Las gráficas nos dan herramientas para descubrir nuevas relaciones.

El ímpetu por concluir (rage-to-conclude bias, Tufte) nos hace ver patrones en datos donde no existen dichos patrones.

La inferencia visual nos permite descubrir nuevas relaciones, controlando la apofenia.

• Wickham, H., Cook, D., Hofmann, H. and Buja, A. (2010) Graphical Inference for Infovis

• Hofmann, H., Follett, L., Majumder, M. and Cook, D. (2012) Graphical Tests for Power Comparison of Competing Designs.

• Tufte, E. Making better inferences from statistical graphics.

• Cook, D. To the tidyverse and beyond: Challenges to the future of data science

La inferencia ocurre cuando usamos muestras de los datos para concluir acerca de la población completa.

Típicamente se usan estadísticas (funciones de la muestra) como medias, desviaciones estándar, medianas, etc. y nuestros conocimientos de como se comportan las estadísticas a lo largo de las posibles muestras (ej. error estándar de la media).

En el caso de inferencia visual las estadísticas son las gráficas.

• Rorschach. Antes de observar los datos, grafica una serie de datos nulos, para obtener una idea de como se vería nuestra gráfica cuando no hay relación entre las variables.

• Lineup. Escondemos la gráfica de los datos en un conjunto de datos nulos y pregunta a un tercero si puede identificar los datos reales. Si eligen la gráfica con los datos verdaderos tenemos evidencia de que los datos tienen estructura que es significativamente diferente a lo que esperaríamos por azar.

Para generar datos nulos podemos usar un método no paramétrico o uno paramétrico.

• Permutación: Seleccionamos una de las columnas de los datos de interés y permutamos los valores.

• Simulación: Suponemos que una variable sigue una distribución y simulamos de esta.

La siguiente imagene proviene de un escrito de Edmond Murphy que en 1964 escribió sobre la dudosa inferencia de mecanismos causales a partir de la observación de una distribución bimodal (Edward Tufte, The Visual Display of Quantitative Information, p. 169):

https://www.edwardtufte.com/bboard/q-and-a-fetch-msg?msg_id=0003wa

Estaturas de hombres y mujeres. Supongamos que nos interesa describir de manera simple los datos, independientemente de si se trata de un hombre o una mujer.

glimpse(singer_g)

## Observations: 235
## Variables: 2
## $ gender <chr> "F", "F", "F", "F", "F", "F", "F", "F", "F", "F", "F", ...
## $ height <dbl> 162.56, 157.48, 167.64, 165.10, 152.40, 154.94, 165.10,...

Suponemos que la estatura es una medición que se distribuye aproximadamente normal con media 171 cm y desviación estándar 10 cm. ¿Es razonable esta descripción?

Hacemos 19 simulaciones bajo el modelo \(N(\mu, \sigma^2)\) ¿Captura este modelo las características observadas?

El poder distinguir los datos provee evidencia estadística rigurosa de que hay diferencia.

1. Hipótesis nula (\(H_0\)): hipótesis que se desea contrastar, describe la conducta default del fenómeno de interés.

2. Hipótesis alternativa (\(H_1\)).

3. Estadística de prueba: es una estadística en en base a la cuál tomamos la decisión de rechazar o no rechazar. Se calcula considerando la hipótesis nula como verdadera.

4.. Valor-p: Nivel de significancia alcanzado, probabilidad de que la estadística de prueba sea al menos tan extrema como la observada con los datos si la hipótesis nula es verdadera.

Hipótesis: \[H_0:\mu_m = \mu_h\] Estadistica de prueba es: \[Z=\frac{\bar{X_m}-\bar{X_h}}{\hat{\sigma}\sqrt{1/n_1+1/n_2}}\] la prueba se basa en una distribución \(t\) con \(n_1 + n_2 - 2\) grados de libertad.

## 
##  Two Sample t-test
## 
## data:  singer_g$height[singer_g$gender == "F"] and singer_g$height[singer_g$gender == "M"]
## t = -16.528, df = 233, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -16.00518 -12.59579
## sample estimates:
## mean of x mean of y 
##  164.4253  178.7258

¿Cómo se ven los inocentes?

Los principios de pruebas de hipótesis son los mismos para pruebas visuales, a excepción de dos aspectos: la estadística de prueba y el mecanismo para medir similitud.

La estadística de prueba ahora es una gráfica de los datos, y en lugar de una diferencia matemática usamos el ojo humano.

En la prueba gráfica, los verdaderos datos están escondidos entre 19 gráficas de datos nulos, donde un dato nulo es una muestra de la distribución bajo la hipótesis nula. Si es posible identificar los datos, hay evidencia indicando que estos son distintos a los datos nulos.

1. Genera n-1 datos nulos (datos que siguen la hipótesis nula)

2. Grafica los nulos + los datos reales, donde los datos están posicionados de manera aleatoria.

3. Muestra la gráfica a un observador imparcial.

¿Pueden distinguir los datos? Si es el caso, hay evidencia de diferencia verdadera (valor p = 1/n).

Volvamos al ejemplo de las estaturas, proponemos el siguiente modelo: la estatura es aproximadamente normal con media 179 para hombres y 164 para mujeres, la desviación estándar es de 6.5 en ambos casos.

library(nullabor)
singer_c <- singer_g %>%
    group_by(gender) %>%
    mutate(height_c = height - mean(height))
set.seed(26832)
sing_null_c <- lineup(null_dist('height_c', dist = 'normal', 
    params = list(mean = 0, sd = sd(singer_c$height_c))), n = 20, singer_c)
sing_null_c

##      gender height      height_c .sample
## 1         F 162.56 -2.579261e+00       1
## 2         F 157.48  1.150932e+00       1
## 3         F 167.64  3.589269e+00       1
## 4         F 165.10  4.958803e-01       1
## 5         F 152.40  8.715654e+00       1
## 6         F 154.94 -1.661834e+01       1
## 7         F 165.10 -7.988236e+00       1
## 8         F 167.64  5.999119e+00       1
## 9         F 165.10  4.192972e-01       1
## 10        F 160.02 -1.344888e+01       1
## 11        F 170.18  1.468895e+01       1
## 12        F 165.10  6.128942e-01       1
## 13        F 157.48  6.261304e+00       1
## 14        F 165.10 -5.033084e+00       1
## 15        F 172.72 -7.361792e+00       1
## 16        F 165.10  3.681588e+00       1
## 17        F 160.02 -1.424486e+00       1
## 18        F 165.10  8.236589e+00       1
## 19        F 157.48 -7.782463e+00       1
## 20        F 165.10 -6.010523e+00       1
## 21        F 167.64  3.574967e+00       1
## 22        F 157.48 -9.788735e+00       1
## 23        F 165.10  6.122864e+00       1
## 24        F 160.02 -8.954857e+00       1
## 25        F 165.10 -1.907058e+00       1
## 26        F 167.64  8.810875e+00       1
## 27        F 165.10  5.279522e+00       1
## 28        F 157.48  1.739124e+00       1
## 29        F 165.10  5.470419e-01       1
## 30        F 167.64  1.242557e+01       1
## 31        F 165.10  3.428537e+00       1
## 32        F 154.94 -4.753385e+00       1
## 33        F 165.10  6.306309e+00       1
## 34        F 167.64  4.696722e+00       1
## 35        F 165.10 -3.003987e+00       1
## 36        F 157.48 -5.392959e+00       1
## 37        F 160.02  4.350695e+00       1
## 38        F 170.18  5.390038e-01       1
## 39        F 152.40 -8.371720e-02       1
## 40        F 170.18 -1.053105e+00       1
## 41        F 167.64  5.224093e+00       1
## 42        F 157.48 -3.677955e-01       1
## 43        F 165.10  3.899980e+00       1
## 44        F 157.48 -3.156073e+00       1
## 45        F 154.94 -2.689248e+00       1
## 46        F 157.48  3.844129e+00       1
## 47        F 167.64 -6.664020e+00       1
## 48        F 152.40  7.696169e+00       1
## 49        F 165.10  7.244195e+00       1
## 50        F 165.10 -8.995523e+00       1
## 51        F 154.94  1.515144e-01       1
## 52        F 162.56 -5.607871e+00       1
## 53        F 172.72  8.636230e+00       1
## 54        F 162.56  6.396398e+00       1
## 55        F 160.02 -5.208344e+00       1
## 56        F 157.48  7.907827e+00       1
## 57        F 162.56  5.169825e+00       1
## 58        F 157.48  7.691441e+00       1
## 59        F 162.56 -3.252446e+00       1
## 60        F 165.10  3.686345e+00       1
## 61        F 152.40  2.912372e+00       1
## 62        F 165.10  6.425580e+00       1
## 63        F 177.80  1.238536e+00       1
## 64        F 160.02  1.943502e+00       1
## 65        F 170.18  7.761532e+00       1
## 66        F 167.64 -2.028014e+00       1
## 67        F 165.10 -1.012262e+01       1
## 68        F 157.48  2.429096e+00       1
## 69        F 172.72  5.257215e+00       1
## 70        F 170.18 -4.345255e+00       1
## 71        F 170.18  4.470150e+00       1
## 72        F 160.02  6.753692e+00       1
## 73        F 170.18  5.202930e+00       1
## 74        F 167.64  8.685162e+00       1
## 75        F 160.02  2.772243e+00       1
## 76        F 182.88  8.049766e+00       1
## 77        F 157.48 -6.985580e+00       1
## 78        F 154.94  7.366419e+00       1
## 79        F 167.64  4.064575e+00       1
## 80        F 162.56  5.617732e+00       1
## 81        F 152.40  4.152399e+00       1
## 82        F 154.94  4.823691e+00       1
## 83        F 167.64 -7.193254e+00       1
## 84        F 167.64 -5.294176e+00       1
## 85        F 167.64  6.558177e+00       1
## 86        F 157.48 -7.163358e+00       1
## 87        F 177.80 -1.501125e+01       1
## 88        F 165.10  1.522339e+01       1
## 89        F 162.56 -5.856076e+00       1
## 90        F 160.02 -3.074428e+00       1
## 91        F 165.10  1.155999e+00       1
## 92        F 175.26 -1.497964e+01       1
## 93        F 154.94 -1.011550e+01       1
## 94        F 167.64 -8.518306e+00       1
## 95        F 165.10 -3.709212e+00       1
## 96        F 154.94 -2.103865e+01       1
## 97        F 160.02  1.980803e+00       1
## 98        F 162.56  3.278251e+00       1
## 99        F 170.18 -2.132171e+00       1
## 100       F 167.64 -9.125624e+00       1
## 101       F 172.72 -2.991119e+00       1
## 102       F 177.80  9.300428e+00       1
## 103       F 165.10  1.384163e+00       1
## 104       F 165.10 -1.807815e+01       1
## 105       F 165.10  6.625991e+00       1
## 106       F 162.56 -4.910974e+00       1
## 107       F 167.64  2.247370e+00       1
## 108       F 162.56 -7.053102e+00       1
## 109       F 177.80 -1.982018e+00       1
## 110       F 160.02  1.211700e+01       1
## 111       F 177.80  5.812202e+00       1
## 112       F 162.56  1.585909e+00       1
## 113       F 160.02 -6.333519e+00       1
## 114       F 170.18  6.781257e+00       1
## 115       F 165.10  5.199159e-01       1
## 116       F 160.02 -2.443408e+00       1
## 117       F 167.64  1.047720e+01       1
## 118       F 167.64  3.556072e+00       1
## 119       F 162.56 -1.009565e+00       1
## 120       F 162.56  1.957932e+00       1
## 121       F 177.80  8.683861e+00       1
## 122       F 177.80  4.374397e+00       1
## 123       F 167.64 -7.632156e+00       1
## 124       F 167.64  3.705584e+00       1
## 125       F 167.64 -8.683265e+00       1
## 126       F 175.26  5.601743e-01       1
## 127       F 170.18 -4.459261e+00       1
## 128       F 165.10 -5.996902e-02       1
## 129       M 175.26  3.251466e+00       1
## 130       M 182.88  1.027191e+01       1
## 131       M 180.34  9.443910e+00       1
## 132       M 167.64  2.617875e+00       1
## 133       M 193.04 -6.724509e+00       1
## 134       M 187.96 -1.584781e+01       1
## 135       M 180.34  1.356423e+01       1
## 136       M 167.64 -6.982870e+00       1
## 137       M 172.72 -2.297252e+00       1
## 138       M 170.18  1.083225e+00       1
## 139       M 177.80 -1.232859e+00       1
## 140       M 165.10 -8.299542e+00       1
## 141       M 182.88  2.342565e+00       1
## 142       M 177.80 -2.059533e+00       1
## 143       M 172.72  3.204701e-01       1
## 144       M 162.56  2.009771e+00       1
## 145       M 185.42 -1.116796e+00       1
## 146       M 167.64 -5.247364e+00       1
## 147       M 172.72  3.050497e+00       1
## 148       M 170.18  4.794071e+00       1
## 149       M 162.56  1.193525e+01       1
## 150       M 172.72 -4.744006e+00       1
## 151       M 185.42  4.953512e+00       1
## 152       M 175.26 -3.712178e+00       1
## 153       M 180.34  2.459072e+00       1
## 154       M 175.26 -9.004140e+00       1
## 155       M 193.04  6.633879e+00       1
## 156       M 180.34  5.109526e+00       1
## 157       M 175.26  4.605761e-01       1
## 158       M 180.34  1.371975e+01       1
## 159       M 167.64  7.980082e+00       1
## 160       M 175.26 -4.470087e+00       1
## 161       M 180.34  2.659625e+00       1
## 162       M 180.34  2.283022e-01       1
## 163       M 180.34  8.020731e-01       1
## 164       M 175.26  4.182358e+00       1
## 165       M 177.80 -4.164532e+00       1
## 166       M 175.26  2.803009e+00       1
## 167       M 172.72  4.873279e+00       1
## 168       M 177.80  8.918450e+00       1
## 169       M 172.72  1.558086e+00       1
## 170       M 175.26 -1.358131e+01       1
## 171       M 182.88  5.966510e+00       1
## 172       M 177.80  2.563384e+00       1
## 173       M 182.88 -4.914507e+00       1
## 174       M 175.26 -9.508606e+00       1
## 175       M 185.42  8.924472e-01       1
## 176       M 180.34 -2.423345e+00       1
## 177       M 182.88  3.890476e+00       1
## 178       M 172.72  1.386668e+01       1
## 179       M 172.72  5.378532e+00       1
## 180       M 180.34 -2.790219e+00       1
## 181       M 167.64  7.349538e+00       1
## 182       M 172.72  1.205242e+01       1
## 183       M 180.34  9.886256e+00       1
## 184       M 185.42 -1.115278e+01       1
## 185       M 185.42 -4.147015e-01       1
## 186       M 177.80  1.215251e+00       1
## 187       M 172.72  9.032342e+00       1
## 188       M 177.80 -3.825241e+00       1
## 189       M 190.50 -8.591844e+00       1
## 190       M 172.72 -2.985550e-01       1
## 191       M 180.34  1.561824e+00       1
## 192       M 177.80 -3.090785e+00       1
## 193       M 187.96  6.218904e+00       1
## 194       M 177.80 -8.859774e+00       1
## 195       M 190.50  8.928754e+00       1
## 196       M 190.50  2.896972e+00       1
## 197       M 175.26 -5.725212e-01       1
## 198       M 182.88  5.058788e+00       1
## 199       M 180.34 -4.112223e-03       1
## 200       M 177.80 -2.754642e+00       1
## 201       M 180.34  1.167558e+01       1
## 202       M 172.72 -6.339754e+00       1
## 203       M 177.80  1.343589e+01       1
## 204       M 190.50  3.189774e+00       1
## 205       M 182.88  1.119898e+01       1
## 206       M 167.64  1.405407e+00       1
## 207       M 182.88 -8.051490e+00       1
## 208       M 177.80  6.960824e+00       1
## 209       M 175.26  4.198229e+00       1
## 210       M 182.88 -6.143750e+00       1
## 211       M 190.50  1.018606e+01       1
## 212       M 170.18 -5.476368e+00       1
## 213       M 190.50 -9.508658e-02       1
## 214       M 187.96  5.142473e+00       1
## 215       M 182.88 -1.173357e+01       1
## 216       M 182.88  1.302824e+01       1
## 217       M 187.96 -1.559688e-02       1
## 218       M 182.88  3.636870e+00       1
## 219       M 182.88 -2.899715e+00       1
## 220       M 187.96 -1.811352e-01       1
## 221       M 177.80  3.600443e+00       1
## 222       M 167.64  4.110525e+00       1
## 223       M 172.72  4.989763e+00       1
## 224       M 190.50 -7.685832e+00       1
## 225       M 172.72  1.222575e+01       1
## 226       M 177.80  4.781596e-03       1
## 227       M 182.88 -8.991559e+00       1
## 228       M 170.18  8.862266e-01       1
## 229       M 177.80  4.592648e+00       1
## 230       M 177.80  1.824062e+00       1
## 231       M 175.26  1.142580e+01       1
## 232       M 182.88 -2.308256e-01       1
## 233       M 180.34 -2.815475e+00       1
## 234       M 187.96 -5.159575e+00       1
## 235       M 190.50  1.255473e+00       1
## 236       F 162.56  8.085366e+00       2
## 237       F 157.48  4.526741e+00       2
## 238       F 167.64 -1.466996e+00       2
## 239       F 165.10  8.240319e+00       2
## 240       F 152.40  3.301077e+00       2
## 241       F 154.94  4.616998e+00       2
## 242       F 165.10 -9.179956e+00       2
## 243       F 167.64  1.166489e-01       2
## 244       F 165.10 -1.404030e+01       2
## 245       F 160.02 -8.084007e+00       2
## 246       F 170.18  2.605550e+00       2
## 247       F 165.10 -2.569427e+00       2
## 248       F 157.48 -1.802529e+00       2
## 249       F 165.10 -1.852934e+00       2
## 250       F 172.72 -2.763557e+00       2
## 251       F 165.10  1.267427e+01       2
## 252       F 160.02  2.568247e+00       2
## 253       F 165.10  7.965975e-01       2
## 254       F 157.48  6.564227e+00       2
## 255       F 165.10  6.396194e+00       2
## 256       F 167.64  8.789176e-03       2
## 257       F 157.48  1.569158e-01       2
## 258       F 165.10 -9.894504e+00       2
## 259       F 160.02 -1.416938e-01       2
## 260       F 165.10 -1.496351e+01       2
## 261       F 167.64 -2.938417e+00       2
## 262       F 165.10  2.553611e+00       2
## 263       F 157.48 -2.067410e+00       2
## 264       F 165.10 -6.157150e+00       2
## 265       F 167.64 -9.787590e+00       2
## 266       F 165.10  7.692658e+00       2
## 267       F 154.94 -4.143549e-01       2
## 268       F 165.10  4.793374e+00       2
## 269       F 167.64 -3.209002e+00       2
## 270       F 165.10 -2.149933e+00       2
## 271       F 157.48  7.181183e+00       2
## 272       F 160.02  1.325699e+01       2
## 273       F 170.18  4.967236e+00       2
## 274       F 152.40 -1.424853e+01       2
## 275       F 170.18 -9.940526e-01       2
## 276       F 167.64 -9.083378e-01       2
## 277       F 157.48 -3.483026e+00       2
## 278       F 165.10 -3.368533e+00       2
## 279       F 157.48 -8.953260e+00       2
## 280       F 154.94  9.726923e-02       2
## 281       F 157.48 -8.825076e-01       2
## 282       F 167.64 -2.862496e+00       2
## 283       F 152.40 -2.566115e+00       2
## 284       F 165.10 -1.315554e+01       2
## 285       F 165.10  2.538044e+00       2
## 286       F 154.94  5.298717e+00       2
## 287       F 162.56 -1.163372e+01       2
## 288       F 172.72 -9.006192e+00       2
## 289       F 162.56  5.296839e-01       2
## 290       F 160.02  4.878131e+00       2
## 291       F 157.48  3.928787e+00       2
## 292       F 162.56  5.678345e+00       2
## 293       F 157.48 -1.275640e+01       2
## 294       F 162.56  2.254787e+01       2
## 295       F 165.10 -6.222617e+00       2
## 296       F 152.40 -3.915592e+00       2
## 297       F 165.10 -1.108325e+01       2
## 298       F 177.80 -8.008831e+00       2
## 299       F 160.02 -8.945115e+00       2
## 300       F 170.18 -4.280955e+00       2
## 301       F 167.64 -6.259039e+00       2
## 302       F 165.10 -1.342078e-01       2
## 303       F 157.48 -1.699027e+00       2
## 304       F 172.72  1.804880e+01       2
## 305       F 170.18 -3.984318e+00       2
## 306       F 170.18  4.241282e-01       2
## 307       F 160.02  2.336734e+00       2
## 308       F 170.18 -1.446951e+00       2
## 309       F 167.64  7.329481e+00       2
## 310       F 160.02 -4.892416e+00       2
## 311       F 182.88 -7.947870e-01       2
## 312       F 157.48 -1.248850e+01       2
## 313       F 154.94  6.571056e+00       2
## 314       F 167.64  9.540483e+00       2
## 315       F 162.56 -1.651908e+00       2
## 316       F 152.40  3.042735e+00       2
## 317       F 154.94 -7.676968e-01       2
## 318       F 167.64  1.272635e+00       2
## 319       F 167.64 -3.986325e+00       2
## 320       F 167.64  4.140595e+00       2
## 321       F 157.48 -3.460144e+00       2
## 322       F 177.80 -1.093418e+01       2
## 323       F 165.10  5.655513e-01       2
## 324       F 162.56  1.496447e+01       2
## 325       F 160.02 -3.078211e+00       2
## 326       F 165.10  2.223406e+00       2
## 327       F 175.26 -4.482933e+00       2
## 328       F 154.94 -1.151162e+01       2
## 329       F 167.64 -4.682008e+00       2
## 330       F 165.10 -9.210835e+00       2
## 331       F 154.94  1.321868e+00       2
## 332       F 160.02  3.130139e+00       2
## 333       F 162.56  9.415650e-01       2
## 334       F 170.18  3.899842e+00       2
## 335       F 167.64 -7.030665e+00       2
## 336       F 172.72  8.479281e+00       2
## 337       F 177.80  7.018135e-01       2
## 338       F 165.10 -6.530623e+00       2
## 339       F 165.10  7.037646e+00       2
## 340       F 165.10 -1.237589e+01       2
## 341       F 162.56 -2.417768e+00       2
## 342       F 167.64 -8.443513e+00       2
## 343       F 162.56 -9.303229e-01       2
## 344       F 177.80 -5.434634e+00       2
## 345       F 160.02  3.298014e+00       2
## 346       F 177.80  4.794805e+00       2
## 347       F 162.56  5.774746e+00       2
## 348       F 160.02 -1.767116e+00       2
## 349       F 170.18  6.782957e+00       2
## 350       F 165.10  1.083691e+01       2
## 351       F 160.02  4.993980e-01       2
## 352       F 167.64  3.463770e+00       2
## 353       F 167.64 -3.491057e+00       2
## 354       F 162.56 -4.606078e-01       2
## 355       F 162.56  8.144516e-01       2
## 356       F 177.80  7.862643e-01       2
## 357       F 177.80 -2.533483e+00       2
## 358       F 167.64  9.315116e+00       2
## 359       F 167.64 -2.876882e-01       2
## 360       F 167.64 -1.184864e+00       2
## 361       F 175.26  7.736604e+00       2
## 362       F 170.18 -3.751313e+00       2
## 363       F 165.10 -3.042582e+00       2
## 364       M 175.26  1.299046e+00       2
## 365       M 182.88  9.902801e+00       2
## 366       M 180.34 -8.700782e-01       2
## 367       M 167.64 -3.714678e+00       2
## 368       M 193.04 -6.606208e+00       2
## 369       M 187.96 -2.950436e+00       2
## 370       M 180.34 -1.404125e+01       2
## 371       M 167.64 -8.331411e+00       2
## 372       M 172.72  1.200528e+01       2
## 373       M 170.18 -3.802315e+00       2
## 374       M 177.80  4.047801e+00       2
## 375       M 165.10 -6.037587e+00       2
## 376       M 182.88  2.640430e-01       2
## 377       M 177.80 -1.196996e+01       2
## 378       M 172.72 -3.649092e-01       2
## 379       M 162.56 -6.087662e+00       2
## 380       M 185.42 -5.002422e+00       2
## 381       M 167.64 -5.545455e+00       2
## 382       M 172.72  5.629477e+00       2
## 383       M 170.18 -6.781680e+00       2
## 384       M 162.56 -3.826964e+00       2
## 385       M 172.72  7.924360e+00       2
## 386       M 185.42  2.920413e+00       2
## 387       M 175.26  6.336618e-01       2
## 388       M 180.34 -6.563473e+00       2
## 389       M 175.26 -5.740243e+00       2
## 390       M 193.04  7.666845e-01       2
## 391       M 180.34 -1.456066e+00       2
## 392       M 175.26 -2.700998e+00       2
## 393       M 180.34 -3.362425e+00       2
## 394       M 167.64  2.364559e+00       2
## 395       M 175.26 -6.619047e+00       2
## 396       M 180.34  6.172575e+00       2
## 397       M 180.34  2.980116e-01       2
## 398       M 180.34  2.024115e+00       2
## 399       M 175.26  4.311525e+00       2
## 400       M 177.80 -4.094269e+00       2
## 401       M 175.26  1.466739e+00       2
## 402       M 172.72 -6.270735e-01       2
## 403       M 177.80 -5.101672e+00       2
## 404       M 172.72 -7.679154e+00       2
## 405       M 175.26 -2.881321e+00       2
## 406       M 182.88 -7.454540e-01       2
## 407       M 177.80  1.182946e+00       2
## 408       M 182.88  6.436349e+00       2
## 409       M 175.26  2.144667e+00       2
## 410       M 185.42 -1.090970e+01       2
## 411       M 180.34  1.500396e+00       2
## 412       M 182.88  7.833695e-01       2
## 413       M 172.72  2.257069e+00       2
## 414       M 172.72 -9.676824e+00       2
## 415       M 180.34  2.359034e+00       2
## 416       M 167.64  1.314509e+01       2
## 417       M 172.72  1.035493e+01       2
## 418       M 180.34 -1.313070e+01       2
## 419       M 185.42 -1.869287e+00       2
## 420       M 185.42 -3.183739e+00       2
## 421       M 177.80  2.253139e-01       2
## 422       M 172.72  5.420412e+00       2
## 423       M 177.80  1.273997e+01       2
## 424       M 190.50 -6.674958e+00       2
## 425       M 172.72  3.509984e+00       2
## 426       M 180.34  1.837116e+00       2
## 427       M 177.80  3.255349e+00       2
## 428       M 187.96  5.312964e+00       2
## 429       M 177.80  3.687239e+00       2
## 430       M 190.50  1.419638e+00       2
## 431       M 190.50 -1.153236e+01       2
## 432       M 175.26  5.002970e+00       2
## 433       M 182.88 -1.321952e+01       2
## 434       M 180.34 -3.589401e+00       2
## 435       M 177.80 -2.509702e+00       2
## 436       M 180.34  3.190408e+00       2
## 437       M 172.72  4.549649e+00       2
## 438       M 177.80 -2.614986e+00       2
## 439       M 190.50 -8.829753e+00       2
## 440       M 182.88  8.567088e+00       2
## 441       M 167.64  7.035570e+00       2
## 442       M 182.88  3.397988e+00       2
## 443       M 177.80 -5.908052e+00       2
## 444       M 175.26 -7.418462e+00       2
## 445       M 182.88  7.972052e-01       2
## 446       M 190.50 -3.316045e+00       2
## 447       M 170.18 -1.298262e+00       2
## 448       M 190.50 -1.410778e+00       2
## 449       M 187.96 -1.551840e+00       2
## 450       M 182.88 -4.605191e+00       2
## 451       M 182.88 -3.401328e+00       2
## 452       M 187.96 -3.332108e+00       2
## 453       M 182.88  1.447582e+01       2
## 454       M 182.88  8.309576e+00       2
## 455       M 187.96  7.022871e+00       2
## 456       M 177.80 -1.000587e+00       2
## 457       M 167.64  9.096550e+00       2
## 458       M 172.72 -5.615008e+00       2
## 459       M 190.50 -1.215169e+01       2
## 460       M 172.72  1.081818e+01       2
## 461       M 177.80  4.133393e+00       2
## 462       M 182.88  9.885092e+00       2
## 463       M 170.18 -5.489564e+00       2
## 464       M 177.80  3.780589e+00       2
## 465       M 177.80  5.731514e+00       2
## 466       M 175.26 -5.233795e+00       2
## 467       M 182.88  6.478015e+00       2
## 468       M 180.34  1.046443e+00       2
## 469       M 187.96  1.908496e+00       2
## 470       M 190.50  5.210789e+00       2
## 471       F 162.56 -1.153364e+01       3
## 472       F 157.48  1.488241e-01       3
## 473       F 167.64  8.559610e-01       3
## 474       F 165.10  7.269349e+00       3
## 475       F 152.40 -5.623836e-01       3
## 476       F 154.94 -2.829917e+00       3
## 477       F 165.10  6.185228e+00       3
## 478       F 167.64 -5.133179e+00       3
## 479       F 165.10  6.196629e+00       3
## 480       F 160.02 -4.155526e+00       3
## 481       F 170.18  4.754458e+00       3
## 482       F 165.10 -6.362555e+00       3
## 483       F 157.48 -5.239083e+00       3
## 484       F 165.10 -2.444754e+00       3
## 485       F 172.72  3.033774e+00       3
## 486       F 165.10 -8.576971e+00       3
## 487       F 160.02  1.171691e+01       3
## 488       F 165.10  1.718301e+00       3
## 489       F 157.48  3.298734e+00       3
## 490       F 165.10  1.176683e+00       3
## 491       F 167.64 -4.025760e+00       3
## 492       F 157.48  1.575743e+00       3
## 493       F 165.10  6.522410e-01       3
## 494       F 160.02  1.137066e+01       3
## 495       F 165.10 -9.144293e+00       3
## 496       F 167.64 -7.179434e+00       3
## 497       F 165.10 -2.258913e+00       3
## 498       F 157.48 -1.452232e+00       3
## 499       F 165.10  8.806814e+00       3
## 500       F 167.64  9.231696e+00       3
## 501       F 165.10  2.970100e+00       3
## 502       F 154.94 -9.167694e+00       3
## 503       F 165.10 -3.454128e-02       3
## 504       F 167.64  2.800138e-01       3
## 505       F 165.10  1.431772e+00       3
## 506       F 157.48 -2.921455e+00       3
## 507       F 160.02 -6.404635e-01       3
## 508       F 170.18 -1.592960e+00       3
## 509       F 152.40  7.587957e-02       3
## 510       F 170.18  1.295782e+01       3
## 511       F 167.64  1.224447e+00       3
## 512       F 157.48  6.271109e+00       3
## 513       F 165.10 -4.335998e-01       3
## 514       F 157.48 -2.998291e+00       3
## 515       F 154.94  9.223799e-03       3
## 516       F 157.48  1.172478e+01       3
## 517       F 167.64  4.485294e+00       3
## 518       F 152.40  6.647166e+00       3
## 519       F 165.10  4.453278e+00       3
## 520       F 165.10  6.706563e+00       3
## 521       F 154.94 -2.833195e+00       3
## 522       F 162.56  1.650636e+00       3
## 523       F 172.72  1.462103e+00       3
## 524       F 162.56  1.349728e+01       3
## 525       F 160.02 -4.026034e-01       3
## 526       F 157.48 -5.807269e-01       3
## 527       F 162.56 -8.320910e+00       3
## 528       F 157.48 -7.547885e+00       3
## 529       F 162.56  2.367693e+00       3
## 530       F 165.10 -1.141133e-01       3
## 531       F 152.40 -4.242097e+00       3
## 532       F 165.10  1.130815e+01       3
## 533       F 177.80  1.529174e+00       3
## 534       F 160.02  5.778676e+00       3
## 535       F 170.18  6.132803e-01       3
## 536       F 167.64  1.033645e+01       3
## 537       F 165.10  5.918737e+00       3
## 538       F 157.48  6.406090e+00       3
## 539       F 172.72 -7.028284e+00       3
## 540       F 170.18  9.052294e+00       3
## 541       F 170.18  1.146037e+01       3
## 542       F 160.02  7.828757e+00       3
## 543       F 170.18  1.018786e+01       3
## 544       F 167.64  3.374709e+00       3
## 545       F 160.02 -6.297710e-01       3
## 546       F 182.88  1.311017e+00       3
## 547       F 157.48  2.892643e+00       3
## 548       F 154.94 -7.538235e+00       3
## 549       F 167.64 -5.643593e+00       3
## 550       F 162.56  9.736378e+00       3
## 551       F 152.40  7.892925e+00       3
## 552       F 154.94  2.200724e+00       3
## 553       F 167.64  9.920156e-01       3
## 554       F 167.64 -2.123651e+00       3
## 555       F 167.64  3.979117e-03       3
## 556       F 157.48 -1.188948e+01       3
## 557       F 177.80 -3.635160e+00       3
## 558       F 165.10  1.543471e+00       3
## 559       F 162.56  3.827373e+00       3
## 560       F 160.02 -7.314006e+00       3
## 561       F 165.10 -1.168646e-01       3
## 562       F 175.26  5.764807e+00       3
## 563       F 154.94  1.953064e+00       3
## 564       F 167.64  1.496701e+00       3
## 565       F 165.10  9.984045e+00       3
## 566       F 154.94 -2.021845e+00       3
## 567       F 160.02 -4.623106e+00       3
## 568       F 162.56 -4.990365e+00       3
## 569       F 170.18 -2.358871e-01       3
## 570       F 167.64  7.182082e+00       3
## 571       F 172.72 -5.991647e+00       3
## 572       F 177.80  9.245083e-01       3
## 573       F 165.10 -2.771158e+00       3
## 574       F 165.10  3.208211e+00       3
## 575       F 165.10 -7.775765e+00       3
## 576       F 162.56  1.026364e+01       3
## 577       F 167.64 -5.656284e+00       3
## 578       F 162.56 -1.577673e+01       3
## 579       F 177.80 -1.708431e+00       3
## 580       F 160.02 -1.099435e+01       3
## 581       F 177.80 -8.870980e+00       3
## 582       F 162.56 -7.107627e+00       3
## 583       F 160.02  5.380465e+00       3
## 584       F 170.18 -6.422164e+00       3
## 585       F 165.10  6.725935e-01       3
## 586       F 160.02 -5.025951e+00       3
## 587       F 167.64  1.285281e+01       3
## 588       F 167.64  5.121170e+00       3
## 589       F 162.56  9.156854e+00       3
## 590       F 162.56  6.434972e+00       3
## 591       F 177.80  2.194675e+00       3
## 592       F 177.80  2.201398e+00       3
## 593       F 167.64  6.878626e-01       3
## 594       F 167.64  4.680611e+00       3
## 595       F 167.64  9.083233e+00       3
## 596       F 175.26 -5.417685e+00       3
## 597       F 170.18  1.006968e+01       3
## 598       F 165.10 -8.151402e+00       3
## 599       M 175.26 -9.272096e+00       3
## 600       M 182.88  4.682535e+00       3
## 601       M 180.34 -1.105814e+00       3
## 602       M 167.64  1.633824e-01       3
## 603       M 193.04 -8.011275e+00       3
## 604       M 187.96 -2.260574e+00       3
## 605       M 180.34  1.128584e+01       3
## 606       M 167.64 -1.275766e+00       3
## 607       M 172.72 -4.499194e+00       3
## 608       M 170.18 -4.114310e+00       3
## 609       M 177.80  2.049663e+00       3
## 610       M 165.10 -3.141385e+00       3
## 611       M 182.88 -7.890989e+00       3
## 612       M 177.80  8.542261e+00       3
## 613       M 172.72 -1.797076e+00       3
## 614       M 162.56  6.099639e-01       3
## 615       M 185.42 -6.650236e-01       3
## 616       M 167.64  1.251223e+00       3
## 617       M 172.72  1.084071e+01       3
## 618       M 170.18  6.299293e-01       3
## 619       M 162.56  1.289373e+01       3
## 620       M 172.72 -1.002585e+01       3
## 621       M 185.42 -6.884983e-01       3
## 622       M 175.26  4.805411e-01       3
## 623       M 180.34 -1.070060e+01       3
## 624       M 175.26 -5.286616e+00       3
## 625       M 193.04  1.338088e-01       3
## 626       M 180.34 -3.005629e+00       3
## 627       M 175.26 -3.976075e+00       3
## 628       M 180.34 -7.903420e+00       3
## 629       M 167.64 -1.893597e+00       3
## 630       M 175.26 -9.367293e+00       3
## 631       M 180.34  5.190588e+00       3
## 632       M 180.34  1.340964e+01       3
## 633       M 180.34 -8.190035e+00       3
## 634       M 175.26  4.580243e+00       3
## 635       M 177.80 -9.163241e+00       3
## 636       M 175.26 -1.125071e+01       3
## 637       M 172.72 -7.319491e+00       3
## 638       M 177.80  3.043593e+00       3
## 639       M 172.72  4.752341e+00       3
## 640       M 175.26 -2.793232e-01       3
## 641       M 182.88  1.934548e+00       3
## 642       M 177.80  1.189592e+01       3
## 643       M 182.88 -5.847662e-01       3
## 644       M 175.26 -5.443771e+00       3
## 645       M 185.42  5.606286e+00       3
## 646       M 180.34 -9.357575e+00       3
## 647       M 182.88 -3.368464e+00       3
## 648       M 172.72 -6.954190e+00       3
## 649       M 172.72  2.344762e-01       3
## 650       M 180.34 -1.848249e+00       3
## 651       M 167.64 -7.139490e-01       3
## 652       M 172.72 -2.437275e+00       3
## 653       M 180.34  3.635024e+00       3
## 654       M 185.42 -3.417732e+00       3
## 655       M 185.42  5.557634e+00       3
## 656       M 177.80  6.897589e+00       3
## 657       M 172.72 -7.702187e+00       3
## 658       M 177.80  8.844041e+00       3
## 659       M 190.50 -6.428037e+00       3
## 660       M 172.72  7.829698e+00       3
## 661       M 180.34  5.966560e+00       3
## 662       M 177.80 -5.472150e+00       3
## 663       M 187.96 -1.077842e+01       3
## 664       M 177.80 -8.410790e+00       3
## 665       M 190.50 -6.955294e+00       3
## 666       M 190.50 -1.971786e+00       3
## 667       M 175.26  5.452072e+00       3
## 668       M 182.88  6.316127e-01       3
## 669       M 180.34  4.277007e+00       3
## 670       M 177.80 -3.180390e+00       3
## 671       M 180.34 -3.670172e+00       3
## 672       M 172.72 -7.571990e-01       3
## 673       M 177.80  3.363242e+00       3
## 674       M 190.50 -2.269290e+01       3
## 675       M 182.88 -7.780537e+00       3
## 676       M 167.64 -2.048109e+00       3
## 677       M 182.88  1.849096e+00       3
## 678       M 177.80 -4.303487e+00       3
## 679       M 175.26 -6.419409e+00       3
## 680       M 182.88 -1.415561e+01       3
## 681       M 190.50 -5.065582e+00       3
## 682       M 170.18  3.051637e-01       3
## 683       M 190.50  3.345609e+00       3
## 684       M 187.96  1.969548e+00       3
## 685       M 182.88 -1.213706e+00       3
## 686       M 182.88  2.471598e+00       3
## 687       M 187.96 -2.926576e+00       3
## 688       M 182.88 -6.876347e+00       3
## 689       M 182.88 -4.538830e+00       3
## 690       M 187.96 -6.714122e-01       3
## 691       M 177.80 -1.048384e+01       3
## 692       M 167.64 -1.134641e+01       3
## 693       M 172.72 -7.977772e-01       3
## 694       M 190.50 -1.197869e+01       3
## 695       M 172.72  6.565882e+00       3
## 696       M 177.80 -6.495844e+00       3
## 697       M 182.88 -5.334224e+00       3
## 698       M 170.18 -4.123844e+00       3
## 699       M 177.80 -3.206579e+00       3
## 700       M 177.80  1.110891e+01       3
## 701       M 175.26 -3.301410e+00       3
## 702       M 182.88 -5.791924e+00       3
## 703       M 180.34  5.734637e+00       3
## 704       M 187.96 -7.826496e+00       3
## 705       M 190.50  6.458236e+00       3
## 706       F 162.56 -7.167643e+00       4
## 707       F 157.48 -1.214157e+01       4
## 708       F 167.64 -1.187118e+01       4
## 709       F 165.10  5.752195e+00       4
## 710       F 152.40 -7.542713e+00       4
## 711       F 154.94 -4.801916e-02       4
## 712       F 165.10 -2.409578e+00       4
## 713       F 167.64  9.764741e-01       4
## 714       F 165.10 -4.806142e+00       4
## 715       F 160.02  5.970712e+00       4
## 716       F 170.18  5.480632e+00       4
## 717       F 165.10  1.036612e+01       4
## 718       F 157.48  8.979124e+00       4
## 719       F 165.10  3.617001e+00       4
## 720       F 172.72  5.099651e+00       4
## 721       F 165.10  5.670253e+00       4
## 722       F 160.02 -2.382530e+01       4
## 723       F 165.10  1.196311e+01       4
## 724       F 157.48 -2.425424e+00       4
## 725       F 165.10  7.379239e+00       4
## 726       F 167.64  3.997520e-01       4
## 727       F 157.48 -5.542650e+00       4
## 728       F 165.10 -3.652721e+00       4
## 729       F 160.02 -7.549384e-01       4
## 730       F 165.10 -3.205614e+00       4
## 731       F 167.64  1.342315e+00       4
## 732       F 165.10 -2.647114e+00       4
## 733       F 157.48 -1.941824e+00       4
## 734       F 165.10  7.062991e+00       4
## 735       F 167.64  6.229387e+00       4
## 736       F 165.10  7.165759e+00       4
## 737       F 154.94 -1.659236e+01       4
## 738       F 165.10  4.465012e+00       4
## 739       F 167.64  1.139245e+01       4
## 740       F 165.10 -8.469379e+00       4
## 741       F 157.48  1.953684e+01       4
## 742       F 160.02  9.694940e+00       4
## 743       F 170.18 -4.389049e+00       4
## 744       F 152.40 -6.307797e+00       4
## 745       F 170.18 -1.465574e+01       4
## 746       F 167.64 -4.638056e+00       4
## 747       F 157.48 -1.104366e+01       4
## 748       F 165.10  2.808730e+00       4
## 749       F 157.48 -6.784077e+00       4
## 750       F 154.94  4.642918e+00       4
## 751       F 157.48 -6.254376e+00       4
## 752       F 167.64 -1.007770e+01       4
## 753       F 152.40 -3.552679e+00       4
## 754       F 165.10  4.546266e+00       4
## 755       F 165.10 -1.504058e+00       4
## 756       F 154.94  1.763747e+00       4
## 757       F 162.56  9.660413e+00       4
## 758       F 172.72 -4.710540e+00       4
## 759       F 162.56 -1.162268e+01       4
## 760       F 160.02  2.902221e+00       4
## 761       F 157.48 -3.671371e+00       4
## 762       F 162.56 -1.941534e+00       4
## 763       F 157.48 -4.321265e+00       4
## 764       F 162.56 -3.489851e+00       4
## 765       F 165.10 -6.409760e+00       4
## 766       F 152.40 -1.541950e-03       4
## 767       F 165.10  6.286174e+00       4
## 768       F 177.80  9.320676e+00       4
## 769       F 160.02 -4.366070e+00       4
## 770       F 170.18 -4.273151e+00       4
## 771       F 167.64 -8.682168e+00       4
## 772       F 165.10  4.079473e+00       4
## 773       F 157.48 -1.116972e+00       4
## 774       F 172.72  4.160330e+00       4
## 775       F 170.18  5.743531e+00       4
## 776       F 170.18 -6.052584e+00       4
## 777       F 160.02 -8.852084e+00       4
## 778       F 170.18 -3.536020e+00       4
## 779       F 167.64  5.139946e+00       4
## 780       F 160.02  8.448946e+00       4
## 781       F 182.88 -1.052542e+01       4
## 782       F 157.48  1.597314e+01       4
## 783       F 154.94  3.355408e+00       4
## 784       F 167.64  4.330404e+00       4
## 785       F 162.56  3.729248e+00       4
## 786       F 152.40 -2.934976e+00       4
## 787       F 154.94 -1.643171e+00       4
## 788       F 167.64  1.076554e+01       4
## 789       F 167.64 -2.859197e+00       4
## 790       F 167.64 -2.556791e+00       4
## 791       F 157.48 -4.602338e+00       4
## 792       F 177.80  4.082717e+00       4
## 793       F 165.10 -1.416961e+01       4
## 794       F 162.56  4.385146e+00       4
## 795       F 160.02  9.965728e-01       4
## 796       F 165.10  3.945992e+00       4
## 797       F 175.26 -4.253473e+00       4
## 798       F 154.94 -5.355146e+00       4
## 799       F 167.64 -5.072002e+00       4
## 800       F 165.10 -5.591786e+00       4
## 801       F 154.94 -2.216105e+00       4
## 802       F 160.02  1.218446e+00       4
## 803       F 162.56 -4.388944e+00       4
## 804       F 170.18  6.645309e+00       4
## 805       F 167.64  6.400733e+00       4
## 806       F 172.72  7.942487e+00       4
## 807       F 177.80  2.194186e+00       4
## 808       F 165.10 -4.224202e+00       4
## 809       F 165.10  6.016051e+00       4
## 810       F 165.10 -1.727284e+01       4
## 811       F 162.56  6.995147e+00       4
## 812       F 167.64 -4.078190e+00       4
## 813       F 162.56  5.391496e+00       4
## 814       F 177.80 -3.286880e+00       4
## 815       F 160.02 -1.543902e+00       4
## 816       F 177.80 -2.198760e+00       4
## 817       F 162.56 -2.080370e+00       4
## 818       F 160.02 -2.176565e+00       4
## 819       F 170.18 -7.379481e+00       4
## 820       F 165.10  2.450297e-01       4
## 821       F 160.02  9.354222e+00       4
## 822       F 167.64  8.554365e-02       4
## 823       F 167.64 -1.171244e+01       4
## 824       F 162.56  3.601819e+00       4
## 825       F 162.56 -5.031097e+00       4
## 826       F 177.80 -2.442592e+00       4
## 827       F 177.80 -1.057968e+01       4
## 828       F 167.64  5.589360e+00       4
## 829       F 167.64 -4.117589e-01       4
## 830       F 167.64 -7.631863e+00       4
## 831       F 175.26  4.950791e+00       4
## 832       F 170.18  5.062246e+00       4
## 833       F 165.10  8.825349e-01       4
## 834       M 175.26  7.593576e+00       4
## 835       M 182.88  9.476722e-01       4
## 836       M 180.34 -1.162923e+01       4
## 837       M 167.64  3.142615e+00       4
## 838       M 193.04  2.710897e+00       4
## 839       M 187.96  1.407056e+01       4
## 840       M 180.34  1.700649e+01       4
## 841       M 167.64  4.010318e+00       4
## 842       M 172.72  1.455079e+00       4
## 843       M 170.18 -1.304656e+01       4
## 844       M 177.80  1.778679e+00       4
## 845       M 165.10 -2.157242e+00       4
## 846       M 182.88 -7.004015e+00       4
## 847       M 177.80 -8.289201e+00       4
## 848       M 172.72  2.542123e+00       4
## 849       M 162.56  8.118445e+00       4
## 850       M 185.42 -1.110629e+01       4
## 851       M 167.64 -2.792562e-01       4
## 852       M 172.72 -7.737955e+00       4
## 853       M 170.18 -6.402963e+00       4
## 854       M 162.56 -1.226312e+01       4
## 855       M 172.72  7.469115e+00       4
## 856       M 185.42  5.020346e+00       4
## 857       M 175.26  1.038603e+01       4
## 858       M 180.34  2.593905e-01       4
## 859       M 175.26  5.959020e+00       4
## 860       M 193.04 -4.625594e+00       4
## 861       M 180.34  5.823658e+00       4
## 862       M 175.26 -1.342517e+01       4
## 863       M 180.34 -3.937272e-01       4
## 864       M 167.64 -2.878219e+00       4
## 865       M 175.26  5.285967e+00       4
## 866       M 180.34 -4.079866e+00       4
## 867       M 180.34  7.313451e+00       4
## 868       M 180.34 -6.038685e+00       4
## 869       M 175.26  1.196753e+01       4
## 870       M 177.80 -4.856228e+00       4
## 871       M 175.26  3.560979e-01       4
## 872       M 172.72  4.922318e+00       4
## 873       M 177.80  1.056635e+00       4
## 874       M 172.72 -5.102778e+00       4
## 875       M 175.26 -2.035196e+00       4
## 876       M 182.88  6.645545e+00       4
## 877       M 177.80  1.942953e+00       4
## 878       M 182.88  3.374070e+00       4
## 879       M 175.26  7.938567e+00       4
## 880       M 185.42  5.831326e-01       4
## 881       M 180.34 -4.442475e+00       4
## 882       M 182.88 -6.539140e+00       4
## 883       M 172.72 -2.240095e+00       4
## 884       M 172.72 -9.354635e+00       4
## 885       M 180.34  8.287602e-02       4
## 886       M 167.64 -8.183154e+00       4
## 887       M 172.72  5.415648e-01       4
## 888       M 180.34  1.063899e+01       4
## 889       M 185.42 -1.763369e+00       4
## 890       M 185.42 -3.011080e+00       4
## 891       M 177.80 -1.300404e+00       4
## 892       M 172.72 -6.449587e+00       4
## 893       M 177.80  7.715873e+00       4
## 894       M 190.50  2.928537e+00       4
## 895       M 172.72 -1.101588e+01       4
## 896       M 180.34 -3.180365e+00       4
## 897       M 177.80  8.659234e+00       4
## 898       M 187.96 -3.431852e-01       4
## 899       M 177.80  7.571013e+00       4
## 900       M 190.50 -4.393334e+00       4
## 901       M 190.50  1.071907e+01       4
## 902       M 175.26  3.442860e+00       4
## 903       M 182.88 -3.752864e+00       4
## 904       M 180.34  3.996241e+00       4
## 905       M 177.80  5.111531e-01       4
## 906       M 180.34  8.861893e-02       4
## 907       M 172.72 -6.602150e+00       4
## 908       M 177.80 -1.384231e+01       4
## 909       M 190.50 -1.207230e+00       4
## 910       M 182.88 -6.185749e+00       4
## 911       M 167.64 -8.675178e+00       4
## 912       M 182.88 -9.754377e-01       4
## 913       M 177.80  9.409572e+00       4
## 914       M 175.26  3.387006e+00       4
## 915       M 182.88  2.973713e+00       4
## 916       M 190.50  6.451677e+00       4
## 917       M 170.18 -2.348536e+00       4
## 918       M 190.50 -1.570281e+00       4
## 919       M 187.96  1.664009e+00       4
## 920       M 182.88 -6.018805e+00       4
## 921       M 182.88 -2.991951e+00       4
## 922       M 187.96 -3.522613e-02       4
## 923       M 182.88  1.111167e+01       4
## 924       M 182.88 -7.864970e+00       4
## 925       M 187.96 -1.328168e+01       4
## 926       M 177.80 -1.070102e+01       4
## 927       M 167.64 -9.683407e-01       4
## 928       M 172.72  6.826080e+00       4
## 929       M 190.50  5.929521e+00       4
## 930       M 172.72  3.190825e+00       4
## 931       M 177.80 -2.204056e+01       4
## 932       M 182.88 -4.278091e-01       4
## 933       M 170.18  6.364554e+00       4
## 934       M 177.80  1.045031e+01       4
## 935       M 177.80 -2.652382e+00       4
## 936       M 175.26  8.774718e+00       4
## 937       M 182.88  1.318883e+00       4
## 938       M 180.34 -5.799107e+00       4
## 939       M 187.96 -1.527796e+01       4
## 940       M 190.50 -1.612297e+01       4
## 941       F 162.56 -1.552030e+01       5
## 942       F 157.48  5.598153e+00       5
## 943       F 167.64  6.659267e-01       5
## 944       F 165.10 -9.030891e-01       5
## 945       F 152.40  1.770367e+01       5
## 946       F 154.94 -9.900028e-01       5
## 947       F 165.10 -2.148754e+00       5
## 948       F 167.64  3.693724e+00       5
## 949       F 165.10 -7.239718e+00       5
## 950       F 160.02 -5.089441e+00       5
## 951       F 170.18  5.743255e+00       5
## 952       F 165.10 -6.835216e+00       5
## 953       F 157.48  2.649781e+00       5
## 954       F 165.10  1.550739e+00       5
## 955       F 172.72 -7.514160e-01       5
## 956       F 165.10 -2.572296e+00       5
## 957       F 160.02  1.200747e+00       5
## 958       F 165.10 -5.261544e+00       5
## 959       F 157.48  2.533644e-01       5
## 960       F 165.10  3.159342e+00       5
## 961       F 167.64  3.436684e+00       5
## 962       F 157.48 -2.669532e-02       5
## 963       F 165.10  7.797884e+00       5
## 964       F 160.02 -1.265430e+01       5
## 965       F 165.10 -6.560542e+00       5
## 966       F 167.64  1.153331e+01       5
## 967       F 165.10  5.917322e+00       5
## 968       F 157.48 -1.009407e+01       5
## 969       F 165.10  7.266896e+00       5
## 970       F 167.64 -9.439734e+00       5
## 971       F 165.10 -7.832907e+00       5
## 972       F 154.94 -1.068910e+01       5
## 973       F 165.10 -2.039818e+00       5
## 974       F 167.64 -1.387092e+00       5
## 975       F 165.10  1.612983e+01       5
## 976       F 157.48  8.692614e+00       5
## 977       F 160.02  1.050947e+01       5
## 978       F 170.18  5.519502e+00       5
## 979       F 152.40 -1.188232e+00       5
## 980       F 170.18 -5.447827e-01       5
## 981       F 167.64 -1.996788e+00       5
## 982       F 157.48  7.855758e+00       5
## 983       F 165.10  2.817440e+00       5
## 984       F 157.48 -1.646403e+01       5
## 985       F 154.94  2.303191e+00       5
## 986       F 157.48 -1.234399e+00       5
## 987       F 167.64 -8.770550e-01       5
## 988       F 152.40  2.968647e+00       5
## 989       F 165.10  8.390037e+00       5
## 990       F 165.10 -2.037216e+00       5
## 991       F 154.94 -1.375887e+01       5
## 992       F 162.56  1.868883e+00       5
## 993       F 172.72 -4.936649e+00       5
## 994       F 162.56  5.220273e+00       5
## 995       F 160.02 -5.153577e+00       5
## 996       F 157.48 -5.395582e+00       5
## 997       F 162.56 -1.486783e+01       5
## 998       F 157.48  5.703910e+00       5
## 999       F 162.56  1.137489e+01       5
## 1000      F 165.10 -4.815019e+00       5
## 1001      F 152.40 -9.058565e-01       5
## 1002      F 165.10  1.101542e+01       5
## 1003      F 177.80  2.539358e+00       5
## 1004      F 160.02 -7.978643e+00       5
## 1005      F 170.18  2.601826e+00       5
## 1006      F 167.64 -1.030693e+01       5
## 1007      F 165.10  1.392379e+00       5
## 1008      F 157.48 -2.552645e+00       5
## 1009      F 172.72 -2.618597e+00       5
## 1010      F 170.18 -1.724801e+00       5
## 1011      F 170.18  4.439822e+00       5
## 1012      F 160.02 -1.351403e+00       5
## 1013      F 170.18  2.276524e+00       5
## 1014      F 167.64  6.162543e+00       5
## 1015      F 160.02  1.534681e-01       5
## 1016      F 182.88 -1.384578e+00       5
## 1017      F 157.48 -4.752999e-01       5
## 1018      F 154.94  3.068039e+00       5
## 1019      F 167.64  5.069055e-01       5
## 1020      F 162.56 -6.246699e+00       5
## 1021      F 152.40 -2.886091e+00       5
## 1022      F 154.94  1.095115e+01       5
## 1023      F 167.64 -7.152147e-01       5
## 1024      F 167.64  2.703119e+00       5
## 1025      F 167.64 -2.717186e+00       5
## 1026      F 157.48 -2.609081e+00       5
## 1027      F 177.80 -9.236866e+00       5
## 1028      F 165.10  7.787713e+00       5
## 1029      F 162.56 -4.994374e-01       5
## 1030      F 160.02 -1.252057e+01       5
## 1031      F 165.10  4.663676e+00       5
## 1032      F 175.26 -5.575454e+00       5
## 1033      F 154.94 -3.903224e+00       5
## 1034      F 167.64  1.793272e+00       5
## 1035      F 165.10  2.151331e+00       5
## 1036      F 154.94 -2.285521e-01       5
## 1037      F 160.02 -4.484280e-01       5
## 1038      F 162.56 -9.581345e+00       5
## 1039      F 170.18 -6.042000e+00       5
## 1040      F 167.64  1.144546e+01       5
## 1041      F 172.72  7.216837e+00       5
## 1042      F 177.80  2.281085e+00       5
## 1043      F 165.10  1.574074e+00       5
## 1044      F 165.10  8.095829e+00       5
## 1045      F 165.10  1.447310e+01       5
## 1046      F 162.56 -1.647981e+00       5
## 1047      F 167.64  1.029678e+01       5
## 1048      F 162.56  2.585360e+00       5
## 1049      F 177.80  2.892876e+00       5
## 1050      F 160.02  1.035479e+01       5
## 1051      F 177.80 -5.380406e-01       5
## 1052      F 162.56  9.412006e+00       5
## 1053      F 160.02  3.877677e+00       5
## 1054      F 170.18  1.527466e+00       5
## 1055      F 165.10  1.029237e+01       5
## 1056      F 160.02 -5.321973e+00       5
## 1057      F 167.64 -3.003899e+00       5
## 1058      F 167.64  1.090828e+01       5
## 1059      F 162.56  8.288691e+00       5
## 1060      F 162.56 -1.805667e+00       5
## 1061      F 177.80 -3.904317e+00       5
## 1062      F 177.80  9.370406e+00       5
## 1063      F 167.64  2.865269e+00       5
## 1064      F 167.64  1.188557e+01       5
## 1065      F 167.64 -1.429945e+01       5
## 1066      F 175.26  5.150052e+00       5
## 1067      F 170.18  1.098058e+01       5
## 1068      F 165.10  7.867457e+00       5
## 1069      M 175.26  1.537754e+00       5
## 1070      M 182.88 -4.301944e+00       5
## 1071      M 180.34  4.258173e+00       5
## 1072      M 167.64 -3.249075e+00       5
## 1073      M 193.04 -9.757447e+00       5
## 1074      M 187.96  3.882946e-01       5
## 1075      M 180.34 -5.799655e+00       5
## 1076      M 167.64  5.097578e+00       5
## 1077      M 172.72 -5.078560e+00       5
## 1078      M 170.18  1.314107e+00       5
## 1079      M 177.80 -1.065355e+00       5
## 1080      M 165.10  5.258721e+00       5
## 1081      M 182.88  1.194251e+01       5
## 1082      M 177.80 -5.300537e+00       5
## 1083      M 172.72 -7.152733e+00       5
## 1084      M 162.56 -8.953931e+00       5
## 1085      M 185.42 -6.549959e+00       5
## 1086      M 167.64 -3.358466e+00       5
## 1087      M 172.72 -9.774093e+00       5
## 1088      M 170.18 -3.672896e+00       5
## 1089      M 162.56 -1.540803e+00       5
## 1090      M 172.72  1.773849e+00       5
## 1091      M 185.42 -3.957055e+00       5
## 1092      M 175.26 -1.207929e+00       5
## 1093      M 180.34 -3.376284e+00       5
## 1094      M 175.26  9.029498e+00       5
## 1095      M 193.04  1.773532e+00       5
## 1096      M 180.34 -1.043460e+01       5
## 1097      M 175.26 -4.324731e-01       5
## 1098      M 180.34  4.318145e+00       5
## 1099      M 167.64  6.248849e+00       5
## 1100      M 175.26 -1.211835e+01       5
## 1101      M 180.34 -1.813226e-01       5
## 1102      M 180.34 -1.873791e+00       5
## 1103      M 180.34  2.932546e+00       5
## 1104      M 175.26 -6.367245e+00       5
## 1105      M 177.80  3.315926e+00       5
## 1106      M 175.26 -8.383718e+00       5
## 1107      M 172.72 -3.363625e+00       5
## 1108      M 177.80 -1.615158e+01       5
## 1109      M 172.72  9.982621e+00       5
## 1110      M 175.26 -7.781730e+00       5
## 1111      M 182.88 -7.739681e+00       5
## 1112      M 177.80 -1.729639e+01       5
## 1113      M 182.88  2.350241e+01       5
## 1114      M 175.26  6.137287e+00       5
## 1115      M 185.42 -5.953194e+00       5
## 1116      M 180.34  3.440080e+00       5
## 1117      M 182.88 -2.640136e+00       5
## 1118      M 172.72 -6.855702e+00       5
## 1119      M 172.72 -1.052075e+01       5
## 1120      M 180.34 -3.872680e+00       5
## 1121      M 167.64 -7.921066e+00       5
## 1122      M 172.72  9.668397e+00       5
## 1123      M 180.34 -3.547409e+00       5
## 1124      M 185.42  1.826871e+00       5
## 1125      M 185.42 -1.699487e+00       5
## 1126      M 177.80 -3.011850e+00       5
## 1127      M 172.72  9.751895e+00       5
## 1128      M 177.80  7.476568e+00       5
## 1129      M 190.50  4.350886e+00       5
## 1130      M 172.72 -7.134533e-01       5
## 1131      M 180.34  2.509247e+00       5
## 1132      M 177.80 -1.492955e+00       5
## 1133      M 187.96 -3.899814e+00       5
## 1134      M 177.80 -3.914584e+00       5
## 1135      M 190.50  8.222875e+00       5
## 1136      M 190.50 -5.528559e+00       5
## 1137      M 175.26 -9.601660e+00       5
## 1138      M 182.88 -8.838727e+00       5
## 1139      M 180.34 -1.524126e+00       5
## 1140      M 177.80 -4.949163e+00       5
## 1141      M 180.34 -3.454582e+00       5
## 1142      M 172.72 -1.092217e+00       5
## 1143      M 177.80 -6.724521e+00       5
## 1144      M 190.50  1.548428e+01       5
## 1145      M 182.88 -1.385524e+01       5
## 1146      M 167.64  8.292888e+00       5
## 1147      M 182.88  1.335853e+01       5
## 1148      M 177.80  1.717315e+00       5
## 1149      M 175.26 -1.196513e+00       5
## 1150      M 182.88 -2.007844e+00       5
## 1151      M 190.50 -4.734371e+00       5
## 1152      M 170.18 -7.472086e+00       5
## 1153      M 190.50 -2.630704e+00       5
## 1154      M 187.96 -1.888987e+00       5
## 1155      M 182.88 -9.208107e-01       5
## 1156      M 182.88  7.830112e+00       5
## 1157      M 187.96 -1.025067e+01       5
## 1158      M 182.88  5.603366e+00       5
## 1159      M 182.88 -3.763657e+00       5
## 1160      M 187.96  1.085116e+01       5
## 1161      M 177.80  4.373931e-01       5
## 1162      M 167.64 -9.140785e+00       5
## 1163      M 172.72 -9.770664e+00       5
## 1164      M 190.50  5.328557e+00       5
## 1165      M 172.72  2.010985e+00       5
## 1166      M 177.80 -1.118237e+01       5
## 1167      M 182.88  5.192468e+00       5
## 1168      M 170.18 -2.993279e+00       5
## 1169      M 177.80  5.024720e-01       5
## 1170      M 177.80  6.676393e-01       5
## 1171      M 175.26 -6.272354e+00       5
## 1172      M 182.88 -1.034165e+01       5
## 1173      M 180.34 -9.433991e-01       5
## 1174      M 187.96  2.440429e-02       5
## 1175      M 190.50 -9.387608e+00       5
## 1176      F 162.56 -3.524082e+00       6
## 1177      F 157.48  1.905763e-02       6
## 1178      F 167.64  2.998357e+00       6
## 1179      F 165.10 -1.452636e+00       6
## 1180      F 152.40 -4.710790e+00       6
## 1181      F 154.94  3.507391e+00       6
## 1182      F 165.10  2.123645e+00       6
## 1183      F 167.64 -1.473151e+00       6
## 1184      F 165.10  9.243719e+00       6
## 1185      F 160.02 -2.501963e+00       6
## 1186      F 170.18  1.096532e+00       6
## 1187      F 165.10  5.816781e+00       6
## 1188      F 157.48 -5.697401e+00       6
## 1189      F 165.10  1.858361e+00       6
## 1190      F 172.72 -2.995100e+00       6
## 1191      F 165.10 -3.186512e+00       6
## 1192      F 160.02 -1.401220e+00       6
## 1193      F 165.10 -3.549161e+00       6
## 1194      F 157.48 -3.377334e+00       6
## 1195      F 165.10 -5.279091e-02       6
## 1196      F 167.64 -1.026328e+01       6
## 1197      F 157.48 -4.104989e+00       6
## 1198      F 165.10 -9.719263e+00       6
## 1199      F 160.02  1.541687e+00       6
## 1200      F 165.10 -3.543672e+00       6
## 1201      F 167.64 -6.879167e+00       6
## 1202      F 165.10 -2.126431e+00       6
## 1203      F 157.48  2.768125e+00       6
## 1204      F 165.10 -1.454499e+00       6
## 1205      F 167.64  2.707592e+00       6
## 1206      F 165.10 -2.736515e+00       6
## 1207      F 154.94  9.896501e+00       6
## 1208      F 165.10  7.698995e+00       6
## 1209      F 167.64  5.409515e+00       6
## 1210      F 165.10  3.848192e+00       6
## 1211      F 157.48  8.489574e+00       6
## 1212      F 160.02 -1.481069e+01       6
## 1213      F 170.18  1.953907e+01       6
## 1214      F 152.40  9.520140e+00       6
## 1215      F 170.18  1.928700e-01       6
## 1216      F 167.64 -4.548916e+00       6
## 1217      F 157.48 -1.635981e-01       6
## 1218      F 165.10 -4.271995e+00       6
## 1219      F 157.48 -8.330073e+00       6
## 1220      F 154.94  9.088801e-01       6
## 1221      F 157.48 -1.544404e+00       6
## 1222      F 167.64  4.784486e+00       6
## 1223      F 152.40  7.837891e+00       6
## 1224      F 165.10 -1.547980e+00       6
## 1225      F 165.10  5.189721e+00       6
## 1226      F 154.94  4.367933e+00       6
## 1227      F 162.56  4.177288e+00       6
## 1228      F 172.72 -9.764804e+00       6
## 1229      F 162.56 -2.387853e-01       6
## 1230      F 160.02 -2.821382e+00       6
## 1231      F 157.48  9.495999e+00       6
## 1232      F 162.56 -7.168483e+00       6
## 1233      F 157.48 -1.011652e+01       6
## 1234      F 162.56  4.313235e+00       6
## 1235      F 165.10 -4.066681e+00       6
## 1236      F 152.40 -4.039854e+00       6
## 1237      F 165.10 -3.699197e-01       6
## 1238      F 177.80  3.695095e+00       6
## 1239      F 160.02 -1.558505e+01       6
## 1240      F 170.18  2.248975e+00       6
## 1241      F 167.64  3.907066e+00       6
## 1242      F 165.10  4.307077e+00       6
## 1243      F 157.48  4.290149e+00       6
## 1244      F 172.72  2.468870e+00       6
## 1245      F 170.18 -2.794590e+00       6
## 1246      F 170.18  1.083873e+01       6
## 1247      F 160.02  2.219125e+00       6
## 1248      F 170.18  4.354818e+00       6
## 1249      F 167.64  2.755383e+00       6
## 1250      F 160.02 -1.018240e+01       6
## 1251      F 182.88  4.480175e+00       6
## 1252      F 157.48 -4.455292e+00       6
## 1253      F 154.94  2.487466e+00       6
## 1254      F 167.64 -1.001608e+01       6
## 1255      F 162.56  1.596056e+00       6
## 1256      F 152.40  4.208828e+00       6
## 1257      F 154.94  4.575112e+00       6
## 1258      F 167.64 -1.157946e+01       6
## 1259      F 167.64  1.972057e-01       6
## 1260      F 167.64 -8.686206e+00       6
## 1261      F 157.48  8.771860e+00       6
## 1262      F 177.80  3.570898e-01       6
## 1263      F 165.10  3.149594e+00       6
## 1264      F 162.56  7.471011e-01       6
## 1265      F 160.02 -3.296514e+00       6
## 1266      F 165.10  6.699495e+00       6
## 1267      F 175.26 -2.099975e+00       6
## 1268      F 154.94 -8.499023e+00       6
## 1269      F 167.64  3.957462e+00       6
## 1270      F 165.10 -7.946486e+00       6
## 1271      F 154.94  2.125724e-02       6
## 1272      F 160.02  6.963863e+00       6
## 1273      F 162.56 -2.162230e+00       6
## 1274      F 170.18 -1.287187e+01       6
## 1275      F 167.64  1.178180e+01       6
## 1276      F 172.72  2.351087e-01       6
## 1277      F 177.80 -1.210783e+01       6
## 1278      F 165.10 -3.084379e-01       6
## 1279      F 165.10  2.996626e+00       6
## 1280      F 165.10 -3.603091e-01       6
## 1281      F 162.56 -7.878484e+00       6
## 1282      F 167.64 -3.762764e+00       6
## 1283      F 162.56 -4.596731e+00       6
## 1284      F 177.80 -3.687596e+00       6
## 1285      F 160.02  4.223798e+00       6
## 1286      F 177.80 -3.941265e+00       6
## 1287      F 162.56  1.485084e+00       6
## 1288      F 160.02 -9.512920e-01       6
## 1289      F 170.18  2.862204e+00       6
## 1290      F 165.10 -1.028742e+00       6
## 1291      F 160.02 -3.729037e+00       6
## 1292      F 167.64 -2.973996e+00       6
## 1293      F 167.64  1.095631e+01       6
## 1294      F 162.56 -9.327054e+00       6
## 1295      F 162.56 -2.602958e-01       6
## 1296      F 177.80 -9.660413e+00       6
## 1297      F 177.80 -5.560344e+00       6
## 1298      F 167.64 -8.923881e-01       6
## 1299      F 167.64 -5.112373e+00       6
## 1300      F 167.64  2.585225e+00       6
## 1301      F 175.26 -9.182777e+00       6
## 1302      F 170.18  4.347771e+00       6
## 1303      F 165.10 -3.241372e-01       6
## 1304      M 175.26  3.149594e+00       6
## 1305      M 182.88 -1.390522e+01       6
## 1306      M 180.34  9.508510e+00       6
## 1307      M 167.64 -9.119576e-02       6
## 1308      M 193.04 -5.008572e+00       6
## 1309      M 187.96 -6.238385e+00       6
## 1310      M 180.34 -2.651569e+00       6
## 1311      M 167.64  1.198832e+01       6
## 1312      M 172.72 -4.155474e+00       6
## 1313      M 170.18 -6.996516e+00       6
## 1314      M 177.80 -5.712489e+00       6
## 1315      M 165.10  5.430730e+00       6
## 1316      M 182.88  1.188353e+00       6
## 1317      M 177.80 -1.296422e+00       6
## 1318      M 172.72 -5.135024e+00       6
## 1319      M 162.56  2.298446e+00       6
## 1320      M 185.42 -2.645647e+00       6
## 1321      M 167.64 -1.188374e+00       6
## 1322      M 172.72  4.660904e-02       6
## 1323      M 170.18 -9.408048e+00       6
## 1324      M 162.56 -4.236780e+00       6
## 1325      M 172.72 -4.440746e+00       6
## 1326      M 185.42  2.681557e+00       6
## 1327      M 175.26 -7.217538e+00       6
## 1328      M 180.34 -2.620262e+00       6
## 1329      M 175.26  1.508632e+00       6
## 1330      M 193.04 -8.287399e+00       6
## 1331      M 180.34  3.032483e+00       6
## 1332      M 175.26 -7.973692e-01       6
## 1333      M 180.34  3.210486e+00       6
## 1334      M 167.64  2.504292e+00       6
## 1335      M 175.26  8.312974e+00       6
## 1336      M 180.34 -7.585954e+00       6
## 1337      M 180.34 -2.444675e+00       6
## 1338      M 180.34  7.438407e-01       6
## 1339      M 175.26  1.208400e+01       6
## 1340      M 177.80 -2.729145e-01       6
## 1341      M 175.26 -9.036789e-01       6
## 1342      M 172.72 -7.315225e-02       6
## 1343      M 177.80  1.509831e+01       6
## 1344      M 172.72  3.595665e+00       6
## 1345      M 175.26 -3.510689e-01       6
## 1346      M 182.88 -3.527576e+00       6
## 1347      M 177.80 -4.094044e+00       6
## 1348      M 182.88  9.920360e+00       6
## 1349      M 175.26 -9.312234e-01       6
## 1350      M 185.42 -3.112027e-01       6
## 1351      M 180.34 -3.396101e+00       6
## 1352      M 182.88 -9.001826e+00       6
## 1353      M 172.72  2.073322e+00       6
## 1354      M 172.72 -1.062379e+00       6
## 1355      M 180.34 -7.733469e+00       6
## 1356      M 167.64 -1.477349e+00       6
## 1357      M 172.72  1.081777e+01       6
## 1358      M 180.34 -1.111990e-01       6
## 1359      M 185.42  4.808803e+00       6
## 1360      M 185.42  2.479563e+00       6
## 1361      M 177.80 -1.984220e+00       6
## 1362      M 172.72 -1.047205e+01       6
## 1363      M 177.80 -8.270848e+00       6
## 1364      M 190.50  2.920589e+00       6
## 1365      M 172.72 -2.647669e+00       6
## 1366      M 180.34 -7.909145e+00       6
## 1367      M 177.80  8.119952e+00       6
## 1368      M 187.96  4.182645e+00       6
## 1369      M 177.80 -1.768241e+00       6
## 1370      M 190.50 -2.229777e+00       6
## 1371      M 190.50 -1.447449e+00       6
## 1372      M 175.26  3.153316e+00       6
## 1373      M 182.88  9.581429e+00       6
## 1374      M 180.34  2.453380e+00       6
## 1375      M 177.80 -2.216769e+00       6
## 1376      M 180.34  8.260342e+00       6
## 1377      M 172.72  5.395941e+00       6
## 1378      M 177.80 -6.199502e+00       6
## 1379      M 190.50 -2.788737e+00       6
## 1380      M 182.88 -7.350930e+00       6
## 1381      M 167.64 -4.041777e+00       6
## 1382      M 182.88  2.929316e+00       6
## 1383      M 177.80  1.418078e+01       6
## 1384      M 175.26  1.785257e+00       6
## 1385      M 182.88 -2.177797e+00       6
## 1386      M 190.50 -3.592025e+00       6
## 1387      M 170.18  1.186812e+01       6
## 1388      M 190.50 -4.506210e+00       6
## 1389      M 187.96  7.278057e+00       6
## 1390      M 182.88  2.758099e+00       6
## 1391      M 182.88 -4.392130e+00       6
## 1392      M 187.96 -2.139059e+00       6
## 1393      M 182.88 -3.395715e+00       6
## 1394      M 182.88 -8.701875e+00       6
## 1395      M 187.96  1.388958e+00       6
## 1396      M 177.80 -2.740031e+00       6
## 1397      M 167.64  5.510834e-01       6
## 1398      M 172.72  2.830740e+00       6
## 1399      M 190.50  6.528717e+00       6
## 1400      M 172.72  5.564969e-01       6
## 1401      M 177.80  9.197349e-01       6
## 1402      M 182.88 -1.101885e+01       6
## 1403      M 170.18 -7.713366e+00       6
## 1404      M 177.80  2.634975e+00       6
## 1405      M 177.80  1.235720e+00       6
## 1406      M 175.26  7.199248e+00       6
## 1407      M 182.88 -9.383410e+00       6
## 1408      M 180.34  1.824345e+00       6
## 1409      M 187.96  2.492944e+00       6
## 1410      M 190.50  8.663813e-01       6
## 4466      F 162.56 -1.865312e+00       7
## 4467      F 157.48 -6.945312e+00       7
## 4468      F 167.64  3.214688e+00       7
## 4469      F 165.10  6.746875e-01       7
## 4470      F 152.40 -1.202531e+01       7
## 4471      F 154.94 -9.485312e+00       7
## 4472      F 165.10  6.746875e-01       7
## 4473      F 167.64  3.214688e+00       7
## 4474      F 165.10  6.746875e-01       7
## 4475      F 160.02 -4.405312e+00       7
## 4476      F 170.18  5.754688e+00       7
## 4477      F 165.10  6.746875e-01       7
## 4478      F 157.48 -6.945312e+00       7
## 4479      F 165.10  6.746875e-01       7
## 4480      F 172.72  8.294688e+00       7
## 4481      F 165.10  6.746875e-01       7
## 4482      F 160.02 -4.405312e+00       7
## 4483      F 165.10  6.746875e-01       7
## 4484      F 157.48 -6.945312e+00       7
## 4485      F 165.10  6.746875e-01       7
## 4486      F 167.64  3.214688e+00       7
## 4487      F 157.48 -6.945312e+00       7
## 4488      F 165.10  6.746875e-01       7
## 4489      F 160.02 -4.405312e+00       7
## 4490      F 165.10  6.746875e-01       7
## 4491      F 167.64  3.214688e+00       7
## 4492      F 165.10  6.746875e-01       7
## 4493      F 157.48 -6.945312e+00       7
## 4494      F 165.10  6.746875e-01       7
## 4495      F 167.64  3.214688e+00       7
## 4496      F 165.10  6.746875e-01       7
## 4497      F 154.94 -9.485312e+00       7
## 4498      F 165.10  6.746875e-01       7
## 4499      F 167.64  3.214688e+00       7
## 4500      F 165.10  6.746875e-01       7
## 4501      F 157.48 -6.945312e+00       7
## 4502      F 160.02 -4.405312e+00       7
## 4503      F 170.18  5.754688e+00       7
## 4504      F 152.40 -1.202531e+01       7
## 4505      F 170.18  5.754688e+00       7
## 4506      F 167.64  3.214688e+00       7
## 4507      F 157.48 -6.945312e+00       7
## 4508      F 165.10  6.746875e-01       7
## 4509      F 157.48 -6.945312e+00       7
## 4510      F 154.94 -9.485312e+00       7
## 4511      F 157.48 -6.945312e+00       7
## 4512      F 167.64  3.214688e+00       7
## 4513      F 152.40 -1.202531e+01       7
## 4514      F 165.10  6.746875e-01       7
## 4515      F 165.10  6.746875e-01       7
## 4516      F 154.94 -9.485312e+00       7
## 4517      F 162.56 -1.865312e+00       7
## 4518      F 172.72  8.294688e+00       7
## 4519      F 162.56 -1.865312e+00       7
## 4520      F 160.02 -4.405312e+00       7
## 4521      F 157.48 -6.945312e+00       7
## 4522      F 162.56 -1.865312e+00       7
## 4523      F 157.48 -6.945312e+00       7
## 4524      F 162.56 -1.865312e+00       7
## 4525      F 165.10  6.746875e-01       7
## 4526      F 152.40 -1.202531e+01       7
## 4527      F 165.10  6.746875e-01       7
## 4528      F 177.80  1.337469e+01       7
## 4529      F 160.02 -4.405312e+00       7
## 4530      F 170.18  5.754688e+00       7
## 4531      F 167.64  3.214688e+00       7
## 4532      F 165.10  6.746875e-01       7
## 4533      F 157.48 -6.945312e+00       7
## 4534      F 172.72  8.294688e+00       7
## 4535      F 170.18  5.754688e+00       7
## 4536      F 170.18  5.754688e+00       7
## 4537      F 160.02 -4.405312e+00       7
## 4538      F 170.18  5.754688e+00       7
## 4539      F 167.64  3.214688e+00       7
## 4540      F 160.02 -4.405312e+00       7
## 4541      F 182.88  1.845469e+01       7
## 4542      F 157.48 -6.945312e+00       7
## 4543      F 154.94 -9.485312e+00       7
## 4544      F 167.64  3.214688e+00       7
## 4545      F 162.56 -1.865312e+00       7
## 4546      F 152.40 -1.202531e+01       7
## 4547      F 154.94 -9.485312e+00       7
## 4548      F 167.64  3.214688e+00       7
## 4549      F 167.64  3.214688e+00       7
## 4550      F 167.64  3.214688e+00       7
## 4551      F 157.48 -6.945312e+00       7
## 4552      F 177.80  1.337469e+01       7
## 4553      F 165.10  6.746875e-01       7
## 4554      F 162.56 -1.865312e+00       7
## 4555      F 160.02 -4.405312e+00       7
## 4556      F 165.10  6.746875e-01       7
## 4557      F 175.26  1.083469e+01       7
## 4558      F 154.94 -9.485312e+00       7
## 4559      F 167.64  3.214688e+00       7
## 4560      F 165.10  6.746875e-01       7
## 4561      F 154.94 -9.485312e+00       7
## 4562      F 160.02 -4.405312e+00       7
## 4563      F 162.56 -1.865312e+00       7
## 4564      F 170.18  5.754688e+00       7
## 4565      F 167.64  3.214688e+00       7
## 4566      F 172.72  8.294688e+00       7
## 4567      F 177.80  1.337469e+01       7
## 4568      F 165.10  6.746875e-01       7
## 4569      F 165.10  6.746875e-01       7
## 4570      F 165.10  6.746875e-01       7
## 4571      F 162.56 -1.865312e+00       7
## 4572      F 167.64  3.214688e+00       7
## 4573      F 162.56 -1.865312e+00       7
## 4574      F 177.80  1.337469e+01       7
## 4575      F 160.02 -4.405312e+00       7
## 4576      F 177.80  1.337469e+01       7
## 4577      F 162.56 -1.865312e+00       7
## 4578      F 160.02 -4.405312e+00       7
## 4579      F 170.18  5.754688e+00       7
## 4580      F 165.10  6.746875e-01       7
## 4581      F 160.02 -4.405312e+00       7
## 4582      F 167.64  3.214688e+00       7
## 4583      F 167.64  3.214688e+00       7
## 4584      F 162.56 -1.865312e+00       7
## 4585      F 162.56 -1.865312e+00       7
## 4586      F 177.80  1.337469e+01       7
## 4587      F 177.80  1.337469e+01       7
## 4588      F 167.64  3.214688e+00       7
## 4589      F 167.64  3.214688e+00       7
## 4590      F 167.64  3.214688e+00       7
## 4591      F 175.26  1.083469e+01       7
## 4592      F 170.18  5.754688e+00       7
## 4593      F 165.10  6.746875e-01       7
## 4594      M 175.26 -3.465794e+00       7
## 4595      M 182.88  4.154206e+00       7
## 4596      M 180.34  1.614206e+00       7
## 4597      M 167.64 -1.108579e+01       7
## 4598      M 193.04  1.431421e+01       7
## 4599      M 187.96  9.234206e+00       7
## 4600      M 180.34  1.614206e+00       7
## 4601      M 167.64 -1.108579e+01       7
## 4602      M 172.72 -6.005794e+00       7
## 4603      M 170.18 -8.545794e+00       7
## 4604      M 177.80 -9.257944e-01       7
## 4605      M 165.10 -1.362579e+01       7
## 4606      M 182.88  4.154206e+00       7
## 4607      M 177.80 -9.257944e-01       7
## 4608      M 172.72 -6.005794e+00       7
## 4609      M 162.56 -1.616579e+01       7
## 4610      M 185.42  6.694206e+00       7
## 4611      M 167.64 -1.108579e+01       7
## 4612      M 172.72 -6.005794e+00       7
## 4613      M 170.18 -8.545794e+00       7
## 4614      M 162.56 -1.616579e+01       7
## 4615      M 172.72 -6.005794e+00       7
## 4616      M 185.42  6.694206e+00       7
## 4617      M 175.26 -3.465794e+00       7
## 4618      M 180.34  1.614206e+00       7
## 4619      M 175.26 -3.465794e+00       7
## 4620      M 193.04  1.431421e+01       7
## 4621      M 180.34  1.614206e+00       7
## 4622      M 175.26 -3.465794e+00       7
## 4623      M 180.34  1.614206e+00       7
## 4624      M 167.64 -1.108579e+01       7
## 4625      M 175.26 -3.465794e+00       7
## 4626      M 180.34  1.614206e+00       7
## 4627      M 180.34  1.614206e+00       7
## 4628      M 180.34  1.614206e+00       7
## 4629      M 175.26 -3.465794e+00       7
## 4630      M 177.80 -9.257944e-01       7
## 4631      M 175.26 -3.465794e+00       7
## 4632      M 172.72 -6.005794e+00       7
## 4633      M 177.80 -9.257944e-01       7
## 4634      M 172.72 -6.005794e+00       7
## 4635      M 175.26 -3.465794e+00       7
## 4636      M 182.88  4.154206e+00       7
## 4637      M 177.80 -9.257944e-01       7
## 4638      M 182.88  4.154206e+00       7
## 4639      M 175.26 -3.465794e+00       7
## 4640      M 185.42  6.694206e+00       7
## 4641      M 180.34  1.614206e+00       7
## 4642      M 182.88  4.154206e+00       7
## 4643      M 172.72 -6.005794e+00       7
## 4644      M 172.72 -6.005794e+00       7
## 4645      M 180.34  1.614206e+00       7
## 4646      M 167.64 -1.108579e+01       7
## 4647      M 172.72 -6.005794e+00       7
## 4648      M 180.34  1.614206e+00       7
## 4649      M 185.42  6.694206e+00       7
## 4650      M 185.42  6.694206e+00       7
## 4651      M 177.80 -9.257944e-01       7
## 4652      M 172.72 -6.005794e+00       7
## 4653      M 177.80 -9.257944e-01       7
## 4654      M 190.50  1.177421e+01       7
## 4655      M 172.72 -6.005794e+00       7
## 4656      M 180.34  1.614206e+00       7
## 4657      M 177.80 -9.257944e-01       7
## 4658      M 187.96  9.234206e+00       7
## 4659      M 177.80 -9.257944e-01       7
## 4660      M 190.50  1.177421e+01       7
## 4661      M 190.50  1.177421e+01       7
## 4662      M 175.26 -3.465794e+00       7
## 4663      M 182.88  4.154206e+00       7
## 4664      M 180.34  1.614206e+00       7
## 4665      M 177.80 -9.257944e-01       7
## 4666      M 180.34  1.614206e+00       7
## 4667      M 172.72 -6.005794e+00       7
## 4668      M 177.80 -9.257944e-01       7
## 4669      M 190.50  1.177421e+01       7
## 4670      M 182.88  4.154206e+00       7
## 4671      M 167.64 -1.108579e+01       7
## 4672      M 182.88  4.154206e+00       7
## 4673      M 177.80 -9.257944e-01       7
## 4674      M 175.26 -3.465794e+00       7
## 4675      M 182.88  4.154206e+00       7
## 4676      M 190.50  1.177421e+01       7
## 4677      M 170.18 -8.545794e+00       7
## 4678      M 190.50  1.177421e+01       7
## 4679      M 187.96  9.234206e+00       7
## 4680      M 182.88  4.154206e+00       7
## 4681      M 182.88  4.154206e+00       7
## 4682      M 187.96  9.234206e+00       7
## 4683      M 182.88  4.154206e+00       7
## 4684      M 182.88  4.154206e+00       7
## 4685      M 187.96  9.234206e+00       7
## 4686      M 177.80 -9.257944e-01       7
## 4687      M 167.64 -1.108579e+01       7
## 4688      M 172.72 -6.005794e+00       7
## 4689      M 190.50  1.177421e+01       7
## 4690      M 172.72 -6.005794e+00       7
## 4691      M 177.80 -9.257944e-01       7
## 4692      M 182.88  4.154206e+00       7
## 4693      M 170.18 -8.545794e+00       7
## 4694      M 177.80 -9.257944e-01       7
## 4695      M 177.80 -9.257944e-01       7
## 4696      M 175.26 -3.465794e+00       7
## 4697      M 182.88  4.154206e+00       7
## 4698      M 180.34  1.614206e+00       7
## 4699      M 187.96  9.234206e+00       7
## 4700      M 190.50  1.177421e+01       7
## 1411      F 162.56 -5.124993e+00       8
## 1412      F 157.48 -1.773263e+00       8
## 1413      F 167.64 -3.462535e+00       8
## 1414      F 165.10  1.894775e+00       8
## 1415      F 152.40 -7.352357e-01       8
## 1416      F 154.94  4.624828e+00       8
## 1417      F 165.10  9.574224e+00       8
## 1418      F 167.64 -1.156334e+01       8
## 1419      F 165.10 -6.097015e-01       8
## 1420      F 160.02 -6.642831e+00       8
## 1421      F 170.18  7.569443e+00       8
## 1422      F 165.10 -2.921897e+00       8
## 1423      F 157.48 -5.097877e+00       8
## 1424      F 165.10  2.744718e+00       8
## 1425      F 172.72 -1.294230e+01       8
## 1426      F 165.10 -8.180139e+00       8
## 1427      F 160.02  1.277557e+01       8
## 1428      F 165.10  1.027147e+01       8
## 1429      F 157.48 -3.562213e+00       8
## 1430      F 165.10 -5.078226e+00       8
## 1431      F 167.64 -1.279930e+00       8
## 1432      F 157.48  3.431406e-01       8
## 1433      F 165.10 -3.186377e-01       8
## 1434      F 160.02 -1.468107e+00       8
## 1435      F 165.10  4.590792e+00       8
## 1436      F 167.64  3.819636e+00       8
## 1437      F 165.10 -5.128765e-01       8
## 1438      F 157.48 -3.763036e+00       8
## 1439      F 165.10  9.476622e+00       8
## 1440      F 167.64  1.449549e+01       8
## 1441      F 165.10  6.286932e-01       8
## 1442      F 154.94 -4.075728e-01       8
## 1443      F 165.10 -3.501430e+00       8
## 1444      F 167.64  5.217838e+00       8
## 1445      F 165.10 -4.144586e-01       8
## 1446      F 157.48 -6.088144e+00       8
## 1447      F 160.02 -1.136907e+00       8
## 1448      F 170.18 -4.571820e+00       8
## 1449      F 152.40  1.113243e+01       8
## 1450      F 170.18 -7.388567e+00       8
## 1451      F 167.64  8.896713e+00       8
## 1452      F 157.48  6.135058e+00       8
## 1453      F 165.10  1.374451e+01       8
## 1454      F 157.48 -1.051724e+01       8
## 1455      F 154.94  2.552181e+00       8
## 1456      F 157.48  5.170020e-01       8
## 1457      F 167.64 -6.447074e+00       8
## 1458      F 152.40 -4.431847e+00       8
## 1459      F 165.10 -3.163007e+00       8
## 1460      F 165.10 -2.981517e+00       8
## 1461      F 154.94 -8.846939e-01       8
## 1462      F 162.56  6.989643e+00       8
## 1463      F 172.72  2.949782e+00       8
## 1464      F 162.56  5.665084e+00       8
## 1465      F 160.02 -1.118609e+01       8
## 1466      F 157.48  7.944029e+00       8
## 1467      F 162.56 -2.181821e-01       8
## 1468      F 157.48 -1.765746e+00       8
## 1469      F 162.56 -5.368267e+00       8
## 1470      F 165.10 -5.643495e+00       8
## 1471      F 152.40 -1.808091e+00       8
## 1472      F 165.10 -2.898116e+00       8
## 1473      F 177.80 -8.093049e-01       8
## 1474      F 160.02  7.212821e+00       8
## 1475      F 170.18 -1.255761e+01       8
## 1476      F 167.64 -1.472195e+00       8
## 1477      F 165.10  1.588577e+00       8
## 1478      F 157.48 -4.442279e+00       8
## 1479      F 172.72 -3.533653e+00       8
## 1480      F 170.18  6.652150e+00       8
## 1481      F 170.18  4.628985e+00       8
## 1482      F 160.02 -1.963457e+00       8
## 1483      F 170.18 -1.680224e+01       8
## 1484      F 167.64  2.082344e-02       8
## 1485      F 160.02  2.690917e+00       8
## 1486      F 182.88  2.155512e+00       8
## 1487      F 157.48 -2.361119e+00       8
## 1488      F 154.94 -5.673905e+00       8
## 1489      F 167.64 -3.415819e+00       8
## 1490      F 162.56  8.029612e+00       8
## 1491      F 152.40 -9.496585e+00       8
## 1492      F 154.94 -2.757659e+00       8
## 1493      F 167.64  9.792183e-01       8
## 1494      F 167.64  1.488554e+01       8
## 1495      F 167.64 -5.560844e+00       8
## 1496      F 157.48  3.442016e+00       8
## 1497      F 177.80  2.171342e+00       8
## 1498      F 165.10  6.283934e+00       8
## 1499      F 162.56 -2.370878e+00       8
## 1500      F 160.02 -1.381813e+00       8
## 1501      F 165.10 -5.340953e+00       8
## 1502      F 175.26  4.504780e-01       8
## 1503      F 154.94  4.602246e+00       8
## 1504      F 167.64  2.157546e+01       8
## 1505      F 165.10  2.758479e+00       8
## 1506      F 154.94 -2.705647e+00       8
## 1507      F 160.02  7.048479e+00       8
## 1508      F 162.56 -5.598914e+00       8
## 1509      F 170.18 -2.567972e+00       8
## 1510      F 167.64  1.642145e+00       8
## 1511      F 172.72  2.624634e+00       8
## 1512      F 177.80  1.427389e+00       8
## 1513      F 165.10 -3.444976e+00       8
## 1514      F 165.10  5.912663e+00       8
## 1515      F 165.10  3.777286e+00       8
## 1516      F 162.56 -4.812076e-01       8
## 1517      F 167.64 -3.278262e+00       8
## 1518      F 162.56  5.857730e+00       8
## 1519      F 177.80 -2.090681e+00       8
## 1520      F 160.02  9.029668e+00       8
## 1521      F 177.80 -4.412485e+00       8
## 1522      F 162.56 -5.654792e+00       8
## 1523      F 160.02 -8.485896e+00       8
## 1524      F 170.18  6.504763e+00       8
## 1525      F 165.10  9.954216e+00       8
## 1526      F 160.02  3.043666e+00       8
## 1527      F 167.64  1.167142e+01       8
## 1528      F 167.64 -2.813169e-02       8
## 1529      F 162.56  4.647448e+00       8
## 1530      F 162.56 -1.091799e+00       8
## 1531      F 177.80  1.349239e+01       8
## 1532      F 177.80  6.779145e+00       8
## 1533      F 167.64 -1.564943e+01       8
## 1534      F 167.64  2.223535e+00       8
## 1535      F 167.64 -9.953858e+00       8
## 1536      F 175.26 -7.633050e+00       8
## 1537      F 170.18 -3.706652e+00       8
## 1538      F 165.10 -1.272605e+00       8
## 1539      M 175.26  6.928670e+00       8
## 1540      M 182.88  5.098118e-01       8
## 1541      M 180.34 -4.500870e-01       8
## 1542      M 167.64 -6.387751e+00       8
## 1543      M 193.04 -7.029210e-01       8
## 1544      M 187.96 -5.511015e+00       8
## 1545      M 180.34  1.258140e+01       8
## 1546      M 167.64 -2.875248e+00       8
## 1547      M 172.72  4.653062e+00       8
## 1548      M 170.18  4.245807e+00       8
## 1549      M 177.80 -1.698966e+00       8
## 1550      M 165.10  6.410706e-01       8
## 1551      M 182.88 -1.085020e+00       8
## 1552      M 177.80  4.818920e+00       8
## 1553      M 172.72  4.603832e-01       8
## 1554      M 162.56  1.503207e+01       8
## 1555      M 185.42  4.892684e-01       8
## 1556      M 167.64  2.567543e+00       8
## 1557      M 172.72 -6.793226e+00       8
## 1558      M 170.18  3.684369e-01       8
## 1559      M 162.56 -2.892241e+00       8
## 1560      M 172.72  3.307030e+00       8
## 1561      M 185.42 -1.641304e+00       8
## 1562      M 175.26 -9.157784e+00       8
## 1563      M 180.34  6.620527e+00       8
## 1564      M 175.26  1.365421e+01       8
## 1565      M 193.04 -9.236843e-01       8
## 1566      M 180.34  3.465807e+00       8
## 1567      M 175.26  4.054675e+00       8
## 1568      M 180.34  6.159344e+00       8
## 1569      M 167.64  6.485904e-01       8
## 1570      M 175.26 -1.254564e+00       8
## 1571      M 180.34 -8.245959e+00       8
## 1572      M 180.34 -2.630143e+00       8
## 1573      M 180.34  2.622227e+00       8
## 1574      M 175.26  1.339228e+01       8
## 1575      M 177.80 -2.561299e+00       8
## 1576      M 175.26  1.969838e+00       8
## 1577      M 172.72  4.289626e+00       8
## 1578      M 177.80  8.156942e+00       8
## 1579      M 172.72 -1.775266e-01       8
## 1580      M 175.26  7.580584e-01       8
## 1581      M 182.88 -2.911300e+00       8
## 1582      M 177.80 -2.494311e+00       8
## 1583      M 182.88 -5.024639e+00       8
## 1584      M 175.26  5.621973e+00       8
## 1585      M 185.42 -1.016476e+01       8
## 1586      M 180.34 -1.847343e+00       8
## 1587      M 182.88 -1.136444e+01       8
## 1588      M 172.72 -1.215475e+01       8
## 1589      M 172.72 -5.122730e+00       8
## 1590      M 180.34 -6.139005e-01       8
## 1591      M 167.64  9.733383e+00       8
## 1592      M 172.72 -1.988162e+01       8
## 1593      M 180.34  5.542437e+00       8
## 1594      M 185.42 -9.010527e+00       8
## 1595      M 185.42 -1.634943e+01       8
## 1596      M 177.80 -1.101235e+00       8
## 1597      M 172.72 -3.836944e+00       8
## 1598      M 177.80  3.316579e+00       8
## 1599      M 190.50 -5.412871e+00       8
## 1600      M 172.72  4.340763e+00       8
## 1601      M 180.34  1.378266e+01       8
## 1602      M 177.80 -6.069185e+00       8
## 1603      M 187.96  7.360879e+00       8
## 1604      M 177.80  3.112838e+00       8
## 1605      M 190.50 -4.707073e+00       8
## 1606      M 190.50 -4.557181e+00       8
## 1607      M 175.26 -4.151897e+00       8
## 1608      M 182.88  2.523507e-01       8
## 1609      M 180.34 -3.432711e-01       8
## 1610      M 177.80  5.132367e+00       8
## 1611      M 180.34 -6.312059e+00       8
## 1612      M 172.72 -3.353978e-01       8
## 1613      M 177.80  1.792361e+00       8
## 1614      M 190.50 -7.367576e+00       8
## 1615      M 182.88 -1.766711e+00       8
## 1616      M 167.64  1.165998e+01       8
## 1617      M 182.88 -1.117577e+00       8
## 1618      M 177.80 -4.625927e+00       8
## 1619      M 175.26  7.364066e+00       8
## 1620      M 182.88 -9.403458e+00       8
## 1621      M 190.50  1.549411e+00       8
## 1622      M 170.18  3.566824e+00       8
## 1623      M 190.50 -4.015661e+00       8
## 1624      M 187.96  4.315739e-01       8
## 1625      M 182.88  1.835459e+00       8
## 1626      M 182.88  2.820639e+00       8
## 1627      M 187.96  6.596505e+00       8
## 1628      M 182.88  9.767888e+00       8
## 1629      M 182.88  6.706124e+00       8
## 1630      M 187.96 -2.851491e+00       8
## 1631      M 177.80 -5.887642e+00       8
## 1632      M 167.64 -3.566596e+00       8
## 1633      M 172.72  5.219805e+00       8
## 1634      M 190.50  5.183796e+00       8
## 1635      M 172.72  2.245388e+00       8
## 1636      M 177.80  1.251038e+01       8
## 1637      M 182.88  1.038030e+01       8
## 1638      M 170.18  1.737648e+00       8
## 1639      M 177.80  2.894818e+00       8
## 1640      M 177.80  3.785342e+00       8
## 1641      M 175.26  1.503831e+00       8
## 1642      M 182.88  2.386026e+00       8
## 1643      M 180.34  9.948171e+00       8
## 1644      M 187.96  3.493098e+00       8
## 1645      M 190.50  4.243209e+00       8
## 1646      F 162.56 -2.144091e+00       9
## 1647      F 157.48  1.335241e+00       9
## 1648      F 167.64 -6.138842e+00       9
## 1649      F 165.10  8.431696e+00       9
## 1650      F 152.40  2.351377e+00       9
## 1651      F 154.94  5.927889e-01       9
## 1652      F 165.10  1.022739e+01       9
## 1653      F 167.64 -4.798625e+00       9
## 1654      F 165.10 -4.429876e+00       9
## 1655      F 160.02  6.424532e+00       9
## 1656      F 170.18  1.304755e+00       9
## 1657      F 165.10 -1.027281e+00       9
## 1658      F 157.48  1.189340e+01       9
## 1659      F 165.10  5.067841e+00       9
## 1660      F 172.72 -3.992259e+00       9
## 1661      F 165.10 -9.016262e+00       9
## 1662      F 160.02 -3.465701e+00       9
## 1663      F 165.10  7.823584e+00       9
## 1664      F 157.48  1.015747e+01       9
## 1665      F 165.10  2.407889e+00       9
## 1666      F 167.64  3.055825e+00       9
## 1667      F 157.48  7.636832e+00       9
## 1668      F 165.10  6.297904e+00       9
## 1669      F 160.02 -5.287175e+00       9
## 1670      F 165.10  7.121730e+00       9
## 1671      F 167.64  4.384660e+00       9
## 1672      F 165.10  7.398519e+00       9
## 1673      F 157.48 -5.851570e+00       9
## 1674      F 165.10  2.839883e+00       9
## 1675      F 167.64  4.912854e+00       9
## 1676      F 165.10  5.192646e+00       9
## 1677      F 154.94 -8.672327e-01       9
## 1678      F 165.10 -2.019380e+00       9
## 1679      F 167.64 -4.579266e+00       9
## 1680      F 165.10 -8.442908e+00       9
## 1681      F 157.48  3.202970e+00       9
## 1682      F 160.02  3.387859e+00       9
## 1683      F 170.18 -1.744418e+00       9
## 1684      F 152.40 -1.235685e+01       9
## 1685      F 170.18  1.046326e+01       9
## 1686      F 167.64  3.928978e-01       9
## 1687      F 157.48 -7.543879e+00       9
## 1688      F 165.10 -6.013531e+00       9
## 1689      F 157.48  9.792951e+00       9
## 1690      F 154.94  4.586857e+00       9
## 1691      F 157.48 -9.574756e+00       9
## 1692      F 167.64 -1.346196e+01       9
## 1693      F 152.40  1.645216e+00       9
## 1694      F 165.10 -8.224133e+00       9
## 1695      F 165.10 -8.154276e+00       9
## 1696      F 154.94 -5.311635e+00       9
## 1697      F 162.56  7.517542e+00       9
## 1698      F 172.72 -5.852518e+00       9
## 1699      F 162.56 -7.530158e+00       9
## 1700      F 160.02 -7.411171e+00       9
## 1701      F 157.48  4.701621e-01       9
## 1702      F 162.56 -1.065524e+00       9
## 1703      F 157.48 -2.927103e+00       9
## 1704      F 162.56 -1.055872e+01       9
## 1705      F 165.10 -1.101243e+01       9
## 1706      F 152.40 -1.030823e+01       9
## 1707      F 165.10  1.130239e+01       9
## 1708      F 177.80 -2.012033e+00       9
## 1709      F 160.02 -9.583586e+00       9
## 1710      F 170.18 -5.134049e+00       9
## 1711      F 167.64  1.189624e+00       9
## 1712      F 165.10  1.830753e+00       9
## 1713      F 157.48  1.579783e+01       9
## 1714      F 172.72  1.568985e+01       9
## 1715      F 170.18 -6.010551e+00       9
## 1716      F 170.18 -1.136229e+00       9
## 1717      F 160.02  1.185700e+01       9
## 1718      F 170.18  1.000965e+00       9
## 1719      F 167.64  9.982430e-01       9
## 1720      F 160.02 -2.502855e+00       9
## 1721      F 182.88  2.998720e+00       9
## 1722      F 157.48 -6.486025e+00       9
## 1723      F 154.94  4.906798e+00       9
## 1724      F 167.64  5.465024e+00       9
## 1725      F 162.56  3.207788e+00       9
## 1726      F 152.40  1.332407e+00       9
## 1727      F 154.94 -4.795928e+00       9
## 1728      F 167.64  4.434053e+00       9
## 1729      F 167.64 -1.699114e+00       9
## 1730      F 167.64  2.938575e+00       9
## 1731      F 157.48  1.000484e+00       9
## 1732      F 177.80 -2.160280e+00       9
## 1733      F 165.10 -4.730439e+00       9
## 1734      F 162.56  2.412560e+00       9
## 1735      F 160.02  8.195679e+00       9
## 1736      F 165.10 -2.270159e+00       9
## 1737      F 175.26 -1.874546e+00       9
## 1738      F 154.94 -8.880890e+00       9
## 1739      F 167.64  4.653129e+00       9
## 1740      F 165.10  1.771584e+00       9
## 1741      F 154.94 -8.449289e-01       9
## 1742      F 160.02 -4.259999e+00       9
## 1743      F 162.56  9.374090e-02       9
## 1744      F 170.18 -5.951819e-01       9
## 1745      F 167.64 -1.641732e+01       9
## 1746      F 172.72  7.130093e+00       9
## 1747      F 177.80 -1.035385e+01       9
## 1748      F 165.10 -6.285096e+00       9
## 1749      F 165.10  3.334865e+00       9
## 1750      F 165.10 -4.150739e+00       9
## 1751      F 162.56 -3.876543e+00       9
## 1752      F 167.64  2.876796e-01       9
## 1753      F 162.56  9.538326e+00       9
## 1754      F 177.80  1.112541e+01       9
## 1755      F 160.02 -1.668093e+01       9
## 1756      F 177.80 -1.030589e+00       9
## 1757      F 162.56 -3.440630e+00       9
## 1758      F 160.02 -1.379860e-01       9
## 1759      F 170.18  2.562152e+00       9
## 1760      F 165.10 -4.603374e+00       9
## 1761      F 160.02 -5.700390e-01       9
## 1762      F 167.64  8.385834e+00       9
## 1763      F 167.64 -6.495084e+00       9
## 1764      F 162.56  2.869478e+00       9
## 1765      F 162.56 -1.189001e+01       9
## 1766      F 177.80 -3.803009e+00       9
## 1767      F 177.80 -1.463846e+01       9
## 1768      F 167.64 -1.100966e+01       9
## 1769      F 167.64  1.162078e+01       9
## 1770      F 167.64 -4.494036e+00       9
## 1771      F 175.26  8.945495e+00       9
## 1772      F 170.18  1.314844e+01       9
## 1773      F 165.10  7.394529e+00       9
## 1774      M 175.26  1.813805e+00       9
## 1775      M 182.88 -2.617727e+00       9
## 1776      M 180.34 -1.841972e+00       9
## 1777      M 167.64  1.154238e+01       9
## 1778      M 193.04 -3.210286e+00       9
## 1779      M 187.96  4.638342e+00       9
## 1780      M 180.34  5.692760e+00       9
## 1781      M 167.64  5.096879e+00       9
## 1782      M 172.72  9.282621e+00       9
## 1783      M 170.18 -3.558730e+00       9
## 1784      M 177.80 -1.406970e+01       9
## 1785      M 165.10  1.054521e+01       9
## 1786      M 182.88  1.134374e+00       9
## 1787      M 177.80  1.482078e+01       9
## 1788      M 172.72  2.269635e+00       9
## 1789      M 162.56  4.495513e-01       9
## 1790      M 185.42 -4.340334e+00       9
## 1791      M 167.64  6.718676e+00       9
## 1792      M 172.72  1.615164e+01       9
## 1793      M 170.18 -1.088543e+01       9
## 1794      M 162.56  6.794648e+00       9
## 1795      M 172.72 -7.324365e+00       9
## 1796      M 185.42 -8.558472e+00       9
## 1797      M 175.26  4.366744e+00       9
## 1798      M 180.34 -1.636259e-01       9
## 1799      M 175.26 -2.623854e-01       9
## 1800      M 193.04  1.915378e+01       9
## 1801      M 180.34 -5.963300e+00       9
## 1802      M 175.26 -5.621248e+00       9
## 1803      M 180.34 -2.301526e+00       9
## 1804      M 167.64 -9.167812e-02       9
## 1805      M 175.26  1.092139e+01       9
## 1806      M 180.34  9.417933e+00       9
## 1807      M 180.34 -9.583579e-01       9
## 1808      M 180.34 -1.265547e-02       9
## 1809      M 175.26  3.385931e+00       9
## 1810      M 177.80 -1.071015e+01       9
## 1811      M 175.26 -1.156121e+01       9
## 1812      M 172.72  9.639202e+00       9
## 1813      M 177.80 -6.038672e+00       9
## 1814      M 172.72  6.422343e+00       9
## 1815      M 175.26 -3.356207e-01       9
## 1816      M 182.88  2.328223e+00       9
## 1817      M 177.80 -2.717104e+00       9
## 1818      M 182.88  2.477020e+00       9
## 1819      M 175.26  3.142465e+00       9
## 1820      M 185.42  1.048006e+01       9
## 1821      M 180.34  9.647420e+00       9
## 1822      M 182.88 -1.294443e+00       9
## 1823      M 172.72 -4.701665e+00       9
## 1824      M 172.72 -1.787094e-01       9
## 1825      M 180.34  4.183959e+00       9
## 1826      M 167.64 -5.870383e+00       9
## 1827      M 172.72  9.161230e+00       9
## 1828      M 180.34 -1.437815e+01       9
## 1829      M 185.42 -1.995158e+00       9
## 1830      M 185.42  5.868216e+00       9
## 1831      M 177.80  3.095320e+00       9
## 1832      M 172.72  1.205879e+01       9
## 1833      M 177.80 -1.905700e+00       9
## 1834      M 190.50 -4.573412e+00       9
## 1835      M 172.72 -1.386168e+01       9
## 1836      M 180.34  1.862097e+00       9
## 1837      M 177.80 -8.412649e+00       9
## 1838      M 187.96  1.999613e+00       9
## 1839      M 177.80  5.519820e+00       9
## 1840      M 190.50  8.980538e+00       9
## 1841      M 190.50  6.625797e+00       9
## 1842      M 175.26  1.330908e+00       9
## 1843      M 182.88 -3.101380e+00       9
## 1844      M 180.34 -3.807741e+00       9
## 1845      M 177.80 -1.131458e+01       9
## 1846      M 180.34 -1.016002e+00       9
## 1847      M 172.72 -2.430652e+00       9
## 1848      M 177.80  4.364746e+00       9
## 1849      M 190.50  1.008824e+01       9
## 1850      M 182.88  1.539364e+01       9
## 1851      M 167.64  3.074109e+00       9
## 1852      M 182.88  2.394404e-01       9
## 1853      M 177.80 -9.484240e-01       9
## 1854      M 175.26 -7.657198e+00       9
## 1855      M 182.88 -6.218508e+00       9
## 1856      M 190.50  3.386638e+00       9
## 1857      M 170.18  1.247807e+01       9
## 1858      M 190.50  4.853704e+00       9
## 1859      M 187.96  4.443726e+00       9
## 1860      M 182.88  5.654656e-02       9
## 1861      M 182.88 -1.048154e+00       9
## 1862      M 187.96 -9.276494e+00       9
## 1863      M 182.88 -8.328201e+00       9
## 1864      M 182.88 -3.175915e+00       9
## 1865      M 187.96 -8.912965e+00       9
## 1866      M 177.80 -1.037968e+01       9
## 1867      M 167.64 -4.765684e+00       9
## 1868      M 172.72 -5.241657e+00       9
## 1869      M 190.50 -7.900455e+00       9
## 1870      M 172.72 -1.462363e+00       9
## 1871      M 177.80  5.468842e+00       9
## 1872      M 182.88  6.481559e+00       9
## 1873      M 170.18 -5.775904e+00       9
## 1874      M 177.80  1.062427e+01       9
## 1875      M 177.80  1.516627e+00       9
## 1876      M 175.26 -4.100903e+00       9
## 1877      M 182.88 -7.439985e+00       9
## 1878      M 180.34  2.803663e+00       9
## 1879      M 187.96  5.838917e+00       9
## 1880      M 190.50 -7.404991e-01       9
## 1881      F 162.56  4.640483e-02      10
## 1882      F 157.48  1.467572e+00      10
## 1883      F 167.64  4.573875e+00      10
## 1884      F 165.10 -3.384073e+00      10
## 1885      F 152.40 -5.786825e+00      10
## 1886      F 154.94 -1.630272e+01      10
## 1887      F 165.10 -7.148625e-01      10
## 1888      F 167.64 -1.024777e+01      10
## 1889      F 165.10 -6.147365e+00      10
## 1890      F 160.02 -2.226897e+00      10
## 1891      F 170.18  2.242538e+00      10
## 1892      F 165.10  3.718505e-01      10
## 1893      F 157.48  2.551503e-02      10
## 1894      F 165.10  5.169965e+00      10
## 1895      F 172.72  1.092208e+00      10
## 1896      F 165.10  7.284293e+00      10
## 1897      F 160.02  2.432636e+00      10
## 1898      F 165.10 -1.079149e+01      10
## 1899      F 157.48  5.602613e+00      10
## 1900      F 165.10  9.338679e+00      10
## 1901      F 167.64  5.398754e-01      10
## 1902      F 157.48 -4.957248e-01      10
## 1903      F 165.10  1.026442e+01      10
## 1904      F 160.02 -3.730900e+00      10
## 1905      F 165.10 -3.273637e+00      10
## 1906      F 167.64 -4.287391e+00      10
## 1907      F 165.10  4.419100e+00      10
## 1908      F 157.48  4.814509e-01      10
## 1909      F 165.10 -5.108370e+00      10
## 1910      F 167.64 -3.621219e+00      10
## 1911      F 165.10  1.234531e+01      10
## 1912      F 154.94 -1.593120e+01      10
## 1913      F 165.10  1.010929e+01      10
## 1914      F 167.64 -4.562694e+00      10
## 1915      F 165.10 -5.286940e+00      10
## 1916      F 157.48 -1.255184e+01      10
## 1917      F 160.02 -3.885494e+00      10
## 1918      F 170.18  1.426237e+00      10
## 1919      F 152.40 -6.216665e+00      10
## 1920      F 170.18 -3.796180e+00      10
## 1921      F 167.64  8.873631e+00      10
## 1922      F 157.48 -1.725301e+01      10
## 1923      F 165.10 -2.018907e+00      10
## 1924      F 157.48  5.247470e+00      10
## 1925      F 154.94  3.859609e+00      10
## 1926      F 157.48  7.105201e+00      10
## 1927      F 167.64  4.997892e+00      10
## 1928      F 152.40 -3.194308e+00      10
## 1929      F 165.10  3.742407e+00      10
## 1930      F 165.10 -4.673493e+00      10
## 1931      F 154.94 -1.234601e+01      10
## 1932      F 162.56  4.479782e+00      10
## 1933      F 172.72 -7.519352e+00      10
## 1934      F 162.56  5.810526e-01      10
## 1935      F 160.02 -4.065511e-01      10
## 1936      F 157.48  1.012514e+00      10
## 1937      F 162.56 -6.028324e+00      10
## 1938      F 157.48 -7.204524e+00      10
## 1939      F 162.56  5.059295e+00      10
## 1940      F 165.10 -3.734931e+00      10
## 1941      F 152.40  3.096156e-01      10
## 1942      F 165.10 -8.477493e+00      10
## 1943      F 177.80 -1.523272e+01      10
## 1944      F 160.02  5.477926e+00      10
## 1945      F 170.18  7.823979e+00      10
## 1946      F 167.64  4.492107e+00      10
## 1947      F 165.10 -6.854728e+00      10
## 1948      F 157.48 -1.485060e+01      10
## 1949      F 172.72 -4.120539e+00      10
## 1950      F 170.18  4.237164e+00      10
## 1951      F 170.18 -9.052591e+00      10
## 1952      F 160.02  2.973878e+00      10
## 1953      F 170.18 -1.158341e+01      10
## 1954      F 167.64 -5.992749e+00      10
## 1955      F 160.02  1.040389e-01      10
## 1956      F 182.88  1.146831e+00      10
## 1957      F 157.48  2.603818e+00      10
## 1958      F 154.94  3.098672e+00      10
## 1959      F 167.64 -5.334869e+00      10
## 1960      F 162.56  1.968122e+00      10
## 1961      F 152.40  9.259083e+00      10
## 1962      F 154.94  1.130366e+01      10
## 1963      F 167.64  8.981916e+00      10
## 1964      F 167.64  1.027812e+00      10
## 1965      F 167.64 -6.613400e+00      10
## 1966      F 157.48 -1.423634e+01      10
## 1967      F 177.80  2.346573e+00      10
## 1968      F 165.10 -1.525969e+00      10
## 1969      F 162.56 -2.269290e+01      10
## 1970      F 160.02 -1.006701e+01      10
## 1971      F 165.10 -1.347939e+01      10
## 1972      F 175.26  9.028196e+00      10
## 1973      F 154.94  9.526223e+00      10
## 1974      F 167.64  4.711508e+00      10
## 1975      F 165.10  1.198483e-01      10
## 1976      F 154.94 -4.183313e+00      10
## 1977      F 160.02  8.161773e-01      10
## 1978      F 162.56 -4.347283e+00      10
## 1979      F 170.18 -2.112956e+00      10
## 1980      F 167.64  5.837921e+00      10
## 1981      F 172.72 -6.145157e-01      10
## 1982      F 177.80 -6.417103e+00      10
## 1983      F 165.10 -9.826993e+00      10
## 1984      F 165.10 -1.154184e+01      10
## 1985      F 165.10  2.349694e+00      10
## 1986      F 162.56  2.301578e+00      10
## 1987      F 167.64 -1.133234e+00      10
## 1988      F 162.56 -8.057079e+00      10
## 1989      F 177.80  1.051773e+01      10
## 1990      F 160.02 -5.715637e+00      10
## 1991      F 177.80  2.829112e+00      10
## 1992      F 162.56  3.106234e+00      10
## 1993      F 160.02 -3.552404e+00      10
## 1994      F 170.18  5.077261e+00      10
## 1995      F 165.10  6.193291e+00      10
## 1996      F 160.02 -7.475417e+00      10
## 1997      F 167.64  1.158279e+01      10
## 1998      F 167.64 -6.739261e+00      10
## 1999      F 162.56  5.486611e+00      10
## 2000      F 162.56 -1.127644e+00      10
## 2001      F 177.80  1.025458e+00      10
## 2002      F 177.80  4.087177e+00      10
## 2003      F 167.64  6.999878e+00      10
## 2004      F 167.64 -3.192346e+00      10
## 2005      F 167.64  2.193592e+00      10
## 2006      F 175.26  7.362278e+00      10
## 2007      F 170.18  4.716882e-01      10
## 2008      F 165.10 -4.363756e+00      10
## 2009      M 175.26 -6.163330e+00      10
## 2010      M 182.88 -1.119151e+00      10
## 2011      M 180.34 -4.242921e+00      10
## 2012      M 167.64  1.423107e+01      10
## 2013      M 193.04  7.722239e-01      10
## 2014      M 187.96 -1.169951e+01      10
## 2015      M 180.34 -1.121369e+01      10
## 2016      M 167.64 -5.534000e+00      10
## 2017      M 172.72 -7.682212e+00      10
## 2018      M 170.18 -4.830153e+00      10
## 2019      M 177.80  1.807207e+00      10
## 2020      M 165.10 -8.254663e+00      10
## 2021      M 182.88 -1.828416e+00      10
## 2022      M 177.80  1.976187e+00      10
## 2023      M 172.72 -1.313365e+01      10
## 2024      M 162.56 -2.406780e+00      10
## 2025      M 185.42 -5.209908e-01      10
## 2026      M 167.64  9.157934e-01      10
## 2027      M 172.72  3.146616e+00      10
## 2028      M 170.18  2.448022e+00      10
## 2029      M 162.56  5.472219e+00      10
## 2030      M 172.72 -5.916390e+00      10
## 2031      M 185.42  4.394845e+00      10
## 2032      M 175.26 -6.867057e+00      10
## 2033      M 180.34 -1.176689e+01      10
## 2034      M 175.26 -3.185012e+00      10
## 2035      M 193.04  1.158639e+01      10
## 2036      M 180.34 -8.944996e+00      10
## 2037      M 175.26  4.193472e+00      10
## 2038      M 180.34 -3.257853e-01      10
## 2039      M 167.64  5.641333e+00      10
## 2040      M 175.26  3.501134e+00      10
## 2041      M 180.34 -4.570954e+00      10
## 2042      M 180.34  8.467522e+00      10
## 2043      M 180.34  1.314116e+01      10
## 2044      M 175.26  2.283190e+00      10
## 2045      M 177.80 -3.411095e+00      10
## 2046      M 175.26  8.462230e+00      10
## 2047      M 172.72  1.200554e+00      10
## 2048      M 177.80  3.925009e-01      10
## 2049      M 172.72 -2.118251e+00      10
## 2050      M 175.26  2.057726e+00      10
## 2051      M 182.88  5.939605e+00      10
## 2052      M 177.80  1.779654e+00      10
## 2053      M 182.88 -6.925974e+00      10
## 2054      M 175.26 -7.562763e-01      10
## 2055      M 185.42 -2.024586e+00      10
## 2056      M 180.34 -7.540234e+00      10
## 2057      M 182.88  8.425142e+00      10
## 2058      M 172.72  1.090698e+01      10
## 2059      M 172.72  1.624205e+00      10
## 2060      M 180.34 -2.705424e-01      10
## 2061      M 167.64 -4.605145e+00      10
## 2062      M 172.72 -1.248472e+01      10
## 2063      M 180.34 -6.964482e+00      10
## 2064      M 185.42  9.438553e-01      10
## 2065      M 185.42  9.687807e+00      10
## 2066      M 177.80  1.105715e+01      10
## 2067      M 172.72 -1.652855e+00      10
## 2068      M 177.80  5.034753e-01      10
## 2069      M 190.50 -2.700225e+00      10
## 2070      M 172.72  2.122695e+00      10
## 2071      M 180.34 -1.520213e+01      10
## 2072      M 177.80  6.790250e+00      10
## 2073      M 187.96  3.809899e+00      10
## 2074      M 177.80  9.122045e+00      10
## 2075      M 190.50 -2.556589e+00      10
## 2076      M 190.50 -3.351663e+00      10
## 2077      M 175.26  3.058867e-01      10
## 2078      M 182.88 -7.847014e-01      10
## 2079      M 180.34 -2.707658e+00      10
## 2080      M 177.80 -4.528484e+00      10
## 2081      M 180.34  6.659519e+00      10
## 2082      M 172.72 -1.862282e+00      10
## 2083      M 177.80 -1.902002e+01      10
## 2084      M 190.50  2.877215e+00      10
## 2085      M 182.88 -6.374109e+00      10
## 2086      M 167.64 -1.039848e+01      10
## 2087      M 182.88 -1.763159e+00      10
## 2088      M 177.80  4.819932e+00      10
## 2089      M 175.26 -6.327874e+00      10
## 2090      M 182.88 -4.403948e+00      10
## 2091      M 190.50 -4.319111e+00      10
## 2092      M 170.18 -6.942784e+00      10
## 2093      M 190.50  4.263520e+00      10
## 2094      M 187.96  4.512113e+00      10
## 2095      M 182.88  1.623303e+00      10
## 2096      M 182.88  2.080181e+00      10
## 2097      M 187.96  3.606218e-01      10
## 2098      M 182.88  4.797801e+00      10
## 2099      M 182.88 -1.092637e+01      10
## 2100      M 187.96 -6.514715e+00      10
## 2101      M 177.80 -5.496913e+00      10
## 2102      M 167.64  2.446246e+00      10
## 2103      M 172.72  4.975447e-01      10
## 2104      M 190.50  5.462102e+00      10
## 2105      M 172.72 -4.728346e+00      10
## 2106      M 177.80 -6.408077e-01      10
## 2107      M 182.88  7.392151e+00      10
## 2108      M 170.18 -8.982123e+00      10
## 2109      M 177.80 -1.251926e+01      10
## 2110      M 177.80  4.833520e+00      10
## 2111      M 175.26  1.070142e+01      10
## 2112      M 182.88  1.492613e+01      10
## 2113      M 180.34 -1.252490e+00      10
## 2114      M 187.96 -2.742597e+00      10
## 2115      M 190.50  2.125759e+00      10
## 2116      F 162.56  1.199186e+00      11
## 2117      F 157.48  3.811298e+00      11
## 2118      F 167.64  4.880714e-01      11
## 2119      F 165.10 -6.663813e+00      11
## 2120      F 152.40  1.648988e+01      11
## 2121      F 154.94  1.331621e+01      11
## 2122      F 165.10 -3.393364e+00      11
## 2123      F 167.64  6.217388e+00      11
## 2124      F 165.10 -1.154611e+01      11
## 2125      F 160.02 -8.606536e-01      11
## 2126      F 170.18  6.977383e+00      11
## 2127      F 165.10 -6.389499e+00      11
## 2128      F 157.48 -3.683789e-01      11
## 2129      F 165.10 -2.305879e+00      11
## 2130      F 172.72  1.502814e+00      11
## 2131      F 165.10 -1.178729e+00      11
## 2132      F 160.02  3.759898e+00      11
## 2133      F 165.10  5.489765e+00      11
## 2134      F 157.48  1.077521e+01      11
## 2135      F 165.10  1.065986e+01      11
## 2136      F 167.64  3.762328e+00      11
## 2137      F 157.48  1.173352e+01      11
## 2138      F 165.10  6.243530e+00      11
## 2139      F 160.02  1.407258e+01      11
## 2140      F 165.10 -2.204385e+00      11
## 2141      F 167.64  1.341253e+00      11
## 2142      F 165.10 -3.622029e+00      11
## 2143      F 157.48  1.227381e+01      11
## 2144      F 165.10  2.467252e+00      11
## 2145      F 167.64  4.473138e+00      11
## 2146      F 165.10  1.407648e+00      11
## 2147      F 154.94  7.161823e+00      11
## 2148      F 165.10  7.690333e+00      11
## 2149      F 167.64 -2.276211e+01      11
## 2150      F 165.10  1.119934e+00      11
## 2151      F 157.48  7.672924e+00      11
## 2152      F 160.02  3.106887e+00      11
## 2153      F 170.18  2.808814e+00      11
## 2154      F 152.40  8.144360e+00      11
## 2155      F 170.18 -8.059548e+00      11
## 2156      F 167.64  2.796711e+00      11
## 2157      F 157.48  2.955638e+00      11
## 2158      F 165.10 -1.035013e+01      11
## 2159      F 157.48  9.384634e+00      11
## 2160      F 154.94  8.739855e+00      11
## 2161      F 157.48  7.864953e+00      11
## 2162      F 167.64  8.141167e+00      11
## 2163      F 152.40 -1.338748e+00      11
## 2164      F 165.10 -4.152743e+00      11
## 2165      F 165.10 -1.465573e+00      11
## 2166      F 154.94  2.385708e+00      11
## 2167      F 162.56 -5.286785e-01      11
## 2168      F 172.72 -9.581462e+00      11
## 2169      F 162.56  6.237733e+00      11
## 2170      F 160.02 -1.359661e+00      11
## 2171      F 157.48  4.660925e+00      11
## 2172      F 162.56 -7.312910e+00      11
## 2173      F 157.48 -1.035054e+01      11
## 2174      F 162.56  2.567829e+00      11
## 2175      F 165.10  5.890780e+00      11
## 2176      F 152.40 -1.354187e+00      11
## 2177      F 165.10  9.535925e-01      11
## 2178      F 177.80  1.969474e+01      11
## 2179      F 160.02  9.212727e+00      11
## 2180      F 170.18 -4.876138e+00      11
## 2181      F 167.64  2.162187e+00      11
## 2182      F 165.10  4.341553e-01      11
## 2183      F 157.48 -1.247215e+00      11
## 2184      F 172.72 -3.082379e-01      11
## 2185      F 170.18  2.971689e+00      11
## 2186      F 170.18  9.962858e-02      11
## 2187      F 160.02 -2.104722e+01      11
## 2188      F 170.18  5.519725e+00      11
## 2189      F 167.64 -3.109915e+00      11
## 2190      F 160.02  1.223096e+00      11
## 2191      F 182.88 -4.552812e-01      11
## 2192      F 157.48 -6.494319e+00      11
## 2193      F 154.94 -7.181920e-01      11
## 2194      F 167.64  2.689262e+00      11
## 2195      F 162.56 -1.045106e+01      11
## 2196      F 152.40 -6.855361e+00      11
## 2197      F 154.94  3.173568e+00      11
## 2198      F 167.64  1.866726e+00      11
## 2199      F 167.64  1.316425e+01      11
## 2200      F 167.64  7.422640e+00      11
## 2201      F 157.48 -5.977733e-02      11
## 2202      F 177.80  4.905275e+00      11
## 2203      F 165.10  3.536806e+00      11
## 2204      F 162.56  7.411138e-01      11
## 2205      F 160.02 -9.132194e+00      11
## 2206      F 165.10 -1.054154e+01      11
## 2207      F 175.26 -2.421541e+00      11
## 2208      F 154.94  4.674659e-01      11
## 2209      F 167.64  9.633084e+00      11
## 2210      F 165.10 -3.703747e+00      11
## 2211      F 154.94  2.013602e+01      11
## 2212      F 160.02  8.793874e+00      11
## 2213      F 162.56 -4.360940e+00      11
## 2214      F 170.18  9.271126e+00      11
## 2215      F 167.64  1.098864e+01      11
## 2216      F 172.72 -2.954330e+00      11
## 2217      F 177.80 -2.119470e+00      11
## 2218      F 165.10  2.872742e+00      11
## 2219      F 165.10 -1.151351e+01      11
## 2220      F 165.10 -2.242026e+00      11
## 2221      F 162.56 -3.955851e+00      11
## 2222      F 167.64 -3.636345e+00      11
## 2223      F 162.56 -1.275302e+01      11
## 2224      F 177.80  2.657827e-01      11
## 2225      F 160.02 -1.456940e+00      11
## 2226      F 177.80 -9.793832e+00      11
## 2227      F 162.56 -7.510850e+00      11
## 2228      F 160.02  2.278656e+00      11
## 2229      F 170.18 -2.060203e+00      11
## 2230      F 165.10 -8.857559e+00      11
## 2231      F 160.02 -3.075951e+00      11
## 2232      F 167.64  3.554295e+00      11
## 2233      F 167.64  3.823274e+00      11
## 2234      F 162.56  2.141139e+00      11
## 2235      F 162.56  9.089811e+00      11
## 2236      F 177.80 -2.934225e+00      11
## 2237      F 177.80 -7.931673e+00      11
## 2238      F 167.64 -8.361798e+00      11
## 2239      F 167.64  4.509536e+00      11
## 2240      F 167.64  7.357220e+00      11
## 2241      F 175.26 -3.722051e+00      11
## 2242      F 170.18  2.485080e+00      11
## 2243      F 165.10 -1.246453e+00      11
## 2244      M 175.26  5.336921e+00      11
## 2245      M 182.88 -1.572627e+00      11
## 2246      M 180.34 -2.142241e+00      11
## 2247      M 167.64 -2.287546e+00      11
## 2248      M 193.04 -8.074758e-02      11
## 2249      M 187.96  6.498444e+00      11
## 2250      M 180.34  4.039834e-02      11
## 2251      M 167.64  3.306900e+00      11
## 2252      M 172.72  4.116673e+00      11
## 2253      M 170.18 -8.349204e-01      11
## 2254      M 177.80 -2.373489e+00      11
## 2255      M 165.10  1.090352e+01      11
## 2256      M 182.88  4.828662e+00      11
## 2257      M 177.80  5.478664e+00      11
## 2258      M 172.72  1.370866e+00      11
## 2259      M 162.56 -3.118921e+00      11
## 2260      M 185.42  5.886991e-01      11
## 2261      M 167.64  6.784673e-01      11
## 2262      M 172.72 -7.327832e+00      11
## 2263      M 170.18 -4.857793e-01      11
## 2264      M 162.56 -3.736562e-01      11
## 2265      M 172.72 -3.604776e+00      11
## 2266      M 185.42  3.605561e+00      11
## 2267      M 175.26  2.787488e+00      11
## 2268      M 180.34 -3.758148e+00      11
## 2269      M 175.26  1.610738e+00      11
## 2270      M 193.04  5.157153e+00      11
## 2271      M 180.34 -4.668029e+00      11
## 2272      M 175.26 -1.890267e-01      11
## 2273      M 180.34 -3.423158e+00      11
## 2274      M 167.64  1.414530e+01      11
## 2275      M 175.26  1.028313e+00      11
## 2276      M 180.34  2.705513e+00      11
## 2277      M 180.34 -3.728809e-01      11
## 2278      M 180.34  2.381368e+00      11
## 2279      M 175.26  2.496714e+00      11
## 2280      M 177.80 -2.154022e-01      11
## 2281      M 175.26 -7.833157e+00      11
## 2282      M 172.72  1.204717e+01      11
## 2283      M 177.80 -8.035988e+00      11
## 2284      M 172.72  2.687469e-01      11
## 2285      M 175.26  2.567541e-01      11
## 2286      M 182.88 -5.482708e+00      11
## 2287      M 177.80 -4.746583e+00      11
## 2288      M 182.88 -7.030256e+00      11
## 2289      M 175.26 -1.803833e+00      11
## 2290      M 185.42  1.014405e+01      11
## 2291      M 180.34 -4.391004e+00      11
## 2292      M 182.88  7.059999e+00      11
## 2293      M 172.72  6.219842e+00      11
## 2294      M 172.72  4.418935e+00      11
## 2295      M 180.34 -6.721273e+00      11
## 2296      M 167.64  3.711033e+00      11
## 2297      M 172.72  1.216190e-01      11
## 2298      M 180.34  8.436255e+00      11
## 2299      M 185.42  1.392287e+01      11
## 2300      M 185.42 -1.581062e+00      11
## 2301      M 177.80 -3.815815e+00      11
## 2302      M 172.72  1.864707e+01      11
## 2303      M 177.80 -4.893963e+00      11
## 2304      M 190.50  3.298134e+00      11
## 2305      M 172.72  6.268047e-01      11
## 2306      M 180.34  1.594031e+00      11
## 2307      M 177.80  5.489036e-01      11
## 2308      M 187.96  8.669934e+00      11
## 2309      M 177.80  8.543403e+00      11
## 2310      M 190.50 -5.131441e+00      11
## 2311      M 190.50 -9.466518e+00      11
## 2312      M 175.26 -8.295937e+00      11
## 2313      M 182.88  1.142066e+01      11
## 2314      M 180.34 -8.519553e+00      11
## 2315      M 177.80  3.723941e+00      11
## 2316      M 180.34 -4.771163e+00      11
## 2317      M 172.72 -4.201523e-02      11
## 2318      M 177.80 -1.737396e+01      11
## 2319      M 190.50  7.147514e+00      11
## 2320      M 182.88  5.842313e+00      11
## 2321      M 167.64  5.235470e+00      11
## 2322      M 182.88 -8.374060e+00      11
## 2323      M 177.80  1.131159e+01      11
## 2324      M 175.26  1.758179e+00      11
## 2325      M 182.88  2.401585e-01      11
## 2326      M 190.50 -2.983228e+00      11
## 2327      M 170.18 -7.185261e+00      11
## 2328      M 190.50 -2.859673e+00      11
## 2329      M 187.96  9.939830e-01      11
## 2330      M 182.88  6.819303e+00      11
## 2331      M 182.88  7.050351e+00      11
## 2332      M 187.96 -3.501245e+00      11
## 2333      M 182.88 -4.046357e+00      11
## 2334      M 182.88 -4.321670e+00      11
## 2335      M 187.96  2.452382e+00      11
## 2336      M 177.80  5.811270e-01      11
## 2337      M 167.64 -2.206176e+00      11
## 2338      M 172.72 -2.009756e-01      11
## 2339      M 190.50  6.077446e+00      11
## 2340      M 172.72 -3.505492e+00      11
## 2341      M 177.80  1.253472e+01      11
## 2342      M 182.88 -7.422126e+00      11
## 2343      M 170.18  4.858002e+00      11
## 2344      M 177.80 -9.323430e+00      11
## 2345      M 177.80  1.072950e+01      11
## 2346      M 175.26 -4.954078e+00      11
## 2347      M 182.88  6.246639e-01      11
## 2348      M 180.34  6.402865e-01      11
## 2349      M 187.96 -2.669920e+00      11
## 2350      M 190.50  3.053984e+00      11
## 2351      F 162.56 -1.564279e+00      12
## 2352      F 157.48  7.908477e-01      12
## 2353      F 167.64 -1.111931e+00      12
## 2354      F 165.10  1.021799e+00      12
## 2355      F 152.40  1.036808e+01      12
## 2356      F 154.94 -2.001211e+00      12
## 2357      F 165.10 -6.984571e+00      12
## 2358      F 167.64 -8.732581e+00      12
## 2359      F 165.10  2.562013e-01      12
## 2360      F 160.02  5.094868e-01      12
## 2361      F 170.18  2.807622e+00      12
## 2362      F 165.10 -3.114755e+00      12
## 2363      F 157.48  3.902490e+00      12
## 2364      F 165.10 -1.100160e+01      12
## 2365      F 172.72  8.861157e+00      12
## 2366      F 165.10 -4.806331e+00      12
## 2367      F 160.02 -1.007189e+01      12
## 2368      F 165.10  7.394949e+00      12
## 2369      F 157.48 -7.697551e+00      12
## 2370      F 165.10 -4.482852e+00      12
## 2371      F 167.64 -2.859557e+00      12
## 2372      F 157.48 -3.077674e-01      12
## 2373      F 165.10 -3.602673e+00      12
## 2374      F 160.02  8.824174e-01      12
## 2375      F 165.10  1.124710e+00      12
## 2376      F 167.64 -2.575856e+00      12
## 2377      F 165.10 -2.784460e+00      12
## 2378      F 157.48  8.524991e-01      12
## 2379      F 165.10 -1.835884e+00      12
## 2380      F 167.64 -3.978392e+00      12
## 2381      F 165.10  4.772757e+00      12
## 2382      F 154.94 -1.805349e+00      12
## 2383      F 165.10 -4.557148e+00      12
## 2384      F 167.64  1.047592e+01      12
## 2385      F 165.10  4.381748e+00      12
## 2386      F 157.48 -3.412331e+00      12
## 2387      F 160.02  6.920615e+00      12
## 2388      F 170.18  9.239137e+00      12
## 2389      F 152.40  5.223957e-01      12
## 2390      F 170.18  1.133940e+01      12
## 2391      F 167.64  1.952886e+00      12
## 2392      F 157.48  5.343573e+00      12
## 2393      F 165.10  3.124983e+00      12
## 2394      F 157.48 -6.690866e+00      12
## 2395      F 154.94  1.024803e+01      12
## 2396      F 157.48  9.395954e+00      12
## 2397      F 167.64 -4.057414e+00      12
## 2398      F 152.40 -5.360954e+00      12
## 2399      F 165.10  4.380493e+00      12
## 2400      F 165.10  4.469909e+00      12
## 2401      F 154.94 -2.248516e+00      12
## 2402      F 162.56 -8.369304e+00      12
## 2403      F 172.72 -4.934060e+00      12
## 2404      F 162.56 -2.876368e+00      12
## 2405      F 160.02  2.481445e+00      12
## 2406      F 157.48  4.262593e+00      12
## 2407      F 162.56 -8.349989e-01      12
## 2408      F 157.48  3.384249e-01      12
## 2409      F 162.56 -5.778445e+00      12
## 2410      F 165.10 -3.583392e+00      12
## 2411      F 152.40 -7.924597e-02      12
## 2412      F 165.10  5.623848e+00      12
## 2413      F 177.80 -1.676584e+00      12
## 2414      F 160.02  9.434982e-01      12
## 2415      F 170.18  4.748000e-01      12
## 2416      F 167.64 -1.095528e+01      12
## 2417      F 165.10 -1.145269e+01      12
## 2418      F 157.48 -2.655526e-01      12
## 2419      F 172.72  1.405177e+00      12
## 2420      F 170.18  8.728247e+00      12
## 2421      F 170.18 -2.377423e+00      12
## 2422      F 160.02  1.311774e+01      12
## 2423      F 170.18 -1.438176e+00      12
## 2424      F 167.64 -1.582057e+00      12
## 2425      F 160.02  1.038726e+01      12
## 2426      F 182.88 -4.855097e+00      12
## 2427      F 157.48  1.378181e+00      12
## 2428      F 154.94  1.247750e+01      12
## 2429      F 167.64 -5.441293e+00      12
## 2430      F 162.56 -2.116200e+00      12
## 2431      F 152.40 -5.184307e+00      12
## 2432      F 154.94  1.815694e+01      12
## 2433      F 167.64 -2.052693e+00      12
## 2434      F 167.64 -1.971617e+01      12
## 2435      F 167.64  4.724114e+00      12
## 2436      F 157.48 -8.223433e+00      12
## 2437      F 177.80 -1.338524e+01      12
## 2438      F 165.10 -9.215992e+00      12
## 2439      F 162.56  1.895840e+00      12
## 2440      F 160.02  8.091319e+00      12
## 2441      F 165.10  8.132894e+00      12
## 2442      F 175.26 -1.337221e+01      12
## 2443      F 154.94 -1.399946e+00      12
## 2444      F 167.64  5.329616e+00      12
## 2445      F 165.10  7.097960e+00      12
## 2446      F 154.94  2.002004e-01      12
## 2447      F 160.02  2.145417e+00      12
## 2448      F 162.56 -9.658441e+00      12
## 2449      F 170.18  5.235084e-01      12
## 2450      F 167.64 -5.990102e-01      12
## 2451      F 172.72  8.473945e+00      12
## 2452      F 177.80 -4.954071e+00      12
## 2453      F 165.10 -1.159710e+01      12
## 2454      F 165.10  5.715387e+00      12
## 2455      F 165.10  6.945824e-01      12
## 2456      F 162.56  3.289980e+00      12
## 2457      F 167.64  2.714863e+00      12
## 2458      F 162.56 -8.130457e+00      12
## 2459      F 177.80 -8.519996e+00      12
## 2460      F 160.02  5.041080e-01      12
## 2461      F 177.80 -1.079131e+01      12
## 2462      F 162.56  7.570416e+00      12
## 2463      F 160.02  2.037483e+00      12
## 2464      F 170.18  1.658250e-01      12
## 2465      F 165.10  3.495939e+00      12
## 2466      F 160.02 -3.022898e+00      12
## 2467      F 167.64  2.465797e+00      12
## 2468      F 167.64 -3.819566e+00      12
## 2469      F 162.56  4.990271e+00      12
## 2470      F 162.56  8.804185e+00      12
## 2471      F 177.80  4.110279e+00      12
## 2472      F 177.80  7.924725e+00      12
## 2473      F 167.64  6.207218e+00      12
## 2474      F 167.64  7.780811e+00      12
## 2475      F 167.64  6.973099e+00      12
## 2476      F 175.26  1.658107e+00      12
## 2477      F 170.18  1.155237e+01      12
## 2478      F 165.10  1.384681e+01      12
## 2479      M 175.26 -7.541325e+00      12
## 2480      M 182.88 -6.671263e-01      12
## 2481      M 180.34  1.414306e+01      12
## 2482      M 167.64  9.775168e+00      12
## 2483      M 193.04  4.489143e+00      12
## 2484      M 187.96  7.143256e+00      12
## 2485      M 180.34  2.474171e+00      12
## 2486      M 167.64  1.194474e+01      12
## 2487      M 172.72  7.068299e+00      12
## 2488      M 170.18 -3.706463e+00      12
## 2489      M 177.80 -3.711321e+00      12
## 2490      M 165.10 -2.655043e-01      12
## 2491      M 182.88 -6.961206e+00      12
## 2492      M 177.80 -5.175391e+00      12
## 2493      M 172.72  1.703449e+00      12
## 2494      M 162.56  1.959713e+00      12
## 2495      M 185.42  3.962232e+00      12
## 2496      M 167.64  2.926567e+00      12
## 2497      M 172.72 -6.414688e-01      12
## 2498      M 170.18 -3.646005e+00      12
## 2499      M 162.56  2.853064e-01      12
## 2500      M 172.72  8.182128e+00      12
## 2501      M 185.42  4.448689e+00      12
## 2502      M 175.26 -3.822716e-01      12
## 2503      M 180.34 -7.412541e+00      12
## 2504      M 175.26 -1.062873e+00      12
## 2505      M 193.04 -9.619391e+00      12
## 2506      M 180.34 -1.449777e+00      12
## 2507      M 175.26 -1.028705e+01      12
## 2508      M 180.34  1.677910e+00      12
## 2509      M 167.64 -1.290369e+00      12
## 2510      M 175.26 -1.047034e+00      12
## 2511      M 180.34  6.970822e+00      12
## 2512      M 180.34  9.300113e+00      12
## 2513      M 180.34 -2.029450e+00      12
## 2514      M 175.26 -2.899638e+00      12
## 2515      M 177.80  8.109183e+00      12
## 2516      M 175.26  5.098498e+00      12
## 2517      M 172.72  4.124451e+00      12
## 2518      M 177.80 -6.450447e+00      12
## 2519      M 172.72 -5.320045e+00      12
## 2520      M 175.26  5.577463e+00      12
## 2521      M 182.88  6.190092e+00      12
## 2522      M 177.80 -7.375597e+00      12
## 2523      M 182.88 -7.273572e+00      12
## 2524      M 175.26 -1.140325e+01      12
## 2525      M 185.42  3.307993e+00      12
## 2526      M 180.34  6.642484e+00      12
## 2527      M 182.88 -2.421789e+00      12
## 2528      M 172.72 -3.098943e+00      12
## 2529      M 172.72  4.993388e-01      12
## 2530      M 180.34  1.103567e+01      12
## 2531      M 167.64 -5.832749e+00      12
## 2532      M 172.72  3.226941e+00      12
## 2533      M 180.34 -1.215605e+01      12
## 2534      M 185.42 -2.865412e+00      12
## 2535      M 185.42 -8.639425e+00      12
## 2536      M 177.80  4.669988e+00      12
## 2537      M 172.72 -7.563114e+00      12
## 2538      M 177.80 -6.322976e+00      12
## 2539      M 190.50 -4.100897e+00      12
## 2540      M 172.72  1.520073e-01      12
## 2541      M 180.34 -6.269354e+00      12
## 2542      M 177.80  3.179305e+00      12
## 2543      M 187.96 -8.849956e+00      12
## 2544      M 177.80  2.105196e+00      12
## 2545      M 190.50 -2.750678e+00      12
## 2546      M 190.50  1.121940e+01      12
## 2547      M 175.26  2.934485e-01      12
## 2548      M 182.88  2.679198e+00      12
## 2549      M 180.34  4.381555e+00      12
## 2550      M 177.80 -6.863521e+00      12
## 2551      M 180.34 -1.799995e+00      12
## 2552      M 172.72  6.394645e+00      12
## 2553      M 177.80 -1.121080e+01      12
## 2554      M 190.50  7.994972e+00      12
## 2555      M 182.88  1.403001e+01      12
## 2556      M 167.64 -1.227659e+01      12
## 2557      M 182.88  1.235956e+01      12
## 2558      M 177.80 -1.159084e+01      12
## 2559      M 175.26 -6.010091e+00      12
## 2560      M 182.88  8.829422e+00      12
## 2561      M 190.50  6.487958e-01      12
## 2562      M 170.18 -7.269154e-01      12
## 2563      M 190.50  2.764162e+00      12
## 2564      M 187.96  5.908942e+00      12
## 2565      M 182.88 -3.052522e+00      12
## 2566      M 182.88 -2.130272e+00      12
## 2567      M 187.96 -6.876684e+00      12
## 2568      M 182.88  1.534027e+00      12
## 2569      M 182.88  4.801787e-01      12
## 2570      M 187.96 -7.661590e+00      12
## 2571      M 177.80  7.104851e+00      12
## 2572      M 167.64 -5.774361e-01      12
## 2573      M 172.72 -4.467523e+00      12
## 2574      M 190.50 -4.176676e-01      12
## 2575      M 172.72  6.488432e+00      12
## 2576      M 177.80  9.239943e+00      12
## 2577      M 182.88 -5.900904e+00      12
## 2578      M 170.18  7.397780e+00      12
## 2579      M 177.80 -3.611190e+00      12
## 2580      M 177.80 -8.683146e+00      12
## 2581      M 175.26 -3.718490e-01      12
## 2582      M 182.88 -7.602582e+00      12
## 2583      M 180.34  3.897149e+00      12
## 2584      M 187.96 -9.665257e+00      12
## 2585      M 190.50 -7.486519e-01      12
## 2586      F 162.56 -2.348275e+00      13
## 2587      F 157.48  5.992766e+00      13
## 2588      F 167.64 -1.247782e+01      13
## 2589      F 165.10 -6.376421e+00      13
## 2590      F 152.40 -2.570845e-01      13
## 2591      F 154.94  7.125270e+00      13
## 2592      F 165.10  7.775367e+00      13
## 2593      F 167.64 -7.445896e-01      13
## 2594      F 165.10  8.676703e-01      13
## 2595      F 160.02 -4.454720e+00      13
## 2596      F 170.18  1.094245e+01      13
## 2597      F 165.10  1.798711e+00      13
## 2598      F 157.48  1.210430e+01      13
## 2599      F 165.10 -5.244922e+00      13
## 2600      F 172.72 -4.695986e+00      13
## 2601      F 165.10  2.892315e+00      13
## 2602      F 160.02 -5.152101e+00      13
## 2603      F 165.10 -4.391491e+00      13
## 2604      F 157.48  2.037287e+01      13
## 2605      F 165.10  2.879340e+00      13
## 2606      F 167.64  1.020181e+00      13
## 2607      F 157.48  4.470533e-01      13
## 2608      F 165.10 -4.602185e+00      13
## 2609      F 160.02 -1.147958e-01      13
## 2610      F 165.10  8.011618e+00      13
## 2611      F 167.64 -6.231107e+00      13
## 2612      F 165.10 -2.493838e+00      13
## 2613      F 157.48 -9.062059e+00      13
## 2614      F 165.10 -2.524536e+00      13
## 2615      F 167.64  3.226074e+00      13
## 2616      F 165.10  1.490173e+00      13
## 2617      F 154.94 -1.102054e+00      13
## 2618      F 165.10  3.909805e+00      13
## 2619      F 167.64  1.695204e+00      13
## 2620      F 165.10 -5.819116e+00      13
## 2621      F 157.48  4.308118e+00      13
## 2622      F 160.02  1.450930e+00      13
## 2623      F 170.18 -2.842406e+00      13
## 2624      F 152.40 -5.009968e+00      13
## 2625      F 170.18 -6.690594e+00      13
## 2626      F 167.64  3.508133e+00      13
## 2627      F 157.48 -2.959660e+00      13
## 2628      F 165.10 -2.166633e+00      13
## 2629      F 157.48 -2.070271e+00      13
## 2630      F 154.94 -4.229460e+00      13
## 2631      F 157.48  6.154679e+00      13
## 2632      F 167.64 -9.770770e+00      13
## 2633      F 152.40 -4.033155e+00      13
## 2634      F 165.10 -2.131054e+00      13
## 2635      F 165.10  1.282967e+00      13
## 2636      F 154.94 -1.117264e+01      13
## 2637      F 162.56  2.022268e+00      13
## 2638      F 172.72 -5.150990e+00      13
## 2639      F 162.56 -4.723997e+00      13
## 2640      F 160.02  2.342221e+00      13
## 2641      F 157.48 -3.758027e+00      13
## 2642      F 162.56 -2.386708e+00      13
## 2643      F 157.48  3.649159e+00      13
## 2644      F 162.56 -1.780146e-01      13
## 2645      F 165.10  9.987818e+00      13
## 2646      F 152.40 -2.352500e+00      13
## 2647      F 165.10 -4.836200e+00      13
## 2648      F 177.80 -7.570164e+00      13
## 2649      F 160.02  5.916079e+00      13
## 2650      F 170.18  4.737672e+00      13
## 2651      F 167.64 -1.053143e+01      13
## 2652      F 165.10  3.898718e+00      13
## 2653      F 157.48  1.203045e+01      13
## 2654      F 172.72 -2.844093e-01      13
## 2655      F 170.18 -8.341676e+00      13
## 2656      F 170.18 -2.553918e+00      13
## 2657      F 160.02  4.258576e+00      13
## 2658      F 170.18 -7.893525e+00      13
## 2659      F 167.64 -6.041334e+00      13
## 2660      F 160.02  4.948217e+00      13
## 2661      F 182.88  1.331545e+01      13
## 2662      F 157.48  7.617432e+00      13
## 2663      F 154.94 -3.620702e+00      13
## 2664      F 167.64  8.811019e+00      13
## 2665      F 162.56 -1.095749e+01      13
## 2666      F 152.40 -1.774922e+00      13
## 2667      F 154.94 -1.898918e+00      13
## 2668      F 167.64  8.208488e+00      13
## 2669      F 167.64 -8.760341e+00      13
## 2670      F 167.64  1.091776e+01      13
## 2671      F 157.48  6.077724e+00      13
## 2672      F 177.80 -1.810458e+00      13
## 2673      F 165.10  5.638510e+00      13
## 2674      F 162.56 -8.126905e+00      13
## 2675      F 160.02  3.063521e+00      13
## 2676      F 165.10 -2.730347e+00      13
## 2677      F 175.26  1.309152e+01      13
## 2678      F 154.94  2.374948e+00      13
## 2679      F 167.64 -1.045174e+00      13
## 2680      F 165.10  1.162202e+00      13
## 2681      F 154.94  6.334388e-02      13
## 2682      F 160.02  2.367060e+00      13
## 2683      F 162.56 -1.683270e+00      13
## 2684      F 170.18  4.164591e+00      13
## 2685      F 167.64  7.427955e+00      13
## 2686      F 172.72 -9.890138e+00      13
## 2687      F 177.80  3.378035e+00      13
## 2688      F 165.10 -5.109339e+00      13
## 2689      F 165.10 -9.290914e-01      13
## 2690      F 165.10  5.999517e-01      13
## 2691      F 162.56  5.954955e+00      13
## 2692      F 167.64  6.652281e-01      13
## 2693      F 162.56 -1.950437e+00      13
## 2694      F 177.80  3.936882e+00      13
## 2695      F 160.02 -1.513635e+00      13
## 2696      F 177.80  3.132141e+00      13
## 2697      F 162.56 -7.081986e+00      13
## 2698      F 160.02  8.103512e+00      13
## 2699      F 170.18 -9.783080e+00      13
## 2700      F 165.10  7.728291e+00      13
## 2701      F 160.02 -9.480334e+00      13
## 2702      F 167.64 -4.885697e+00      13
## 2703      F 167.64 -1.550292e+00      13
## 2704      F 162.56  1.567792e+00      13
## 2705      F 162.56 -5.506097e+00      13
## 2706      F 177.80  6.658587e-01      13
## 2707      F 177.80  1.346187e+00      13
## 2708      F 167.64  6.527428e+00      13
## 2709      F 167.64  1.115874e+01      13
## 2710      F 167.64  1.502245e+00      13
## 2711      F 175.26  1.098454e+01      13
## 2712      F 170.18  5.485504e-01      13
## 2713      F 165.10  9.035739e-01      13
## 2714      M 175.26  2.332179e+00      13
## 2715      M 182.88  4.454322e+00      13
## 2716      M 180.34  4.476528e+00      13
## 2717      M 167.64 -1.116622e+01      13
## 2718      M 193.04 -4.823063e+00      13
## 2719      M 187.96  7.322514e+00      13
## 2720      M 180.34  1.055840e+01      13
## 2721      M 167.64  5.062814e+00      13
## 2722      M 172.72  2.817938e-01      13
## 2723      M 170.18  2.004719e+00      13
## 2724      M 177.80  1.317005e+00      13
## 2725      M 165.10 -1.400153e+01      13
## 2726      M 182.88  4.801158e+00      13
## 2727      M 177.80  4.300018e+00      13
## 2728      M 172.72  2.943031e+00      13
## 2729      M 162.56 -8.997426e-01      13
## 2730      M 185.42 -1.297795e+01      13
## 2731      M 167.64 -2.307860e+00      13
## 2732      M 172.72  9.149510e-01      13
## 2733      M 170.18 -7.648744e+00      13
## 2734      M 162.56 -9.656451e+00      13
## 2735      M 172.72 -1.083967e+01      13
## 2736      M 185.42  1.895801e+00      13
## 2737      M 175.26  1.962839e+00      13
## 2738      M 180.34  5.674543e+00      13
## 2739      M 175.26  8.481873e-01      13
## 2740      M 193.04  2.804453e+00      13
## 2741      M 180.34 -3.005540e+00      13
## 2742      M 175.26 -7.963397e-01      13
## 2743      M 180.34  4.297034e+00      13
## 2744      M 167.64 -3.973360e+00      13
## 2745      M 175.26  1.379941e+01      13
## 2746      M 180.34 -6.882121e+00      13
## 2747      M 180.34  2.287737e+00      13
## 2748      M 180.34 -4.768843e+00      13
## 2749      M 175.26 -4.087169e+00      13
## 2750      M 177.80 -1.405265e+00      13
## 2751      M 175.26  1.100701e+00      13
## 2752      M 172.72 -4.692141e+00      13
## 2753      M 177.80 -3.188016e+00      13
## 2754      M 172.72 -4.664437e+00      13
## 2755      M 175.26  6.141866e+00      13
## 2756      M 182.88 -1.563839e+00      13
## 2757      M 177.80 -6.273842e-01      13
## 2758      M 182.88 -1.167241e+01      13
## 2759      M 175.26  8.842284e+00      13
## 2760      M 185.42 -9.225197e+00      13
## 2761      M 180.34 -6.111666e+00      13
## 2762      M 182.88  5.084053e-01      13
## 2763      M 172.72 -7.612178e+00      13
## 2764      M 172.72 -1.041696e+01      13
## 2765      M 180.34 -6.281943e+00      13
## 2766      M 167.64 -1.325158e+01      13
## 2767      M 172.72 -1.017591e+01      13
## 2768      M 180.34  5.496757e+00      13
## 2769      M 185.42 -1.583435e+01      13
## 2770      M 185.42 -5.758048e+00      13
## 2771      M 177.80  9.895046e+00      13
## 2772      M 172.72 -2.802051e+00      13
## 2773      M 177.80 -6.526054e-01      13
## 2774      M 190.50  6.741987e+00      13
## 2775      M 172.72  5.972204e+00      13
## 2776      M 180.34  1.800597e+00      13
## 2777      M 177.80  7.084958e+00      13
## 2778      M 187.96 -4.079311e+00      13
## 2779      M 177.80  2.899206e+00      13
## 2780      M 190.50  6.913515e+00      13
## 2781      M 190.50  4.224868e+00      13
## 2782      M 175.26  3.759977e+00      13
## 2783      M 182.88 -5.807511e+00      13
## 2784      M 180.34  1.179186e+01      13
## 2785      M 177.80  3.113233e+00      13
## 2786      M 180.34 -5.866013e+00      13
## 2787      M 172.72 -1.306787e+01      13
## 2788      M 177.80 -3.968582e+00      13
## 2789      M 190.50 -7.071181e-01      13
## 2790      M 182.88 -2.466295e+00      13
## 2791      M 167.64 -2.460060e+00      13
## 2792      M 182.88 -1.545407e+00      13
## 2793      M 177.80 -1.062421e+01      13
## 2794      M 175.26 -5.084114e+00      13
## 2795      M 182.88  4.845794e+00      13
## 2796      M 190.50 -1.011373e+01      13
## 2797      M 170.18  3.203692e-01      13
## 2798      M 190.50  9.760238e+00      13
## 2799      M 187.96  1.565337e-01      13
## 2800      M 182.88 -1.241721e+01      13
## 2801      M 182.88  4.173965e+00      13
## 2802      M 187.96  1.396408e+01      13
## 2803      M 182.88 -2.351735e+00      13
## 2804      M 182.88  2.544626e+00      13
## 2805      M 187.96  5.047244e+00      13
## 2806      M 177.80 -1.370589e+00      13
## 2807      M 167.64  3.294744e+00      13
## 2808      M 172.72 -3.606650e+00      13
## 2809      M 190.50  9.773559e-01      13
## 2810      M 172.72 -2.167837e+00      13
## 2811      M 177.80 -3.122735e+00      13
## 2812      M 182.88  6.268838e-01      13
## 2813      M 170.18 -4.440723e-01      13
## 2814      M 177.80  6.519422e+00      13
## 2815      M 177.80 -3.921077e+00      13
## 2816      M 175.26 -1.027357e+00      13
## 2817      M 182.88 -1.425678e+00      13
## 2818      M 180.34  4.517706e+00      13
## 2819      M 187.96  2.811386e+00      13
## 2820      M 190.50  4.203257e+00      13
## 2821      F 162.56  9.569881e-01      14
## 2822      F 157.48 -3.761485e+00      14
## 2823      F 167.64 -2.077929e+00      14
## 2824      F 165.10 -6.498309e+00      14
## 2825      F 152.40  8.236210e-01      14
## 2826      F 154.94  8.592059e+00      14
## 2827      F 165.10  5.775324e+00      14
## 2828      F 167.64  1.497937e+01      14
## 2829      F 165.10  3.282794e+00      14
## 2830      F 160.02 -4.735529e+00      14
## 2831      F 170.18  1.010872e+01      14
## 2832      F 165.10  1.594429e-02      14
## 2833      F 157.48  2.994331e+00      14
## 2834      F 165.10  1.640431e+00      14
## 2835      F 172.72  1.764932e+01      14
## 2836      F 165.10  6.294637e+00      14
## 2837      F 160.02  1.156924e+01      14
## 2838      F 165.10 -1.243323e+01      14
## 2839      F 157.48 -4.637637e+00      14
## 2840      F 165.10 -1.418135e+00      14
## 2841      F 167.64  4.227421e+00      14
## 2842      F 157.48  2.542000e+00      14
## 2843      F 165.10 -3.471797e+00      14
## 2844      F 160.02 -2.159687e+00      14
## 2845      F 165.10  1.114961e+01      14
## 2846      F 167.64 -1.264722e+01      14
## 2847      F 165.10 -2.495419e+00      14
## 2848      F 157.48  1.036356e+01      14
## 2849      F 165.10 -1.080285e+00      14
## 2850      F 167.64  7.364810e-01      14
## 2851      F 165.10  4.962566e+00      14
## 2852      F 154.94 -4.027814e+00      14
## 2853      F 165.10  6.081037e+00      14
## 2854      F 167.64  1.461114e-01      14
## 2855      F 165.10  6.528780e-01      14
## 2856      F 157.48  1.119269e+01      14
## 2857      F 160.02 -2.615749e-01      14
## 2858      F 170.18 -5.131143e+00      14
## 2859      F 152.40 -3.364468e+00      14
## 2860      F 170.18  4.637525e+00      14
## 2861      F 167.64 -6.657227e-01      14
## 2862      F 157.48 -3.157458e+00      14
## 2863      F 165.10  1.462035e+00      14
## 2864      F 157.48  1.881210e-01      14
## 2865      F 154.94  2.807662e+00      14
## 2866      F 157.48  1.341382e+01      14
## 2867      F 167.64 -7.275435e+00      14
## 2868      F 152.40  1.514908e+00      14
## 2869      F 165.10  8.261573e-01      14
## 2870      F 165.10  6.069347e+00      14
## 2871      F 154.94 -6.445570e+00      14
## 2872      F 162.56  3.107985e+00      14
## 2873      F 172.72 -2.766246e+00      14
## 2874      F 162.56  5.806884e+00      14
## 2875      F 160.02  5.201735e+00      14
## 2876      F 157.48 -1.459228e+00      14
## 2877      F 162.56 -1.008376e+01      14
## 2878      F 157.48 -2.925717e+00      14
## 2879      F 162.56 -5.001316e+00      14
## 2880      F 165.10 -1.211186e+01      14
## 2881      F 152.40 -1.084651e-01      14
## 2882      F 165.10 -9.384789e+00      14
## 2883      F 177.80  3.180626e+00      14
## 2884      F 160.02 -6.238618e+00      14
## 2885      F 170.18 -1.187708e+01      14
## 2886      F 167.64  5.299340e+00      14
## 2887      F 165.10  3.617674e+00      14
## 2888      F 157.48 -1.618743e+01      14
## 2889      F 172.72  4.754446e+00      14
## 2890      F 170.18 -5.648337e+00      14
## 2891      F 170.18 -7.815340e+00      14
## 2892      F 160.02  7.009552e-01      14
## 2893      F 170.18 -2.242696e+00      14
## 2894      F 167.64 -5.850494e+00      14
## 2895      F 160.02 -1.338944e+01      14
## 2896      F 182.88  1.102080e+01      14
## 2897      F 157.48 -9.214911e+00      14
## 2898      F 154.94  1.614002e+00      14
## 2899      F 167.64 -3.089840e+00      14
## 2900      F 162.56  1.848548e+01      14
## 2901      F 152.40 -8.044878e-01      14
## 2902      F 154.94 -2.475799e+00      14
## 2903      F 167.64 -4.466168e+00      14
## 2904      F 167.64  1.077746e+00      14
## 2905      F 167.64  8.349082e+00      14
## 2906      F 157.48  1.240850e+01      14
## 2907      F 177.80  9.772156e-01      14
## 2908      F 165.10  9.911776e-01      14
## 2909      F 162.56  1.330737e+01      14
## 2910      F 160.02  1.847791e+01      14
## 2911      F 165.10 -3.069283e+00      14
## 2912      F 175.26  3.951594e-01      14
## 2913      F 154.94  9.003442e+00      14
## 2914      F 167.64 -1.119239e+01      14
## 2915      F 165.10  1.921894e+00      14
## 2916      F 154.94 -3.997182e+00      14
## 2917      F 160.02  1.112771e+01      14
## 2918      F 162.56 -5.145357e+00      14
## 2919      F 170.18  1.301406e+01      14
## 2920      F 167.64  6.419581e+00      14
## 2921      F 172.72 -1.853608e+00      14
## 2922      F 177.80 -1.451404e+00      14
## 2923      F 165.10  3.801604e+00      14
## 2924      F 165.10  4.106536e+00      14
## 2925      F 165.10  4.008751e+00      14
## 2926      F 162.56  1.187907e+01      14
## 2927      F 167.64  6.656194e+00      14
## 2928      F 162.56 -2.413604e+00      14
## 2929      F 177.80  2.735290e+00      14
## 2930      F 160.02  2.871284e+00      14
## 2931      F 177.80 -2.085089e+00      14
## 2932      F 162.56 -1.484900e+00      14
## 2933      F 160.02  9.357273e+00      14
## 2934      F 170.18  2.890601e+00      14
## 2935      F 165.10 -1.469071e+01      14
## 2936      F 160.02 -7.050697e+00      14
## 2937      F 167.64  1.192158e+01      14
## 2938      F 167.64  1.765463e+01      14
## 2939      F 162.56 -8.586731e-01      14
## 2940      F 162.56  7.224926e+00      14
## 2941      F 177.80 -3.948440e+00      14
## 2942      F 177.80  5.131728e-01      14
## 2943      F 167.64 -1.271496e+01      14
## 2944      F 167.64 -6.074728e+00      14
## 2945      F 167.64 -1.214238e+01      14
## 2946      F 175.26 -1.779118e+00      14
## 2947      F 170.18 -7.077205e-01      14
## 2948      F 165.10 -3.623025e-01      14
## 2949      M 175.26  1.346901e+01      14
## 2950      M 182.88  5.029872e+00      14
## 2951      M 180.34  1.005000e+01      14
## 2952      M 167.64  9.656228e+00      14
## 2953      M 193.04  4.654886e+00      14
## 2954      M 187.96  1.017302e+00      14
## 2955      M 180.34 -4.636500e+00      14
## 2956      M 167.64 -7.847062e+00      14
## 2957      M 172.72  2.411352e+00      14
## 2958      M 170.18  2.202043e+00      14
## 2959      M 177.80  9.836915e+00      14
## 2960      M 165.10 -1.726056e+00      14
## 2961      M 182.88  6.393334e+00      14
## 2962      M 177.80 -1.006324e+01      14
## 2963      M 172.72  4.744876e+00      14
## 2964      M 162.56 -5.811765e+00      14
## 2965      M 185.42 -1.479193e+01      14
## 2966      M 167.64 -4.471616e-01      14
## 2967      M 172.72  5.298675e+00      14
## 2968      M 170.18  4.999796e+00      14
## 2969      M 162.56  4.313201e+00      14
## 2970      M 172.72 -7.094377e+00      14
## 2971      M 185.42 -3.410038e+00      14
## 2972      M 175.26  3.697037e+00      14
## 2973      M 180.34  2.754509e+00      14
## 2974      M 175.26  1.879443e+00      14
## 2975      M 193.04 -1.450545e+00      14
## 2976      M 180.34 -2.641124e+00      14
## 2977      M 175.26  4.892872e-01      14
## 2978      M 180.34  1.240699e+01      14
## 2979      M 167.64 -5.286200e+00      14
## 2980      M 175.26  7.562970e-01      14
## 2981      M 180.34 -2.523684e+00      14
## 2982      M 180.34 -1.295768e+01      14
## 2983      M 180.34 -1.931830e+00      14
## 2984      M 175.26 -2.353352e+00      14
## 2985      M 177.80 -2.439608e+00      14
## 2986      M 175.26  3.618356e+00      14
## 2987      M 172.72 -6.158301e-01      14
## 2988      M 177.80  2.617449e-02      14
## 2989      M 172.72 -1.441654e+01      14
## 2990      M 175.26  1.818811e-01      14
## 2991      M 182.88 -9.598280e-01      14
## 2992      M 177.80 -5.094964e-01      14
## 2993      M 182.88 -3.779026e+00      14
## 2994      M 175.26  7.043956e+00      14
## 2995      M 185.42 -5.535680e+00      14
## 2996      M 180.34 -9.490144e-01      14
## 2997      M 182.88  2.266468e+00      14
## 2998      M 172.72  5.303633e+00      14
## 2999      M 172.72  2.267627e+00      14
## 3000      M 180.34  2.877426e+00      14
## 3001      M 167.64 -2.661342e+00      14
## 3002      M 172.72  1.060913e+01      14
## 3003      M 180.34  2.413947e+00      14
## 3004      M 185.42  2.521278e+00      14
## 3005      M 185.42  5.862341e+00      14
## 3006      M 177.80  1.591811e+01      14
## 3007      M 172.72  3.739168e+00      14
## 3008      M 177.80  1.085812e+00      14
## 3009      M 190.50  1.191750e+00      14
## 3010      M 172.72  6.170686e+00      14
## 3011      M 180.34  3.918985e+00      14
## 3012      M 177.80  1.833254e+00      14
## 3013      M 187.96  1.606351e+01      14
## 3014      M 177.80 -4.785477e+00      14
## 3015      M 190.50  1.550962e+00      14
## 3016      M 190.50 -7.925853e+00      14
## 3017      M 175.26 -1.211756e-01      14
## 3018      M 182.88 -9.509542e-01      14
## 3019      M 180.34 -1.314646e+01      14
## 3020      M 177.80 -1.753018e+00      14
## 3021      M 180.34 -2.332458e+00      14
## 3022      M 172.72  1.434835e+01      14
## 3023      M 177.80  5.204299e+00      14
## 3024      M 190.50  3.974472e+00      14
## 3025      M 182.88  2.725231e+00      14
## 3026      M 167.64 -3.382677e+00      14
## 3027      M 182.88 -5.565699e+00      14
## 3028      M 177.80 -6.138040e+00      14
## 3029      M 175.26  1.902704e+00      14
## 3030      M 182.88 -7.574392e+00      14
## 3031      M 190.50  8.621518e+00      14
## 3032      M 170.18 -5.101013e+00      14
## 3033      M 190.50 -1.394569e+00      14
## 3034      M 187.96 -3.570002e+00      14
## 3035      M 182.88  2.294754e+00      14
## 3036      M 182.88 -2.041980e+00      14
## 3037      M 187.96 -6.419552e+00      14
## 3038      M 182.88 -7.019634e+00      14
## 3039      M 182.88  1.219998e+01      14
## 3040      M 187.96 -2.265289e+00      14
## 3041      M 177.80 -4.593164e+00      14
## 3042      M 167.64  1.398132e+00      14
## 3043      M 172.72 -6.560357e+00      14
## 3044      M 190.50  1.964626e+00      14
## 3045      M 172.72  6.586003e+00      14
## 3046      M 177.80 -4.537849e-01      14
## 3047      M 182.88  5.431603e+00      14
## 3048      M 170.18  5.238421e+00      14
## 3049      M 177.80  3.105780e+00      14
## 3050      M 177.80  2.759348e+00      14
## 3051      M 175.26 -6.507993e+00      14
## 3052      M 182.88 -5.522989e+00      14
## 3053      M 180.34 -4.240246e+00      14
## 3054      M 187.96 -5.685188e+00      14
## 3055      M 190.50  3.145520e+00      14
## 3056      F 162.56 -1.260396e+00      15
## 3057      F 157.48 -7.378665e+00      15
## 3058      F 167.64 -6.244950e+00      15
## 3059      F 165.10  2.963833e+00      15
## 3060      F 152.40  4.780148e-01      15
## 3061      F 154.94  7.064572e+00      15
## 3062      F 165.10 -6.570305e-01      15
## 3063      F 167.64  2.447625e+00      15
## 3064      F 165.10 -6.107511e-01      15
## 3065      F 160.02  5.583686e-01      15
## 3066      F 170.18  7.547225e+00      15
## 3067      F 165.10 -2.162567e+00      15
## 3068      F 157.48 -1.247505e+00      15
## 3069      F 165.10  9.212025e+00      15
## 3070      F 172.72  3.829124e+00      15
## 3071      F 165.10  1.468511e+01      15
## 3072      F 160.02 -3.341609e+00      15
## 3073      F 165.10 -1.356404e+01      15
## 3074      F 157.48  6.421005e-01      15
## 3075      F 165.10  1.531004e+01      15
## 3076      F 167.64 -2.608808e+00      15
## 3077      F 157.48  6.947773e+00      15
## 3078      F 165.10  2.704160e+00      15
## 3079      F 160.02 -3.768762e+00      15
## 3080      F 165.10  4.516716e+00      15
## 3081      F 167.64  7.574183e-01      15
## 3082      F 165.10  4.883870e+00      15
## 3083      F 157.48 -1.918569e+00      15
## 3084      F 165.10  1.032877e+01      15
## 3085      F 167.64  1.331958e+00      15
## 3086      F 165.10  7.496520e+00      15
## 3087      F 154.94  1.004012e+01      15
## 3088      F 165.10  8.482581e+00      15
## 3089      F 167.64  2.994805e+00      15
## 3090      F 165.10 -1.951276e+01      15
## 3091      F 157.48  3.010817e+00      15
## 3092      F 160.02 -2.062407e+00      15
## 3093      F 170.18 -4.144338e+00      15
## 3094      F 152.40 -9.719767e+00      15
## 3095      F 170.18 -4.823809e+00      15
## 3096      F 167.64 -1.689101e+00      15
## 3097      F 157.48 -1.072637e+01      15
## 3098      F 165.10  2.449991e+00      15
## 3099      F 157.48  8.665330e+00      15
## 3100      F 154.94  9.537774e+00      15
## 3101      F 157.48 -4.324054e-01      15
## 3102      F 167.64 -4.891434e+00      15
## 3103      F 152.40 -2.465219e+00      15
## 3104      F 165.10 -2.018415e+00      15
## 3105      F 165.10 -1.162567e+00      15
## 3106      F 154.94  1.088760e+01      15
## 3107      F 162.56  5.405333e+00      15
## 3108      F 172.72 -8.221795e+00      15
## 3109      F 162.56 -8.670831e-01      15
## 3110      F 160.02 -3.060298e+00      15
## 3111      F 157.48 -1.377818e+00      15
## 3112      F 162.56 -8.356688e-01      15
## 3113      F 157.48 -4.630613e-01      15
## 3114      F 162.56 -5.539536e+00      15
## 3115      F 165.10 -1.051494e+01      15
## 3116      F 152.40 -3.837826e+00      15
## 3117      F 165.10  5.515749e-01      15
## 3118      F 177.80  4.314058e+00      15
## 3119      F 160.02 -4.857519e+00      15
## 3120      F 170.18  7.630509e+00      15
## 3121      F 167.64 -5.223098e+00      15
## 3122      F 165.10  1.025292e+01      15
## 3123      F 157.48 -3.898111e+00      15
## 3124      F 172.72 -5.546999e+00      15
## 3125      F 170.18  6.344791e+00      15
## 3126      F 170.18 -2.436517e+00      15
## 3127      F 160.02 -2.108463e+00      15
## 3128      F 170.18 -1.216193e+00      15
## 3129      F 167.64  5.235050e+00      15
## 3130      F 160.02  8.488104e+00      15
## 3131      F 182.88 -5.608690e+00      15
## 3132      F 157.48  7.942913e+00      15
## 3133      F 154.94 -2.414408e+00      15
## 3134      F 167.64 -2.620911e-01      15
## 3135      F 162.56  2.956283e+00      15
## 3136      F 152.40  2.256284e+00      15
## 3137      F 154.94 -1.004822e+01      15
## 3138      F 167.64 -1.401718e+00      15
## 3139      F 167.64  5.838440e+00      15
## 3140      F 167.64 -7.198047e-01      15
## 3141      F 157.48 -5.294020e+00      15
## 3142      F 177.80 -8.438728e+00      15
## 3143      F 165.10  4.654519e+00      15
## 3144      F 162.56  9.544693e+00      15
## 3145      F 160.02  1.229022e+01      15
## 3146      F 165.10 -3.335793e+00      15
## 3147      F 175.26  1.554367e+00      15
## 3148      F 154.94 -4.785608e+00      15
## 3149      F 167.64  1.085436e+01      15
## 3150      F 165.10 -2.037912e+00      15
## 3151      F 154.94  3.653136e-01      15
## 3152      F 160.02  2.974331e+00      15
## 3153      F 162.56 -1.938565e+00      15
## 3154      F 170.18 -3.528090e+00      15
## 3155      F 167.64  3.479207e+00      15
## 3156      F 172.72 -8.464902e+00      15
## 3157      F 177.80 -1.888598e+00      15
## 3158      F 165.10  1.313291e+00      15
## 3159      F 165.10  1.422012e+00      15
## 3160      F 165.10 -4.119276e+00      15
## 3161      F 162.56  4.831118e+00      15
## 3162      F 167.64 -6.705524e+00      15
## 3163      F 162.56  7.862332e-02      15
## 3164      F 177.80 -1.442420e+00      15
## 3165      F 160.02 -1.099136e+01      15
## 3166      F 177.80  5.661431e+00      15
## 3167      F 162.56  3.863235e+00      15
## 3168      F 160.02  7.993749e+00      15
## 3169      F 170.18 -1.382690e+00      15
## 3170      F 165.10 -4.548256e+00      15
## 3171      F 160.02 -4.929276e-02      15
## 3172      F 167.64 -6.117453e+00      15
## 3173      F 167.64 -4.295181e+00      15
## 3174      F 162.56  7.639425e+00      15
## 3175      F 162.56 -9.504331e+00      15
## 3176      F 177.80  9.624146e+00      15
## 3177      F 177.80 -1.793546e+00      15
## 3178      F 167.64 -4.205616e+00      15
## 3179      F 167.64  3.481235e+00      15
## 3180      F 167.64 -9.652609e+00      15
## 3181      F 175.26  5.136280e+00      15
## 3182      F 170.18  5.631636e+00      15
## 3183      F 165.10  1.114985e+01      15
## 3184      M 175.26 -1.082531e+01      15
## 3185      M 182.88 -5.089526e-01      15
## 3186      M 180.34  1.041968e+01      15
## 3187      M 167.64  2.071450e+00      15
## 3188      M 193.04 -2.706328e-01      15
## 3189      M 187.96 -8.687655e+00      15
## 3190      M 180.34 -4.139767e+00      15
## 3191      M 167.64  3.885184e+00      15
## 3192      M 172.72 -5.259422e+00      15
## 3193      M 170.18 -7.172856e+00      15
## 3194      M 177.80  1.037664e+01      15
## 3195      M 165.10 -3.895892e+00      15
## 3196      M 182.88  3.980988e+00      15
## 3197      M 177.80 -2.719577e+00      15
## 3198      M 172.72  1.543101e+01      15
## 3199      M 162.56 -7.846751e-01      15
## 3200      M 185.42  6.877339e+00      15
## 3201      M 167.64 -4.137957e-02      15
## 3202      M 172.72 -2.506403e+00      15
## 3203      M 170.18  4.482238e+00      15
## 3204      M 162.56  1.052483e+01      15
## 3205      M 172.72 -3.047627e+00      15
## 3206      M 185.42  2.753146e+00      15
## 3207      M 175.26 -1.408067e+01      15
## 3208      M 180.34 -2.732963e+00      15
## 3209      M 175.26  8.740559e+00      15
## 3210      M 193.04 -1.048270e+01      15
## 3211      M 180.34  5.828504e+00      15
## 3212      M 175.26 -5.011826e+00      15
## 3213      M 180.34 -6.859400e+00      15
## 3214      M 167.64 -6.798337e+00      15
## 3215      M 175.26  9.506396e+00      15
## 3216      M 180.34 -3.984242e+00      15
## 3217      M 180.34  4.285954e+00      15
## 3218      M 180.34  6.469146e-01      15
## 3219      M 175.26 -7.400219e+00      15
## 3220      M 177.80  1.443598e+00      15
## 3221      M 175.26  4.295761e+00      15
## 3222      M 172.72 -6.987078e+00      15
## 3223      M 177.80  5.550948e+00      15
## 3224      M 172.72  2.832393e+00      15
## 3225      M 175.26  1.623392e+00      15
## 3226      M 182.88  6.523564e+00      15
## 3227      M 177.80  2.424926e+00      15
## 3228      M 182.88  6.528184e-01      15
## 3229      M 175.26  7.209590e+00      15
## 3230      M 185.42 -8.754128e+00      15
## 3231      M 180.34  4.816697e+00      15
## 3232      M 182.88 -7.399506e+00      15
## 3233      M 172.72 -4.962665e+00      15
## 3234      M 172.72  1.201515e+00      15
## 3235      M 180.34 -4.207060e+00      15
## 3236      M 167.64 -1.640497e+00      15
## 3237      M 172.72 -1.178306e+01      15
## 3238      M 180.34  8.586926e+00      15
## 3239      M 185.42  8.258912e+00      15
## 3240      M 185.42 -1.320594e+00      15
## 3241      M 177.80 -5.136943e+00      15
## 3242      M 172.72  1.946295e+00      15
## 3243      M 177.80 -2.945969e+00      15
## 3244      M 190.50 -8.684204e+00      15
## 3245      M 172.72  3.595847e+00      15
## 3246      M 180.34 -6.867183e-01      15
## 3247      M 177.80  4.247831e+00      15
## 3248      M 187.96  2.581600e-01      15
## 3249      M 177.80 -5.133897e+00      15
## 3250      M 190.50  5.491695e+00      15
## 3251      M 190.50  3.617597e+00      15
## 3252      M 175.26 -3.581588e-01      15
## 3253      M 182.88  1.129360e-01      15
## 3254      M 180.34  6.708800e+00      15
## 3255      M 177.80  3.364282e+00      15
## 3256      M 180.34 -7.083863e+00      15
## 3257      M 172.72 -5.091563e+00      15
## 3258      M 177.80  4.326274e+00      15
## 3259      M 190.50 -3.055395e+00      15
## 3260      M 182.88  6.172165e+00      15
## 3261      M 167.64 -1.185346e+01      15
## 3262      M 182.88  1.039601e+00      15
## 3263      M 177.80 -6.490262e+00      15
## 3264      M 175.26  9.420981e+00      15
## 3265      M 182.88  5.452044e+00      15
## 3266      M 190.50  1.750661e+00      15
## 3267      M 170.18  4.285741e+00      15
## 3268      M 190.50  2.794586e+00      15
## 3269      M 187.96  4.200153e-01      15
## 3270      M 182.88  6.595126e+00      15
## 3271      M 182.88  1.848673e+00      15
## 3272      M 187.96  1.486835e+01      15
## 3273      M 182.88  1.190406e+01      15
## 3274      M 182.88 -1.580319e+00      15
## 3275      M 187.96  1.197479e+00      15
## 3276      M 177.80 -1.241763e+01      15
## 3277      M 167.64  5.013054e+00      15
## 3278      M 172.72 -7.119524e+00      15
## 3279      M 190.50 -3.185727e+00      15
## 3280      M 172.72 -2.401605e+00      15
## 3281      M 177.80  5.593861e+00      15
## 3282      M 182.88  6.274280e+00      15
## 3283      M 170.18  1.524554e+00      15
## 3284      M 177.80 -6.224984e+00      15
## 3285      M 177.80  6.947013e+00      15
## 3286      M 175.26 -9.413818e+00      15
## 3287      M 182.88  2.579598e+00      15
## 3288      M 180.34  2.984946e-01      15
## 3289      M 187.96 -2.617022e+00      15
## 3290      M 190.50 -3.753772e+00      15
## 3291      F 162.56 -6.597428e+00      16
## 3292      F 157.48  4.071401e+00      16
## 3293      F 167.64  2.875286e+00      16
## 3294      F 165.10 -7.348697e+00      16
## 3295      F 152.40  1.469389e+01      16
## 3296      F 154.94  7.711535e+00      16
## 3297      F 165.10 -2.094658e-02      16
## 3298      F 167.64  3.148376e+00      16
## 3299      F 165.10  7.648834e+00      16
## 3300      F 160.02  1.869740e+00      16
## 3301      F 170.18  1.099593e+01      16
## 3302      F 165.10 -7.052051e+00      16
## 3303      F 157.48 -1.547648e+00      16
## 3304      F 165.10  5.079557e+00      16
## 3305      F 172.72  3.226109e+00      16
## 3306      F 165.10  1.146143e+00      16
## 3307      F 160.02 -1.372222e+01      16
## 3308      F 165.10  1.327401e+01      16
## 3309      F 157.48  4.602309e+00      16
## 3310      F 165.10  2.354846e+00      16
## 3311      F 167.64  2.614398e+00      16
## 3312      F 157.48  1.026325e+00      16
## 3313      F 165.10 -1.229316e+01      16
## 3314      F 160.02  4.228726e+00      16
## 3315      F 165.10  1.039557e+01      16
## 3316      F 167.64  7.816919e+00      16
## 3317      F 165.10  5.069701e+00      16
## 3318      F 157.48 -2.086736e+00      16
## 3319      F 165.10  1.107033e+01      16
## 3320      F 167.64  4.812607e+00      16
## 3321      F 165.10  1.105806e+01      16
## 3322      F 154.94  1.487770e+01      16
## 3323      F 165.10  6.859456e+00      16
## 3324      F 167.64 -1.303378e+00      16
## 3325      F 165.10  5.969512e+00      16
## 3326      F 157.48 -2.032081e+00      16
## 3327      F 160.02  1.905071e+00      16
## 3328      F 170.18 -1.809644e-01      16
## 3329      F 152.40  3.803954e+00      16
## 3330      F 170.18 -6.288810e+00      16
## 3331      F 167.64  5.880711e+00      16
## 3332      F 157.48 -3.972289e+00      16
## 3333      F 165.10 -8.798389e+00      16
## 3334      F 157.48  1.982148e+00      16
## 3335      F 154.94  1.321938e+01      16
## 3336      F 157.48 -8.316583e+00      16
## 3337      F 167.64 -1.189555e+01      16
## 3338      F 152.40  2.621900e+00      16
## 3339      F 165.10  5.532716e+00      16
## 3340      F 165.10 -5.494756e+00      16
## 3341      F 154.94 -5.115541e+00      16
## 3342      F 162.56  6.765686e+00      16
## 3343      F 172.72  1.234044e+00      16
## 3344      F 162.56 -4.635586e+00      16
## 3345      F 160.02  1.030277e+01      16
## 3346      F 157.48  3.133659e+00      16
## 3347      F 162.56 -2.055233e+00      16
## 3348      F 157.48 -7.516192e+00      16
## 3349      F 162.56 -1.099504e+01      16
## 3350      F 165.10 -3.258176e+00      16
## 3351      F 152.40  2.012782e+00      16
## 3352      F 165.10 -1.039746e+01      16
## 3353      F 177.80  8.658078e+00      16
## 3354      F 160.02 -1.209630e+01      16
## 3355      F 170.18  3.604541e+00      16
## 3356      F 167.64  1.163574e+00      16
## 3357      F 165.10 -1.320682e+01      16
## 3358      F 157.48  8.059795e+00      16
## 3359      F 172.72 -6.631982e+00      16
## 3360      F 170.18  7.777842e-01      16
## 3361      F 170.18  4.603368e+00      16
## 3362      F 160.02  3.508532e+00      16
## 3363      F 170.18 -2.606852e+00      16
## 3364      F 167.64 -1.065534e+01      16
## 3365      F 160.02  2.750945e+00      16
## 3366      F 182.88  1.252453e+00      16
## 3367      F 157.48  5.859299e+00      16
## 3368      F 154.94 -3.802346e+00      16
## 3369      F 167.64  8.161303e+00      16
## 3370      F 162.56  2.546067e+00      16
## 3371      F 152.40  2.043916e+00      16
## 3372      F 154.94  4.385461e+00      16
## 3373      F 167.64  4.935521e+00      16
## 3374      F 167.64 -3.186780e+00      16
## 3375      F 167.64  5.106794e+00      16
## 3376      F 157.48  7.908144e+00      16
## 3377      F 177.80 -3.795808e+00      16
## 3378      F 165.10  1.744883e+00      16
## 3379      F 162.56 -1.942285e+00      16
## 3380      F 160.02 -2.423576e+00      16
## 3381      F 165.10 -4.861122e+00      16
## 3382      F 175.26  3.684365e+00      16
## 3383      F 154.94 -5.182424e+00      16
## 3384      F 167.64  4.298595e+00      16
## 3385      F 165.10 -7.250531e+00      16
## 3386      F 154.94 -2.244479e+00      16
## 3387      F 160.02 -1.849431e+00      16
## 3388      F 162.56 -9.069238e+00      16
## 3389      F 170.18  1.119424e+01      16
## 3390      F 167.64 -1.268782e+01      16
## 3391      F 172.72  5.715543e+00      16
## 3392      F 177.80  1.143979e+01      16
## 3393      F 165.10 -1.939314e+00      16
## 3394      F 165.10 -5.521347e-02      16
## 3395      F 165.10  1.136050e+01      16
## 3396      F 162.56  2.373000e+00      16
## 3397      F 167.64 -8.266241e+00      16
## 3398      F 162.56 -2.029486e+00      16
## 3399      F 177.80 -1.027918e+01      16
## 3400      F 160.02  3.866339e+00      16
## 3401      F 177.80  3.599031e+00      16
## 3402      F 162.56 -1.385434e+00      16
## 3403      F 160.02  2.379417e+00      16
## 3404      F 170.18  1.084610e+01      16
## 3405      F 165.10 -5.794554e-01      16
## 3406      F 160.02 -7.269567e+00      16
## 3407      F 167.64  3.881634e+00      16
## 3408      F 167.64  4.690114e+00      16
## 3409      F 162.56  1.222006e+01      16
## 3410      F 162.56 -5.714238e+00      16
## 3411      F 177.80 -9.950851e+00      16
## 3412      F 177.80  7.045655e+00      16
## 3413      F 167.64  6.751256e+00      16
## 3414      F 167.64  1.161573e+01      16
## 3415      F 167.64 -6.032474e+00      16
## 3416      F 175.26  1.239234e+01      16
## 3417      F 170.18  5.688245e+00      16
## 3418      F 165.10  9.093666e-01      16
## 3419      M 175.26 -1.011107e+01      16
## 3420      M 182.88  3.342291e+00      16
## 3421      M 180.34 -3.299129e+00      16
## 3422      M 167.64 -9.072316e-01      16
## 3423      M 193.04  9.162014e-01      16
## 3424      M 187.96  5.122169e+00      16
## 3425      M 180.34  1.027052e+00      16
## 3426      M 167.64  2.979690e+00      16
## 3427      M 172.72  6.552677e+00      16
## 3428      M 170.18 -1.686015e+00      16
## 3429      M 177.80 -1.551399e+00      16
## 3430      M 165.10 -5.160476e+00      16
## 3431      M 182.88  3.610321e+00      16
## 3432      M 177.80 -8.318692e+00      16
## 3433      M 172.72 -1.118153e+01      16
## 3434      M 162.56 -3.593064e+00      16
## 3435      M 185.42 -2.881759e-01      16
## 3436      M 167.64  2.501879e+00      16
## 3437      M 172.72 -7.254779e+00      16
## 3438      M 170.18  1.390704e+01      16
## 3439      M 162.56 -3.097139e+00      16
## 3440      M 172.72 -3.328161e+00      16
## 3441      M 185.42 -5.838970e+00      16
## 3442      M 175.26 -7.056914e+00      16
## 3443      M 180.34 -7.711544e+00      16
## 3444      M 175.26  8.066271e+00      16
## 3445      M 193.04 -3.817442e+00      16
## 3446      M 180.34  6.844824e-01      16
## 3447      M 175.26 -1.281534e+01      16
## 3448      M 180.34  2.433872e+00      16
## 3449      M 167.64  6.149243e+00      16
## 3450      M 175.26 -9.254399e+00      16
## 3451      M 180.34  3.447428e+00      16
## 3452      M 180.34 -8.299748e+00      16
## 3453      M 180.34 -5.933650e-02      16
## 3454      M 175.26  1.390345e+00      16
## 3455      M 177.80  2.463676e+00      16
## 3456      M 175.26  7.861312e+00      16
## 3457      M 172.72  2.227903e+00      16
## 3458      M 177.80 -1.219237e+01      16
## 3459      M 172.72  9.027543e+00      16
## 3460      M 175.26 -3.331971e+00      16
## 3461      M 182.88 -5.414128e+00      16
## 3462      M 177.80 -2.877947e+00      16
## 3463      M 182.88 -8.459936e-01      16
## 3464      M 175.26  2.988547e+00      16
## 3465      M 185.42  4.034679e+00      16
## 3466      M 180.34  1.783654e+01      16
## 3467      M 182.88 -3.197021e+00      16
## 3468      M 172.72  2.838017e+00      16
## 3469      M 172.72  1.087989e+00      16
## 3470      M 180.34  3.283794e-01      16
## 3471      M 167.64 -6.952927e+00      16
## 3472      M 172.72 -1.537982e+01      16
## 3473      M 180.34  1.979576e+00      16
## 3474      M 185.42  5.419821e-01      16
## 3475      M 185.42 -9.501859e-01      16
## 3476      M 177.80  8.099052e+00      16
## 3477      M 172.72 -8.047545e-01      16
## 3478      M 177.80  9.714156e+00      16
## 3479      M 190.50 -2.898451e+00      16
## 3480      M 172.72  1.408635e+00      16
## 3481      M 180.34 -5.330466e-01      16
## 3482      M 177.80  3.329707e+00      16
## 3483      M 187.96 -6.864851e-01      16
## 3484      M 177.80  6.679457e+00      16
## 3485      M 190.50 -1.714299e+00      16
## 3486      M 190.50  1.601721e+00      16
## 3487      M 175.26  1.932924e+00      16
## 3488      M 182.88 -3.204886e+00      16
## 3489      M 180.34 -1.320253e+00      16
## 3490      M 177.80 -1.138659e+01      16
## 3491      M 180.34 -1.156258e+01      16
## 3492      M 172.72 -5.555472e+00      16
## 3493      M 177.80 -7.193573e+00      16
## 3494      M 190.50  5.402124e+00      16
## 3495      M 182.88 -1.185489e+00      16
## 3496      M 167.64  7.778488e+00      16
## 3497      M 182.88 -4.746778e+00      16
## 3498      M 177.80  5.826640e+00      16
## 3499      M 175.26 -2.317757e+00      16
## 3500      M 182.88  7.201926e+00      16
## 3501      M 190.50  7.237645e+00      16
## 3502      M 170.18  1.168871e+01      16
## 3503      M 190.50  2.755902e+00      16
## 3504      M 187.96 -2.555184e+00      16
## 3505      M 182.88  1.884791e+00      16
## 3506      M 182.88  3.099854e+00      16
## 3507      M 187.96  2.254342e+01      16
## 3508      M 182.88 -2.208736e+00      16
## 3509      M 182.88 -2.621339e+00      16
## 3510      M 187.96 -4.830642e-01      16
## 3511      M 177.80  2.218289e+00      16
## 3512      M 167.64 -1.328670e+00      16
## 3513      M 172.72  4.718278e-01      16
## 3514      M 190.50 -2.569111e-01      16
## 3515      M 172.72 -1.205344e+00      16
## 3516      M 177.80 -5.690994e+00      16
## 3517      M 182.88  9.596284e+00      16
## 3518      M 170.18 -2.303435e-01      16
## 3519      M 177.80  1.776623e+00      16
## 3520      M 177.80  1.384272e+01      16
## 3521      M 175.26  1.489816e+00      16
## 3522      M 182.88  6.803758e+00      16
## 3523      M 180.34  4.138214e+00      16
## 3524      M 187.96 -6.269926e+00      16
## 3525      M 190.50  8.448385e+00      16
## 3526      F 162.56  7.054129e-01      17
## 3527      F 157.48  5.314700e+00      17
## 3528      F 167.64  5.930375e+00      17
## 3529      F 165.10 -6.890235e+00      17
## 3530      F 152.40 -5.619334e+00      17
## 3531      F 154.94 -1.335629e+01      17
## 3532      F 165.10  7.416898e+00      17
## 3533      F 167.64 -4.435769e+00      17
## 3534      F 165.10 -1.121514e+01      17
## 3535      F 160.02 -9.040562e-01      17
## 3536      F 170.18 -1.390482e+01      17
## 3537      F 165.10  3.797021e+00      17
## 3538      F 157.48 -3.865149e-01      17
## 3539      F 165.10  1.522310e+00      17
## 3540      F 172.72 -3.417463e+00      17
## 3541      F 165.10  1.319190e+01      17
## 3542      F 160.02 -4.814814e+00      17
## 3543      F 165.10 -5.162400e+00      17
## 3544      F 157.48  8.569377e-01      17
## 3545      F 165.10 -3.200166e+00      17
## 3546      F 167.64 -1.004760e+01      17
## 3547      F 157.48  1.082776e+01      17
## 3548      F 165.10  2.042705e+00      17
## 3549      F 160.02 -7.421281e+00      17
## 3550      F 165.10  1.793095e+00      17
## 3551      F 167.64 -9.985161e-01      17
## 3552      F 165.10  3.588694e+00      17
## 3553      F 157.48  2.819195e+00      17
## 3554      F 165.10 -3.054161e+00      17
## 3555      F 167.64  1.152953e+01      17
## 3556      F 165.10  6.460065e+00      17
## 3557      F 154.94  7.330053e-01      17
## 3558      F 165.10 -2.091759e+00      17
## 3559      F 167.64  6.900840e+00      17
## 3560      F 165.10  1.015436e+01      17
## 3561      F 157.48 -2.600339e-01      17
## 3562      F 160.02  5.359475e+00      17
## 3563      F 170.18 -1.440294e+01      17
## 3564      F 152.40  1.056260e+01      17
## 3565      F 170.18  6.990745e+00      17
## 3566      F 167.64  3.502407e+00      17
## 3567      F 157.48  5.285856e+00      17
## 3568      F 165.10 -7.508624e+00      17
## 3569      F 157.48  4.065201e+00      17
## 3570      F 154.94 -9.736559e+00      17
## 3571      F 157.48 -1.095500e+00      17
## 3572      F 167.64 -3.077898e+00      17
## 3573      F 152.40 -5.853489e+00      17
## 3574      F 165.10  9.198603e+00      17
## 3575      F 165.10 -3.195141e+00      17
## 3576      F 154.94  9.403378e+00      17
## 3577      F 162.56 -1.667532e+00      17
## 3578      F 172.72 -8.872600e+00      17
## 3579      F 162.56  3.439844e+00      17
## 3580      F 160.02 -3.330480e+00      17
## 3581      F 157.48  4.231848e+00      17
## 3582      F 162.56  2.188274e+00      17
## 3583      F 157.48 -1.909378e+00      17
## 3584      F 162.56 -1.218512e+00      17
## 3585      F 165.10  7.499266e+00      17
## 3586      F 152.40  6.334045e+00      17
## 3587      F 165.10  1.235873e+01      17
## 3588      F 177.80  6.320886e+00      17
## 3589      F 160.02  7.462713e+00      17
## 3590      F 170.18  4.061048e+00      17
## 3591      F 167.64 -5.876706e+00      17
## 3592      F 165.10  3.677449e+00      17
## 3593      F 157.48  9.533142e+00      17
## 3594      F 172.72  1.957045e+00      17
## 3595      F 170.18  5.543653e+00      17
## 3596      F 170.18  4.921449e+00      17
## 3597      F 160.02 -1.662486e+01      17
## 3598      F 170.18  1.602326e+01      17
## 3599      F 167.64 -9.394590e+00      17
## 3600      F 160.02  6.010450e+00      17
## 3601      F 182.88  8.636543e+00      17
## 3602      F 157.48  3.356484e+00      17
## 3603      F 154.94 -2.738938e+00      17
## 3604      F 167.64  2.027148e+00      17
## 3605      F 162.56 -1.400942e+01      17
## 3606      F 152.40  1.728213e+00      17
## 3607      F 154.94  1.096727e+01      17
## 3608      F 167.64 -7.029419e-01      17
## 3609      F 167.64 -4.321790e+00      17
## 3610      F 167.64  6.324086e+00      17
## 3611      F 157.48 -1.405632e+00      17
## 3612      F 177.80  3.840248e+00      17
## 3613      F 165.10  9.327518e+00      17
## 3614      F 162.56 -9.038728e+00      17
## 3615      F 160.02  4.053484e+00      17
## 3616      F 165.10  7.617694e+00      17
## 3617      F 175.26 -1.304483e+01      17
## 3618      F 154.94  2.198561e+00      17
## 3619      F 167.64 -5.149032e-01      17
## 3620      F 165.10  9.069492e+00      17
## 3621      F 154.94  3.006069e+00      17
## 3622      F 160.02 -9.577759e+00      17
## 3623      F 162.56 -6.423510e+00      17
## 3624      F 170.18  1.298693e-01      17
## 3625      F 167.64 -2.716439e+00      17
## 3626      F 172.72 -7.549929e-01      17
## 3627      F 177.80 -6.241575e+00      17
## 3628      F 165.10  1.579161e+01      17
## 3629      F 165.10  7.785985e+00      17
## 3630      F 165.10  3.193121e+00      17
## 3631      F 162.56 -1.277375e+01      17
## 3632      F 167.64 -5.446146e+00      17
## 3633      F 162.56  2.758819e+00      17
## 3634      F 177.80  2.346712e+00      17
## 3635      F 160.02 -1.674165e+00      17
## 3636      F 177.80 -4.723512e+00      17
## 3637      F 162.56 -1.640308e+00      17
## 3638      F 160.02  2.401002e+00      17
## 3639      F 170.18  5.740893e+00      17
## 3640      F 165.10 -2.873577e+00      17
## 3641      F 160.02 -5.536331e+00      17
## 3642      F 167.64  9.406885e+00      17
## 3643      F 167.64 -3.225708e+00      17
## 3644      F 162.56 -4.456134e+00      17
## 3645      F 162.56 -3.751617e+00      17
## 3646      F 177.80 -6.764895e-02      17
## 3647      F 177.80 -2.199970e+00      17
## 3648      F 167.64  4.687514e+00      17
## 3649      F 167.64 -6.064140e+00      17
## 3650      F 167.64 -1.587727e+00      17
## 3651      F 175.26 -2.188593e+00      17
## 3652      F 170.18  2.488095e+00      17
## 3653      F 165.10 -2.896719e+00      17
## 3654      M 175.26 -3.308388e+00      17
## 3655      M 182.88 -1.983113e+00      17
## 3656      M 180.34 -6.749394e+00      17
## 3657      M 167.64 -5.107283e+00      17
## 3658      M 193.04 -4.090214e-01      17
## 3659      M 187.96  3.035568e+00      17
## 3660      M 180.34 -8.770218e+00      17
## 3661      M 167.64 -5.673549e-01      17
## 3662      M 172.72 -9.146546e+00      17
## 3663      M 170.18 -1.232695e+01      17
## 3664      M 177.80 -1.694385e+01      17
## 3665      M 165.10 -3.124546e+00      17
## 3666      M 182.88 -7.603048e+00      17
## 3667      M 177.80  8.659010e+00      17
## 3668      M 172.72  1.200187e+01      17
## 3669      M 162.56 -3.366618e-01      17
## 3670      M 185.42  3.126973e+00      17
## 3671      M 167.64  8.890939e+00      17
## 3672      M 172.72  1.111150e+00      17
## 3673      M 170.18 -6.051077e+00      17
## 3674      M 162.56  6.611142e+00      17
## 3675      M 172.72  2.825187e+00      17
## 3676      M 185.42  1.141796e+01      17
## 3677      M 175.26 -1.008668e+01      17
## 3678      M 180.34  1.277457e+00      17
## 3679      M 175.26  1.020944e+01      17
## 3680      M 193.04  3.096324e+00      17
## 3681      M 180.34  1.043716e+01      17
## 3682      M 175.26 -7.510038e+00      17
## 3683      M 180.34 -4.811309e+00      17
## 3684      M 167.64 -6.084591e+00      17
## 3685      M 175.26  5.463076e+00      17
## 3686      M 180.34 -5.127287e+00      17
## 3687      M 180.34 -4.802756e+00      17
## 3688      M 180.34 -3.985612e+00      17
## 3689      M 175.26  4.560712e+00      17
## 3690      M 177.80 -4.510380e+00      17
## 3691      M 175.26 -4.181516e+00      17
## 3692      M 172.72 -3.787625e-01      17
## 3693      M 177.80 -8.916447e+00      17
## 3694      M 172.72  1.897071e+00      17
## 3695      M 175.26  1.824924e+00      17
## 3696      M 182.88 -4.442325e+00      17
## 3697      M 177.80 -1.716819e+00      17
## 3698      M 182.88  1.748887e+00      17
## 3699      M 175.26 -3.185180e+00      17
## 3700      M 185.42 -7.568759e-01      17
## 3701      M 180.34  1.363724e+01      17
## 3702      M 182.88 -2.105395e+00      17
## 3703      M 172.72 -6.626979e-01      17
## 3704      M 172.72 -8.415739e+00      17
## 3705      M 180.34 -1.633097e+00      17
## 3706      M 167.64 -2.929510e+00      17
## 3707      M 172.72  8.693241e+00      17
## 3708      M 180.34  2.086898e+00      17
## 3709      M 185.42 -8.357105e-01      17
## 3710      M 185.42  1.164672e+00      17
## 3711      M 177.80 -2.058601e+00      17
## 3712      M 172.72 -9.694056e-01      17
## 3713      M 177.80  2.586511e-02      17
## 3714      M 190.50  2.780254e+00      17
## 3715      M 172.72  1.619667e+00      17
## 3716      M 180.34  4.808513e-01      17
## 3717      M 177.80 -9.034551e+00      17
## 3718      M 187.96 -1.742753e+00      17
## 3719      M 177.80 -4.087153e+00      17
## 3720      M 190.50 -1.495597e+01      17
## 3721      M 190.50  1.437004e-01      17
## 3722      M 175.26 -6.406053e+00      17
## 3723      M 182.88 -6.202035e+00      17
## 3724      M 180.34  1.412336e+01      17
## 3725      M 177.80 -1.769780e+00      17
## 3726      M 180.34  2.418061e+01      17
## 3727      M 172.72  1.207965e+00      17
## 3728      M 177.80 -7.566477e+00      17
## 3729      M 190.50  4.728931e-02      17
## 3730      M 182.88  2.628854e+00      17
## 3731      M 167.64 -1.583893e+01      17
## 3732      M 182.88  5.849277e+00      17
## 3733      M 177.80 -6.630862e-02      17
## 3734      M 175.26  2.368594e+00      17
## 3735      M 182.88  1.236932e+01      17
## 3736      M 190.50 -4.255044e+00      17
## 3737      M 170.18 -5.771738e+00      17
## 3738      M 190.50 -1.090635e+00      17
## 3739      M 187.96  6.785904e+00      17
## 3740      M 182.88 -8.736382e+00      17
## 3741      M 182.88  7.243187e+00      17
## 3742      M 187.96 -6.034277e+00      17
## 3743      M 182.88 -5.464774e+00      17
## 3744      M 182.88  1.499720e+00      17
## 3745      M 187.96  5.221551e-01      17
## 3746      M 177.80  7.275923e+00      17
## 3747      M 167.64 -2.738540e+00      17
## 3748      M 172.72  7.437586e+00      17
## 3749      M 190.50  5.786115e+00      17
## 3750      M 172.72 -1.284176e+01      17
## 3751      M 177.80 -7.464827e+00      17
## 3752      M 182.88 -6.632269e+00      17
## 3753      M 170.18  5.225615e+00      17
## 3754      M 177.80 -3.169649e+00      17
## 3755      M 177.80 -6.396967e+00      17
## 3756      M 175.26 -1.001895e+01      17
## 3757      M 182.88  1.848318e+00      17
## 3758      M 180.34  7.516626e+00      17
## 3759      M 187.96 -4.152686e+00      17
## 3760      M 190.50 -2.243486e+01      17
## 3761      F 162.56  1.166624e+00      18
## 3762      F 157.48 -6.318249e+00      18
## 3763      F 167.64  2.727531e+00      18
## 3764      F 165.10 -5.935691e+00      18
## 3765      F 152.40  4.318191e+00      18
## 3766      F 154.94  4.212825e+00      18
## 3767      F 165.10  7.873042e-01      18
## 3768      F 167.64  8.098418e+00      18
## 3769      F 165.10 -7.092986e+00      18
## 3770      F 160.02 -6.150571e+00      18
## 3771      F 170.18 -1.152848e+01      18
## 3772      F 165.10 -4.109439e+00      18
## 3773      F 157.48  6.767110e+00      18
## 3774      F 165.10 -5.086967e+00      18
## 3775      F 172.72  8.616361e+00      18
## 3776      F 165.10  3.869716e+00      18
## 3777      F 160.02 -1.020315e+01      18
## 3778      F 165.10 -3.909458e+00      18
## 3779      F 157.48  3.855746e+00      18
## 3780      F 165.10 -9.638534e+00      18
## 3781      F 167.64  4.834275e+00      18
## 3782      F 157.48 -5.365564e+00      18
## 3783      F 165.10 -2.674799e+00      18
## 3784      F 160.02  1.144186e+01      18
## 3785      F 165.10 -3.941574e+00      18
## 3786      F 167.64 -1.074305e+01      18
## 3787      F 165.10 -3.193069e+00      18
## 3788      F 157.48 -5.668624e+00      18
## 3789      F 165.10 -6.364417e-01      18
## 3790      F 167.64  3.070406e-01      18
## 3791      F 165.10 -5.737250e-01      18
## 3792      F 154.94 -9.057305e+00      18
## 3793      F 165.10  3.269715e+00      18
## 3794      F 167.64  1.014266e+01      18
## 3795      F 165.10 -1.046294e+00      18
## 3796      F 157.48  1.101827e+01      18
## 3797      F 160.02 -2.011257e+01      18
## 3798      F 170.18 -5.009755e+00      18
## 3799      F 152.40  3.103796e+00      18
## 3800      F 170.18 -6.020048e-01      18
## 3801      F 167.64  1.083498e+00      18
## 3802      F 157.48  1.930813e+00      18
## 3803      F 165.10  4.380706e+00      18
## 3804      F 157.48 -5.619252e+00      18
## 3805      F 154.94  4.200468e+00      18
## 3806      F 157.48  7.587994e-01      18
## 3807      F 167.64  1.931971e+00      18
## 3808      F 152.40  5.662832e+00      18
## 3809      F 165.10  6.444997e-02      18
## 3810      F 165.10  4.455637e+00      18
## 3811      F 154.94  6.626879e+00      18
## 3812      F 162.56  1.082995e+01      18
## 3813      F 172.72 -1.676747e+01      18
## 3814      F 162.56  7.656766e+00      18
## 3815      F 160.02 -5.827721e+00      18
## 3816      F 157.48  4.579831e+00      18
## 3817      F 162.56  8.338004e+00      18
## 3818      F 157.48 -4.958483e+00      18
## 3819      F 162.56  2.292666e+00      18
## 3820      F 165.10  4.900869e+00      18
## 3821      F 152.40 -7.110374e+00      18
## 3822      F 165.10 -7.960691e+00      18
## 3823      F 177.80 -3.816244e+00      18
## 3824      F 160.02  2.683591e+00      18
## 3825      F 170.18 -9.233416e+00      18
## 3826      F 167.64 -5.765925e+00      18
## 3827      F 165.10 -3.140217e+00      18
## 3828      F 157.48 -7.187393e+00      18
## 3829      F 172.72 -1.987261e+00      18
## 3830      F 170.18  2.462851e+00      18
## 3831      F 170.18 -2.125582e+00      18
## 3832      F 160.02 -1.356247e+00      18
## 3833      F 170.18  4.374208e-01      18
## 3834      F 167.64 -2.757736e+00      18
## 3835      F 160.02 -5.205503e+00      18
## 3836      F 182.88  3.143875e+00      18
## 3837      F 157.48 -7.945146e+00      18
## 3838      F 154.94  6.243143e+00      18
## 3839      F 167.64  9.794042e+00      18
## 3840      F 162.56 -3.217493e+00      18
## 3841      F 152.40  1.281328e+01      18
## 3842      F 154.94 -1.152709e+01      18
## 3843      F 167.64  7.789966e+00      18
## 3844      F 167.64  3.871105e+00      18
## 3845      F 167.64  4.414231e+00      18
## 3846      F 157.48  2.537200e+00      18
## 3847      F 177.80 -1.612017e+00      18
## 3848      F 165.10 -7.142245e-01      18
## 3849      F 162.56 -7.007664e+00      18
## 3850      F 160.02 -7.897666e+00      18
## 3851      F 165.10 -6.305256e+00      18
## 3852      F 175.26 -1.171998e+01      18
## 3853      F 154.94 -8.745347e-01      18
## 3854      F 167.64  7.333744e+00      18
## 3855      F 165.10  3.687764e+00      18
## 3856      F 154.94 -9.055340e-01      18
## 3857      F 160.02  3.076725e+00      18
## 3858      F 162.56  5.359642e-01      18
## 3859      F 170.18  2.108638e+00      18
## 3860      F 167.64 -8.294060e+00      18
## 3861      F 172.72  1.372137e+01      18
## 3862      F 177.80 -2.180767e+00      18
## 3863      F 165.10 -5.062774e+00      18
## 3864      F 165.10  1.126208e+01      18
## 3865      F 165.10 -3.474009e+00      18
## 3866      F 162.56  1.103516e+01      18
## 3867      F 167.64  2.173447e+00      18
## 3868      F 162.56 -2.851397e+00      18
## 3869      F 177.80 -9.485257e+00      18
## 3870      F 160.02  1.284142e+01      18
## 3871      F 177.80 -2.627695e+00      18
## 3872      F 162.56  1.062886e+01      18
## 3873      F 160.02  2.394523e+00      18
## 3874      F 170.18  1.506212e+00      18
## 3875      F 165.10  7.413248e-01      18
## 3876      F 160.02  1.230090e+00      18
## 3877      F 167.64 -3.117718e+00      18
## 3878      F 167.64 -7.883277e+00      18
## 3879      F 162.56 -1.361827e+00      18
## 3880      F 162.56 -5.274377e+00      18
## 3881      F 177.80 -1.562768e-01      18
## 3882      F 177.80  6.698015e+00      18
## 3883      F 167.64  1.185552e+01      18
## 3884      F 167.64  7.262035e+00      18
## 3885      F 167.64  8.490198e+00      18
## 3886      F 175.26 -9.079217e+00      18
## 3887      F 170.18  8.522319e+00      18
## 3888      F 165.10  8.971360e+00      18
## 3889      M 175.26 -2.325113e+00      18
## 3890      M 182.88  1.963279e+00      18
## 3891      M 180.34  3.533494e+00      18
## 3892      M 167.64  9.328051e-01      18
## 3893      M 193.04  7.840429e+00      18
## 3894      M 187.96  3.486119e+00      18
## 3895      M 180.34 -4.251291e+00      18
## 3896      M 167.64  1.030749e+01      18
## 3897      M 172.72  7.902589e+00      18
## 3898      M 170.18 -4.909914e+00      18
## 3899      M 177.80 -3.694749e+00      18
## 3900      M 165.10 -1.148572e+01      18
## 3901      M 182.88  5.172205e+00      18
## 3902      M 177.80  5.563523e+00      18
## 3903      M 172.72 -2.881072e+00      18
## 3904      M 162.56 -1.131195e+01      18
## 3905      M 185.42  3.977614e+00      18
## 3906      M 167.64 -1.091331e+01      18
## 3907      M 172.72 -5.550709e+00      18
## 3908      M 170.18 -1.992611e+00      18
## 3909      M 162.56 -5.705983e+00      18
## 3910      M 172.72  6.249865e+00      18
## 3911      M 185.42 -2.361209e+00      18
## 3912      M 175.26 -4.814437e+00      18
## 3913      M 180.34  2.523435e+00      18
## 3914      M 175.26  1.962015e+00      18
## 3915      M 193.04  3.379411e-01      18
## 3916      M 180.34  1.849243e+00      18
## 3917      M 175.26  2.952111e+00      18
## 3918      M 180.34  8.010304e-01      18
## 3919      M 167.64  7.584329e+00      18
## 3920      M 175.26  2.654281e+00      18
## 3921      M 180.34  4.983319e+00      18
## 3922      M 180.34 -4.777391e+00      18
## 3923      M 180.34 -3.076029e+00      18
## 3924      M 175.26 -1.302016e+01      18
## 3925      M 177.80  2.195999e+00      18
## 3926      M 175.26 -7.966624e+00      18
## 3927      M 172.72 -2.841891e+00      18
## 3928      M 177.80  5.466021e+00      18
## 3929      M 172.72  5.497287e+00      18
## 3930      M 175.26  8.566390e+00      18
## 3931      M 182.88  2.115849e+00      18
## 3932      M 177.80 -1.265160e+00      18
## 3933      M 182.88  1.528242e+00      18
## 3934      M 175.26 -1.720347e+01      18
## 3935      M 185.42  4.598468e-01      18
## 3936      M 180.34 -3.017950e+00      18
## 3937      M 182.88 -1.710125e+00      18
## 3938      M 172.72 -1.036747e+00      18
## 3939      M 172.72  5.180218e-01      18
## 3940      M 180.34 -1.077345e+01      18
## 3941      M 167.64 -1.099911e+00      18
## 3942      M 172.72  4.336928e-01      18
## 3943      M 180.34 -6.753312e+00      18
## 3944      M 185.42 -1.611587e+00      18
## 3945      M 185.42  5.722349e+00      18
## 3946      M 177.80 -9.467439e-01      18
## 3947      M 172.72 -1.109376e+01      18
## 3948      M 177.80  3.305760e-01      18
## 3949      M 190.50  3.501387e+00      18
## 3950      M 172.72  4.708991e+00      18
## 3951      M 180.34 -7.923235e-01      18
## 3952      M 177.80  5.062871e+00      18
## 3953      M 187.96 -2.380069e+00      18
## 3954      M 177.80  1.554632e+00      18
## 3955      M 190.50  1.608191e+01      18
## 3956      M 190.50  6.863421e+00      18
## 3957      M 175.26  2.923904e+00      18
## 3958      M 182.88 -3.223383e+00      18
## 3959      M 180.34  8.433799e+00      18
## 3960      M 177.80 -6.436360e+00      18
## 3961      M 180.34  8.186289e+00      18
## 3962      M 172.72 -5.460380e+00      18
## 3963      M 177.80  2.142046e-01      18
## 3964      M 190.50 -9.420748e+00      18
## 3965      M 182.88 -3.793738e+00      18
## 3966      M 167.64 -5.027316e+00      18
## 3967      M 182.88  9.736150e-01      18
## 3968      M 177.80 -1.294975e+01      18
## 3969      M 175.26  7.512065e+00      18
## 3970      M 182.88  2.367250e-01      18
## 3971      M 190.50 -2.016315e+00      18
## 3972      M 170.18 -5.268822e+00      18
## 3973      M 190.50 -1.233426e+00      18
## 3974      M 187.96  9.123878e+00      18
## 3975      M 182.88  1.607093e+01      18
## 3976      M 182.88  2.981083e+00      18
## 3977      M 187.96  1.061248e+00      18
## 3978      M 182.88  2.949192e-04      18
## 3979      M 182.88 -5.762943e+00      18
## 3980      M 187.96  4.447740e+00      18
## 3981      M 177.80  4.384746e-01      18
## 3982      M 167.64 -5.364432e+00      18
## 3983      M 172.72 -8.460283e+00      18
## 3984      M 190.50 -5.072748e-01      18
## 3985      M 172.72 -3.087260e-02      18
## 3986      M 177.80 -1.607780e+01      18
## 3987      M 182.88 -1.045308e+01      18
## 3988      M 170.18 -8.072521e+00      18
## 3989      M 177.80 -1.408783e+01      18
## 3990      M 177.80  1.011257e+01      18
## 3991      M 175.26 -5.125852e+00      18
## 3992      M 182.88 -7.616284e+00      18
## 3993      M 180.34  6.889763e+00      18
## 3994      M 187.96  4.239453e+00      18
## 3995      M 190.50 -8.878415e+00      18
## 3996      F 162.56 -1.059894e+01      19
## 3997      F 157.48 -3.245626e+00      19
## 3998      F 167.64  4.278028e+00      19
## 3999      F 165.10 -3.612003e+00      19
## 4000      F 152.40 -2.706482e+00      19
## 4001      F 154.94 -5.046316e+00      19
## 4002      F 165.10 -5.918432e+00      19
## 4003      F 167.64 -1.419019e+00      19
## 4004      F 165.10  2.133888e+00      19
## 4005      F 160.02  4.166200e+00      19
## 4006      F 170.18  2.659094e+00      19
## 4007      F 165.10  8.713147e+00      19
## 4008      F 157.48  4.632220e+00      19
## 4009      F 165.10  2.784732e+00      19
## 4010      F 172.72 -5.590539e+00      19
## 4011      F 165.10 -1.385595e+01      19
## 4012      F 160.02 -5.008358e+00      19
## 4013      F 165.10 -2.477394e+00      19
## 4014      F 157.48  1.352656e+01      19
## 4015      F 165.10 -6.741729e+00      19
## 4016      F 167.64 -7.193699e+00      19
## 4017      F 157.48 -3.263015e+00      19
## 4018      F 165.10  2.762729e-01      19
## 4019      F 160.02  5.397026e+00      19
## 4020      F 165.10  6.969259e+00      19
## 4021      F 167.64  1.788727e+00      19
## 4022      F 165.10  4.361265e+00      19
## 4023      F 157.48 -7.292590e+00      19
## 4024      F 165.10 -2.432207e+00      19
## 4025      F 167.64 -4.498807e-01      19
## 4026      F 165.10  2.535468e+00      19
## 4027      F 154.94 -1.130438e+01      19
## 4028      F 165.10 -1.377732e+01      19
## 4029      F 167.64 -4.711056e+00      19
## 4030      F 165.10  1.142013e+00      19
## 4031      F 157.48  3.772495e+00      19
## 4032      F 160.02 -9.234230e+00      19
## 4033      F 170.18  6.009712e-01      19
## 4034      F 152.40  2.501915e+00      19
## 4035      F 170.18  3.447654e+00      19
## 4036      F 167.64  1.046116e+01      19
## 4037      F 157.48  7.518220e-01      19
## 4038      F 165.10 -1.132861e+01      19
## 4039      F 157.48  7.254012e+00      19
## 4040      F 154.94  7.726676e+00      19
## 4041      F 157.48  1.049217e+01      19
## 4042      F 167.64 -6.272894e+00      19
## 4043      F 152.40  4.130274e+00      19
## 4044      F 165.10  8.974887e+00      19
## 4045      F 165.10 -4.368464e+00      19
## 4046      F 154.94  4.307045e+00      19
## 4047      F 162.56  3.213331e+00      19
## 4048      F 172.72  9.253778e+00      19
## 4049      F 162.56 -7.931550e+00      19
## 4050      F 160.02 -6.352495e+00      19
## 4051      F 157.48 -8.379809e+00      19
## 4052      F 162.56 -2.251598e+00      19
## 4053      F 157.48  8.956785e+00      19
## 4054      F 162.56  1.077163e-01      19
## 4055      F 165.10  9.105317e+00      19
## 4056      F 152.40  4.770100e+00      19
## 4057      F 165.10 -2.540696e+00      19
## 4058      F 177.80 -4.413032e+00      19
## 4059      F 160.02  1.379989e+01      19
## 4060      F 170.18  2.147639e+00      19
## 4061      F 167.64  3.258959e+00      19
## 4062      F 165.10 -7.863914e+00      19
## 4063      F 157.48 -1.156393e+01      19
## 4064      F 172.72 -1.465224e+01      19
## 4065      F 170.18  3.358464e-01      19
## 4066      F 170.18 -4.275917e+00      19
## 4067      F 160.02 -6.853968e+00      19
## 4068      F 170.18 -4.790399e+00      19
## 4069      F 167.64 -4.396900e+00      19
## 4070      F 160.02  1.070638e+00      19
## 4071      F 182.88 -8.475908e+00      19
## 4072      F 157.48 -2.020679e+00      19
## 4073      F 154.94 -2.784059e+00      19
## 4074      F 167.64  6.276681e+00      19
## 4075      F 162.56 -6.674802e+00      19
## 4076      F 152.40 -2.170381e+00      19
## 4077      F 154.94  2.509290e+00      19
## 4078      F 167.64  3.437477e+00      19
## 4079      F 167.64  3.389332e+00      19
## 4080      F 167.64  5.632338e-01      19
## 4081      F 157.48  2.594056e+00      19
## 4082      F 177.80 -1.001544e+01      19
## 4083      F 165.10  6.193363e+00      19
## 4084      F 162.56  4.267296e+00      19
## 4085      F 160.02  1.084632e+01      19
## 4086      F 165.10  5.676098e+00      19
## 4087      F 175.26 -2.717829e+00      19
## 4088      F 154.94  7.002808e+00      19
## 4089      F 167.64  1.080962e+01      19
## 4090      F 165.10 -4.020275e+00      19
## 4091      F 154.94  8.385055e+00      19
## 4092      F 160.02 -1.092656e+01      19
## 4093      F 162.56  2.218313e+00      19
## 4094      F 170.18  7.040386e+00      19
## 4095      F 167.64 -8.555615e+00      19
## 4096      F 172.72  3.814247e+00      19
## 4097      F 177.80 -3.281009e+00      19
## 4098      F 165.10 -4.648731e+00      19
## 4099      F 165.10  2.550473e+00      19
## 4100      F 165.10 -4.858929e+00      19
## 4101      F 162.56 -3.438504e+00      19
## 4102      F 167.64  3.498906e+00      19
## 4103      F 162.56  4.356226e+00      19
## 4104      F 177.80  7.266251e+00      19
## 4105      F 160.02  4.683742e-01      19
## 4106      F 177.80 -2.710017e+00      19
## 4107      F 162.56 -2.141240e+00      19
## 4108      F 160.02  1.883579e+00      19
## 4109      F 170.18  9.494447e-01      19
## 4110      F 165.10  3.332295e-01      19
## 4111      F 160.02 -5.392409e+00      19
## 4112      F 167.64 -1.087610e+00      19
## 4113      F 167.64  1.277921e+00      19
## 4114      F 162.56 -3.455062e+00      19
## 4115      F 162.56  2.160338e+00      19
## 4116      F 177.80 -2.916831e+00      19
## 4117      F 177.80 -7.580937e+00      19
## 4118      F 167.64  1.560427e+01      19
## 4119      F 167.64  6.718818e+00      19
## 4120      F 167.64  3.887712e+00      19
## 4121      F 175.26  1.282410e+01      19
## 4122      F 170.18 -8.074920e-01      19
## 4123      F 165.10  2.842366e+00      19
## 4124      M 175.26  4.574895e+00      19
## 4125      M 182.88  6.733890e+00      19
## 4126      M 180.34 -3.462341e-01      19
## 4127      M 167.64 -9.161020e+00      19
## 4128      M 193.04  4.737054e+00      19
## 4129      M 187.96  1.133884e+01      19
## 4130      M 180.34  3.834528e+00      19
## 4131      M 167.64 -5.464745e+00      19
## 4132      M 172.72 -3.138841e+00      19
## 4133      M 170.18  5.412283e+00      19
## 4134      M 177.80 -3.053287e+00      19
## 4135      M 165.10 -8.762998e+00      19
## 4136      M 182.88 -5.308732e+00      19
## 4137      M 177.80  2.727362e+00      19
## 4138      M 172.72 -5.377498e-01      19
## 4139      M 162.56 -2.510576e-01      19
## 4140      M 185.42  1.148518e+01      19
## 4141      M 167.64  9.177899e+00      19
## 4142      M 172.72 -3.159392e+00      19
## 4143      M 170.18 -2.591487e+00      19
## 4144      M 162.56 -8.177968e-01      19
## 4145      M 172.72 -6.226196e-01      19
## 4146      M 185.42 -2.552127e+00      19
## 4147      M 175.26 -1.937239e-01      19
## 4148      M 180.34 -4.822526e+00      19
## 4149      M 175.26  3.609345e+00      19
## 4150      M 193.04  1.137458e+00      19
## 4151      M 180.34  4.280515e+00      19
## 4152      M 175.26 -8.967886e+00      19
## 4153      M 180.34 -3.191523e+00      19
## 4154      M 167.64  1.515121e+01      19
## 4155      M 175.26 -8.442419e+00      19
## 4156      M 180.34  6.881979e+00      19
## 4157      M 180.34 -2.690193e+00      19
## 4158      M 180.34 -3.342684e-01      19
## 4159      M 175.26  3.932695e-01      19
## 4160      M 177.80 -4.425235e+00      19
## 4161      M 175.26 -7.611964e-01      19
## 4162      M 172.72  7.495407e+00      19
## 4163      M 177.80  6.890627e+00      19
## 4164      M 172.72  5.386299e+00      19
## 4165      M 175.26 -1.044072e+00      19
## 4166      M 182.88  5.597556e+00      19
## 4167      M 177.80  1.779135e-01      19
## 4168      M 182.88 -2.064842e+01      19
## 4169      M 175.26  9.669524e-01      19
## 4170      M 185.42  4.143839e+00      19
## 4171      M 180.34 -1.726287e+00      19
## 4172      M 182.88  2.907030e+00      19
## 4173      M 172.72 -1.393559e+00      19
## 4174      M 172.72  8.330059e+00      19
## 4175      M 180.34  3.579172e-01      19
## 4176      M 167.64 -2.629990e+00      19
## 4177      M 172.72  4.081551e+00      19
## 4178      M 180.34 -1.746987e+00      19
## 4179      M 185.42  7.568443e+00      19
## 4180      M 185.42 -6.936306e+00      19
## 4181      M 177.80 -1.387056e+01      19
## 4182      M 172.72 -8.655514e-01      19
## 4183      M 177.80  8.480412e+00      19
## 4184      M 190.50 -9.437598e+00      19
## 4185      M 172.72  5.876798e+00      19
## 4186      M 180.34 -7.498340e+00      19
## 4187      M 177.80 -3.897696e+00      19
## 4188      M 187.96 -9.217675e+00      19
## 4189      M 177.80  6.338881e+00      19
## 4190      M 190.50  5.823800e+00      19
## 4191      M 190.50 -6.604468e+00      19
## 4192      M 175.26 -1.815984e+01      19
## 4193      M 182.88  6.392879e-01      19
## 4194      M 180.34  1.231946e+01      19
## 4195      M 177.80  3.044806e+00      19
## 4196      M 180.34 -5.055097e+00      19
## 4197      M 172.72  4.629146e+00      19
## 4198      M 177.80  4.653135e-01      19
## 4199      M 190.50 -5.532597e+00      19
## 4200      M 182.88  7.687688e+00      19
## 4201      M 167.64  4.665557e+00      19
## 4202      M 182.88  4.461978e+00      19
## 4203      M 177.80 -1.115458e+00      19
## 4204      M 175.26 -4.372398e+00      19
## 4205      M 182.88 -2.061673e+00      19
## 4206      M 190.50 -7.967293e+00      19
## 4207      M 170.18  5.674950e+00      19
## 4208      M 190.50  8.161170e+00      19
## 4209      M 187.96 -7.637373e-01      19
## 4210      M 182.88  3.555977e+00      19
## 4211      M 182.88  8.253106e-01      19
## 4212      M 187.96  4.795176e+00      19
## 4213      M 182.88  9.412484e+00      19
## 4214      M 182.88  9.106304e+00      19
## 4215      M 187.96 -7.225338e+00      19
## 4216      M 177.80  9.885045e+00      19
## 4217      M 167.64 -1.226596e+00      19
## 4218      M 172.72 -1.155408e+01      19
## 4219      M 190.50 -5.237407e+00      19
## 4220      M 172.72  2.616043e+00      19
## 4221      M 177.80  2.540159e+00      19
## 4222      M 182.88 -6.724190e+00      19
## 4223      M 170.18  5.718849e+00      19
## 4224      M 177.80 -6.342458e+00      19
## 4225      M 177.80 -3.020465e+00      19
## 4226      M 175.26 -2.498114e+00      19
## 4227      M 182.88  6.049884e+00      19
## 4228      M 180.34 -7.351770e+00      19
## 4229      M 187.96  6.201561e+00      19
## 4230      M 190.50  2.514199e+00      19
## 4231      F 162.56 -7.315827e+00      20
## 4232      F 157.48 -8.890944e+00      20
## 4233      F 167.64  8.012066e+00      20
## 4234      F 165.10  3.252327e+00      20
## 4235      F 152.40  4.327598e+00      20
## 4236      F 154.94 -4.261967e+00      20
## 4237      F 165.10 -3.540884e+00      20
## 4238      F 167.64  5.295926e+00      20
## 4239      F 165.10  4.059784e-01      20
## 4240      F 160.02 -6.911271e+00      20
## 4241      F 170.18 -1.272171e+01      20
## 4242      F 165.10 -8.465679e+00      20
## 4243      F 157.48 -1.762299e+00      20
## 4244      F 165.10 -2.485975e+00      20
## 4245      F 172.72  2.460331e-01      20
## 4246      F 165.10 -7.977157e+00      20
## 4247      F 160.02  5.303742e+00      20
## 4248      F 165.10 -9.895605e-01      20
## 4249      F 157.48  4.982729e-01      20
## 4250      F 165.10 -1.010108e+01      20
## 4251      F 167.64 -6.322775e+00      20
## 4252      F 157.48 -2.834425e+00      20
## 4253      F 165.10  1.230551e+01      20
## 4254      F 160.02  5.385617e+00      20
## 4255      F 165.10 -3.467974e+00      20
## 4256      F 167.64 -6.449248e+00      20
## 4257      F 165.10 -1.061502e+00      20
## 4258      F 157.48  4.018094e-01      20
## 4259      F 165.10 -6.838616e+00      20
## 4260      F 167.64 -8.982989e+00      20
## 4261      F 165.10  5.958297e+00      20
## 4262      F 154.94  8.224883e+00      20
## 4263      F 165.10 -8.590685e-01      20
## 4264      F 167.64 -3.865257e+00      20
## 4265      F 165.10  2.535361e+00      20
## 4266      F 157.48  2.546699e+00      20
## 4267      F 160.02 -7.848406e+00      20
## 4268      F 170.18 -1.581561e+01      20
## 4269      F 152.40  3.620467e+00      20
## 4270      F 170.18 -4.721030e+00      20
## 4271      F 167.64 -2.700924e+00      20
## 4272      F 157.48 -8.409700e+00      20
## 4273      F 165.10 -1.508930e+00      20
## 4274      F 157.48  2.901363e-02      20
## 4275      F 154.94  1.800609e+00      20
## 4276      F 157.48 -3.466808e+00      20
## 4277      F 167.64  3.373915e+00      20
## 4278      F 152.40 -3.725655e+00      20
## 4279      F 165.10  1.302404e+01      20
## 4280      F 165.10  1.217758e+01      20
## 4281      F 154.94 -1.289315e-01      20
## 4282      F 162.56  8.966421e+00      20
## 4283      F 172.72 -6.999391e+00      20
## 4284      F 162.56 -1.098203e-01      20
## 4285      F 160.02  1.365139e+01      20
## 4286      F 157.48  2.930411e+00      20
## 4287      F 162.56  2.312437e-01      20
## 4288      F 157.48  4.466526e+00      20
## 4289      F 162.56 -7.194791e+00      20
## 4290      F 165.10 -4.589841e+00      20
## 4291      F 152.40  4.260821e+00      20
## 4292      F 165.10 -2.797508e+00      20
## 4293      F 177.80  2.135518e+00      20
## 4294      F 160.02  5.977348e-01      20
## 4295      F 170.18  4.924472e+00      20
## 4296      F 167.64 -6.295259e-01      20
## 4297      F 165.10  1.313024e+01      20
## 4298      F 157.48 -1.125534e+01      20
## 4299      F 172.72 -4.795195e+00      20
## 4300      F 170.18 -5.188534e-01      20
## 4301      F 170.18 -9.582155e-01      20
## 4302      F 160.02  4.956517e+00      20
## 4303      F 170.18  9.461997e+00      20
## 4304      F 167.64  3.137744e+00      20
## 4305      F 160.02 -1.215492e+01      20
## 4306      F 182.88  1.432926e-01      20
## 4307      F 157.48 -1.581747e+01      20
## 4308      F 154.94 -1.173531e+01      20
## 4309      F 167.64  5.108842e-01      20
## 4310      F 162.56 -9.574298e+00      20
## 4311      F 152.40 -6.429051e+00      20
## 4312      F 154.94 -3.813172e+00      20
## 4313      F 167.64 -5.375664e+00      20
## 4314      F 167.64 -7.678571e+00      20
## 4315      F 167.64 -9.692993e-01      20
## 4316      F 157.48  1.583569e+00      20
## 4317      F 177.80  6.550480e+00      20
## 4318      F 165.10 -4.699452e+00      20
## 4319      F 162.56  4.959173e+00      20
## 4320      F 160.02 -1.380093e+01      20
## 4321      F 165.10 -6.529692e+00      20
## 4322      F 175.26 -6.490643e+00      20
## 4323      F 154.94  1.000682e+01      20
## 4324      F 167.64 -2.692750e+00      20
## 4325      F 165.10  5.914785e+00      20
## 4326      F 154.94  2.580723e-01      20
## 4327      F 160.02  2.159335e+00      20
## 4328      F 162.56  8.131863e+00      20
## 4329      F 170.18  1.162017e+01      20
## 4330      F 167.64  6.843496e-01      20
## 4331      F 172.72  5.601940e+00      20
## 4332      F 177.80  3.605745e+00      20
## 4333      F 165.10 -1.142727e+01      20
## 4334      F 165.10  5.234890e+00      20
## 4335      F 165.10  8.267471e+00      20
## 4336      F 162.56 -1.715947e+00      20
## 4337      F 167.64 -5.339606e+00      20
## 4338      F 162.56 -5.180151e+00      20
## 4339      F 177.80  8.040182e+00      20
## 4340      F 160.02  6.131121e+00      20
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## 4342      F 162.56 -8.902145e+00      20
## 4343      F 160.02  1.883298e+00      20
## 4344      F 170.18 -7.156155e+00      20
## 4345      F 165.10  1.262987e+01      20
## 4346      F 160.02  4.265733e+00      20
## 4347      F 167.64 -1.118686e+00      20
## 4348      F 167.64 -1.286863e+01      20
## 4349      F 162.56 -3.016134e+00      20
## 4350      F 162.56  4.312000e+00      20
## 4351      F 177.80 -3.930289e+00      20
## 4352      F 177.80  1.460062e+01      20
## 4353      F 167.64  1.550752e+01      20
## 4354      F 167.64  4.973097e+00      20
## 4355      F 167.64  4.059253e-01      20
## 4356      F 175.26  1.778972e+00      20
## 4357      F 170.18  1.488444e+01      20
## 4358      F 165.10  3.978716e+00      20
## 4359      M 175.26  9.680272e-01      20
## 4360      M 182.88  5.836583e+00      20
## 4361      M 180.34  4.260771e+00      20
## 4362      M 167.64  1.596512e+00      20
## 4363      M 193.04 -2.075479e+00      20
## 4364      M 187.96 -4.430956e+00      20
## 4365      M 180.34  2.108460e+00      20
## 4366      M 167.64  5.162568e+00      20
## 4367      M 172.72 -2.926109e+00      20
## 4368      M 170.18  5.814851e+00      20
## 4369      M 177.80  1.689591e+01      20
## 4370      M 165.10 -1.072937e+00      20
## 4371      M 182.88 -7.133403e+00      20
## 4372      M 177.80  9.551508e+00      20
## 4373      M 172.72  4.279299e+00      20
## 4374      M 162.56  1.113849e+01      20
## 4375      M 185.42  6.163238e+00      20
## 4376      M 167.64  1.189725e+01      20
## 4377      M 172.72 -2.591056e+00      20
## 4378      M 170.18  7.354537e+00      20
## 4379      M 162.56  2.442360e+00      20
## 4380      M 172.72  1.358735e+01      20
## 4381      M 185.42 -8.915084e+00      20
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## 4384      M 175.26 -7.250920e+00      20
## 4385      M 193.04 -1.412730e+01      20
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## 4391      M 180.34 -1.408764e+00      20
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## 4394      M 175.26  3.732733e-01      20
## 4395      M 177.80 -9.906041e-01      20
## 4396      M 175.26  2.150333e+00      20
## 4397      M 172.72 -1.013583e+01      20
## 4398      M 177.80 -7.209788e-01      20
## 4399      M 172.72  1.287473e+00      20
## 4400      M 175.26 -3.751572e+00      20
## 4401      M 182.88 -1.665832e+00      20
## 4402      M 177.80  5.988600e+00      20
## 4403      M 182.88 -1.431270e+01      20
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## 4405      M 185.42 -2.817320e+00      20
## 4406      M 180.34  1.221578e+01      20
## 4407      M 182.88 -4.157416e-01      20
## 4408      M 172.72 -8.900553e-01      20
## 4409      M 172.72  3.461320e+00      20
## 4410      M 180.34  5.313489e+00      20
## 4411      M 167.64 -1.137093e+00      20
## 4412      M 172.72 -2.777778e+00      20
## 4413      M 180.34 -8.199746e-02      20
## 4414      M 185.42  8.652326e+00      20
## 4415      M 185.42  9.336586e-01      20
## 4416      M 177.80 -5.333370e+00      20
## 4417      M 172.72 -6.618874e+00      20
## 4418      M 177.80  2.354192e+00      20
## 4419      M 190.50  1.152378e+01      20
## 4420      M 172.72  9.434919e+00      20
## 4421      M 180.34  1.714303e+01      20
## 4422      M 177.80 -4.048544e+00      20
## 4423      M 187.96 -4.708323e+00      20
## 4424      M 177.80  2.679609e+00      20
## 4425      M 190.50 -1.238970e+01      20
## 4426      M 190.50 -1.120116e+00      20
## 4427      M 175.26  2.265699e+00      20
## 4428      M 182.88  6.980841e-01      20
## 4429      M 180.34 -5.683792e+00      20
## 4430      M 177.80  1.063534e+01      20
## 4431      M 180.34 -8.558443e+00      20
## 4432      M 172.72 -2.065701e-01      20
## 4433      M 177.80 -1.321227e+00      20
## 4434      M 190.50 -3.460081e+00      20
## 4435      M 182.88 -4.681356e+00      20
## 4436      M 167.64 -2.458151e+00      20
## 4437      M 182.88 -1.857618e+00      20
## 4438      M 177.80  1.837175e+00      20
## 4439      M 175.26  6.060195e+00      20
## 4440      M 182.88 -5.327284e+00      20
## 4441      M 190.50  6.083232e-01      20
## 4442      M 170.18  7.938991e+00      20
## 4443      M 190.50 -4.940341e+00      20
## 4444      M 187.96  4.604840e+00      20
## 4445      M 182.88 -7.992632e-01      20
## 4446      M 182.88  4.210811e+00      20
## 4447      M 187.96 -4.559669e+00      20
## 4448      M 182.88 -6.179771e+00      20
## 4449      M 182.88 -1.847886e+00      20
## 4450      M 187.96  4.491007e-01      20
## 4451      M 177.80 -6.231099e-01      20
## 4452      M 167.64 -6.625142e+00      20
## 4453      M 172.72 -4.606651e+00      20
## 4454      M 190.50  5.836431e+00      20
## 4455      M 172.72  3.934672e+00      20
## 4456      M 177.80  1.118118e+00      20
## 4457      M 182.88 -4.694289e+00      20
## 4458      M 170.18 -7.980665e+00      20
## 4459      M 177.80 -1.996724e+00      20
## 4460      M 177.80  2.558357e+00      20
## 4461      M 175.26  1.280745e+01      20
## 4462      M 182.88  4.036954e-01      20
## 4463      M 180.34 -6.636075e+00      20
## 4464      M 187.96 -1.447886e+00      20
## 4465      M 190.50 -3.123876e+00      20

ggplot(sing_null_c, aes(x = gender, y = height_c)) +
    facet_wrap(~ .sample) +
    geom_jitter(position = position_jitter(width = 0.1, height = 1), 
        size = 0.8, alpha = 0.5)

En el ejemplo de estaturas se pueden utilizar pruebas estadísticas tradicionales, sin embargo, estas pruebas no cubren todas las complejidades que pueden surgir en una exploración de datos.

El siguiente lineup de nubes de palabras tomado de Graphical Inference for Infovis.

null_dist: Simula dada una distribución particular: Beta, Cauchy, Exponencial, Poisson,…

null_lm: Simula cuando la variable es una combinación lineal de predictores.

null_permute: Utiliza permutación, la variable es independiente de las otras.

Si se desea extender a otros modelos el artículo Supplementary Material for “Statistical Inference for Exploratory Data Analysis and Model Diagnostics" explica algunas consideraciones para generar datos nulos.

Ejemplo: población vs años escolaridad promedio mujeres mayores de 25 años.

set.seed(989103)
escolaridad <- ggplot(lineup(null_permute("escolaridad"), women_pop), aes(x = pop, y = escolaridad)) +
    #geom_jitter(position = position_jitter(width = 0.1, height = .1), alpha = 0.5) +
    geom_point(alpha = 0.6) +
    geom_smooth(method = "lm") +
    facet_wrap(~ .sample)

## decrypt("WOXC 1IZI Tx t4nTZT4x m")

## [1] "True data in position 5"

Potencia

• La potencia en una prueba de hipótesis es la probabilidad de rechazar la hipótesis nula cuando esta es falsa.

• En el caso de pruebas visuales la potencia depende de la calidad de la gráfica.

• Se ha estudiado la potencia de las pruebas Validation of Visual Statistical Inference, Applied to Linear Models

Valor p

• Si usamos un jurado compuesto por \(K\) jueces en lugar de un juez y \(k\) de ellos entonces el valor p combinado es \(P(X \le k)\) donde \(X\) tiene distribución \(Binomial(K, 1/20)\). Si todos los jueces identifican los datos el valor p sería \(0.05^K\)

Richard Feynman

Ligas:

• Presentación: https://github.com/tereom/inferencia_visual

• Github:/tereom

• Twitter: @teresaOM

• Correo: teresa.ortiz.mancera@gmail.com