11DUWAS 2.692223e-03 5.794660e-04 1.921954e-03 1.026648e-03 4.441557e-04
## X12DUWAS 8.919652e-02 3.915472e-02 8.908368e-02 1.691846e-02 4.221610e-08
## X13DUWAS 2.898209e-06 2.402447e-02 1.418051e-02 4.217570e-05 4.379457e-03
## X14DUWAS 1.716690e-04 7.191854e-02 1.704028e-01 2.561395e-02 4.452635e-01
## X15DUWAS 4.971299e-03 3.682483e-05 7.765936e-03 1.382391e-07 2.302264e-01
## X16DUWAS 4.334478e-03 3.530542e-01 1.099812e-01 3.958476e-03 4.796058e-03
## X17DUWAS 1.704621e-03 1.026411e-01 2.535624e-05 3.905465e-06 1.033442e-02
## X18DUWAS 3.196213e-02 1.962133e-01 6.874794e-02 7.549062e-03 2.563976e-01
## X19DUWAS 2.400731e-03 1.537483e-01 1.120024e-01 1.258520e-05 4.848006e-01
## X20DUWAS 1.677261e-04 2.757280e-01 6.232642e-03 3.128188e-05 1.089496e-01
## X9DUWAS X10DUWAS X11DUWAS X12DUWAS X13DUWAS
## X3MBI 1.895655e-01 1.769586e-01 4.666671e-01 4.620756e-02 6.139490e-01
## X4MBI 6.640670e-01 6.196562e-01 6.888882e-01 4.386478e-01 7.622620e-01
## X5MBI 3.465268e-01 2.176077e-01 8.417508e-02 9.683850e-01 5.765756e-01
## X6MBI 1.854665e-01 2.458747e-02 1.281609e-01 1.951644e-01 6.569823e-01
## X7MBI 3.505119e-01 8.023995e-01 4.669373e-01 6.360338e-01 2.172784e-01
## X8MBI 1.737099e-01 4.097417e-01 9.911614e-01 2.042558e-01 1.701495e-01
## X9MBI 1.389025e-01 5.953317e-01 2.202298e-01 6.323773e-02 9.947032e-01
## X10MBI 7.536407e-01 8.605257e-01 2.846487e-01 8.564013e-01 2.531033e-01
## X11MBI 5.644435e-01 7.061694e-01 7.153381e-01 1.918414e-01 9.762676e-01
## X12MBI 2.773334e-02 1.528133e-01 5.138006e-01 5.994784e-01 2.152121e-01
## X13MBI 3.468058e-01 1.811384e-01 4.374177e-01 3.332101e-01 3.689887e-01
## X14MBI 6.648715e-01 8.956153e-01 8.393654e-01 9.123850e-01 2.494231e-02
## X15MBI 4.878139e-01 4.547969e-01 6.324444e-01 4.729128e-01 8.515533e-01
## X16MBI 2.364698e-02 2.449503e-02 8.243365e-01 4.175130e-01 4.254248e-01
## X17MBI 4.661876e-01 1.981448e-01 9.086960e-02 3.219048e-01 8.873396e-01
## X18MBI 5.862925e-01 6.510848e-01 6.355647e-01 5.940773e-01 8.681983e-01
## X19MBI 5.153536e-01 8.682774e-02 3.715850e-02 1.038131e-01 4.502289e-01
## X20MBI 6.477087e-01 2.527444e-01 1.009510e-01 6.080949e-02 9.690182e-01
## X21MBI 5.336818e-01 6.818793e-01 4.539855e-01 2.979189e-01 9.983629e-01
## X22MBI 1.153401e-01 2.864480e-01 4.488657e-01 4.057592e-01 3.317481e-01
## X23MBI 9.154721e-01 9.775843e-01 7.352372e-01 6.244943e-01 7.774618e-02
## X24MBI 1.564201e-01 6.792760e-01 6.490380e-01 8.291125e-01 3.997383e-01
## X1DUWAS 3.451150e-01 3.622343e-02 1.432983e-01 6.442053e-01 6.024654e-02
## X2DUWAS 5.308674e-01 4.115842e-02 2.601344e-01 4.677941e-01 8.725391e-01
## X3DUWAS 6.672810e-02 8.000660e-05 2.503470e-02 8.283780e-01 1.766682e-03
## X4DUWAS 1.159649e-02 2.406400e-04 2.692223e-03 8.919652e-02 2.898209e-06
## X5DUWAS 1.446755e-02 6.551463e-03 5.794660e-04 3.915472e-02 2.402447e-02
## X6DUWAS 3.414071e-04 1.188857e-03 1.921954e-03 8.908368e-02 1.418051e-02
## X7DUWAS 2.304136e-04 4.582927e-04 1.026648e-03 1.691846e-02 4.217570e-05
## X8DUWAS 1.890847e-11 1.572824e-02 4.441557e-04 4.221610e-08 4.379457e-03
## X9DUWAS 0.000000e+00 2.354823e-05 8.288197e-05 1.005108e-08 5.088558e-06
## X10DUWAS 2.354823e-05 0.000000e+00 4.096014e-07 9.456949e-05 5.589923e-07
## X11DUWAS 8.288197e-05 4.096014e-07 0.000000e+00 5.912676e-06 4.241459e-06
## X12DUWAS 1.005108e-08 9.456949e-05 5.912676e-06 0.000000e+00 1.664386e-03
## X13DUWAS 5.088558e-06 5.589923e-07 4.241459e-06 1.664386e-03 0.000000e+00
## X14DUWAS 9.293729e-04 4.549426e-05 5.512384e-05 2.023420e-03 6.836588e-06
## X15DUWAS 1.940877e-03 5.426619e-02 1.704184e-03 7.601796e-02 1.350271e-07
## X16DUWAS 2.203069e-04 4.819947e-06 1.083669e-01 2.220545e-01 4.553135e-04
## X17DUWAS 8.531152e-06 9.635382e-10 2.724661e-04 1.511896e-05 9.558965e-07
## X18DUWAS 5.307476e-01 1.162071e-01 1.318737e-01 4.505396e-01 1.460451e-01
## X19DUWAS 2.565427e-02 4.206431e-04 4.425635e-04 1.856283e-01 1.064051e-02
## X20DUWAS 9.471583e-02 4.041098e-04 3.002798e-03 5.748675e-01 1.282353e-03
## X14DUWAS X15DUWAS X16DUWAS X17DUWAS X18DUWAS
## X3MBI 8.775009e-01 2.193267e-01 7.997334e-01 3.609839e-01 7.775567e-01
## X4MBI 5.848734e-01 7.502812e-01 3.010462e-01 1.593667e-01 8.925681e-01
## X5MBI 4.452620e-01 7.938396e-01 7.721297e-02 2.219151e-01 4.525985e-01
## X6MBI 2.374887e-01 8.520123e-01 5.065234e-01 3.559551e-01 6.842701e-01
## X7MBI 7.706601e-01 1.427154e-01 2.219164e-01 2.502333e-01 5.409366e-01
## X8MBI 5.395501e-01 1.164015e-01 8.413872e-02 8.375377e-02 3.030418e-01
## X9MBI 2.409372e-01 7.488102e-01 5.121783e-01 5.120818e-01 9.740877e-01
## X10MBI 3.738121e-01 7.773767e-01 7.810330e-01 6.086784e-01 7.334924e-01
## X11MBI 8.234916e-01 1.871960e-01 3.831138e-01 7.647197e-01 9.511244e-01
## X12MBI 1.844379e-01 1.807447e-01 2.061610e-01 6.045550e-02 4.771137e-02
## X13MBI 9.597537e-01 5.525716e-01 5.576302e-01 1.993499e-02 1.419170e-01
## X14MBI 5.333937e-01 2.064496e-01 8.558694e-01 3.234758e-01 2.570971e-01
## X15MBI 4.490822e-01 5.533636e-01 4.429969e-01 1.918571e-01 9.783442e-01
## X16MBI 8.704561e-01 5.480657e-01 4.864919e-01 6.228674e-02 9.485325e-01
## X17MBI 3.181436e-01 4.267577e-01 7.901560e-01 6.206518e-01 4.073952e-01
## X18MBI 6.044022e-01 7.904532e-01 6.409750e-01 7.775387e-01 2.365260e-01
## X19MBI 6.483478e-01 3.862337e-01 6.261723e-01 3.417076e-01 9.001863e-01
## X20MBI 6.416754e-02 7.983140e-01 2.227218e-01 8.489355e-01 8.733081e-01
## X21MBI 1.833111e-01 5.570625e-01 1.323827e-01 8.245483e-01 8.967641e-01
## X22MBI 9.392261e-01 7.686815e-01 8.228061e-01 6.004343e-03 7.544615e-01
## X23MBI 6.016654e-01 1.812480e-01 1.017666e-01 3.256830e-01 3.020497e-01
## X24MBI 8.754194e-01 2.993494e-01 9.458770e-01 3.548908e-01 3.909830e-01
## X1DUWAS 5.597876e-01 2.556436e-02 1.693863e-01 1.002662e-01 5.333325e-01
## X2DUWAS 1.115471e-01 3.718442e-01 6.508593e-01 5.081098e-01 2.817107e-01
## X3DUWAS 1.504005e-02 9.947348e-03 3.021288e-03 2.380452e-03 3.941168e-01
## X4DUWAS 1.716690e-04 4.971299e-03 4.334478e-03 1.704621e-03 3.196213e-02
## X5DUWAS 7.191854e-02 3.682483e-05 3.530542e-01 1.026411e-01 1.962133e-01
## X6DUWAS 1.704028e-01 7.765936e-03 1.099812e-01 2.535624e-05 6.874794e-02
## X7DUWAS 2.561395e-02 1.382391e-07 3.958476e-03 3.905465e-06 7.549062e-03
## X8DUWAS 4.452635e-01 2.302264e-01 4.796058e-03 1.033442e-02 2.563976e-01
## X9DUWAS 9.293729e-04 1.940877e-03 2.203069e-04 8.531152e-06 5.307476e-01
## X10DUWAS 4.549426e-05 5.426619e-02 4.819947e-06 9.635382e-10 1.162071e-01
## X11DUWAS 5.512384e-05 1.704184e-03 1.083669e-01 2.724661e-04 1.318737e-01
## X12DUWAS 2.023420e-03 7.601796e-02 2.220545e-01 1.511896e-05 4.505396e-01
## X13DUWAS 6.836588e-06 1.350271e-07 4.553135e-04 9.558965e-07 1.460451e-01
## X14DUWAS 0.000000e+00 2.228195e-04 7.763826e-02 2.433697e-04 7.128738e-06
## X15DUWAS 2.228195e-04 0.000000e+00 3.790402e-02 7.952057e-05 1.152264e-03
## X16DUWAS 7.763826e-02 3.790402e-02 0.000000e+00 3.260456e-05 3.897109e-01
## X17DUWAS 2.433697e-04 7.952057e-05 3.260456e-05 0.000000e+00 4.034577e-02
## X18DUWAS 7.128738e-06 1.152264e-03 3.897109e-01 4.034577e-02 0.000000e+00
## X19DUWAS 6.739216e-04 3.467032e-03 1.793745e-02 2.713048e-03 2.536203e-05
## X20DUWAS 2.608651e-03 6.207178e-03 4.340066e-02 7.664713e-07 5.250928e-04
## X19DUWAS X20DUWAS
## X3MBI 7.717717e-01 3.547158e-01
## X4MBI 2.796592e-01 1.068736e-01
## X5MBI 9.708136e-01 6.395757e-01
## X6MBI 8.930515e-01 1.410102e-01
## X7MBI 3.300402e-02 4.782267e-01
## X8MBI 2.258285e-01 2.795669e-01
## X9MBI 4.278515e-01 9.956469e-01
## X10MBI 6.416837e-01 3.835229e-01
## X11MBI 5.943169e-01 6.142228e-01
## X12MBI 6.206340e-01 7.930715e-01
## X13MBI 8.501745e-01 5.524200e-01
## X14MBI 4.511276e-01 4.479966e-01
## X15MBI 9.446383e-01 8.092646e-01
## X16MBI 6.362589e-01 9.484808e-01
## X17MBI 3.793381e-01 3.341839e-02
## X18MBI 5.635388e-01 5.521362e-01
## X19MBI 3.969005e-01 2.798146e-02
## X20MBI 7.153802e-01 2.412885e-01
## X21MBI 9.298778e-01 1.286281e-01
## X22MBI 3.636874e-01 8.414349e-01
## X23MBI 6.765969e-01 9.370594e-01
## X24MBI 9.481559e-01 6.960533e-01
## X1DUWAS 5.126880e-01 1.030219e-02
## X2DUWAS 5.677079e-01 3.383043e-02
## X3DUWAS 7.296460e-02 7.481045e-06
## X4DUWAS 2.400731e-03 1.677261e-04
## X5DUWAS 1.537483e-01 2.757280e-01
## X6DUWAS 1.120024e-01 6.232642e-03
## X7DUWAS 1.258520e-05 3.128188e-05
## X8DUWAS 4.848006e-01 1.089496e-01
## X9DUWAS 2.565427e-02 9.471583e-02
## X10DUWAS 4.206431e-04 4.041098e-04
## X11DUWAS 4.425635e-04 3.002798e-03
## X12DUWAS 1.856283e-01 5.748675e-01
## X13DUWAS 1.064051e-02 1.282353e-03
## X14DUWAS 6.739216e-04 2.608651e-03
## X15DUWAS 3.467032e-03 6.207178e-03
## X16DUWAS 1.793745e-02 4.340066e-02
## X17DUWAS 2.713048e-03 7.664713e-07
## X18DUWAS 2.536203e-05 5.250928e-04
## X19DUWAS 0.000000e+00 7.409906e-03
## X20DUWAS 7.409906e-03 0.000000e+00## X3MBI X4MBI X5MBI X6MBI X7MBI
## X3MBI 0.000000e+00 2.421298e-05 1.628492e-09 NA 6.593723e-03
## X4MBI 2.421298e-05 0.000000e+00 7.844037e-10 2.588459e-02 2.043770e-05
## X5MBI 1.628492e-09 7.844037e-10 0.000000e+00 NA 6.878809e-04
## X6MBI NA 2.588459e-02 NA 0.000000e+00 NA
## X7MBI 6.593723e-03 2.043770e-05 6.878809e-04 NA 0.000000e+00
## X8MBI 1.873212e-03 9.841934e-10 1.341275e-07 NA 2.726069e-13
## X9MBI NA NA NA 3.447051e-07 NA
## X10MBI 4.321781e-11 9.144895e-11 6.990626e-13 NA 1.014926e-05
## X11MBI NA 2.434701e-05 1.019618e-02 9.543032e-08 2.063659e-06
## X12MBI NA 6.036877e-06 1.276295e-02 NA 1.277042e-06
## X13MBI NA 7.428075e-05 1.730150e-03 NA 1.575336e-06
## X14MBI 2.898525e-03 4.306802e-08 3.521201e-06 2.247059e-04 1.292287e-03
## X15MBI 1.167800e-06 7.093032e-15 5.346003e-12 NA 4.154733e-09
## X16MBI 9.348853e-10 4.580474e-03 1.008412e-05 NA 1.511666e-04
## X17MBI NA 1.148323e-04 5.976470e-04 NA 2.481698e-09
## X18MBI 3.708944e-04 5.017804e-11 7.988813e-07 4.720272e-02 1.000716e-10
## X19MBI NA 1.519426e-07 5.844001e-04 2.636738e-07 3.025315e-05
## X20MBI NA 6.644112e-04 3.005048e-03 1.007589e-04 9.674251e-06
## X21MBI NA 5.495288e-07 4.794076e-03 7.328127e-05 1.639670e-04
## X22MBI 4.948449e-05 2.294974e-09 3.541367e-11 NA 4.301178e-04
## X23MBI NA 5.315122e-04 1.651237e-04 1.073581e-02 1.029571e-02
## X24MBI 2.038419e-02 1.480551e-07 1.283239e-05 2.853030e-03 7.571881e-07
## X1DUWAS 4.996682e-02 NA NA NA NA
## X2DUWAS NA NA NA NA NA
## X3DUWAS NA NA NA NA NA
## X4DUWAS NA NA NA NA NA
## X5DUWAS NA NA NA NA NA
## X6DUWAS NA NA NA NA 3.151739e-02
## X7DUWAS NA NA NA NA NA
## X8DUWAS NA NA NA NA 1.296166e-02
## X9DUWAS NA NA NA NA NA
## X10DUWAS NA NA NA 2.458747e-02 NA
## X11DUWAS NA NA NA NA NA
## X12DUWAS 4.620756e-02 NA NA NA NA
## X13DUWAS NA NA NA NA NA
## X14DUWAS NA NA NA NA NA
## X15DUWAS NA NA NA NA NA
## X16DUWAS NA NA NA NA NA
## X17DUWAS NA NA NA NA NA
## X18DUWAS NA NA NA NA NA
## X19DUWAS NA NA NA NA 3.300402e-02
## X20DUWAS NA NA NA NA NA
## X8MBI X9MBI X10MBI X11MBI X12MBI
## X3MBI 1.873212e-03 NA 4.321781e-11 NA NA
## X4MBI 9.841934e-10 NA 9.144895e-11 2.434701e-05 6.036877e-06
## X5MBI 1.341275e-07 NA 6.990626e-13 1.019618e-02 1.276295e-02
## X6MBI NA 3.447051e-07 NA 9.543032e-08 NA
## X7MBI 2.726069e-13 NA 1.014926e-05 2.063659e-06 1.277042e-06
## X8MBI 0.000000e+00 NA 2.755249e-09 1.202929e-03 9.549936e-06
## X9MBI NA 0.000000e+00 NA 2.161104e-06 NA
## X10MBI 2.755249e-09 NA 0.000000e+00 3.622950e-03 6.330765e-05
## X11MBI 1.202929e-03 2.161104e-06 3.622950e-03 0.000000e+00 2.263492e-04
## X12MBI 9.549936e-06 NA 6.330765e-05 2.263492e-04 0.000000e+00
## X13MBI 1.852842e-08 NA 8.544792e-05 1.097251e-04 1.064226e-15
## X14MBI 2.170309e-04 2.374747e-02 2.331733e-06 9.057459e-05 6.827317e-03
## X15MBI 6.814965e-12 NA 3.495051e-11 5.192257e-03 1.331685e-04
## X16MBI 2.866392e-03 NA 1.222603e-08 NA 1.098990e-02
## X17MBI 5.254992e-05 4.726681e-02 1.515225e-03 1.412570e-06 2.742671e-05
## X18MBI 3.233928e-16 9.672211e-03 5.005895e-11 1.175835e-06 2.397026e-05
## X19MBI 6.837704e-05 6.243396e-07 5.620818e-04 3.855763e-16 9.238577e-04
## X20MBI 8.725450e-04 1.268377e-03 1.023093e-02 3.292196e-10 6.119529e-04
## X21MBI 1.685652e-05 2.007353e-03 2.987254e-03 5.352468e-09 7.691047e-04
## X22MBI 1.566755e-09 NA 1.165114e-12 2.539922e-02 2.444956e-05
## X23MBI 1.734674e-06 NA 5.180887e-03 1.964268e-03 2.048684e-02
## X24MBI 9.586846e-08 3.378389e-03 1.468237e-06 2.449074e-04 1.951519e-04
## X1DUWAS NA NA NA NA NA
## X2DUWAS NA NA NA NA NA
## X3DUWAS NA NA NA NA NA
## X4DUWAS NA NA NA NA NA
## X5DUWAS NA NA NA NA NA
## X6DUWAS NA NA NA NA NA
## X7DUWAS NA NA NA NA NA
## X8DUWAS 2.804699e-02 NA NA NA NA
## X9DUWAS NA NA NA NA 2.773334e-02
## X10DUWAS NA NA NA NA NA
## X11DUWAS NA NA NA NA NA
## X12DUWAS NA NA NA NA NA
## X13DUWAS NA NA NA NA NA
## X14DUWAS NA NA NA NA NA
## X15DUWAS NA NA NA NA NA
## X16DUWAS NA NA NA NA NA
## X17DUWAS NA NA NA NA NA
## X18DUWAS NA NA NA NA 4.771137e-02
## X19DUWAS NA NA NA NA NA
## X20DUWAS NA NA NA NA NA
## X13MBI X14MBI X15MBI X16MBI X17MBI
## X3MBI NA 2.898525e-03 1.167800e-06 9.348853e-10 NA
## X4MBI 7.428075e-05 4.306802e-08 7.093032e-15 4.580474e-03 1.148323e-04
## X5MBI 1.730150e-03 3.521201e-06 5.346003e-12 1.008412e-05 5.976470e-04
## X6MBI NA 2.247059e-04 NA NA NA
## X7MBI 1.575336e-06 1.292287e-03 4.154733e-09 1.511666e-04 2.481698e-09
## X8MBI 1.852842e-08 2.170309e-04 6.814965e-12 2.866392e-03 5.254992e-05
## X9MBI NA 2.374747e-02 NA NA 4.726681e-02
## X10MBI 8.544792e-05 2.331733e-06 3.495051e-11 1.222603e-08 1.515225e-03
## X11MBI 1.097251e-04 9.057459e-05 5.192257e-03 NA 1.412570e-06
## X12MBI 1.064226e-15 6.827317e-03 1.331685e-04 1.098990e-02 2.742671e-05
## X13MBI 0.000000e+00 1.495972e-02 1.193397e-06 2.770951e-03 1.610716e-03
## X14MBI 1.495972e-02 0.000000e+00 1.111552e-04 4.884608e-04 1.027007e-02
## X15MBI 1.193397e-06 1.111552e-04 0.000000e+00 2.104781e-04 4.339642e-05
## X16MBI 2.770951e-03 4.884608e-04 2.104781e-04 0.000000e+00 NA
## X17MBI 1.610716e-03 1.027007e-02 4.339642e-05 NA 0.000000e+00
## X18MBI 1.024591e-04 1.899553e-04 1.488140e-10 3.289333e-03 1.917267e-08
## X19MBI 3.144036e-03 5.257865e-06 5.007290e-05 NA 4.102154e-04
## X20MBI 1.181423e-03 4.790535e-07 1.650068e-03 NA 1.079334e-07
## X21MBI 5.864730e-03 2.839058e-07 9.603970e-04 NA 4.354614e-03
## X22MBI 2.450015e-04 2.881498e-04 1.962296e-11 1.071416e-05 4.211377e-04
## X23MBI 1.705609e-03 2.811647e-04 3.944696e-03 NA NA
## X24MBI 1.759982e-04 2.323710e-04 2.049300e-12 3.131113e-03 2.639857e-05
## X1DUWAS NA NA NA NA NA
## X2DUWAS NA NA NA NA NA
## X3DUWAS NA NA NA NA NA
## X4DUWAS NA NA NA NA NA
## X5DUWAS NA NA NA NA NA
## X6DUWAS NA NA NA NA NA
## X7DUWAS NA NA NA NA NA
## X8DUWAS 3.621636e-02 NA NA NA NA
## X9DUWAS NA NA NA 2.364698e-02 NA
## X10DUWAS NA NA NA 2.449503e-02 NA
## X11DUWAS NA NA NA NA NA
## X12DUWAS NA NA NA NA NA
## X13DUWAS NA 2.494231e-02 NA NA NA
## X14DUWAS NA NA NA NA NA
## X15DUWAS NA NA NA NA NA
## X16DUWAS NA NA NA NA NA
## X17DUWAS 1.993499e-02 NA NA NA NA
## X18DUWAS NA NA NA NA NA
## X19DUWAS NA NA NA NA NA
## X20DUWAS NA NA NA NA 3.341839e-02
## X18MBI X19MBI X20MBI X21MBI X22MBI
## X3MBI 3.708944e-04 NA NA NA 4.948449e-05
## X4MBI 5.017804e-11 1.519426e-07 6.644112e-04 5.495288e-07 2.294974e-09
## X5MBI 7.988813e-07 5.844001e-04 3.005048e-03 4.794076e-03 3.541367e-11
## X6MBI 4.720272e-02 2.636738e-07 1.007589e-04 7.328127e-05 NA
## X7MBI 1.000716e-10 3.025315e-05 9.674251e-06 1.639670e-04 4.301178e-04
## X8MBI 3.233928e-16 6.837704e-05 8.725450e-04 1.685652e-05 1.566755e-09
## X9MBI 9.672211e-03 6.243396e-07 1.268377e-03 2.007353e-03 NA
## X10MBI 5.005895e-11 5.620818e-04 1.023093e-02 2.987254e-03 1.165114e-12
## X11MBI 1.175835e-06 3.855763e-16 3.292196e-10 5.352468e-09 2.539922e-02
## X12MBI 2.397026e-05 9.238577e-04 6.119529e-04 7.691047e-04 2.444956e-05
## X13MBI 1.024591e-04 3.144036e-03 1.181423e-03 5.864730e-03 2.450015e-04
## X14MBI 1.899553e-04 5.257865e-06 4.790535e-07 2.839058e-07 2.881498e-04
## X15MBI 1.488140e-10 5.007290e-05 1.650068e-03 9.603970e-04 1.962296e-11
## X16MBI 3.289333e-03 NA NA NA 1.071416e-05
## X17MBI 1.917267e-08 4.102154e-04 1.079334e-07 4.354614e-03 4.211377e-04
## X18MBI 0.000000e+00 1.323219e-05 7.305707e-05 1.406786e-06 5.865272e-11
## X19MBI 1.323219e-05 0.000000e+00 1.299599e-15 6.294111e-14 1.152482e-02
## X20MBI 7.305707e-05 1.299599e-15 0.000000e+00 6.013191e-15 4.606791e-02
## X21MBI 1.406786e-06 6.294111e-14 6.013191e-15 0.000000e+00 5.027843e-03
## X22MBI 5.865272e-11 1.152482e-02 4.606791e-02 5.027843e-03 0.000000e+00
## X23MBI 2.244468e-03 4.713578e-04 2.821169e-03 7.058120e-06 2.106865e-03
## X24MBI 8.138631e-08 6.047499e-04 1.888077e-04 1.240681e-03 1.211200e-08
## X1DUWAS 4.787735e-02 NA NA NA NA
## X2DUWAS NA NA NA NA NA
## X3DUWAS NA 4.059553e-02 NA NA NA
## X4DUWAS NA NA NA NA NA
## X5DUWAS NA NA NA NA NA
## X6DUWAS NA NA NA NA NA
## X7DUWAS NA NA NA NA NA
## X8DUWAS NA NA NA NA NA
## X9DUWAS NA NA NA NA NA
## X10DUWAS NA NA NA NA NA
## X11DUWAS NA 3.715850e-02 NA NA NA
## X12DUWAS NA NA NA NA NA
## X13DUWAS NA NA NA NA NA
## X14DUWAS NA NA NA NA NA
## X15DUWAS NA NA NA NA NA
## X16DUWAS NA NA NA NA NA
## X17DUWAS NA NA NA NA 6.004343e-03
## X18DUWAS NA NA NA NA NA
## X19DUWAS NA NA NA NA NA
## X20DUWAS NA 2.798146e-02 NA NA NA
## X23MBI X24MBI X1DUWAS X2DUWAS X3DUWAS
## X3MBI NA 2.038419e-02 4.996682e-02 NA NA
## X4MBI 5.315122e-04 1.480551e-07 NA NA NA
## X5MBI 1.651237e-04 1.283239e-05 NA NA NA
## X6MBI 1.073581e-02 2.853030e-03 NA NA NA
## X7MBI 1.029571e-02 7.571881e-07 NA NA NA
## X8MBI 1.734674e-06 9.586846e-08 NA NA NA
## X9MBI NA 3.378389e-03 NA NA NA
## X10MBI 5.180887e-03 1.468237e-06 NA NA NA
## X11MBI 1.964268e-03 2.449074e-04 NA NA NA
## X12MBI 2.048684e-02 1.951519e-04 NA NA NA
## X13MBI 1.705609e-03 1.759982e-04 NA NA NA
## X14MBI 2.811647e-04 2.323710e-04 NA NA NA
## X15MBI 3.944696e-03 2.049300e-12 NA NA NA
## X16MBI NA 3.131113e-03 NA NA NA
## X17MBI NA 2.639857e-05 NA NA NA
## X18MBI 2.244468e-03 8.138631e-08 4.787735e-02 NA NA
## X19MBI 4.713578e-04 6.047499e-04 NA NA 4.059553e-02
## X20MBI 2.821169e-03 1.888077e-04 NA NA NA
## X21MBI 7.058120e-06 1.240681e-03 NA NA NA
## X22MBI 2.106865e-03 1.211200e-08 NA NA NA
## X23MBI 0.000000e+00 3.764741e-02 NA NA NA
## X24MBI 3.764741e-02 0.000000e+00 NA NA NA
## X1DUWAS NA NA 0.000000e+00 0.0001004537 5.380530e-06
## X2DUWAS NA NA 1.004537e-04 0.0000000000 1.234041e-04
## X3DUWAS NA NA 5.380530e-06 0.0001234041 0.000000e+00
## X4DUWAS NA NA NA NA 2.717149e-04
## X5DUWAS NA NA NA NA NA
## X6DUWAS NA NA 2.878407e-02 NA 1.604847e-03
## X7DUWAS NA NA NA NA 2.828716e-03
## X8DUWAS NA NA NA NA NA
## X9DUWAS NA NA NA NA NA
## X10DUWAS NA NA 3.622343e-02 0.0411584176 8.000660e-05
## X11DUWAS NA NA NA NA 2.503470e-02
## X12DUWAS NA NA NA NA NA
## X13DUWAS NA NA NA NA 1.766682e-03
## X14DUWAS NA NA NA NA 1.504005e-02
## X15DUWAS NA NA 2.556436e-02 NA 9.947348e-03
## X16DUWAS NA NA NA NA 3.021288e-03
## X17DUWAS NA NA NA NA 2.380452e-03
## X18DUWAS NA NA NA NA NA
## X19DUWAS NA NA NA NA NA
## X20DUWAS NA NA 1.030219e-02 0.0338304305 7.481045e-06
## X4DUWAS X5DUWAS X6DUWAS X7DUWAS X8DUWAS
## X3MBI NA NA NA NA NA
## X4MBI NA NA NA NA NA
## X5MBI NA NA NA NA NA
## X6MBI NA NA NA NA NA
## X7MBI NA NA 3.151739e-02 NA 1.296166e-02
## X8MBI NA NA NA NA 2.804699e-02
## X9MBI NA NA NA NA NA
## X10MBI NA NA NA NA NA
## X11MBI NA NA NA NA NA
## X12MBI NA NA NA NA NA
## X13MBI NA NA NA NA 3.621636e-02
## X14MBI NA NA NA NA NA
## X15MBI NA NA NA NA NA
## X16MBI NA NA NA NA NA
## X17MBI NA NA NA NA NA
## X18MBI NA NA NA NA NA
## X19MBI NA NA NA NA NA
## X20MBI NA NA NA NA NA
## X21MBI NA NA NA NA NA
## X22MBI NA NA NA NA NA
## X23MBI NA NA NA NA NA
## X24MBI NA NA NA NA NA
## X1DUWAS NA NA 2.878407e-02 NA NA
## X2DUWAS NA NA NA NA NA
## X3DUWAS 2.717149e-04 NA 1.604847e-03 2.828716e-03 NA
## X4DUWAS 0.000000e+00 1.762112e-02 2.244859e-03 6.630213e-04 NA
## X5DUWAS 1.762112e-02 0.000000e+00 2.962121e-02 7.435451e-04 2.539596e-02
## X6DUWAS 2.244859e-03 2.962121e-02 0.000000e+00 7.528650e-08 1.404082e-02
## X7DUWAS 6.630213e-04 7.435451e-04 7.528650e-08 0.000000e+00 1.606099e-03
## X8DUWAS NA 2.539596e-02 1.404082e-02 1.606099e-03 0.000000e+00
## X9DUWAS 1.159649e-02 1.446755e-02 3.414071e-04 2.304136e-04 1.890847e-11
## X10DUWAS 2.406400e-04 6.551463e-03 1.188857e-03 4.582927e-04 1.572824e-02
## X11DUWAS 2.692223e-03 5.794660e-04 1.921954e-03 1.026648e-03 4.441557e-04
## X12DUWAS NA 3.915472e-02 NA 1.691846e-02 4.221610e-08
## X13DUWAS 2.898209e-06 2.402447e-02 1.418051e-02 4.217570e-05 4.379457e-03
## X14DUWAS 1.716690e-04 NA NA 2.561395e-02 NA
## X15DUWAS 4.971299e-03 3.682483e-05 7.765936e-03 1.382391e-07 NA
## X16DUWAS 4.334478e-03 NA NA 3.958476e-03 4.796058e-03
## X17DUWAS 1.704621e-03 NA 2.535624e-05 3.905465e-06 1.033442e-02
## X18DUWAS 3.196213e-02 NA NA 7.549062e-03 NA
## X19DUWAS 2.400731e-03 NA NA 1.258520e-05 NA
## X20DUWAS 1.677261e-04 NA 6.232642e-03 3.128188e-05 NA
## X9DUWAS X10DUWAS X11DUWAS X12DUWAS X13DUWAS
## X3MBI NA NA NA 4.620756e-02 NA
## X4MBI NA NA NA NA NA
## X5MBI NA NA NA NA NA
## X6MBI NA 2.458747e-02 NA NA NA
## X7MBI NA NA NA NA NA
## X8MBI NA NA NA NA NA
## X9MBI NA NA NA NA NA
## X10MBI NA NA NA NA NA
## X11MBI NA NA NA NA NA
## X12MBI 2.773334e-02 NA NA NA NA
## X13MBI NA NA NA NA NA
## X14MBI NA NA NA NA 2.494231e-02
## X15MBI NA NA NA NA NA
## X16MBI 2.364698e-02 2.449503e-02 NA NA NA
## X17MBI NA NA NA NA NA
## X18MBI NA NA NA NA NA
## X19MBI NA NA 3.715850e-02 NA NA
## X20MBI NA NA NA NA NA
## X21MBI NA NA NA NA NA
## X22MBI NA NA NA NA NA
## X23MBI NA NA NA NA NA
## X24MBI NA NA NA NA NA
## X1DUWAS NA 3.622343e-02 NA NA NA
## X2DUWAS NA 4.115842e-02 NA NA NA
## X3DUWAS NA 8.000660e-05 2.503470e-02 NA 1.766682e-03
## X4DUWAS 1.159649e-02 2.406400e-04 2.692223e-03 NA 2.898209e-06
## X5DUWAS 1.446755e-02 6.551463e-03 5.794660e-04 3.915472e-02 2.402447e-02
## X6DUWAS 3.414071e-04 1.188857e-03 1.921954e-03 NA 1.418051e-02
## X7DUWAS 2.304136e-04 4.582927e-04 1.026648e-03 1.691846e-02 4.217570e-05
## X8DUWAS 1.890847e-11 1.572824e-02 4.441557e-04 4.221610e-08 4.379457e-03
## X9DUWAS 0.000000e+00 2.354823e-05 8.288197e-05 1.005108e-08 5.088558e-06
## X10DUWAS 2.354823e-05 0.000000e+00 4.096014e-07 9.456949e-05 5.589923e-07
## X11DUWAS 8.288197e-05 4.096014e-07 0.000000e+00 5.912676e-06 4.241459e-06
## X12DUWAS 1.005108e-08 9.456949e-05 5.912676e-06 0.000000e+00 1.664386e-03
## X13DUWAS 5.088558e-06 5.589923e-07 4.241459e-06 1.664386e-03 0.000000e+00
## X14DUWAS 9.293729e-04 4.549426e-05 5.512384e-05 2.023420e-03 6.836588e-06
## X15DUWAS 1.940877e-03 NA 1.704184e-03 NA 1.350271e-07
## X16DUWAS 2.203069e-04 4.819947e-06 NA NA 4.553135e-04
## X17DUWAS 8.531152e-06 9.635382e-10 2.724661e-04 1.511896e-05 9.558965e-07
## X18DUWAS NA NA NA NA NA
## X19DUWAS 2.565427e-02 4.206431e-04 4.425635e-04 NA 1.064051e-02
## X20DUWAS NA 4.041098e-04 3.002798e-03 NA 1.282353e-03
## X14DUWAS X15DUWAS X16DUWAS X17DUWAS X18DUWAS
## X3MBI NA NA NA NA NA
## X4MBI NA NA NA NA NA
## X5MBI NA NA NA NA NA
## X6MBI NA NA NA NA NA
## X7MBI NA NA NA NA NA
## X8MBI NA NA NA NA NA
## X9MBI NA NA NA NA NA
## X10MBI NA NA NA NA NA
## X11MBI NA NA NA NA NA
## X12MBI NA NA NA NA 4.771137e-02
## X13MBI NA NA NA 1.993499e-02 NA
## X14MBI NA NA NA NA NA
## X15MBI NA NA NA NA NA
## X16MBI NA NA NA NA NA
## X17MBI NA NA NA NA NA
## X18MBI NA NA NA NA NA
## X19MBI NA NA NA NA NA
## X20MBI NA NA NA NA NA
## X21MBI NA NA NA NA NA
## X22MBI NA NA NA 6.004343e-03 NA
## X23MBI NA NA NA NA NA
## X24MBI NA NA NA NA NA
## X1DUWAS NA 2.556436e-02 NA NA NA
## X2DUWAS NA NA NA NA NA
## X3DUWAS 1.504005e-02 9.947348e-03 3.021288e-03 2.380452e-03 NA
## X4DUWAS 1.716690e-04 4.971299e-03 4.334478e-03 1.704621e-03 3.196213e-02
## X5DUWAS NA 3.682483e-05 NA NA NA
## X6DUWAS NA 7.765936e-03 NA 2.535624e-05 NA
## X7DUWAS 2.561395e-02 1.382391e-07 3.958476e-03 3.905465e-06 7.549062e-03
## X8DUWAS NA NA 4.796058e-03 1.033442e-02 NA
## X9DUWAS 9.293729e-04 1.940877e-03 2.203069e-04 8.531152e-06 NA
## X10DUWAS 4.549426e-05 NA 4.819947e-06 9.635382e-10 NA
## X11DUWAS 5.512384e-05 1.704184e-03 NA 2.724661e-04 NA
## X12DUWAS 2.023420e-03 NA NA 1.511896e-05 NA
## X13DUWAS 6.836588e-06 1.350271e-07 4.553135e-04 9.558965e-07 NA
## X14DUWAS 0.000000e+00 2.228195e-04 NA 2.433697e-04 7.128738e-06
## X15DUWAS 2.228195e-04 0.000000e+00 3.790402e-02 7.952057e-05 1.152264e-03
## X16DUWAS NA 3.790402e-02 0.000000e+00 3.260456e-05 NA
## X17DUWAS 2.433697e-04 7.952057e-05 3.260456e-05 0.000000e+00 4.034577e-02
## X18DUWAS 7.128738e-06 1.152264e-03 NA 4.034577e-02 0.000000e+00
## X19DUWAS 6.739216e-04 3.467032e-03 1.793745e-02 2.713048e-03 2.536203e-05
## X20DUWAS 2.608651e-03 6.207178e-03 4.340066e-02 7.664713e-07 5.250928e-04
## X19DUWAS X20DUWAS
## X3MBI NA NA
## X4MBI NA NA
## X5MBI NA NA
## X6MBI NA NA
## X7MBI 3.300402e-02 NA
## X8MBI NA NA
## X9MBI NA NA
## X10MBI NA NA
## X11MBI NA NA
## X12MBI NA NA
## X13MBI NA NA
## X14MBI NA NA
## X15MBI NA NA
## X16MBI NA NA
## X17MBI NA 3.341839e-02
## X18MBI NA NA
## X19MBI NA 2.798146e-02
## X20MBI NA NA
## X21MBI NA NA
## X22MBI NA NA
## X23MBI NA NA
## X24MBI NA NA
## X1DUWAS NA 1.030219e-02
## X2DUWAS NA 3.383043e-02
## X3DUWAS NA 7.481045e-06
## X4DUWAS 2.400731e-03 1.677261e-04
## X5DUWAS NA NA
## X6DUWAS NA 6.232642e-03
## X7DUWAS 1.258520e-05 3.128188e-05
## X8DUWAS NA NA
## X9DUWAS 2.565427e-02 NA
## X10DUWAS 4.206431e-04 4.041098e-04
## X11DUWAS 4.425635e-04 3.002798e-03
## X12DUWAS NA NA
## X13DUWAS 1.064051e-02 1.282353e-03
## X14DUWAS 6.739216e-04 2.608651e-03
## X15DUWAS 3.467032e-03 6.207178e-03
## X16DUWAS 1.793745e-02 4.340066e-02
## X17DUWAS 2.713048e-03 7.664713e-07
## X18DUWAS 2.536203e-05 5.250928e-04
## X19DUWAS 0.000000e+00 7.409906e-03
## X20DUWAS 7.409906e-03 0.000000e+00
CLOSTERING
