Simonas Kecorius
2013-Apr-22 13:20 UTC
[R] Multiple lon lat points in the map with ggplot2
Hello R users, For the last few days I am struggling with the following task: my data.frame: A1 A2 A3 B1 B2 B3 58.81 53.292 54.501 13.013 17.39 19.407 56.02 56.251 54.033 20.099 13.15 10.411 55.376 53.099 57.625 13.396 21.031 13.22 58.584 53.194 54.218 13.038 16.854 19.289 55.7 55.921 53.847 19.942 13.153 9.828 55.093 52.934 57.393 12.675 20.804 13.222 58.374 53.114 53.949 13.085 16.274 19.177 55.394 55.592 53.687 19.804 13.121 9.245 54.807 52.785 57.134 12.053 20.612 13.2 58.183 53.049 53.701 13.129 15.615 19.065 55.094 55.255 53.542 19.672 13.071 8.701 54.521 52.652 56.864 11.493 20.442 13.159 58.007 52.994 53.481 13.168 14.9 18.949 54.796 54.901 53.409 19.537 13.027 8.159 54.257 52.534 56.572 10.954 20.273 13.101 57.827 52.951 53.282 13.199 14.157 18.826 I load a map with command: p<-ggmap(map) But when I want to add points from my data.frame with for loop (A1 is x1, B1 is y1, A2 is x2, B2 is y2 and so on): for (num in 1:ncol(my data.frame)) { p<-p+addlinetoplot(my data.frame, varx = sprintf("B%s",num), vary = sprintf("A%s",num)) } Using not too many columns (up to 30) everything works fine. But when I want to plot over 100 columns - computer stalls and memory runs out suggesting to do memory.size() etc.. here addlinetoplot is a function: addlinetoplot <- function(dataset, varx, vary) { list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", size=3)) } In my opinion the problem lays under " p<-p+addlinetoplot".... So, is there any other way to add multiple points for x's and y's in ggplot2? Thank you in advance. [[alternative HTML version deleted]]
Your data frame does not make any sense. Please supply some sample data In a better form.. The easiest way to supply data is to use the dput() function. Example with your file named "testfile": dput(testfile) Then copy the output and paste into your email. For large data sets, you can just supply a representative sample. Usually, dput(head(testfile, 100)) will be sufficient. John Kane Kingston ON Canada> -----Original Message----- > From: simolas2008 at gmail.com > Sent: Mon, 22 Apr 2013 15:20:09 +0200 > To: r-help at r-project.org > Subject: [R] Multiple lon lat points in the map with ggplot2 > > Hello R users, > > For the last few days I am struggling with the following task: > > > my data.frame: > A1 A2 A3 B1 B2 > B3 > 58.81 53.292 54.501 13.013 17.39 19.407 56.02 56.251 54.033 20.099 > 13.15 > 10.411 55.376 53.099 57.625 13.396 21.031 13.22 58.584 53.194 54.218 > 13.038 16.854 19.289 55.7 55.921 53.847 19.942 13.153 9.828 55.093 > 52.934 > 57.393 12.675 20.804 13.222 58.374 53.114 53.949 13.085 16.274 19.177 > 55.394 55.592 53.687 19.804 13.121 9.245 54.807 52.785 57.134 12.053 > 20.612 > 13.2 58.183 53.049 53.701 13.129 15.615 19.065 55.094 55.255 53.542 > 19.672 > 13.071 8.701 54.521 52.652 56.864 11.493 20.442 13.159 58.007 52.994 > 53.481 13.168 14.9 18.949 54.796 54.901 53.409 19.537 13.027 8.159 > 54.257 > 52.534 56.572 10.954 20.273 13.101 57.827 52.951 53.282 13.199 14.157 > 18.826 > I load a map with command: > > p<-ggmap(map) > > But when I want to add points from my data.frame with for loop (A1 is x1, > B1 is y1, A2 is x2, B2 is y2 and so on): > > for (num in 1:ncol(my data.frame)) { p<-p+addlinetoplot(my data.frame, > varx > = sprintf("B%s",num), vary = sprintf("A%s",num)) } > > Using not too many columns (up to 30) everything works fine. But when I > want to plot over 100 columns - computer stalls and memory runs out > suggesting to do memory.size() etc.. > > here addlinetoplot is a function: > > addlinetoplot <- function(dataset, varx, vary) { > list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", > size=3)) > } > > In my opinion the problem lays under " p<-p+addlinetoplot".... > > So, is there any other way to add multiple points for x's and y's in > ggplot2? > > Thank you in advance. > > [[alternative HTML version deleted]] > > ______________________________________________ > R-help at r-project.org mailing list > https://stat.ethz.ch/mailman/listinfo/r-help > PLEASE do read the posting guide > http://www.R-project.org/posting-guide.html > and provide commented, minimal, self-contained, reproducible code.____________________________________________________________ FREE 3D MARINE AQUARIUM SCREENSAVER - Watch dolphins, sharks & orcas on your desktop!
Thanks for the data. I really don't know much about ggmaps so I am probably not much help but I'd suggest supplying some more information. At the moment we don't have a true reproducible example. See https://github.com/hadley/devtools/wiki/Reproducibility http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example for some suggestions. I suspect that we need the map specified p<-ggmap(map) is not particularly informative. What is addlinetoplot()? I don't see it in ggplot2 or ggmap. Is it a custom function of some kind? John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Tue, 23 Apr 2013 16:52:11 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 structure(list(A1 = c(58.81, 58.453, 58.085, 57.68, 57.266, 56.883, 56.556, 56.277, 56.025, 55.796, 55.589, 55.409, 55.259, 55.126, 54.999, 54.876, 54.756, 54.641, 54.535, 54.423, 54.287, 54.128, 53.961, 53.807, 53.665, 53.536, 53.424, 53.329, 53.233, 53.123, 53, 52.873, 52.752, 52.637, 52.522, 52.398, 52.265, 52.127, 51.99, 51.853, 51.717, 51.588, 51.47, 51.359, 51.242, 51.122, 51.004, 50.894, 50.794), A2 = c(58.81, 58.407, 57.998, 57.59, 57.171, 56.746, 56.335, 55.95, 55.59, 55.24, 54.88, 54.503, 54.11, 53.711, 53.321, 52.941, 52.558, 52.17, 51.775, 51.378, 50.997, 50.647, 50.328, 50.045, 49.803, 49.597, 49.417, 49.254, 49.104, 48.972, 48.861, 48.77, 48.694, 48.633, 48.587, 48.552, 48.525, 48.506, 48.487, 48.462, 48.432, 48.41, 48.407, 48.423, 48.461, 48.52, 48.6, 48.704, 48.836), A3 = c(58.81, 58.412, 57.998, 57.575, 57.146, 56.724, 56.322, 55.949, 55.608, 55.279, 54.938, 54.568, 54.17, 53.766, 53.374, 52.993, 52.612, 52.226, 51.838, 51.454, 51.081, 50.728, 50.406, 50.119, 49.869, 49.653, 49.464, 49.295, 49.142, 49.006, 48.892, 48.798, 48.721, 48.658, 48.611, 48.58, 48.563, 48.557, 48.56, 48.564, 48.562, 48.553, 48.551, 48.569, 48.606, 48.665, 48.741, 48.836, 48.953), A4 = c(58.81, 58.418, 58.01, 57.585, 57.152, 56.731, 56.336, 55.974, 55.644, 55.332, 55.015, 54.671, 54.284, 53.875, 53.478, 53.094, 52.716, 52.336, 51.957, 51.584, 51.222, 50.87, 50.543, 50.253, 49.999, 49.778, 49.585, 49.417, 49.271, 49.14, 49.027, 48.933, 48.858, 48.799, 48.755, 48.729, 48.721, 48.728, 48.746, 48.775, 48.801, 48.817, 48.822, 48.832, 48.862, 48.914, 48.986, 49.074, 49.178), A5 = c(58.81, 58.493, 58.15, 57.795, 57.453, 57.12, 56.791, 56.457, 56.129, 55.812, 55.509, 55.212, 54.92, 54.626, 54.328, 54.021, 53.703, 53.387, 53.08, 52.779, 52.484, 52.186, 51.877, 51.548, 51.199, 50.837, 50.466, 50.095, 49.744, 49.437, 49.149, 48.838, 48.497, 48.177, 47.887, 47.592, 47.289, 46.996, 46.719, 46.448, 46.165, 45.872, 45.602, 45.375, 45.178, 45.001, 44.848, 44.716, 44.608 ), A6 = c(58.81, 58.497, 58.164, 57.806, 57.448, 57.105, 56.782, 56.474, 56.169, 55.877, 55.595, 55.314, 55.03, 54.738, 54.439, 54.134, 53.821, 53.504, 53.192, 52.885, 52.581, 52.283, 51.982, 51.662, 51.315, 50.949, 50.573, 50.189, 49.814, 49.472, 49.178, 48.9, 48.583, 48.204, 47.81, 47.444, 47.096, 46.766, 46.471, 46.204, 45.94, 45.668, 45.395, 45.145, 44.936, 44.764, 44.618, 44.494, 44.391), A7 = c(58.81, 58.504, 58.181, 57.838, 57.479, 57.123, 56.791, 56.486, 56.197, 55.915, 55.648, 55.385, 55.114, 54.832, 54.536, 54.234, 53.929, 53.622, 53.313, 53.008, 52.704, 52.401, 52.105, 51.803, 51.474, 51.12, 50.75, 50.37, 49.987, 49.622, 49.299, 49.025, 48.754, 48.432, 48.044, 47.648, 47.289, 46.942, 46.616, 46.327, 46.062, 45.803, 45.539, 45.275, 45.033, 44.834, 44.674, 44.538, 44.423), A8 = c(58.81, 58.512, 58.201, 57.872, 57.528, 57.175, 56.832, 56.517, 56.227, 55.953, 55.689, 55.436, 55.183, 54.917, 54.634, 54.339, 54.042, 53.745, 53.445, 53.141, 52.839, 52.538, 52.238, 51.946, 51.643, 51.312, 50.959, 50.591, 50.216, 49.843, 49.496, 49.192, 48.932, 48.67, 48.353, 47.975, 47.601, 47.261, 46.931, 46.622, 46.347, 46.095, 45.843, 45.582, 45.314, 45.066, 44.859, 44.695, 44.558), A9 = c(58.81, 58.52, 58.22, 57.906, 57.578, 57.239, 56.896, 56.571, 56.272, 55.995, 55.734, 55.481, 55.237, 54.991, 54.726, 54.444, 54.156, 53.868, 53.578, 53.283, 52.984, 52.686, 52.387, 52.093, 51.802, 51.498, 51.168, 50.819, 50.456, 50.088, 49.727, 49.396, 49.11, 48.865, 48.614, 48.306, 47.951, 47.604, 47.281, 46.968, 46.672, 46.403, 46.154, 45.906, 45.644, 45.372, 45.117, 44.901, 44.721 ), A10 = c(58.81, 58.63, 58.445, 58.242, 58.01, 57.755, 57.471, 57.153, 56.821, 56.501, 56.211, 55.945, 55.696, 55.456, 55.215, 54.973, 54.722, 54.46, 54.194, 53.931, 53.673, 53.426, 53.189, 52.959, 52.729, 52.497, 52.266, 52.04, 51.828, 51.631, 51.452, 51.292, 51.153, 51.035, 50.933, 50.852, 50.783, 50.712, 50.626, 50.528, 50.425, 50.311, 50.181, 50.035, 49.876, 49.714, 49.563, 49.423, 49.272), A11 = c(58.81, 58.669, 58.526, 58.374, 58.216, 58.052, 57.879, 57.702, 57.524, 57.346, 57.176, 57.016, 56.863, 56.712, 56.558, 56.397, 56.229, 56.058, 55.887, 55.721, 55.562, 55.411, 55.268, 55.132, 55.005, 54.882, 54.755, 54.623, 54.486, 54.349, 54.22, 54.098, 53.978, 53.86, 53.749, 53.647, 53.556, 53.473, 53.394, 53.318, 53.239, 53.158, 53.07, 52.971, 52.859, 52.737, 52.621, 52.53, 52.466), A12 = c(58.81, 58.488, 58.159, 57.831, 57.512, 57.199, 56.891, 56.603, 56.347, 56.121, 55.924, 55.756, 55.614, 55.491, 55.379, 55.28, 55.196, 55.115, 55.022, 54.912, 54.793, 54.674, 54.553, 54.437, 54.338, 54.265, 54.205, 54.144, 54.085, 54.03, 53.982, 53.938, 53.905, 53.887, 53.883, 53.888, 53.897, 53.912, 53.933, 53.956, 53.98, 53.998, 54.003, 53.998, 53.985, 53.963, 53.932, 53.894, 53.852), A13 = c(58.81, 58.489, 58.153, 57.811, 57.478, 57.156, 56.841, 56.539, 56.261, 56.011, 55.793, 55.608, 55.451, 55.317, 55.2, 55.094, 54.999, 54.918, 54.837, 54.738, 54.617, 54.486, 54.359, 54.234, 54.115, 54.016, 53.949, 53.899, 53.851, 53.805, 53.762, 53.722, 53.683, 53.65, 53.626, 53.615, 53.61, 53.61, 53.618, 53.632, 53.651, 53.674, 53.69, 53.689, 53.672, 53.641, 53.6, 53.547, 53.484), A14 = c(58.81, 58.485, 58.164, 57.838, 57.515, 57.205, 56.908, 56.625, 56.355, 56.098, 55.858, 55.637, 55.436, 55.259, 55.111, 54.983, 54.868, 54.755, 54.639, 54.517, 54.385, 54.243, 54.102, 53.973, 53.853, 53.732, 53.613, 53.507, 53.419, 53.348, 53.29, 53.246, 53.208, 53.168, 53.121, 53.076, 53.038, 52.996, 52.927, 52.823, 52.698, 52.566, 52.428, 52.284, 52.134, 51.974, 51.801, 51.613, 51.408), A15 = c(58.81, 58.6, 58.389, 58.177, 57.966, 57.75, 57.523, 57.291, 57.057, 56.819, 56.579, 56.342, 56.119, 55.911, 55.713, 55.522, 55.335, 55.151, 54.969, 54.789, 54.611, 54.437, 54.265, 54.095, 53.931, 53.779, 53.643, 53.517, 53.4, 53.287, 53.183, 53.089, 53.001, 52.911, 52.823, 52.74, 52.668, 52.606, 52.546, 52.48, 52.409, 52.341, 52.28, 52.224, 52.172, 52.124, 52.075, 52.025, 51.969), A16 = c(58.81, 58.585, 58.357, 58.128, 57.899, 57.666, 57.428, 57.185, 56.945, 56.705, 56.463, 56.218, 55.978, 55.756, 55.551, 55.356, 55.169, 54.989, 54.81, 54.627, 54.442, 54.259, 54.084, 53.918, 53.76, 53.612, 53.474, 53.347, 53.229, 53.118, 53.01, 52.908, 52.816, 52.732, 52.645, 52.557, 52.47, 52.39, 52.314, 52.235, 52.148, 52.051, 51.953, 51.864, 51.778, 51.697, 51.623, 51.556, 51.495), A17 = c(58.81, 58.536, 58.245, 57.931, 57.606, 57.284, 56.96, 56.649, 56.37, 56.125, 55.9, 55.68, 55.466, 55.257, 55.049, 54.835, 54.609, 54.371, 54.121, 53.871, 53.628, 53.393, 53.169, 52.964, 52.783, 52.621, 52.471, 52.333, 52.209, 52.101, 52.007, 51.926, 51.859, 51.803, 51.762, 51.737, 51.726, 51.72, 51.709, 51.693, 51.679, 51.671, 51.668, 51.658, 51.636, 51.605, 51.568, 51.525, 51.472 ), A18 = c(58.81, 58.541, 58.268, 57.973, 57.656, 57.331, 57.007, 56.685, 56.381, 56.111, 55.873, 55.653, 55.436, 55.228, 55.022, 54.808, 54.583, 54.347, 54.099, 53.843, 53.589, 53.342, 53.104, 52.881, 52.683, 52.511, 52.359, 52.22, 52.094, 51.982, 51.885, 51.802, 51.732, 51.675, 51.63, 51.598, 51.583, 51.583, 51.586, 51.584, 51.575, 51.568, 51.566, 51.569, 51.568, 51.555, 51.532, 51.503, 51.468), A19 = c(58.81, 58.533, 58.263, 57.987, 57.688, 57.372, 57.048, 56.724, 56.409, 56.115, 55.853, 55.621, 55.404, 55.191, 54.983, 54.771, 54.546, 54.311, 54.067, 53.815, 53.56, 53.307, 53.06, 52.822, 52.605, 52.417, 52.255, 52.114, 51.988, 51.88, 51.787, 51.706, 51.635, 51.575, 51.525, 51.485, 51.458, 51.448, 51.451, 51.459, 51.46, 51.455, 51.45, 51.451, 51.454, 51.452, 51.44, 51.419, 51.391), A20 = c(58.81, 58.523, 58.239, 57.965, 57.685, 57.383, 57.067, 56.748, 56.433, 56.128, 55.846, 55.593, 55.366, 55.148, 54.931, 54.713, 54.488, 54.252, 54.011, 53.765, 53.517, 53.268, 53.02, 52.78, 52.553, 52.35, 52.176, 52.028, 51.903, 51.799, 51.714, 51.643, 51.58, 51.524, 51.474, 51.43, 51.394, 51.369, 51.359, 51.361, 51.367, 51.367, 51.36, 51.354, 51.35, 51.346, 51.337, 51.319, 51.293), A21 = c(58.81, 58.523, 58.224, 57.932, 57.649, 57.359, 57.052, 56.742, 56.431, 56.127, 55.835, 55.564, 55.317, 55.085, 54.858, 54.629, 54.396, 54.158, 53.916, 53.675, 53.435, 53.194, 52.953, 52.717, 52.493, 52.284, 52.1, 51.945, 51.815, 51.707, 51.618, 51.547, 51.49, 51.439, 51.392, 51.349, 51.31, 51.277, 51.254, 51.243, 51.245, 51.249, 51.247, 51.237, 51.225, 51.214, 51.202, 51.185, 51.161 ), A22 = c(58.81, 58.533, 58.232, 57.923, 57.62, 57.324, 57.025, 56.72, 56.414, 56.112, 55.82, 55.541, 55.276, 55.027, 54.785, 54.544, 54.298, 54.049, 53.803, 53.565, 53.329, 53.094, 52.859, 52.632, 52.415, 52.213, 52.029, 51.871, 51.742, 51.635, 51.546, 51.473, 51.414, 51.365, 51.321, 51.28, 51.239, 51.201, 51.167, 51.141, 51.126, 51.123, 51.123, 51.116, 51.102, 51.084, 51.067, 51.049, 51.026), A23 = c(58.81, 58.544, 58.254, 57.941, 57.62, 57.306, 57.001, 56.698, 56.395, 56.094, 55.803, 55.523, 55.249, 54.984, 54.728, 54.473, 54.214, 53.953, 53.701, 53.464, 53.233, 53.001, 52.771, 52.552, 52.348, 52.158, 51.984, 51.832, 51.704, 51.6, 51.514, 51.442, 51.382, 51.332, 51.29, 51.252, 51.215, 51.178, 51.141, 51.105, 51.076, 51.058, 51.049, 51.042, 51.03, 51.01, 50.988, 50.967, 50.945), A24 = c(58.81, 58.54, 58.259, 57.955, 57.629, 57.299, 56.98, 56.671, 56.368, 56.069, 55.777, 55.495, 55.22, 54.946, 54.676, 54.407, 54.136, 53.866, 53.608, 53.369, 53.143, 52.92, 52.702, 52.497, 52.306, 52.13, 51.968, 51.823, 51.695, 51.589, 51.5, 51.426, 51.362, 51.308, 51.262, 51.221, 51.183, 51.146, 51.106, 51.064, 51.023, 50.988, 50.962, 50.945, 50.929, 50.908, 50.879, 50.848, 50.82), A25 = c(58.81, 58.524, 58.24, 57.942, 57.62, 57.284, 56.951, 56.633, 56.325, 56.024, 55.734, 55.451, 55.171, 54.893, 54.611, 54.327, 54.043, 53.766, 53.504, 53.26, 53.036, 52.826, 52.626, 52.436, 52.257, 52.09, 51.936, 51.795, 51.667, 51.553, 51.454, 51.368, 51.293, 51.226, 51.165, 51.11, 51.059, 51.009, 50.957, 50.903, 50.849, 50.797, 50.751, 50.712, 50.679, 50.645, 50.603, 50.551, 50.492 ), A26 = c(58.81, 58.51, 58.215, 57.913, 57.594, 57.258, 56.919, 56.592, 56.279, 55.976, 55.686, 55.407, 55.125, 54.838, 54.545, 54.247, 53.949, 53.663, 53.396, 53.149, 52.923, 52.719, 52.529, 52.347, 52.174, 52.01, 51.858, 51.718, 51.59, 51.471, 51.362, 51.262, 51.171, 51.088, 51.01, 50.933, 50.858, 50.781, 50.7, 50.615, 50.531, 50.454, 50.387, 50.326, 50.267, 50.209, 50.146, 50.069, 49.974), A27 = c(58.81, 58.509, 58.206, 57.901, 57.582, 57.245, 56.904, 56.571, 56.253, 55.948, 55.659, 55.381, 55.104, 54.813, 54.506, 54.192, 53.879, 53.579, 53.299, 53.045, 52.817, 52.609, 52.419, 52.242, 52.072, 51.91, 51.755, 51.611, 51.48, 51.358, 51.242, 51.133, 51.03, 50.935, 50.845, 50.757, 50.669, 50.58, 50.489, 50.396, 50.299, 50.206, 50.127, 50.062, 50.001, 49.936, 49.864, 49.782, 49.689), A28 = c(58.81, 58.523, 58.224, 57.917, 57.602, 57.27, 56.926, 56.59, 56.267, 55.958, 55.665, 55.387, 55.114, 54.83, 54.521, 54.191, 53.86, 53.542, 53.245, 52.976, 52.737, 52.524, 52.328, 52.15, 51.984, 51.822, 51.664, 51.513, 51.372, 51.245, 51.127, 51.014, 50.905, 50.802, 50.706, 50.616, 50.527, 50.434, 50.34, 50.242, 50.141, 50.037, 49.938, 49.857, 49.793, 49.735, 49.672, 49.602, 49.523), A29 = c(58.81, 58.536, 58.254, 57.957, 57.645, 57.323, 56.983, 56.643, 56.316, 56.002, 55.704, 55.421, 55.15, 54.876, 54.582, 54.254, 53.91, 53.58, 53.269, 52.979, 52.717, 52.489, 52.286, 52.1, 51.931, 51.769, 51.61, 51.454, 51.305, 51.169, 51.047, 50.934, 50.824, 50.719, 50.621, 50.529, 50.443, 50.358, 50.268, 50.174, 50.077, 49.976, 49.873, 49.78, 49.705, 49.646, 49.592, 49.532, 49.465), A30 = c(58.81, 58.547, 58.281, 58.003, 57.706, 57.391, 57.064, 56.729, 56.4, 56.084, 55.783, 55.496, 55.218, 54.949, 54.673, 54.368, 54.03, 53.686, 53.361, 53.053, 52.767, 52.512, 52.291, 52.096, 51.917, 51.75, 51.59, 51.431, 51.277, 51.13, 50.997, 50.878, 50.766, 50.66, 50.559, 50.466, 50.38, 50.299, 50.217, 50.131, 50.039, 49.943, 49.846, 49.748, 49.659, 49.589, 49.534, 49.484, 49.427), A31 = c(58.81, 58.553, 58.301, 58.042, 57.765, 57.466, 57.151, 56.83, 56.507, 56.192, 55.892, 55.602, 55.32, 55.046, 54.78, 54.5, 54.191, 53.855, 53.515, 53.193, 52.888, 52.606, 52.356, 52.141, 51.951, 51.774, 51.607, 51.445, 51.286, 51.13, 50.982, 50.849, 50.728, 50.616, 50.508, 50.408, 50.315, 50.228, 50.145, 50.061, 49.973, 49.881, 49.788, 49.694, 49.602, 49.519, 49.453, 49.403, 49.357), A32 = c(58.81, 58.56, 58.316, 58.072, 57.815, 57.536, 57.237, 56.93, 56.621, 56.315, 56.015, 55.728, 55.444, 55.163, 54.891, 54.623, 54.341, 54.031, 53.696, 53.36, 53.039, 52.735, 52.458, 52.212, 52.001, 51.813, 51.634, 51.465, 51.3, 51.138, 50.98, 50.831, 50.695, 50.572, 50.457, 50.347, 50.243, 50.146, 50.056, 49.972, 49.891, 49.806, 49.718, 49.628, 49.54, 49.453, 49.375, 49.315, 49.271 ), A33 = c(58.81, 58.622, 58.387, 58.097, 57.767, 57.416, 57.045, 56.68, 56.339, 56.011, 55.7, 55.411, 55.137, 54.883, 54.652, 54.44, 54.246, 54.069, 53.915, 53.771, 53.616, 53.443, 53.257, 53.076, 52.905, 52.735, 52.552, 52.353, 52.168, 52.026, 51.919, 51.805, 51.648, 51.454, 51.266, 51.112, 50.978, 50.875, 50.789, 50.71, 50.671, 50.676, 50.693, 50.727, 50.785, 50.834, 50.876, 50.941, 51.025), A34 = c(58.81, 58.698, 58.591, 58.488, 58.389, 58.301, 58.224, 58.158, 58.094, 58.034, 57.969, 57.897, 57.819, 57.74, 57.66, 57.578, 57.497, 57.42, 57.35, 57.284, 57.219, 57.154, 57.074, 56.964, 56.821, 56.655, 56.478, 56.289, 56.102, 55.935, 55.789, 55.661, 55.544, 55.437, 55.329, 55.21, 55.083, 54.959, 54.845, 54.739, 54.634, 54.526, 54.415, 54.297, 54.17, 54.032, 53.907, 53.82, 53.768), A35 = c(58.81, 58.693, 58.577, 58.464, 58.353, 58.247, 58.152, 58.07, 57.999, 57.93, 57.862, 57.791, 57.714, 57.633, 57.552, 57.47, 57.386, 57.304, 57.229, 57.162, 57.097, 57.031, 56.961, 56.872, 56.75, 56.595, 56.418, 56.23, 56.036, 55.855, 55.703, 55.572, 55.457, 55.353, 55.258, 55.161, 55.056, 54.943, 54.829, 54.721, 54.615, 54.509, 54.399, 54.285, 54.165, 54.038, 53.908, 53.796, 53.723), A36 = c(58.81, 58.691, 58.571, 58.45, 58.331, 58.213, 58.099, 57.997, 57.911, 57.835, 57.761, 57.685, 57.606, 57.523, 57.44, 57.357, 57.274, 57.189, 57.108, 57.033, 56.963, 56.889, 56.809, 56.72, 56.612, 56.472, 56.307, 56.13, 55.951, 55.777, 55.622, 55.494, 55.383, 55.284, 55.195, 55.111, 55.026, 54.934, 54.832, 54.725, 54.621, 54.519, 54.417, 54.311, 54.199, 54.085, 53.97, 53.852, 53.755), A37 = c(58.81, 58.69, 58.568, 58.444, 58.319, 58.195, 58.068, 57.947, 57.84, 57.751, 57.672, 57.591, 57.508, 57.422, 57.334, 57.249, 57.166, 57.082, 56.998, 56.914, 56.832, 56.749, 56.659, 56.56, 56.451, 56.324, 56.176, 56.014, 55.853, 55.7, 55.556, 55.43, 55.324, 55.232, 55.148, 55.072, 55.002, 54.93, 54.846, 54.747, 54.643, 54.541, 54.443, 54.343, 54.241, 54.143, 54.045, 53.944, 53.84), A38 = c(58.81, 58.684, 58.561, 58.437, 58.31, 58.18, 58.049, 57.916, 57.791, 57.682, 57.59, 57.506, 57.42, 57.33, 57.237, 57.145, 57.059, 56.977, 56.893, 56.805, 56.716, 56.624, 56.527, 56.42, 56.304, 56.178, 56.04, 55.894, 55.752, 55.618, 55.492, 55.374, 55.271, 55.182, 55.104, 55.036, 54.975, 54.916, 54.85, 54.768, 54.671, 54.569, 54.47, 54.373, 54.279, 54.191, 54.11, 54.03, 53.946), A39 = c(58.81, 58.672, 58.544, 58.42, 58.293, 58.162, 58.028, 57.892, 57.757, 57.629, 57.517, 57.423, 57.335, 57.244, 57.147, 57.049, 56.954, 56.867, 56.784, 56.696, 56.604, 56.508, 56.406, 56.295, 56.173, 56.042, 55.908, 55.775, 55.646, 55.525, 55.413, 55.308, 55.21, 55.122, 55.045, 54.982, 54.926, 54.871, 54.816, 54.753, 54.673, 54.578, 54.478, 54.381, 54.292, 54.214, 54.145, 54.087, 54.029 ), A40 = c(58.81, 58.661, 58.521, 58.391, 58.264, 58.135, 58.001, 57.864, 57.728, 57.592, 57.463, 57.351, 57.254, 57.163, 57.067, 56.965, 56.862, 56.764, 56.675, 56.588, 56.497, 56.399, 56.296, 56.184, 56.062, 55.932, 55.804, 55.678, 55.556, 55.441, 55.335, 55.237, 55.146, 55.06, 54.981, 54.913, 54.855, 54.802, 54.748, 54.694, 54.633, 54.555, 54.461, 54.363, 54.276, 54.205, 54.15, 54.109, 54.078), A41 = c(58.81, 58.66, 58.507, 58.365, 58.233, 58.106, 57.975, 57.842, 57.707, 57.573, 57.438, 57.311, 57.2, 57.102, 57.009, 56.91, 56.803, 56.696, 56.595, 56.503, 56.413, 56.318, 56.217, 56.109, 55.993, 55.872, 55.752, 55.633, 55.515, 55.401, 55.293, 55.195, 55.106, 55.021, 54.939, 54.862, 54.794, 54.736, 54.681, 54.625, 54.571, 54.509, 54.431, 54.34, 54.255, 54.186, 54.141, 54.116, 54.104), A42 = c(58.81, 58.667, 58.512, 58.356, 58.212, 58.081, 57.955, 57.827, 57.698, 57.568, 57.439, 57.309, 57.186, 57.077, 56.98, 56.886, 56.785, 56.675, 56.563, 56.459, 56.365, 56.274, 56.178, 56.077, 55.971, 55.862, 55.751, 55.639, 55.527, 55.414, 55.301, 55.196, 55.101, 55.013, 54.927, 54.842, 54.763, 54.691, 54.628, 54.57, 54.511, 54.454, 54.392, 54.316, 54.238, 54.171, 54.126, 54.109, 54.113), A43 = c(58.81, 58.674, 58.524, 58.363, 58.206, 58.061, 57.933, 57.813, 57.693, 57.573, 57.451, 57.33, 57.207, 57.09, 56.986, 56.891, 56.797, 56.695, 56.583, 56.469, 56.363, 56.269, 56.179, 56.085, 55.989, 55.892, 55.791, 55.688, 55.582, 55.473, 55.36, 55.248, 55.142, 55.046, 54.954, 54.863, 54.776, 54.692, 54.615, 54.548, 54.486, 54.423, 54.365, 54.304, 54.234, 54.169, 54.119, 54.095, 54.101), A44 = c(58.81, 58.665, 58.518, 58.358, 58.193, 58.035, 57.895, 57.777, 57.668, 57.559, 57.45, 57.339, 57.228, 57.115, 57.007, 56.909, 56.817, 56.723, 56.621, 56.508, 56.393, 56.288, 56.195, 56.109, 56.021, 55.934, 55.847, 55.755, 55.658, 55.555, 55.448, 55.334, 55.219, 55.112, 55.012, 54.915, 54.821, 54.729, 54.638, 54.555, 54.483, 54.415, 54.348, 54.287, 54.226, 54.163, 54.11, 54.078, 54.073), A45 = c(58.81, 58.602, 58.383, 58.165, 57.954, 57.743, 57.526, 57.306, 57.09, 56.881, 56.675, 56.478, 56.293, 56.119, 55.955, 55.799, 55.653, 55.522, 55.412, 55.324, 55.254, 55.2, 55.16, 55.123, 55.078, 55.026, 54.968, 54.909, 54.847, 54.787, 54.731, 54.677, 54.625, 54.575, 54.529, 54.479, 54.415, 54.341, 54.257, 54.167, 54.074, 53.985, 53.897, 53.81, 53.738, 53.693, 53.673, 53.671, 53.676), A46 = c(58.81, 58.609, 58.385, 58.151, 57.923, 57.706, 57.491, 57.27, 57.048, 56.828, 56.612, 56.4, 56.201, 56.02, 55.856, 55.708, 55.568, 55.432, 55.308, 55.206, 55.125, 55.064, 55.017, 54.985, 54.957, 54.926, 54.892, 54.856, 54.816, 54.774, 54.731, 54.688, 54.644, 54.6, 54.561, 54.531, 54.5, 54.46, 54.413, 54.361, 54.308, 54.254, 54.196, 54.134, 54.067, 54.009, 53.974, 53.962, 53.967 ), A47 = c(58.81, 58.616, 58.394, 58.153, 57.91, 57.675, 57.45, 57.224, 56.994, 56.763, 56.536, 56.318, 56.116, 55.936, 55.778, 55.637, 55.505, 55.374, 55.244, 55.127, 55.031, 54.958, 54.905, 54.867, 54.843, 54.825, 54.807, 54.79, 54.772, 54.75, 54.724, 54.695, 54.662, 54.626, 54.593, 54.569, 54.557, 54.549, 54.536, 54.523, 54.506, 54.484, 54.459, 54.428, 54.389, 54.343, 54.304, 54.283, 54.279), A48 = c(58.81, 58.602, 58.38, 58.133, 57.877, 57.626, 57.381, 57.14, 56.896, 56.649, 56.409, 56.186, 55.984, 55.811, 55.662, 55.528, 55.402, 55.277, 55.15, 55.022, 54.904, 54.808, 54.739, 54.69, 54.655, 54.637, 54.629, 54.624, 54.624, 54.624, 54.617, 54.603, 54.585, 54.563, 54.541, 54.525, 54.525, 54.543, 54.57, 54.595, 54.621, 54.645, 54.661, 54.668, 54.665, 54.654, 54.639, 54.627, 54.629), A49 = c(58.81, 58.573, 58.331, 58.073, 57.801, 57.53, 57.264, 57.002, 56.737, 56.468, 56.21, 55.98, 55.786, 55.622, 55.483, 55.358, 55.239, 55.121, 54.999, 54.874, 54.743, 54.622, 54.528, 54.458, 54.409, 54.377, 54.363, 54.361, 54.363, 54.37, 54.376, 54.377, 54.375, 54.369, 54.36, 54.352, 54.355, 54.379, 54.425, 54.483, 54.539, 54.595, 54.646, 54.687, 54.717, 54.736, 54.751, 54.768, 54.794), A50 = c(58.81, 58.544, 58.271, 57.987, 57.694, 57.399, 57.11, 56.825, 56.539, 56.247, 55.969, 55.735, 55.547, 55.391, 55.258, 55.145, 55.041, 54.937, 54.827, 54.71, 54.589, 54.466, 54.356, 54.269, 54.204, 54.159, 54.132, 54.123, 54.126, 54.134, 54.144, 54.153, 54.159, 54.164, 54.166, 54.165, 54.165, 54.178, 54.216, 54.276, 54.346, 54.415, 54.484, 54.545, 54.592, 54.627, 54.655, 54.687, 54.727), A51 = c(58.81, 58.531, 58.23, 57.92, 57.603, 57.283, 56.967, 56.66, 56.356, 56.05, 55.768, 55.531, 55.339, 55.183, 55.055, 54.946, 54.849, 54.751, 54.647, 54.536, 54.424, 54.311, 54.199, 54.099, 54.022, 53.965, 53.926, 53.905, 53.902, 53.911, 53.925, 53.937, 53.948, 53.959, 53.971, 53.981, 53.99, 53.997, 54.018, 54.064, 54.131, 54.209, 54.287, 54.361, 54.427, 54.478, 54.517, 54.551, 54.592), A52 = c(58.81, 58.531, 58.218, 57.887, 57.552, 57.211, 56.87, 56.538, 56.215, 55.906, 55.633, 55.396, 55.193, 55.028, 54.894, 54.778, 54.669, 54.563, 54.454, 54.339, 54.223, 54.109, 53.999, 53.894, 53.804, 53.736, 53.687, 53.657, 53.647, 53.652, 53.664, 53.678, 53.695, 53.714, 53.741, 53.778, 53.818, 53.852, 53.879, 53.914, 53.97, 54.049, 54.137, 54.222, 54.3, 54.368, 54.423, 54.464, 54.501), A53 = c(58.81, 58.531, 58.218, 57.877, 57.528, 57.178, 56.821, 56.467, 56.124, 55.814, 55.552, 55.327, 55.124, 54.948, 54.801, 54.673, 54.554, 54.436, 54.32, 54.203, 54.086, 53.971, 53.862, 53.76, 53.665, 53.585, 53.527, 53.49, 53.472, 53.471, 53.488, 53.516, 53.546, 53.578, 53.618, 53.67, 53.728, 53.784, 53.83, 53.868, 53.916, 53.986, 54.074, 54.17, 54.264, 54.354, 54.436, 54.505, 54.561 ), A54 = c(58.81, 58.52, 58.206, 57.864, 57.509, 57.151, 56.791, 56.426, 56.065, 55.75, 55.498, 55.287, 55.1, 54.927, 54.769, 54.629, 54.5, 54.376, 54.255, 54.138, 54.024, 53.912, 53.807, 53.71, 53.62, 53.537, 53.469, 53.426, 53.402, 53.399, 53.417, 53.454, 53.501, 53.551, 53.601, 53.656, 53.719, 53.785, 53.845, 53.897, 53.944, 54.001, 54.08, 54.177, 54.283, 54.389, 54.49, 54.584, 54.669), A55 = c(58.81, 58.501, 58.176, 57.831, 57.473, 57.11, 56.748, 56.382, 56.02, 55.706, 55.458, 55.257, 55.086, 54.928, 54.773, 54.621, 54.479, 54.348, 54.224, 54.107, 53.994, 53.886, 53.784, 53.691, 53.606, 53.527, 53.458, 53.408, 53.381, 53.375, 53.391, 53.428, 53.484, 53.55, 53.617, 53.682, 53.746, 53.815, 53.883, 53.945, 54.001, 54.056, 54.121, 54.208, 54.313, 54.428, 54.539, 54.647, 54.748), A56 = c(58.81, 58.481, 58.139, 57.783, 57.42, 57.053, 56.688, 56.323, 55.973, 55.671, 55.428, 55.233, 55.072, 54.929, 54.786, 54.633, 54.48, 54.339, 54.211, 54.096, 53.987, 53.883, 53.785, 53.694, 53.612, 53.537, 53.473, 53.421, 53.387, 53.378, 53.39, 53.423, 53.475, 53.548, 53.631, 53.712, 53.786, 53.856, 53.927, 53.994, 54.056, 54.116, 54.178, 54.251, 54.344, 54.455, 54.572, 54.686, 54.795), A57 = c(58.81, 58.479, 58.12, 57.752, 57.382, 57.01, 56.639, 56.272, 55.936, 55.655, 55.424, 55.234, 55.077, 54.941, 54.806, 54.66, 54.506, 54.355, 54.219, 54.102, 53.997, 53.897, 53.802, 53.713, 53.631, 53.558, 53.498, 53.451, 53.416, 53.402, 53.412, 53.442, 53.49, 53.56, 53.652, 53.753, 53.844, 53.923, 53.994, 54.064, 54.13, 54.195, 54.262, 54.334, 54.416, 54.516, 54.63, 54.751, 54.866), A58 = c(58.81, 58.691, 58.562, 58.418, 58.257, 58.087, 57.918, 57.754, 57.595, 57.438, 57.282, 57.126, 56.971, 56.815, 56.658, 56.501, 56.348, 56.198, 56.05, 55.902, 55.756, 55.618, 55.497, 55.393, 55.305, 55.23, 55.169, 55.123, 55.085, 55.05, 55.013, 54.974, 54.934, 54.897, 54.86, 54.813, 54.75, 54.669, 54.58, 54.491, 54.403, 54.324, 54.256, 54.199, 54.142, 54.073, 53.99, 53.919, 53.875), A59 = c(58.81, 58.66, 58.421, 58.069, 57.624, 57.146, 56.664, 56.158, 55.658, 55.231, 54.889, 54.611, 54.381, 54.193, 54.035, 53.894, 53.766, 53.652, 53.557, 53.479, 53.416, 53.365, 53.326, 53.3, 53.29, 53.294, 53.309, 53.332, 53.363, 53.396, 53.423, 53.445, 53.464, 53.482, 53.499, 53.521, 53.554, 53.597, 53.64, 53.673, 53.699, 53.724, 53.752, 53.786, 53.823, 53.86, 53.896, 53.93, 53.958), A60 = c(58.81, 58.665, 58.503, 58.32, 58.117, 57.903, 57.682, 57.457, 57.23, 57.002, 56.775, 56.554, 56.346, 56.144, 55.942, 55.747, 55.569, 55.415, 55.281, 55.158, 55.039, 54.919, 54.801, 54.691, 54.586, 54.487, 54.396, 54.314, 54.237, 54.161, 54.086, 54.022, 53.978, 53.958, 53.96, 53.98, 54.017, 54.082, 54.155, 54.212, 54.29, 54.415, 54.574, 54.776, 55.018, 55.27, 55.537, 55.823, 56.114 ), A61 = c(58.81, 58.732, 58.662, 58.596, 58.539, 58.497, 58.475, 58.476, 58.491, 58.508, 58.529, 58.546, 58.55, 58.544, 58.526, 58.496, 58.452, 58.397, 58.331, 58.251, 58.155, 58.044, 57.917, 57.784, 57.648, 57.506, 57.356, 57.197, 57.029, 56.852, 56.663, 56.468, 56.282, 56.11, 55.949, 55.792, 55.639, 55.492, 55.36, 55.246, 55.144, 55.047, 54.949, 54.846, 54.746, 54.651, 54.561, 54.476, 54.396), A62 = c(58.81, 58.553, 58.213, 57.817, 57.373, 56.907, 56.471, 56.074, 55.731, 55.447, 55.211, 55.013, 54.844, 54.69, 54.551, 54.426, 54.317, 54.225, 54.144, 54.066, 53.994, 53.926, 53.859, 53.788, 53.722, 53.66, 53.584, 53.505, 53.434, 53.363, 53.292, 53.22, 53.143, 53.065, 52.992, 52.923, 52.852, 52.774, 52.69, 52.604, 52.518, 52.433, 52.343, 52.242, 52.129, 52.01, 51.899, 51.793, 51.68), A63 = c(58.81, 58.632, 58.4, 58.097, 57.748, 57.371, 56.952, 56.508, 56.074, 55.675, 55.322, 55.008, 54.713, 54.413, 54.102, 53.798, 53.523, 53.284, 53.073, 52.884, 52.714, 52.56, 52.423, 52.3, 52.189, 52.088, 51.997, 51.914, 51.838, 51.772, 51.716, 51.668, 51.62, 51.561, 51.494, 51.426, 51.363, 51.304, 51.243, 51.175, 51.099, 51.021, 50.944, 50.862, 50.776, 50.693, 50.613, 50.539, 50.484), A64 = c(58.81, 58.567, 58.325, 58.074, 57.814, 57.549, 57.285, 57.031, 56.782, 56.532, 56.289, 56.07, 55.878, 55.703, 55.539, 55.384, 55.239, 55.096, 54.945, 54.781, 54.594, 54.379, 54.151, 53.929, 53.727, 53.549, 53.393, 53.257, 53.133, 53.014, 52.891, 52.771, 52.668, 52.589, 52.534, 52.512, 52.528, 52.578, 52.653, 52.755, 52.893, 53.051, 53.22, 53.426, 53.665, 53.924, 54.22, 54.511, 54.804), A65 = c(58.81, 58.55, 58.296, 58.042, 57.78, 57.513, 57.245, 56.982, 56.728, 56.478, 56.236, 56.02, 55.827, 55.649, 55.479, 55.315, 55.16, 55.016, 54.873, 54.715, 54.541, 54.345, 54.13, 53.913, 53.709, 53.53, 53.376, 53.249, 53.145, 53.059, 52.977, 52.887, 52.79, 52.702, 52.636, 52.589, 52.574, 52.599, 52.663, 52.755, 52.871, 53.025, 53.191, 53.358, 53.569, 53.815, 54.087, 54.395, 54.702), A66 = c(58.81, 58.533, 58.259, 57.992, 57.727, 57.458, 57.185, 56.91, 56.641, 56.382, 56.14, 55.922, 55.727, 55.542, 55.362, 55.186, 55.017, 54.856, 54.701, 54.54, 54.367, 54.182, 53.984, 53.783, 53.593, 53.419, 53.267, 53.139, 53.038, 52.963, 52.91, 52.864, 52.811, 52.751, 52.689, 52.637, 52.604, 52.596, 52.623, 52.694, 52.784, 52.887, 53.031, 53.189, 53.339, 53.514, 53.715, 53.949, 54.235), A67 = c(58.81, 58.523, 58.23, 57.941, 57.664, 57.394, 57.12, 56.839, 56.556, 56.285, 56.036, 55.815, 55.617, 55.426, 55.236, 55.05, 54.869, 54.693, 54.519, 54.342, 54.159, 53.974, 53.795, 53.623, 53.455, 53.297, 53.154, 53.034, 52.935, 52.858, 52.801, 52.766, 52.738, 52.709, 52.676, 52.634, 52.592, 52.563, 52.55, 52.556, 52.596, 52.649, 52.692, 52.763, 52.842, 52.904, 53.009, 53.141, 53.24 ), A68 = c(58.81, 58.522, 58.219, 57.91, 57.614, 57.336, 57.063, 56.785, 56.497, 56.214, 55.959, 55.736, 55.536, 55.344, 55.148, 54.952, 54.761, 54.572, 54.383, 54.192, 53.997, 53.808, 53.636, 53.483, 53.341, 53.205, 53.077, 52.958, 52.848, 52.751, 52.668, 52.6, 52.548, 52.503, 52.451, 52.393, 52.33, 52.263, 52.195, 52.121, 52.039, 51.963, 51.892, 51.824, 51.756, 51.689, 51.619, 51.535, 51.464), A69 = c(58.81, 58.521, 58.218, 57.9, 57.587, 57.298, 57.021, 56.747, 56.465, 56.182, 55.921, 55.694, 55.493, 55.301, 55.107, 54.908, 54.71, 54.514, 54.315, 54.115, 53.918, 53.725, 53.545, 53.384, 53.244, 53.118, 52.998, 52.884, 52.777, 52.679, 52.591, 52.513, 52.443, 52.384, 52.334, 52.285, 52.232, 52.177, 52.127, 52.078, 52.021, 51.952, 51.877, 51.808, 51.741, 51.667, 51.603, 51.545, 51.478), A70 = c(58.81, 58.521, 58.219, 57.903, 57.585, 57.285, 57.005, 56.733, 56.457, 56.186, 55.93, 55.699, 55.495, 55.303, 55.111, 54.916, 54.718, 54.519, 54.32, 54.119, 53.921, 53.727, 53.536, 53.355, 53.195, 53.057, 52.934, 52.815, 52.701, 52.595, 52.502, 52.422, 52.352, 52.289, 52.237, 52.194, 52.158, 52.127, 52.103, 52.086, 52.071, 52.049, 52.012, 51.962, 51.905, 51.843, 51.769, 51.701, 51.65), A71 = c(58.81, 58.596, 58.357, 58.094, 57.82, 57.558, 57.314, 57.083, 56.847, 56.601, 56.349, 56.092, 55.843, 55.63, 55.464, 55.339, 55.239, 55.152, 55.075, 55.012, 54.964, 54.931, 54.907, 54.889, 54.881, 54.879, 54.881, 54.892, 54.906, 54.92, 54.934, 54.953, 54.988, 55.041, 55.105, 55.174, 55.248, 55.334, 55.436, 55.553, 55.669, 55.77, 55.852, 55.925, 56.003, 56.085, 56.175, 56.279, 56.401 ), A72 = c(58.81, 58.668, 58.515, 58.352, 58.174, 57.976, 57.754, 57.517, 57.28, 57.034, 56.766, 56.477, 56.183, 55.905, 55.647, 55.409, 55.187, 54.977, 54.776, 54.581, 54.39, 54.198, 53.996, 53.786, 53.587, 53.406, 53.241, 53.085, 52.93, 52.775, 52.616, 52.45, 52.283, 52.122, 51.975, 51.838, 51.709, 51.589, 51.486, 51.391, 51.296, 51.201, 51.11, 51.027, 50.951, 50.871, 50.776, 50.666, 50.534), A73 = c(58.81, 58.668, 58.514, 58.35, 58.17, 57.97, 57.746, 57.507, 57.262, 57.022, 56.769, 56.491, 56.212, 55.946, 55.698, 55.468, 55.25, 55.043, 54.844, 54.649, 54.457, 54.267, 54.074, 53.875, 53.678, 53.494, 53.329, 53.182, 53.039, 52.892, 52.742, 52.588, 52.428, 52.267, 52.112, 51.969, 51.835, 51.709, 51.593, 51.492, 51.397, 51.301, 51.205, 51.113, 51.028, 50.949, 50.868, 50.774, 50.664), A74 = c(58.81, 58.658, 58.504, 58.337, 58.157, 57.957, 57.734, 57.49, 57.239, 56.99, 56.74, 56.474, 56.2, 55.939, 55.698, 55.475, 55.265, 55.066, 54.875, 54.686, 54.494, 54.302, 54.11, 53.919, 53.73, 53.549, 53.382, 53.232, 53.094, 52.959, 52.818, 52.675, 52.528, 52.377, 52.224, 52.077, 51.941, 51.814, 51.694, 51.585, 51.49, 51.402, 51.313, 51.224, 51.137, 51.057, 50.984, 50.908, 50.821), A75 = c(58.81, 58.641, 58.476, 58.306, 58.122, 57.921, 57.698, 57.454, 57.196, 56.937, 56.676, 56.407, 56.133, 55.871, 55.635, 55.421, 55.222, 55.035, 54.857, 54.679, 54.494, 54.303, 54.11, 53.92, 53.738, 53.565, 53.399, 53.247, 53.108, 52.977, 52.846, 52.711, 52.573, 52.433, 52.291, 52.148, 52.012, 51.886, 51.765, 51.65, 51.547, 51.457, 51.374, 51.29, 51.205, 51.123, 51.047, 50.978, 50.909), A76 = c(58.81, 58.624, 58.442, 58.26, 58.069, 57.862, 57.636, 57.392, 57.135, 56.869, 56.597, 56.317, 56.026, 55.755, 55.52, 55.313, 55.128, 54.953, 54.784, 54.61, 54.428, 54.235, 54.031, 53.828, 53.638, 53.461, 53.294, 53.135, 52.987, 52.845, 52.705, 52.563, 52.418, 52.271, 52.124, 51.976, 51.833, 51.695, 51.563, 51.432, 51.306, 51.194, 51.097, 51.007, 50.914, 50.819, 50.722, 50.628, 50.535), A77 = c(58.81, 58.658, 58.498, 58.33, 58.138, 57.911, 57.659, 57.395, 57.126, 56.846, 56.555, 56.259, 55.972, 55.707, 55.461, 55.228, 55.016, 54.818, 54.621, 54.418, 54.197, 53.952, 53.701, 53.459, 53.23, 53.011, 52.796, 52.584, 52.379, 52.186, 52.009, 51.844, 51.683, 51.527, 51.371, 51.207, 51.031, 50.85, 50.674, 50.502, 50.341, 50.196, 50.071, 49.951, 49.821, 49.683, 49.553, 49.445, 49.357), A78 = c(58.81, 58.664, 58.491, 58.309, 58.117, 57.903, 57.66, 57.402, 57.136, 56.863, 56.576, 56.281, 55.995, 55.737, 55.504, 55.282, 55.069, 54.866, 54.668, 54.465, 54.247, 54.008, 53.757, 53.515, 53.29, 53.082, 52.881, 52.679, 52.479, 52.288, 52.111, 51.95, 51.798, 51.648, 51.501, 51.351, 51.194, 51.027, 50.854, 50.683, 50.511, 50.343, 50.184, 50.037, 49.891, 49.737, 49.579, 49.431, 49.306 ), A79 = c(58.81, 58.688, 58.524, 58.332, 58.131, 57.92, 57.691, 57.441, 57.184, 56.919, 56.643, 56.355, 56.07, 55.81, 55.58, 55.369, 55.163, 54.963, 54.768, 54.572, 54.366, 54.143, 53.903, 53.664, 53.44, 53.235, 53.045, 52.861, 52.676, 52.494, 52.319, 52.158, 52.012, 51.875, 51.739, 51.603, 51.465, 51.321, 51.17, 51.012, 50.854, 50.697, 50.541, 50.392, 50.248, 50.1, 49.932, 49.753, 49.586), A80 = c(58.81, 58.713, 58.576, 58.396, 58.189, 57.974, 57.751, 57.515, 57.266, 57.011, 56.749, 56.471, 56.191, 55.926, 55.689, 55.48, 55.285, 55.093, 54.903, 54.715, 54.522, 54.317, 54.098, 53.866, 53.643, 53.438, 53.255, 53.086, 52.922, 52.756, 52.591, 52.434, 52.288, 52.157, 52.035, 51.914, 51.793, 51.671, 51.545, 51.415, 51.28, 51.141, 51, 50.863, 50.736, 50.615, 50.493, 50.357, 50.207), A81 = c(58.81, 58.711, 58.6, 58.45, 58.258, 58.042, 57.817, 57.589, 57.353, 57.106, 56.855, 56.592, 56.32, 56.05, 55.802, 55.586, 55.396, 55.215, 55.037, 54.86, 54.68, 54.493, 54.294, 54.083, 53.864, 53.656, 53.471, 53.308, 53.16, 53.017, 52.872, 52.727, 52.588, 52.461, 52.346, 52.238, 52.131, 52.024, 51.918, 51.813, 51.707, 51.598, 51.485, 51.371, 51.257, 51.148, 51.042, 50.935, 50.819), A82 = c(58.81, 58.684, 58.572, 58.45, 58.288, 58.087, 57.864, 57.637, 57.409, 57.174, 56.931, 56.68, 56.416, 56.143, 55.883, 55.651, 55.454, 55.281, 55.118, 54.956, 54.79, 54.618, 54.437, 54.243, 54.035, 53.822, 53.619, 53.437, 53.276, 53.129, 52.987, 52.843, 52.699, 52.562, 52.435, 52.32, 52.212, 52.106, 52, 51.894, 51.789, 51.683, 51.574, 51.46, 51.345, 51.23, 51.12, 51.015, 50.908), A83 = c(58.81, 58.728, 58.611, 58.459, 58.261, 58.018, 57.738, 57.424, 57.094, 56.779, 56.497, 56.237, 55.975, 55.727, 55.497, 55.282, 55.078, 54.884, 54.698, 54.518, 54.35, 54.195, 54.053, 53.917, 53.784, 53.656, 53.535, 53.418, 53.304, 53.194, 53.089, 52.986, 52.894, 52.82, 52.761, 52.715, 52.686, 52.675, 52.669, 52.663, 52.663, 52.659, 52.649, 52.645, 52.632, 52.598, 52.561, 52.534, 52.511), A84 = c(58.81, 58.628, 58.427, 58.197, 57.94, 57.667, 57.392, 57.12, 56.85, 56.571, 56.28, 55.998, 55.75, 55.532, 55.339, 55.169, 55.016, 54.869, 54.715, 54.56, 54.413, 54.28, 54.159, 54.045, 53.937, 53.833, 53.735, 53.641, 53.548, 53.459, 53.374, 53.293, 53.23, 53.198, 53.199, 53.218, 53.239, 53.262, 53.292, 53.337, 53.397, 53.467, 53.542, 53.623, 53.705, 53.786, 53.864, 53.943, 54.023), A85 = c(58.81, 58.626, 58.427, 58.202, 57.947, 57.674, 57.4, 57.128, 56.858, 56.58, 56.289, 56.001, 55.744, 55.523, 55.323, 55.142, 54.98, 54.832, 54.685, 54.531, 54.377, 54.232, 54.1, 53.98, 53.868, 53.762, 53.66, 53.56, 53.463, 53.366, 53.27, 53.178, 53.089, 53.017, 52.979, 52.977, 52.994, 53.014, 53.035, 53.065, 53.107, 53.165, 53.234, 53.306, 53.383, 53.461, 53.536, 53.607, 53.676 ), A86 = c(58.81, 58.625, 58.427, 58.206, 57.954, 57.682, 57.41, 57.142, 56.875, 56.6, 56.311, 56.018, 55.753, 55.525, 55.324, 55.137, 54.966, 54.812, 54.666, 54.518, 54.364, 54.211, 54.067, 53.936, 53.817, 53.708, 53.601, 53.497, 53.394, 53.292, 53.189, 53.087, 52.987, 52.891, 52.814, 52.771, 52.762, 52.774, 52.791, 52.814, 52.846, 52.891, 52.951, 53.019, 53.089, 53.161, 53.235, 53.305, 53.368), A87 = c(58.81, 58.649, 58.456, 58.245, 58.004, 57.735, 57.461, 57.193, 56.931, 56.663, 56.379, 56.084, 55.804, 55.561, 55.351, 55.163, 54.986, 54.822, 54.672, 54.527, 54.378, 54.223, 54.069, 53.925, 53.794, 53.677, 53.566, 53.458, 53.35, 53.243, 53.134, 53.025, 52.916, 52.812, 52.712, 52.63, 52.581, 52.566, 52.573, 52.589, 52.615, 52.652, 52.703, 52.769, 52.843, 52.917, 52.99, 53.063, 53.131), A88 = c(58.81, 58.698, 58.535, 58.337, 58.118, 57.869, 57.599, 57.327, 57.067, 56.809, 56.538, 56.252, 55.957, 55.686, 55.455, 55.255, 55.074, 54.903, 54.744, 54.596, 54.453, 54.305, 54.149, 53.994, 53.849, 53.718, 53.601, 53.49, 53.381, 53.272, 53.163, 53.052, 52.941, 52.832, 52.728, 52.626, 52.541, 52.489, 52.47, 52.474, 52.489, 52.516, 52.555, 52.608, 52.676, 52.752, 52.828, 52.903, 52.976), A89 = c(58.81, 58.805, 58.774, 58.714, 58.623, 58.498, 58.343, 58.171, 57.989, 57.797, 57.593, 57.375, 57.144, 56.909, 56.681, 56.473, 56.282, 56.099, 55.926, 55.767, 55.621, 55.487, 55.367, 55.264, 55.162, 55.042, 54.903, 54.751, 54.596, 54.442, 54.291, 54.142, 53.995, 53.846, 53.697, 53.549, 53.407, 53.273, 53.151, 53.038, 52.925, 52.805, 52.68, 52.552, 52.421, 52.291, 52.169, 52.057, 51.945), A90 = c(58.81, 58.855, 58.934, 59.054, 59.203, 59.371, 59.558, 59.767, 59.996, 60.233, 60.455, 60.651, 60.823, 60.976, 61.11, 61.219, 61.306, 61.375, 61.427, 61.471, 61.515, 61.558, 61.595, 61.621, 61.632, 61.627, 61.602, 61.559, 61.503, 61.437, 61.357, 61.26, 61.145, 61.01, 60.868, 60.73, 60.589, 60.439, 60.285, 60.139, 60.007, 59.877, 59.742, 59.579, 59.378, 59.151, 58.912, 58.663, 58.407), B1 = c(17.39, 17.58, 17.828, 18.154, 18.508, 18.902, 19.389, 19.878, 20.282, 20.608, 20.88, 21.121, 21.337, 21.53, 21.709, 21.884, 22.031, 22.136, 22.206, 22.251, 22.277, 22.283, 22.29, 22.326, 22.396, 22.486, 22.584, 22.691, 22.802, 22.909, 23.009, 23.109, 23.211, 23.315, 23.416, 23.511, 23.602, 23.701, 23.821, 23.963, 24.13, 24.323, 24.543, 24.779, 25.017, 25.253, 25.487, 25.723, 25.966), B2 = c(17.39, 17.791, 18.174, 18.545, 18.918, 19.304, 19.716, 20.144, 20.569, 20.984, 21.397, 21.825, 22.268, 22.711, 23.146, 23.571, 23.98, 24.359, 24.696, 24.99, 25.264, 25.53, 25.783, 26.021, 26.232, 26.41, 26.569, 26.73, 26.9, 27.067, 27.215, 27.343, 27.457, 27.566, 27.674, 27.767, 27.831, 27.867, 27.891, 27.919, 27.95, 27.995, 28.066, 28.16, 28.272, 28.393, 28.52, 28.639, 28.738 ), B3 = c(17.39, 17.799, 18.203, 18.616, 19.039, 19.468, 19.911, 20.368, 20.815, 21.244, 21.668, 22.092, 22.526, 22.963, 23.387, 23.796, 24.188, 24.56, 24.902, 25.209, 25.486, 25.744, 25.994, 26.237, 26.463, 26.662, 26.828, 26.98, 27.138, 27.308, 27.474, 27.62, 27.744, 27.853, 27.961, 28.069, 28.164, 28.23, 28.267, 28.29, 28.315, 28.343, 28.385, 28.451, 28.541, 28.645, 28.754, 28.864, 28.966), B4 = c(17.39, 17.806, 18.212, 18.645, 19.113, 19.591, 20.073, 20.557, 21.027, 21.472, 21.904, 22.333, 22.76, 23.192, 23.62, 24.025, 24.406, 24.766, 25.104, 25.419, 25.708, 25.974, 26.223, 26.466, 26.705, 26.928, 27.121, 27.279, 27.425, 27.578, 27.744, 27.907, 28.05, 28.169, 28.275, 28.381, 28.486, 28.576, 28.635, 28.661, 28.669, 28.679, 28.69, 28.717, 28.768, 28.842, 28.93, 29.018, 29.105), B5 = c(17.39, 17.713, 18.077, 18.442, 18.783, 19.147, 19.513, 19.835, 20.121, 20.402, 20.705, 21.032, 21.359, 21.657, 21.926, 22.156, 22.351, 22.543, 22.744, 22.953, 23.158, 23.36, 23.553, 23.719, 23.856, 23.965, 24.031, 24.046, 24.017, 23.953, 23.844, 23.68, 23.475, 23.318, 23.25, 23.242, 23.24, 23.218, 23.186, 23.153, 23.138, 23.16, 23.215, 23.294, 23.397, 23.536, 23.718, 23.94, 24.2), B6 = c(17.39, 17.684, 18.013, 18.381, 18.755, 19.128, 19.525, 19.908, 20.247, 20.555, 20.854, 21.164, 21.489, 21.805, 22.089, 22.348, 22.582, 22.802, 23.029, 23.263, 23.496, 23.72, 23.936, 24.139, 24.306, 24.437, 24.542, 24.612, 24.64, 24.641, 24.617, 24.566, 24.471, 24.309, 24.129, 24.004, 23.955, 23.936, 23.899, 23.851, 23.813, 23.806, 23.843, 23.927, 24.045, 24.187, 24.367, 24.607, 24.905 ), B7 = c(17.39, 17.669, 17.962, 18.291, 18.654, 19.035, 19.418, 19.815, 20.199, 20.539, 20.841, 21.13, 21.432, 21.744, 22.043, 22.306, 22.547, 22.777, 23.007, 23.247, 23.491, 23.725, 23.949, 24.161, 24.348, 24.492, 24.601, 24.688, 24.737, 24.752, 24.749, 24.727, 24.671, 24.56, 24.388, 24.211, 24.097, 24.056, 24.033, 23.989, 23.939, 23.901, 23.894, 23.938, 24.032, 24.157, 24.304, 24.493, 24.743), B8 = c(17.39, 17.666, 17.937, 18.226, 18.547, 18.904, 19.276, 19.645, 20.027, 20.399, 20.721, 21.005, 21.281, 21.572, 21.869, 22.141, 22.373, 22.597, 22.828, 23.063, 23.307, 23.548, 23.779, 23.997, 24.197, 24.365, 24.484, 24.568, 24.629, 24.654, 24.65, 24.631, 24.584, 24.489, 24.333, 24.117, 23.916, 23.786, 23.719, 23.67, 23.605, 23.536, 23.479, 23.447, 23.456, 23.505, 23.58, 23.666, 23.769), B9 = c(17.39, 17.663, 17.923, 18.184, 18.465, 18.779, 19.124, 19.473, 19.82, 20.186, 20.536, 20.832, 21.098, 21.363, 21.639, 21.912, 22.155, 22.366, 22.585, 22.818, 23.057, 23.3, 23.539, 23.766, 23.977, 24.163, 24.311, 24.41, 24.473, 24.509, 24.51, 24.489, 24.451, 24.376, 24.24, 24.039, 23.801, 23.598, 23.455, 23.36, 23.28, 23.194, 23.112, 23.038, 22.986, 22.962, 22.969, 22.998, 23.043), B10 = c(17.39, 17.696, 17.994, 18.266, 18.502, 18.719, 18.954, 19.228, 19.538, 19.869, 20.212, 20.564, 20.893, 21.168, 21.399, 21.603, 21.795, 21.982, 22.166, 22.334, 22.468, 22.565, 22.629, 22.664, 22.684, 22.702, 22.717, 22.728, 22.722, 22.684, 22.61, 22.498, 22.346, 22.154, 21.919, 21.642, 21.333, 21.004, 20.655, 20.287, 19.899, 19.49, 19.08, 18.687, 18.312, 17.962, 17.632, 17.318, 17.024), B11 = c(17.39, 17.676, 17.934, 18.161, 18.38, 18.607, 18.836, 19.08, 19.338, 19.598, 19.851, 20.09, 20.307, 20.494, 20.647, 20.774, 20.883, 20.979, 21.06, 21.119, 21.153, 21.166, 21.154, 21.113, 21.044, 20.95, 20.834, 20.7, 20.557, 20.411, 20.259, 20.109, 19.97, 19.837, 19.702, 19.558, 19.401, 19.216, 18.993, 18.732, 18.436, 18.115, 17.776, 17.445, 17.148, 16.88, 16.62, 16.358, 16.1), B12 = c(17.39, 17.684, 17.968, 18.222, 18.455, 18.686, 18.943, 19.235, 19.549, 19.866, 20.176, 20.48, 20.786, 21.101, 21.431, 21.779, 22.148, 22.533, 22.928, 23.332, 23.748, 24.182, 24.643, 25.126, 25.619, 26.118, 26.614, 27.092, 27.543, 27.983, 28.431, 28.887, 29.328, 29.729, 30.096, 30.426, 30.717, 30.972, 31.194, 31.383, 31.541, 31.677, 31.798, 31.908, 31.995, 32.046, 32.062, 32.05, 32.013), B13 = c(17.39, 17.623, 17.871, 18.105, 18.324, 18.518, 18.714, 18.952, 19.228, 19.519, 19.814, 20.107, 20.397, 20.69, 20.993, 21.312, 21.65, 22.013, 22.394, 22.786, 23.188, 23.601, 24.035, 24.501, 24.999, 25.514, 26.037, 26.552, 27.04, 27.495, 27.938, 28.39, 28.852, 29.305, 29.727, 30.122, 30.485, 30.81, 31.099, 31.354, 31.577, 31.77, 31.936, 32.079, 32.202, 32.3, 32.367, 32.409, 32.431 ), B14 = c(17.39, 17.63, 17.894, 18.171, 18.447, 18.723, 19.012, 19.304, 19.594, 19.898, 20.207, 20.506, 20.801, 21.108, 21.433, 21.768, 22.102, 22.433, 22.769, 23.132, 23.541, 23.996, 24.486, 24.993, 25.505, 26.023, 26.557, 27.108, 27.668, 28.231, 28.793, 29.35, 29.911, 30.478, 31.028, 31.535, 32, 32.425, 32.807, 33.143, 33.451, 33.751, 34.042, 34.303, 34.513, 34.67, 34.802, 34.936, 35.074), B15 = c(17.39, 17.718, 18.01, 18.242, 18.41, 18.566, 18.762, 18.99, 19.234, 19.482, 19.732, 19.983, 20.237, 20.498, 20.756, 21, 21.234, 21.453, 21.656, 21.842, 22.024, 22.217, 22.43, 22.656, 22.886, 23.115, 23.355, 23.612, 23.883, 24.152, 24.411, 24.667, 24.933, 25.222, 25.534, 25.867, 26.215, 26.573, 26.934, 27.296, 27.659, 28.022, 28.377, 28.719, 29.056, 29.405, 29.763, 30.13, 30.503), B16 = c(17.39, 17.707, 18.01, 18.274, 18.48, 18.631, 18.774, 18.948, 19.147, 19.362, 19.581, 19.801, 20.02, 20.243, 20.473, 20.696, 20.904, 21.097, 21.278, 21.449, 21.609, 21.77, 21.947, 22.148, 22.362, 22.576, 22.786, 23.006, 23.25, 23.516, 23.781, 24.03, 24.269, 24.517, 24.789, 25.085, 25.399, 25.726, 26.06, 26.397, 26.731, 27.064, 27.393, 27.717, 28.029, 28.34, 28.663, 28.997, 29.339), B17 = c(17.39, 17.56, 17.786, 18.042, 18.316, 18.617, 18.953, 19.299, 19.629, 19.954, 20.253, 20.507, 20.723, 20.907, 21.05, 21.148, 21.211, 21.248, 21.248, 21.231, 21.237, 21.275, 21.322, 21.351, 21.357, 21.349, 21.334, 21.303, 21.272, 21.262, 21.275, 21.296, 21.31, 21.319, 21.333, 21.362, 21.411, 21.482, 21.575, 21.69, 21.83, 22.002, 22.205, 22.431, 22.666, 22.912, 23.17, 23.44, 23.713 ), B18 = c(17.39, 17.586, 17.784, 18.027, 18.291, 18.574, 18.888, 19.227, 19.568, 19.896, 20.214, 20.497, 20.736, 20.944, 21.117, 21.243, 21.319, 21.357, 21.361, 21.335, 21.317, 21.332, 21.38, 21.433, 21.463, 21.468, 21.455, 21.428, 21.381, 21.331, 21.301, 21.292, 21.29, 21.282, 21.27, 21.261, 21.266, 21.287, 21.332, 21.405, 21.504, 21.631, 21.791, 21.983, 22.197, 22.419, 22.651, 22.897, 23.159), B19 = c(17.39, 17.667, 17.893, 18.122, 18.386, 18.661, 18.951, 19.266, 19.599, 19.935, 20.254, 20.551, 20.811, 21.034, 21.229, 21.385, 21.486, 21.539, 21.552, 21.542, 21.528, 21.53, 21.564, 21.623, 21.681, 21.715, 21.722, 21.71, 21.679, 21.623, 21.564, 21.524, 21.504, 21.491, 21.471, 21.446, 21.424, 21.416, 21.423, 21.455, 21.518, 21.609, 21.732, 21.886, 22.074, 22.284, 22.503, 22.73, 22.97), B20 = c(17.39, 17.748, 18.041, 18.302, 18.568, 18.853, 19.138, 19.429, 19.74, 20.068, 20.392, 20.69, 20.959, 21.193, 21.393, 21.561, 21.684, 21.756, 21.781, 21.788, 21.801, 21.813, 21.839, 21.889, 21.956, 22.015, 22.05, 22.059, 22.044, 22.006, 21.945, 21.882, 21.839, 21.816, 21.8, 21.776, 21.745, 21.717, 21.704, 21.709, 21.74, 21.802, 21.895, 22.021, 22.179, 22.371, 22.585, 22.808, 23.038), B21 = c(17.39, 17.779, 18.139, 18.452, 18.748, 19.049, 19.358, 19.65, 19.937, 20.242, 20.555, 20.857, 21.129, 21.365, 21.566, 21.732, 21.86, 21.94, 21.979, 22.009, 22.047, 22.089, 22.126, 22.171, 22.231, 22.296, 22.35, 22.381, 22.387, 22.371, 22.333, 22.274, 22.213, 22.17, 22.146, 22.128, 22.1, 22.063, 22.026, 22.005, 22.001, 22.024, 22.083, 22.178, 22.307, 22.47, 22.666, 22.885, 23.109), B22 = c(17.39, 17.764, 18.144, 18.507, 18.84, 19.168, 19.503, 19.824, 20.114, 20.397, 20.693, 20.989, 21.265, 21.507, 21.711, 21.875, 22, 22.078, 22.125, 22.172, 22.23, 22.297, 22.36, 22.416, 22.473, 22.536, 22.595, 22.636, 22.654, 22.651, 22.63, 22.59, 22.532, 22.473, 22.43, 22.404, 22.383, 22.35, 22.306, 22.263, 22.233, 22.22, 22.235, 22.288, 22.381, 22.51, 22.674, 22.873, 23.093), B23 = c(17.39, 17.749, 18.11, 18.484, 18.851, 19.201, 19.56, 19.91, 20.228, 20.516, 20.797, 21.082, 21.358, 21.61, 21.829, 22.001, 22.125, 22.208, 22.265, 22.32, 22.384, 22.463, 22.546, 22.62, 22.684, 22.746, 22.805, 22.849, 22.871, 22.876, 22.864, 22.837, 22.794, 22.736, 22.676, 22.631, 22.602, 22.575, 22.534, 22.478, 22.422, 22.382, 22.358, 22.363, 22.408, 22.495, 22.62, 22.78, 22.976), B24 = c(17.39, 17.739, 18.082, 18.436, 18.807, 19.18, 19.548, 19.915, 20.26, 20.576, 20.864, 21.14, 21.413, 21.672, 21.909, 22.107, 22.247, 22.341, 22.422, 22.493, 22.562, 22.642, 22.731, 22.817, 22.895, 22.964, 23.027, 23.077, 23.105, 23.116, 23.114, 23.102, 23.078, 23.039, 22.986, 22.932, 22.89, 22.862, 22.832, 22.786, 22.723, 22.659, 22.614, 22.588, 22.592, 22.638, 22.727, 22.854, 23.012 ), B25 = c(17.39, 17.737, 18.069, 18.403, 18.757, 19.13, 19.508, 19.881, 20.244, 20.586, 20.899, 21.184, 21.454, 21.715, 21.965, 22.19, 22.363, 22.488, 22.594, 22.696, 22.784, 22.865, 22.951, 23.043, 23.135, 23.221, 23.3, 23.365, 23.41, 23.431, 23.439, 23.444, 23.448, 23.447, 23.43, 23.396, 23.358, 23.331, 23.316, 23.303, 23.281, 23.252, 23.229, 23.222, 23.231, 23.267, 23.344, 23.463, 23.617), B26 = c(17.39, 17.734, 18.062, 18.386, 18.724, 19.084, 19.46, 19.838, 20.209, 20.57, 20.906, 21.209, 21.485, 21.747, 22.003, 22.246, 22.459, 22.631, 22.778, 22.909, 23.027, 23.123, 23.214, 23.312, 23.418, 23.527, 23.627, 23.715, 23.787, 23.836, 23.86, 23.877, 23.905, 23.949, 23.992, 24.013, 24.012, 24.006, 24.014, 24.036, 24.066, 24.101, 24.142, 24.192, 24.248, 24.308, 24.388, 24.507, 24.666), B27 = c(17.39, 17.702, 18.026, 18.346, 18.676, 19.023, 19.388, 19.766, 20.144, 20.516, 20.867, 21.186, 21.474, 21.744, 22.004, 22.251, 22.487, 22.709, 22.903, 23.073, 23.215, 23.331, 23.435, 23.541, 23.655, 23.776, 23.887, 23.987, 24.082, 24.163, 24.218, 24.248, 24.277, 24.325, 24.393, 24.46, 24.502, 24.521, 24.535, 24.564, 24.605, 24.657, 24.717, 24.786, 24.861, 24.934, 25.005, 25.091, 25.212), B28 = c(17.39, 17.651, 17.953, 18.268, 18.594, 18.935, 19.29, 19.66, 20.039, 20.417, 20.779, 21.112, 21.415, 21.694, 21.96, 22.212, 22.449, 22.692, 22.931, 23.141, 23.309, 23.441, 23.558, 23.672, 23.792, 23.909, 24.019, 24.124, 24.223, 24.319, 24.403, 24.46, 24.491, 24.52, 24.572, 24.649, 24.729, 24.785, 24.818, 24.846, 24.888, 24.944, 25.011, 25.086, 25.17, 25.258, 25.342, 25.419, 25.507), B29 = c(17.39, 17.599, 17.87, 18.17, 18.488, 18.828, 19.178, 19.54, 19.911, 20.29, 20.662, 21.011, 21.328, 21.618, 21.889, 22.146, 22.385, 22.616, 22.862, 23.107, 23.306, 23.457, 23.584, 23.703, 23.822, 23.931, 24.033, 24.133, 24.231, 24.325, 24.418, 24.498, 24.548, 24.573, 24.6, 24.651, 24.728, 24.811, 24.871, 24.909, 24.942, 24.989, 25.048, 25.115, 25.191, 25.277, 25.365, 25.447, 25.523), B30 = c(17.39, 17.59, 17.827, 18.11, 18.42, 18.754, 19.106, 19.466, 19.83, 20.201, 20.576, 20.94, 21.276, 21.582, 21.86, 22.121, 22.361, 22.582, 22.806, 23.052, 23.285, 23.462, 23.604, 23.727, 23.846, 23.949, 24.042, 24.131, 24.223, 24.315, 24.405, 24.49, 24.558, 24.599, 24.62, 24.644, 24.693, 24.77, 24.853, 24.916, 24.956, 24.992, 25.039, 25.096, 25.163, 25.238, 25.322, 25.408, 25.489), B31 = c(17.39, 17.615, 17.848, 18.113, 18.417, 18.745, 19.095, 19.459, 19.823, 20.188, 20.558, 20.929, 21.285, 21.613, 21.908, 22.174, 22.419, 22.641, 22.851, 23.07, 23.306, 23.52, 23.685, 23.822, 23.944, 24.049, 24.139, 24.223, 24.306, 24.394, 24.485, 24.568, 24.644, 24.705, 24.742, 24.76, 24.785, 24.838, 24.923, 25.016, 25.088, 25.135, 25.175, 25.227, 25.292, 25.368, 25.45, 25.54, 25.631 ), B32 = c(17.39, 17.64, 17.893, 18.16, 18.454, 18.778, 19.126, 19.492, 19.863, 20.23, 20.597, 20.964, 21.329, 21.679, 22, 22.284, 22.535, 22.764, 22.973, 23.175, 23.391, 23.614, 23.812, 23.97, 24.107, 24.223, 24.317, 24.398, 24.475, 24.554, 24.642, 24.727, 24.803, 24.874, 24.932, 24.967, 24.986, 25.015, 25.078, 25.178, 25.283, 25.362, 25.415, 25.463, 25.525, 25.602, 25.691, 25.784, 25.881), B33 = c(17.39, 17.975, 18.49, 18.937, 19.338, 19.7, 20.052, 20.388, 20.675, 20.906, 21.089, 21.237, 21.355, 21.43, 21.442, 21.39, 21.283, 21.123, 20.9, 20.636, 20.351, 20.028, 19.689, 19.348, 18.995, 18.652, 18.311, 17.927, 17.504, 17.058, 16.578, 16.063, 15.52, 14.953, 14.348, 13.669, 12.909, 12.092, 11.274, 10.485, 9.753, 9.064, 8.38, 7.657, 6.906, 6.152, 5.375, 4.614, 3.92), B34 = c(17.39, 17.433, 17.492, 17.569, 17.662, 17.766, 17.88, 17.983, 18.054, 18.094, 18.132, 18.192, 18.274, 18.361, 18.439, 18.511, 18.592, 18.691, 18.807, 18.926, 19.04, 19.151, 19.262, 19.373, 19.481, 19.604, 19.759, 19.946, 20.17, 20.427, 20.701, 20.972, 21.228, 21.478, 21.735, 22.012, 22.301, 22.597, 22.901, 23.21, 23.515, 23.804, 24.076, 24.353, 24.657, 24.988, 25.345, 25.723, 26.11), B35 = c(17.39, 17.426, 17.47, 17.532, 17.614, 17.712, 17.822, 17.944, 18.053, 18.131, 18.178, 18.226, 18.298, 18.396, 18.502, 18.602, 18.698, 18.802, 18.922, 19.056, 19.193, 19.329, 19.465, 19.593, 19.713, 19.832, 19.972, 20.149, 20.364, 20.613, 20.881, 21.158, 21.431, 21.695, 21.954, 22.217, 22.49, 22.768, 23.052, 23.346, 23.652, 23.957, 24.256, 24.551, 24.857, 25.19, 25.557, 25.953, 26.361 ), B36 = c(17.39, 17.428, 17.466, 17.512, 17.576, 17.661, 17.765, 17.881, 18.007, 18.119, 18.199, 18.254, 18.313, 18.401, 18.518, 18.647, 18.772, 18.895, 19.024, 19.167, 19.318, 19.468, 19.611, 19.755, 19.896, 20.037, 20.187, 20.364, 20.577, 20.821, 21.087, 21.366, 21.651, 21.935, 22.21, 22.471, 22.728, 22.989, 23.254, 23.527, 23.813, 24.116, 24.433, 24.755, 25.076, 25.408, 25.771, 26.171, 26.6), B37 = c(17.39, 17.43, 17.472, 17.512, 17.559, 17.626, 17.715, 17.823, 17.943, 18.069, 18.179, 18.264, 18.328, 18.4, 18.504, 18.642, 18.796, 18.947, 19.096, 19.245, 19.394, 19.541, 19.686, 19.833, 19.99, 20.155, 20.327, 20.516, 20.727, 20.965, 21.225, 21.505, 21.796, 22.095, 22.388, 22.664, 22.924, 23.177, 23.432, 23.691, 23.958, 24.246, 24.567, 24.911, 25.263, 25.607, 25.961, 26.348, 26.776), B38 = c(17.39, 17.432, 17.48, 17.527, 17.568, 17.615, 17.684, 17.778, 17.893, 18.016, 18.141, 18.252, 18.341, 18.414, 18.5, 18.622, 18.782, 18.959, 19.128, 19.285, 19.435, 19.583, 19.727, 19.873, 20.029, 20.204, 20.394, 20.595, 20.807, 21.038, 21.288, 21.562, 21.859, 22.166, 22.474, 22.771, 23.05, 23.308, 23.558, 23.811, 24.068, 24.345, 24.655, 25.007, 25.385, 25.761, 26.125, 26.497, 26.906), B39 = c(17.39, 17.436, 17.489, 17.544, 17.596, 17.638, 17.685, 17.759, 17.863, 17.985, 18.112, 18.235, 18.346, 18.44, 18.524, 18.624, 18.764, 18.94, 19.128, 19.302, 19.465, 19.619, 19.77, 19.913, 20.061, 20.229, 20.419, 20.623, 20.835, 21.061, 21.305, 21.569, 21.862, 22.179, 22.498, 22.814, 23.115, 23.394, 23.652, 23.903, 24.16, 24.434, 24.738, 25.083, 25.472, 25.88, 26.276, 26.658, 27.051), B40 = c(17.39, 17.44, 17.501, 17.566, 17.629, 17.685, 17.727, 17.781, 17.869, 17.984, 18.112, 18.24, 18.362, 18.473, 18.573, 18.667, 18.779, 18.928, 19.114, 19.308, 19.49, 19.659, 19.82, 19.974, 20.12, 20.271, 20.443, 20.635, 20.842, 21.063, 21.301, 21.561, 21.847, 22.165, 22.498, 22.825, 23.142, 23.443, 23.723, 23.985, 24.246, 24.523, 24.828, 25.171, 25.556, 25.98, 26.411, 26.826, 27.224), B41 = c(17.39, 17.453, 17.522, 17.599, 17.676, 17.746, 17.806, 17.86, 17.931, 18.033, 18.156, 18.288, 18.416, 18.536, 18.647, 18.751, 18.85, 18.967, 19.123, 19.315, 19.516, 19.704, 19.879, 20.045, 20.203, 20.349, 20.499, 20.671, 20.864, 21.074, 21.303, 21.556, 21.838, 22.148, 22.48, 22.818, 23.146, 23.464, 23.768, 24.054, 24.33, 24.611, 24.919, 25.265, 25.649, 26.066, 26.51, 26.957, 27.384), B42 = c(17.39, 17.476, 17.56, 17.648, 17.74, 17.828, 17.907, 17.98, 18.051, 18.137, 18.247, 18.374, 18.507, 18.635, 18.752, 18.86, 18.963, 19.064, 19.186, 19.345, 19.54, 19.745, 19.936, 20.115, 20.284, 20.441, 20.584, 20.732, 20.902, 21.096, 21.312, 21.553, 21.823, 22.122, 22.439, 22.775, 23.116, 23.447, 23.769, 24.079, 24.379, 24.675, 24.984, 25.326, 25.705, 26.117, 26.556, 27.018, 27.475 ), B43 = c(17.39, 17.498, 17.605, 17.711, 17.818, 17.925, 18.026, 18.121, 18.211, 18.296, 18.39, 18.505, 18.633, 18.765, 18.89, 19.003, 19.105, 19.205, 19.306, 19.429, 19.589, 19.785, 19.989, 20.18, 20.359, 20.525, 20.678, 20.816, 20.96, 21.128, 21.324, 21.546, 21.795, 22.075, 22.377, 22.694, 23.031, 23.375, 23.709, 24.035, 24.356, 24.674, 24.99, 25.322, 25.688, 26.089, 26.523, 26.984, 27.457), B44 = c(17.39, 17.518, 17.65, 17.781, 17.912, 18.041, 18.166, 18.285, 18.398, 18.503, 18.598, 18.699, 18.816, 18.944, 19.074, 19.195, 19.301, 19.396, 19.492, 19.592, 19.715, 19.874, 20.067, 20.267, 20.454, 20.628, 20.788, 20.934, 21.067, 21.205, 21.37, 21.567, 21.793, 22.049, 22.331, 22.628, 22.943, 23.28, 23.625, 23.962, 24.297, 24.633, 24.97, 25.307, 25.66, 26.05, 26.475, 26.934, 27.413), B45 = c(17.39, 17.608, 17.836, 18.063, 18.285, 18.504, 18.722, 18.931, 19.145, 19.378, 19.628, 19.881, 20.123, 20.343, 20.55, 20.756, 20.96, 21.168, 21.389, 21.625, 21.872, 22.119, 22.364, 22.596, 22.809, 23.007, 23.208, 23.424, 23.651, 23.881, 24.104, 24.322, 24.536, 24.745, 24.951, 25.156, 25.363, 25.571, 25.796, 26.055, 26.351, 26.689, 27.072, 27.491, 27.939, 28.414, 28.911, 29.416, 29.915), B46 = c(17.39, 17.61, 17.849, 18.1, 18.346, 18.585, 18.82, 19.049, 19.27, 19.5, 19.754, 20.025, 20.295, 20.544, 20.766, 20.972, 21.176, 21.38, 21.595, 21.831, 22.088, 22.355, 22.619, 22.879, 23.125, 23.351, 23.559, 23.764, 23.977, 24.196, 24.417, 24.637, 24.86, 25.085, 25.31, 25.536, 25.761, 25.984, 26.204, 26.435, 26.697, 26.988, 27.313, 27.676, 28.081, 28.523, 28.992, 29.482, 29.982), B47 = c(17.39, 17.612, 17.849, 18.11, 18.378, 18.638, 18.893, 19.146, 19.391, 19.638, 19.901, 20.184, 20.474, 20.754, 21.004, 21.222, 21.424, 21.629, 21.842, 22.072, 22.325, 22.594, 22.865, 23.128, 23.384, 23.629, 23.858, 24.074, 24.287, 24.503, 24.722, 24.944, 25.171, 25.404, 25.641, 25.88, 26.122, 26.361, 26.592, 26.817, 27.048, 27.298, 27.56, 27.844, 28.164, 28.522, 28.914, 29.33, 29.765), B48 = c(17.39, 17.621, 17.858, 18.116, 18.394, 18.675, 18.949, 19.225, 19.501, 19.779, 20.068, 20.369, 20.675, 20.975, 21.252, 21.496, 21.715, 21.926, 22.148, 22.384, 22.635, 22.9, 23.171, 23.439, 23.7, 23.958, 24.211, 24.455, 24.695, 24.934, 25.172, 25.407, 25.646, 25.894, 26.148, 26.405, 26.665, 26.932, 27.194, 27.44, 27.672, 27.9, 28.129, 28.36, 28.607, 28.885, 29.194, 29.532, 29.89), B49 = c(17.39, 17.634, 17.879, 18.137, 18.413, 18.705, 19, 19.296, 19.599, 19.911, 20.233, 20.558, 20.875, 21.176, 21.467, 21.742, 21.994, 22.227, 22.458, 22.697, 22.946, 23.204, 23.469, 23.736, 24.002, 24.267, 24.534, 24.803, 25.072, 25.342, 25.609, 25.872, 26.132, 26.396, 26.669, 26.951, 27.242, 27.54, 27.844, 28.137, 28.406, 28.658, 28.9, 29.136, 29.365, 29.605, 29.872, 30.169, 30.481 ), B50 = c(17.39, 17.646, 17.905, 18.169, 18.443, 18.735, 19.043, 19.359, 19.681, 20.019, 20.366, 20.698, 21.013, 21.315, 21.609, 21.898, 22.173, 22.428, 22.662, 22.89, 23.126, 23.373, 23.628, 23.885, 24.141, 24.396, 24.657, 24.928, 25.205, 25.483, 25.767, 26.056, 26.339, 26.615, 26.899, 27.199, 27.509, 27.831, 28.163, 28.505, 28.834, 29.133, 29.409, 29.67, 29.92, 30.158, 30.402, 30.669, 30.957), B51 = c(17.39, 17.66, 17.93, 18.207, 18.486, 18.775, 19.084, 19.407, 19.742, 20.094, 20.44, 20.764, 21.072, 21.374, 21.671, 21.959, 22.24, 22.51, 22.762, 22.996, 23.224, 23.461, 23.71, 23.966, 24.222, 24.475, 24.724, 24.98, 25.241, 25.511, 25.79, 26.085, 26.387, 26.686, 26.981, 27.288, 27.611, 27.945, 28.293, 28.661, 29.046, 29.416, 29.746, 30.048, 30.327, 30.583, 30.818, 31.055, 31.313), B52 = c(17.39, 17.675, 17.956, 18.244, 18.538, 18.831, 19.137, 19.465, 19.809, 20.161, 20.502, 20.819, 21.119, 21.415, 21.708, 21.996, 22.28, 22.566, 22.848, 23.113, 23.362, 23.607, 23.864, 24.136, 24.417, 24.698, 24.973, 25.243, 25.513, 25.787, 26.071, 26.374, 26.697, 27.027, 27.349, 27.659, 27.968, 28.288, 28.621, 28.977, 29.364, 29.775, 30.168, 30.514, 30.824, 31.103, 31.349, 31.565, 31.778), B53 = c(17.39, 17.69, 17.98, 18.275, 18.582, 18.893, 19.208, 19.542, 19.901, 20.258, 20.594, 20.911, 21.208, 21.49, 21.77, 22.052, 22.337, 22.624, 22.919, 23.211, 23.487, 23.749, 24.009, 24.284, 24.583, 24.898, 25.211, 25.511, 25.802, 26.095, 26.393, 26.706, 27.042, 27.401, 27.762, 28.105, 28.433, 28.76, 29.097, 29.442, 29.807, 30.199, 30.605, 30.983, 31.311, 31.598, 31.849, 32.062, 32.242), B54 = c(17.39, 17.693, 17.991, 18.291, 18.607, 18.936, 19.274, 19.627, 20.002, 20.373, 20.715, 21.033, 21.332, 21.608, 21.874, 22.142, 22.416, 22.696, 22.981, 23.275, 23.567, 23.844, 24.109, 24.38, 24.673, 24.995, 25.33, 25.653, 25.963, 26.265, 26.568, 26.877, 27.204, 27.553, 27.918, 28.277, 28.618, 28.949, 29.281, 29.622, 29.966, 30.323, 30.693, 31.06, 31.394, 31.679, 31.93, 32.147, 32.328), B55 = c(17.39, 17.69, 17.993, 18.299, 18.62, 18.964, 19.328, 19.71, 20.108, 20.491, 20.843, 21.167, 21.468, 21.747, 22.008, 22.262, 22.522, 22.788, 23.061, 23.339, 23.628, 23.915, 24.191, 24.464, 24.747, 25.055, 25.39, 25.73, 26.058, 26.37, 26.671, 26.976, 27.29, 27.62, 27.967, 28.319, 28.662, 28.99, 29.313, 29.641, 29.975, 30.3, 30.62, 30.943, 31.258, 31.541, 31.782, 31.997, 32.187), B56 = c(17.39, 17.689, 18.003, 18.32, 18.649, 18.999, 19.381, 19.795, 20.218, 20.616, 20.978, 21.309, 21.613, 21.895, 22.16, 22.41, 22.655, 22.905, 23.159, 23.417, 23.684, 23.962, 24.244, 24.524, 24.806, 25.099, 25.414, 25.751, 26.093, 26.418, 26.724, 27.023, 27.328, 27.643, 27.97, 28.302, 28.635, 28.959, 29.273, 29.587, 29.9, 30.204, 30.488, 30.763, 31.037, 31.303, 31.54, 31.744, 31.933 ), B57 = c(17.39, 17.707, 18.032, 18.372, 18.717, 19.073, 19.464, 19.901, 20.346, 20.758, 21.127, 21.461, 21.766, 22.053, 22.324, 22.581, 22.823, 23.059, 23.296, 23.535, 23.779, 24.035, 24.31, 24.6, 24.893, 25.189, 25.492, 25.814, 26.156, 26.498, 26.822, 27.132, 27.439, 27.753, 28.072, 28.39, 28.705, 29.015, 29.32, 29.616, 29.906, 30.187, 30.448, 30.682, 30.901, 31.118, 31.326, 31.514, 31.682), B58 = c(17.39, 17.222, 17.095, 17.024, 17.004, 17.021, 17.063, 17.133, 17.232, 17.354, 17.497, 17.663, 17.849, 18.047, 18.267, 18.519, 18.801, 19.096, 19.386, 19.669, 19.956, 20.252, 20.544, 20.836, 21.131, 21.432, 21.733, 22.031, 22.331, 22.621, 22.886, 23.121, 23.34, 23.554, 23.76, 23.963, 24.173, 24.395, 24.643, 24.932, 25.27, 25.633, 25.991, 26.339, 26.689, 27.071, 27.483, 27.909, 28.347), B59 = c(17.39, 17.863, 18.425, 19.065, 19.713, 20.264, 20.667, 20.893, 20.996, 21.084, 21.174, 21.243, 21.258, 21.212, 21.141, 21.089, 21.058, 21.043, 21.043, 21.06, 21.081, 21.098, 21.113, 21.133, 21.166, 21.211, 21.255, 21.281, 21.293, 21.297, 21.302, 21.307, 21.306, 21.295, 21.273, 21.238, 21.19, 21.126, 21.038, 20.923, 20.783, 20.649, 20.543, 20.465, 20.406, 20.358, 20.321, 20.303, 20.308), B60 = c(17.39, 17.616, 17.837, 18.067, 18.318, 18.59, 18.872, 19.147, 19.411, 19.673, 19.92, 20.128, 20.301, 20.455, 20.606, 20.751, 20.879, 20.985, 21.07, 21.137, 21.193, 21.24, 21.263, 21.248, 21.199, 21.11, 20.981, 20.817, 20.629, 20.428, 20.223, 20.002, 19.731, 19.394, 18.991, 18.529, 17.995, 17.414, 16.845, 16.308, 15.803, 15.333, 14.903, 14.515, 14.17, 13.876, 13.681, 13.628, 13.713), B61 = c(17.39, 17.466, 17.489, 17.464, 17.402, 17.32, 17.23, 17.138, 17.061, 17.01, 16.98, 16.974, 16.99, 17.029, 17.084, 17.155, 17.24, 17.338, 17.449, 17.577, 17.725, 17.894, 18.089, 18.302, 18.52, 18.741, 18.967, 19.2, 19.443, 19.688, 19.922, 20.144, 20.341, 20.508, 20.652, 20.785, 20.916, 21.044, 21.159, 21.254, 21.333, 21.4, 21.458, 21.506, 21.534, 21.53, 21.497, 21.428, 21.316), B62 = c(17.39, 18.114, 18.811, 19.426, 19.935, 20.363, 20.687, 20.903, 21.033, 21.091, 21.099, 21.072, 20.997, 20.853, 20.643, 20.383, 20.096, 19.798, 19.503, 19.214, 18.926, 18.632, 18.318, 17.985, 17.634, 17.281, 16.949, 16.637, 16.337, 16.054, 15.788, 15.537, 15.3, 15.08, 14.883, 14.704, 14.517, 14.299, 14.049, 13.785, 13.53, 13.287, 13.033, 12.74, 12.404, 12.035, 11.644, 11.206, 10.696), B63 = c(17.39, 17.818, 18.255, 18.717, 19.14, 19.489, 19.819, 20.14, 20.432, 20.73, 21.076, 21.411, 21.687, 21.92, 22.128, 22.317, 22.475, 22.582, 22.627, 22.617, 22.581, 22.543, 22.502, 22.454, 22.394, 22.322, 22.234, 22.129, 22.012, 21.888, 21.761, 21.624, 21.474, 21.313, 21.143, 20.963, 20.765, 20.546, 20.309, 20.058, 19.804, 19.549, 19.291, 19.028, 18.752, 18.461, 18.158, 17.84, 17.49 ), B64 = c(17.39, 17.649, 17.923, 18.189, 18.46, 18.726, 18.979, 19.228, 19.48, 19.739, 20.012, 20.289, 20.545, 20.766, 20.942, 21.07, 21.152, 21.181, 21.151, 21.07, 20.963, 20.841, 20.693, 20.532, 20.373, 20.206, 20.024, 19.822, 19.585, 19.311, 19.008, 18.682, 18.345, 17.998, 17.624, 17.215, 16.783, 16.339, 15.85, 15.297, 14.712, 14.089, 13.417, 12.709, 11.964, 11.209, 10.464, 9.688, 8.938), B65 = c(17.39, 17.619, 17.904, 18.209, 18.506, 18.803, 19.093, 19.375, 19.651, 19.926, 20.208, 20.5, 20.776, 21.013, 21.205, 21.35, 21.452, 21.51, 21.522, 21.488, 21.412, 21.311, 21.196, 21.063, 20.931, 20.805, 20.664, 20.504, 20.319, 20.088, 19.809, 19.496, 19.157, 18.807, 18.452, 18.079, 17.673, 17.235, 16.779, 16.275, 15.702, 15.094, 14.442, 13.744, 13.016, 12.254, 11.492, 10.736, 9.949), B66 = c(17.39, 17.588, 17.851, 18.167, 18.497, 18.817, 19.138, 19.456, 19.764, 20.064, 20.363, 20.659, 20.948, 21.207, 21.422, 21.59, 21.713, 21.801, 21.856, 21.874, 21.849, 21.785, 21.695, 21.605, 21.521, 21.44, 21.354, 21.249, 21.125, 20.986, 20.814, 20.589, 20.302, 19.958, 19.588, 19.219, 18.846, 18.445, 18.001, 17.534, 17.025, 16.444, 15.81, 15.133, 14.424, 13.703, 12.951, 12.193, 11.479), B67 = c(17.39, 17.568, 17.807, 18.112, 18.456, 18.803, 19.144, 19.487, 19.828, 20.159, 20.478, 20.781, 21.072, 21.35, 21.599, 21.805, 21.963, 22.084, 22.179, 22.249, 22.288, 22.287, 22.251, 22.2, 22.15, 22.101, 22.047, 21.978, 21.883, 21.767, 21.633, 21.476, 21.278, 21.021, 20.7, 20.333, 19.942, 19.536, 19.113, 18.653, 18.157, 17.626, 17.04, 16.397, 15.704, 14.958, 14.174, 13.391, 12.586 ), B68 = c(17.39, 17.556, 17.778, 18.068, 18.415, 18.779, 19.14, 19.5, 19.864, 20.224, 20.566, 20.882, 21.175, 21.456, 21.731, 21.982, 22.187, 22.349, 22.481, 22.592, 22.685, 22.753, 22.789, 22.795, 22.782, 22.759, 22.722, 22.668, 22.588, 22.48, 22.36, 22.239, 22.112, 21.961, 21.769, 21.528, 21.245, 20.93, 20.583, 20.209, 19.803, 19.351, 18.862, 18.345, 17.792, 17.228, 16.656, 16.027, 15.327), B69 = c(17.39, 17.545, 17.756, 18.033, 18.379, 18.762, 19.142, 19.518, 19.901, 20.281, 20.643, 20.974, 21.274, 21.557, 21.836, 22.113, 22.364, 22.57, 22.737, 22.881, 23.01, 23.125, 23.219, 23.284, 23.319, 23.331, 23.324, 23.295, 23.239, 23.158, 23.047, 22.924, 22.803, 22.684, 22.55, 22.385, 22.182, 21.946, 21.676, 21.365, 21.013, 20.629, 20.215, 19.748, 19.234, 18.689, 18.125, 17.561, 16.986), B70 = c(17.39, 17.545, 17.746, 18.015, 18.358, 18.754, 19.164, 19.565, 19.963, 20.36, 20.737, 21.081, 21.392, 21.68, 21.958, 22.235, 22.507, 22.752, 22.954, 23.125, 23.278, 23.416, 23.545, 23.656, 23.736, 23.78, 23.793, 23.781, 23.745, 23.689, 23.61, 23.507, 23.389, 23.269, 23.148, 23.017, 22.865, 22.68, 22.457, 22.194, 21.893, 21.561, 21.196, 20.79, 20.334, 19.816, 19.251, 18.67, 18.081), B71 = c(17.39, 17.606, 17.845, 18.112, 18.375, 18.613, 18.83, 19.038, 19.249, 19.461, 19.671, 19.882, 20.091, 20.298, 20.506, 20.716, 20.931, 21.15, 21.372, 21.602, 21.848, 22.112, 22.397, 22.703, 23.03, 23.358, 23.668, 23.955, 24.221, 24.466, 24.692, 24.922, 25.176, 25.45, 25.722, 25.975, 26.203, 26.4, 26.558, 26.673, 26.748, 26.791, 26.808, 26.819, 26.841, 26.87, 26.872, 26.816, 26.697 ), B72 = c(17.39, 17.638, 17.891, 18.143, 18.391, 18.646, 18.885, 19.098, 19.323, 19.556, 19.775, 19.999, 20.252, 20.524, 20.779, 21.006, 21.208, 21.379, 21.527, 21.662, 21.79, 21.92, 22.062, 22.219, 22.381, 22.531, 22.669, 22.797, 22.915, 23.021, 23.116, 23.203, 23.281, 23.361, 23.458, 23.572, 23.697, 23.826, 23.963, 24.102, 24.237, 24.368, 24.502, 24.645, 24.796, 24.955, 25.124, 25.303, 25.472), B73 = c(17.39, 17.627, 17.872, 18.122, 18.371, 18.621, 18.869, 19.097, 19.32, 19.575, 19.842, 20.101, 20.376, 20.67, 20.953, 21.196, 21.402, 21.581, 21.733, 21.866, 21.992, 22.117, 22.247, 22.389, 22.544, 22.703, 22.855, 23.004, 23.145, 23.275, 23.392, 23.499, 23.598, 23.687, 23.782, 23.899, 24.038, 24.188, 24.341, 24.5, 24.661, 24.815, 24.964, 25.111, 25.26, 25.412, 25.573, 25.752, 25.949), B74 = c(17.39, 17.618, 17.855, 18.1, 18.346, 18.59, 18.826, 19.051, 19.268, 19.5, 19.774, 20.07, 20.37, 20.685, 20.993, 21.262, 21.485, 21.671, 21.832, 21.969, 22.093, 22.214, 22.338, 22.471, 22.614, 22.769, 22.925, 23.076, 23.224, 23.369, 23.504, 23.63, 23.748, 23.857, 23.956, 24.062, 24.191, 24.338, 24.493, 24.654, 24.825, 24.997, 25.162, 25.32, 25.475, 25.631, 25.787, 25.951, 26.132), B75 = c(17.39, 17.609, 17.837, 18.078, 18.322, 18.56, 18.783, 18.99, 19.187, 19.39, 19.626, 19.921, 20.253, 20.579, 20.896, 21.187, 21.437, 21.642, 21.813, 21.961, 22.088, 22.206, 22.325, 22.451, 22.588, 22.734, 22.89, 23.047, 23.2, 23.348, 23.49, 23.62, 23.743, 23.859, 23.965, 24.062, 24.164, 24.286, 24.421, 24.567, 24.721, 24.885, 25.052, 25.213, 25.367, 25.518, 25.671, 25.824, 25.985 ), B76 = c(17.39, 17.6, 17.817, 18.051, 18.294, 18.531, 18.744, 18.932, 19.108, 19.279, 19.47, 19.716, 20.04, 20.382, 20.687, 20.981, 21.253, 21.485, 21.676, 21.838, 21.98, 22.104, 22.219, 22.34, 22.473, 22.618, 22.773, 22.939, 23.108, 23.268, 23.416, 23.553, 23.683, 23.809, 23.929, 24.039, 24.129, 24.211, 24.308, 24.42, 24.543, 24.672, 24.809, 24.946, 25.076, 25.196, 25.312, 25.427, 25.54), B77 = c(17.39, 17.657, 17.931, 18.216, 18.492, 18.736, 18.942, 19.136, 19.342, 19.564, 19.795, 20.036, 20.299, 20.558, 20.795, 21.02, 21.24, 21.459, 21.668, 21.871, 22.074, 22.272, 22.459, 22.639, 22.815, 22.984, 23.137, 23.273, 23.404, 23.538, 23.676, 23.815, 23.947, 24.064, 24.157, 24.218, 24.24, 24.247, 24.27, 24.311, 24.353, 24.379, 24.39, 24.403, 24.433, 24.479, 24.537, 24.603, 24.681), B78 = c(17.39, 17.648, 17.914, 18.192, 18.482, 18.759, 18.995, 19.195, 19.388, 19.597, 19.83, 20.081, 20.345, 20.613, 20.866, 21.104, 21.331, 21.553, 21.769, 21.971, 22.165, 22.352, 22.537, 22.719, 22.894, 23.065, 23.23, 23.377, 23.51, 23.642, 23.781, 23.931, 24.083, 24.227, 24.354, 24.457, 24.526, 24.558, 24.576, 24.608, 24.655, 24.702, 24.735, 24.757, 24.785, 24.836, 24.906, 24.989, 25.079), B79 = c(17.39, 17.635, 17.887, 18.154, 18.434, 18.724, 18.99, 19.214, 19.411, 19.606, 19.822, 20.065, 20.328, 20.589, 20.845, 21.093, 21.328, 21.556, 21.777, 21.99, 22.186, 22.369, 22.546, 22.726, 22.902, 23.07, 23.232, 23.386, 23.526, 23.655, 23.784, 23.922, 24.07, 24.22, 24.363, 24.496, 24.609, 24.692, 24.74, 24.771, 24.81, 24.866, 24.922, 24.964, 24.992, 25.024, 25.079, 25.161, 25.26 ), B80 = c(17.39, 17.623, 17.858, 18.108, 18.376, 18.655, 18.933, 19.185, 19.401, 19.597, 19.796, 20.019, 20.268, 20.526, 20.778, 21.026, 21.268, 21.499, 21.725, 21.944, 22.151, 22.341, 22.517, 22.688, 22.864, 23.036, 23.196, 23.349, 23.492, 23.624, 23.745, 23.866, 23.998, 24.14, 24.286, 24.431, 24.57, 24.694, 24.794, 24.864, 24.921, 24.982, 25.051, 25.119, 25.172, 25.212, 25.257, 25.318, 25.395), B81 = c(17.39, 17.594, 17.812, 18.04, 18.288, 18.556, 18.824, 19.083, 19.322, 19.533, 19.73, 19.933, 20.16, 20.41, 20.662, 20.902, 21.14, 21.374, 21.6, 21.819, 22.032, 22.234, 22.418, 22.59, 22.759, 22.933, 23.102, 23.257, 23.402, 23.538, 23.664, 23.778, 23.894, 24.022, 24.16, 24.302, 24.443, 24.583, 24.714, 24.824, 24.911, 24.987, 25.067, 25.153, 25.236, 25.303, 25.356, 25.41, 25.482), B82 = c(17.39, 17.545, 17.718, 17.918, 18.138, 18.385, 18.642, 18.888, 19.129, 19.357, 19.562, 19.757, 19.965, 20.197, 20.444, 20.683, 20.911, 21.14, 21.364, 21.579, 21.787, 21.992, 22.188, 22.368, 22.537, 22.707, 22.882, 23.052, 23.208, 23.354, 23.492, 23.618, 23.734, 23.851, 23.978, 24.116, 24.258, 24.399, 24.539, 24.669, 24.779, 24.865, 24.94, 25.019, 25.104, 25.186, 25.252, 25.302, 25.355), B83 = c(17.39, 17.779, 18.115, 18.45, 18.78, 19.093, 19.376, 19.638, 19.891, 20.153, 20.44, 20.725, 20.978, 21.183, 21.343, 21.479, 21.592, 21.684, 21.763, 21.829, 21.874, 21.887, 21.862, 21.807, 21.73, 21.63, 21.52, 21.412, 21.305, 21.205, 21.117, 21.041, 20.95, 20.819, 20.649, 20.434, 20.174, 19.868, 19.547, 19.23, 18.911, 18.571, 18.192, 17.758, 17.324, 16.931, 16.563, 16.194, 15.832 ), B84 = c(17.39, 17.522, 17.683, 17.895, 18.169, 18.471, 18.771, 19.074, 19.384, 19.711, 20.057, 20.413, 20.76, 21.085, 21.385, 21.666, 21.938, 22.204, 22.463, 22.714, 22.943, 23.144, 23.315, 23.464, 23.598, 23.718, 23.819, 23.894, 23.945, 23.991, 24.045, 24.109, 24.169, 24.212, 24.238, 24.242, 24.221, 24.177, 24.098, 23.973, 23.801, 23.593, 23.363, 23.108, 22.841, 22.573, 22.305, 22.034, 21.762), B85 = c(17.39, 17.508, 17.644, 17.815, 18.044, 18.329, 18.639, 18.952, 19.268, 19.598, 19.948, 20.309, 20.656, 20.985, 21.287, 21.567, 21.834, 22.092, 22.347, 22.597, 22.835, 23.054, 23.246, 23.411, 23.555, 23.687, 23.807, 23.907, 23.983, 24.036, 24.084, 24.141, 24.209, 24.275, 24.326, 24.361, 24.375, 24.365, 24.332, 24.265, 24.155, 23.996, 23.798, 23.573, 23.321, 23.056, 22.791, 22.528, 22.264), B86 = c(17.39, 17.494, 17.612, 17.752, 17.934, 18.168, 18.456, 18.775, 19.096, 19.424, 19.772, 20.14, 20.496, 20.827, 21.135, 21.417, 21.681, 21.933, 22.181, 22.427, 22.667, 22.896, 23.106, 23.292, 23.456, 23.602, 23.735, 23.856, 23.959, 24.037, 24.093, 24.142, 24.204, 24.276, 24.344, 24.399, 24.44, 24.461, 24.459, 24.435, 24.377, 24.275, 24.127, 23.937, 23.716, 23.466, 23.201, 22.938, 22.679), B87 = c(17.39, 17.466, 17.567, 17.685, 17.829, 18.013, 18.245, 18.536, 18.859, 19.182, 19.518, 19.882, 20.247, 20.588, 20.907, 21.201, 21.471, 21.722, 21.964, 22.204, 22.444, 22.678, 22.899, 23.105, 23.291, 23.457, 23.606, 23.743, 23.867, 23.973, 24.055, 24.114, 24.168, 24.234, 24.308, 24.38, 24.441, 24.491, 24.522, 24.529, 24.512, 24.46, 24.362, 24.216, 24.028, 23.807, 23.553, 23.284, 23.015), B88 = c(17.39, 17.425, 17.498, 17.598, 17.715, 17.859, 18.04, 18.271, 18.564, 18.886, 19.205, 19.544, 19.911, 20.27, 20.602, 20.913, 21.2, 21.462, 21.706, 21.942, 22.178, 22.414, 22.643, 22.861, 23.065, 23.253, 23.421, 23.572, 23.712, 23.839, 23.948, 24.033, 24.096, 24.154, 24.223, 24.3, 24.374, 24.44, 24.496, 24.534, 24.547, 24.535, 24.487, 24.393, 24.252, 24.069, 23.852, 23.602, 23.333), B89 = c(17.39, 17.686, 17.963, 18.22, 18.469, 18.72, 18.961, 19.176, 19.37, 19.542, 19.688, 19.808, 19.922, 20.06, 20.228, 20.401, 20.556, 20.693, 20.811, 20.91, 20.993, 21.051, 21.076, 21.068, 21.041, 21.007, 20.961, 20.919, 20.904, 20.918, 20.949, 20.983, 21.012, 21.051, 21.118, 21.216, 21.332, 21.452, 21.575, 21.711, 21.87, 22.05, 22.245, 22.45, 22.671, 22.892, 23.094, 23.278, 23.455), B90 = c(17.39, 17.45, 17.549, 17.686, 17.847, 18.018, 18.199, 18.38, 18.548, 18.705, 18.861, 19.014, 19.157, 19.288, 19.408, 19.519, 19.614, 19.689, 19.748, 19.783, 19.784, 19.749, 19.676, 19.57, 19.43, 19.278, 19.137, 19.011, 18.886, 18.743, 18.581, 18.41, 18.25, 18.104, 17.959, 17.799, 17.632, 17.468, 17.312, 17.172, 17.001, 16.752, 16.421, 16.056, 15.717, 15.386, 15.052, 14.722, 14.376 )), .Names = c("A1", "A2", "A3", "A4", "A5", "A6", "A7", "A8", "A9", "A10", "A11", "A12", "A13", "A14", "A15", "A16", "A17", "A18", "A19", "A20", "A21", "A22", "A23", "A24", "A25", "A26", "A27", "A28", "A29", "A30", "A31", "A32", "A33", "A34", "A35", "A36", "A37", "A38", "A39", "A40", "A41", "A42", "A43", "A44", "A45", "A46", "A47", "A48", "A49", "A50", "A51", "A52", "A53", "A54", "A55", "A56", "A57", "A58", "A59", "A60", "A61", "A62", "A63", "A64", "A65", "A66", "A67", "A68", "A69", "A70", "A71", "A72", "A73", "A74", "A75", "A76", "A77", "A78", "A79", "A80", "A81", "A82", "A83", "A84", "A85", "A86", "A87", "A88", "A89", "A90", "B1", "B2", "B3", "B4", "B5", "B6", "B7", "B8", "B9", "B10", "B11", "B12", "B13", "B14", "B15", "B16", "B17", "B18", "B19", "B20", "B21", "B22", "B23", "B24", "B25", "B26", "B27", "B28", "B29", "B30", "B31", "B32", "B33", "B34", "B35", "B36", "B37", "B38", "B39", "B40", "B41", "B42", "B43", "B44", "B45", "B46", "B47", "B48", "B49", "B50", "B51", "B52", "B53", "B54", "B55", "B56", "B57", "B58", "B59", "B60", "B61", "B62", "B63", "B64", "B65", "B66", "B67", "B68", "B69", "B70", "B71", "B72", "B73", "B74", "B75", "B76", "B77", "B78", "B79", "B80", "B81", "B82", "B83", "B84", "B85", "B86", "B87", "B88", "B89", "B90"), row.names = c(1L, 4L, 7L, 10L, 13L, 16L, 19L, 22L, 25L, 28L, 31L, 34L, 37L, 40L, 43L, 46L, 49L, 52L, 55L, 58L, 61L, 64L, 67L, 70L, 73L, 76L, 79L, 82L, 85L, 88L, 91L, 94L, 97L, 100L, 103L, 106L, 109L, 112L, 115L, 118L, 121L, 124L, 127L, 130L, 133L, 136L, 139L, 142L, 145L), class = "data.frame") 2013/4/23 John Kane <jrkrideau at inbox.com> Your data frame does not make any sense. Please supply some sample data In a better form.. ?The easiest way to supply data ?is to use the dput() function. ? Example with your file named "testfile": dput(testfile) Then copy the output and paste into your email. ?For large data sets, you can just supply a representative sample. ?Usually, dput(head(testfile, 100)) will be sufficient. John Kane Kingston ON Canada > -----Original Message----- > From: simolas2008 at gmail.com > Sent: Mon, 22 Apr 2013 15:20:09 +0200 > To: r-help at r-project.org > Subject: [R] Multiple lon lat points in the map with ggplot2 > > Hello R users, > > For the last few days I am struggling with the following task: > > > my data.frame: > ? ? ? ? ?A1 ? ? ? ? ? ?A2 ? ? ? ? ? ?A3 ? ? ? ? ? ? B1 ? ? ? ? ? ? B2 > ? ? ? ? ? B3 > ?58.81 53.292 54.501 13.013 17.39 19.407 ?56.02 56.251 54.033 20.099 > 13.15 > 10.411 ?55.376 53.099 57.625 13.396 21.031 13.22 ?58.584 53.194 54.218 > 13.038 16.854 19.289 ?55.7 55.921 53.847 19.942 13.153 9.828 ?55.093 > 52.934 > 57.393 12.675 20.804 13.222 ?58.374 53.114 53.949 13.085 16.274 19.177 > 55.394 55.592 53.687 19.804 13.121 9.245 ?54.807 52.785 57.134 12.053 > 20.612 > 13.2 ?58.183 53.049 53.701 13.129 15.615 19.065 ?55.094 55.255 53.542 > 19.672 > 13.071 8.701 ?54.521 52.652 56.864 11.493 20.442 13.159 ?58.007 52.994 > 53.481 13.168 14.9 18.949 ?54.796 54.901 53.409 19.537 13.027 8.159 > 54.257 > 52.534 56.572 10.954 20.273 13.101 ?57.827 52.951 53.282 13.199 14.157 > 18.826 > I ?load a map with command: > > p<-ggmap(map) > > But when I want to add points from my data.frame with for loop (A1 is x1, > B1 is y1, A2 is x2, B2 is y2 and so on): > > for (num in 1:ncol(my data.frame)) { p<-p+addlinetoplot(my data.frame, > varx > = sprintf("B%s",num), vary = sprintf("A%s",num)) } > > Using not too many columns (up to 30) everything works fine. But when I > want to plot over 100 columns - computer stalls and memory runs out > suggesting to do memory.size() etc.. > > here addlinetoplot is a function: > > addlinetoplot <- function(dataset, varx, vary) { > list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", > size=3)) > } > > In my opinion the problem lays under " p<-p+addlinetoplot".... > > So, is there any other way to add multiple points for x's and y's in > ggplot2? > > Thank you in advance. >> ? ? ? 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This is still not a completely reproducable example since I cannot get the loop to work but I wonder if your melt() idea might be useful? I really don't know much about ggmap but what happens if we transfrom the data to give you a data.frame with an identifier and the lat and lon one long format # Using your data as dd1 #====================================Split data into lat and lon (i.e. A and B groups) aa <- dd1[, 1:90] bb <- dd1[, 91:180] # Melt the data frames maa <- melt(aa) mbb <- melt(bb) # Create new data.frame with A1, A2 etc as the series identifier. dat2 <- data.frame(maa, mbb[,2]) names(dat2) <- c('series', "lat", "lon") head(dat2) #==================================== Does this help at all? If not I could post the data at mediafire and perhaps others could have a look at the probem John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 08:16:59 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Hey John, I read a map from Google as follows : library(ggmap) mapImageData<-get_googlemap(c(lon=21, lat=55), zoom=15) save(mapImageData, file="savedMap.rad") Then I load a saved map: load(file="savedMap.rad") I attach the file to p: p<-ggmap(map) I create function witch adds a point to an existing map: addlinetoplot<-function(dataset, vatx,vary) { list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", size=3)) } Then I create data.frame as I sent to you. A1, A2, A3............A90, B1, B2, B3............B90. Where A's are the latitude and B's are the longitude. Because for plotting you need x and y, so A1 and B1 represents first x1 and y1. A2 and B2 represents second x2 and y2 etc. I can manage to plot the dataset with such for loop: for (i in i:90)? {p <- p+addlinetoplot(data.frame.with.As [http://data.frame.with.As] and Bs, varx=sprintf("B%s",i), vary=sprintf("A%s", i)) } Then you look this plot with just typing p and enter. The problem is, that this for loop works with i as small as 30. When I do i = 50, or 90, the computer stalls, memory usage rises as Batman, and everything stops... So my guess would be, that the part p<-p+add...... loops and overloads the memory, because it saves the whole map again and again to itself. So my question was: is there any other way to add points to the graph with ggplot2, when my data.frame looks like I have already posted here (A1, A2.......A90, B1, B2,......,B90 (here A1 and B1 would by x1,y1, A2, B2 - x2,y2 and so on)) In some forums I saw a magic function melt() from e package "reshape". I tried out, but I did not what I wanted... Any your advices would be highly appreciated. 2013/4/23 John Kane <jrkrideau at inbox.com> Thanks for the data. I really don't know much about ggmaps so ?I am probably not much help but I'd suggest supplying some more information. ?At the moment we don't have a true reproducible example. See https://github.com/hadley/devtools/wiki/Reproducibility [https://github.com/hadley/devtools/wiki/Reproducibility] ?http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example] ?for some suggestions. I suspect that we need the map specified p<-ggmap(map) is not particularly informative. ?What is addlinetoplot()? I don't see it in ggplot2 or ggmap. ?Is it a custom function of some kind? John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Tue, 23 Apr 2013 16:52:11 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 ? ? ? ? structure(list(A1 = c(58.81, 58.453, 58.085, 57.68, 57.266, 56.883, 56.556, 56.277, 56.025, 55.796, 55.589, 55.409, 55.259, 55.126, 54.999, 54.876, 54.756, 54.641, 54.535, 54.423, 54.287, 54.128, 53.961, 53.807, 53.665, 53.536, 53.424, 53.329, 53.233, 53.123, 53, 52.873, 52.752, 52.637, 52.522, 52.398, 52.265, 52.127, 51.99, 51.853, 51.717, 51.588, 51.47, 51.359, 51.242, 51.122, 51.004, 50.894, 50.794), A2 = c(58.81, 58.407, 57.998, 57.59, 57.171, 56.746, 56.335, 55.95, 55.59, 55.24, 54.88, 54.503, 54.11, 53.711, 53.321, 52.941, 52.558, 52.17, 51.775, 51.378, 50.997, 50.647, 50.328, 50.045, 49.803, 49.597, 49.417, 49.254, 49.104, 48.972, 48.861, 48.77, 48.694, 48.633, 48.587, 48.552, 48.525, 48.506, 48.487, 48.462, 48.432, 48.41, 48.407, 48.423, 48.461, 48.52, 48.6, 48.704, 48.836), A3 = c(58.81, 58.412, 57.998, 57.575, 57.146, 56.724, 56.322, 55.949, 55.608, 55.279, 54.938, 54.568, 54.17, 53.766, 53.374, 52.993, 52.612, 52.226, 51.838, 51.454, 51.081, 50.728, 50.406, 50.119, 49.869, 49.653, 49.464, 49.295, 49.142, 49.006, 48.892, 48.798, 48.721, 48.658, 48.611, 48.58, 48.563, 48.557, 48.56, 48.564, 48.562, 48.553, 48.551, 48.569, 48.606, 48.665, 48.741, 48.836, 48.953), A4 = c(58.81, 58.418, 58.01, 57.585, 57.152, 56.731, 56.336, 55.974, 55.644, 55.332, 55.015, 54.671, 54.284, 53.875, 53.478, 53.094, 52.716, 52.336, 51.957, 51.584, 51.222, 50.87, 50.543, 50.253, 49.999, 49.778, 49.585, 49.417, 49.271, 49.14, 49.027, 48.933, 48.858, 48.799, 48.755, 48.729, 48.721, 48.728, 48.746, 48.775, 48.801, 48.817, 48.822, 48.832, 48.862, 48.914, 48.986, 49.074, 49.178), A5 = c(58.81, 58.493, 58.15, 57.795, 57.453, 57.12, 56.791, 56.457, 56.129, 55.812, 55.509, 55.212, 54.92, 54.626, 54.328, 54.021, 53.703, 53.387, 53.08, 52.779, 52.484, 52.186, 51.877, 51.548, 51.199, 50.837, 50.466, 50.095, 49.744, 49.437, 49.149, 48.838, 48.497, 48.177, 47.887, 47.592, 47.289, 46.996, 46.719, 46.448, 46.165, 45.872, 45.602, 45.375, 45.178, 45.001, 44.848, 44.716, 44.608 ), A6 = c(58.81, 58.497, 58.164, 57.806, 57.448, 57.105, 56.782, 56.474, 56.169, 55.877, 55.595, 55.314, 55.03, 54.738, 54.439, 54.134, 53.821, 53.504, 53.192, 52.885, 52.581, 52.283, 51.982, 51.662, 51.315, 50.949, 50.573, 50.189, 49.814, 49.472, 49.178, 48.9, 48.583, 48.204, 47.81, 47.444, 47.096, 46.766, 46.471, 46.204, 45.94, 45.668, 45.395, 45.145, 44.936, 44.764, 44.618, 44.494, 44.391), A7 = c(58.81, 58.504, 58.181, 57.838, 57.479, 57.123, 56.791, 56.486, 56.197, 55.915, 55.648, 55.385, 55.114, 54.832, 54.536, 54.234, 53.929, 53.622, 53.313, 53.008, 52.704, 52.401, 52.105, 51.803, 51.474, 51.12, 50.75, 50.37, 49.987, 49.622, 49.299, 49.025, 48.754, 48.432, 48.044, 47.648, 47.289, 46.942, 46.616, 46.327, 46.062, 45.803, 45.539, 45.275, 45.033, 44.834, 44.674, 44.538, 44.423), A8 = c(58.81, 58.512, 58.201, 57.872, 57.528, 57.175, 56.832, 56.517, 56.227, 55.953, 55.689, 55.436, 55.183, 54.917, 54.634, 54.339, 54.042, 53.745, 53.445, 53.141, 52.839, 52.538, 52.238, 51.946, 51.643, 51.312, 50.959, 50.591, 50.216, 49.843, 49.496, 49.192, 48.932, 48.67, 48.353, 47.975, 47.601, 47.261, 46.931, 46.622, 46.347, 46.095, 45.843, 45.582, 45.314, 45.066, 44.859, 44.695, 44.558), A9 = c(58.81, 58.52, 58.22, 57.906, 57.578, 57.239, 56.896, 56.571, 56.272, 55.995, 55.734, 55.481, 55.237, 54.991, 54.726, 54.444, 54.156, 53.868, 53.578, 53.283, 52.984, 52.686, 52.387, 52.093, 51.802, 51.498, 51.168, 50.819, 50.456, 50.088, 49.727, 49.396, 49.11, 48.865, 48.614, 48.306, 47.951, 47.604, 47.281, 46.968, 46.672, 46.403, 46.154, 45.906, 45.644, 45.372, 45.117, 44.901, 44.721 ), A10 = c(58.81, 58.63, 58.445, 58.242, 58.01, 57.755, 57.471, 57.153, 56.821, 56.501, 56.211, 55.945, 55.696, 55.456, 55.215, 54.973, 54.722, 54.46, 54.194, 53.931, 53.673, 53.426, 53.189, 52.959, 52.729, 52.497, 52.266, 52.04, 51.828, 51.631, 51.452, 51.292, 51.153, 51.035, 50.933, 50.852, 50.783, 50.712, 50.626, 50.528, 50.425, 50.311, 50.181, 50.035, 49.876, 49.714, 49.563, 49.423, 49.272), A11 = c(58.81, 58.669, 58.526, 58.374, 58.216, 58.052, 57.879, 57.702, 57.524, 57.346, 57.176, 57.016, 56.863, 56.712, 56.558, 56.397, 56.229, 56.058, 55.887, 55.721, 55.562, 55.411, 55.268, 55.132, 55.005, 54.882, 54.755, 54.623, 54.486, 54.349, 54.22, 54.098, 53.978, 53.86, 53.749, 53.647, 53.556, 53.473, 53.394, 53.318, 53.239, 53.158, 53.07, 52.971, 52.859, 52.737, 52.621, 52.53, 52.466), A12 = c(58.81, 58.488, 58.159, 57.831, 57.512, 57.199, 56.891, 56.603, 56.347, 56.121, 55.924, 55.756, 55.614, 55.491, 55.379, 55.28, 55.196, 55.115, 55.022, 54.912, 54.793, 54.674, 54.553, 54.437, 54.338, 54.265, 54.205, 54.144, 54.085, 54.03, 53.982, 53.938, 53.905, 53.887, 53.883, 53.888, 53.897, 53.912, 53.933, 53.956, 53.98, 53.998, 54.003, 53.998, 53.985, 53.963, 53.932, 53.894, 53.852), A13 = c(58.81, 58.489, 58.153, 57.811, 57.478, 57.156, 56.841, 56.539, 56.261, 56.011, 55.793, 55.608, 55.451, 55.317, 55.2, 55.094, 54.999, 54.918, 54.837, 54.738, 54.617, 54.486, 54.359, 54.234, 54.115, 54.016, 53.949, 53.899, 53.851, 53.805, 53.762, 53.722, 53.683, 53.65, 53.626, 53.615, 53.61, 53.61, 53.618, 53.632, 53.651, 53.674, 53.69, 53.689, 53.672, 53.641, 53.6, 53.547, 53.484), ? ? A14 = c(58.81, 58.485, 58.164, 57.838, 57.515, 57.205, 56.908, ? ? 56.625, 56.355, 56.098, 55.858, 55.637, 55.436, 55.259, 55.111, ? ? 54.983, 54.868, 54.755, 54.639, 54.517, 54.385, 54.243, 54.102, ? ? 53.973, 53.853, 53.732, 53.613, 53.507, 53.419, 53.348, 53.29, ? ? 53.246, 53.208, 53.168, 53.121, 53.076, 53.038, 52.996, 52.927, ? ? 52.823, 52.698, 52.566, 52.428, 52.284, 52.134, 51.974, 51.801, ? ? 51.613, 51.408), A15 = c(58.81, 58.6, 58.389, 58.177, 57.966, ? ? 57.75, 57.523, 57.291, 57.057, 56.819, 56.579, 56.342, 56.119, ? ? 55.911, 55.713, 55.522, 55.335, 55.151, 54.969, 54.789, 54.611, ? ? 54.437, 54.265, 54.095, 53.931, 53.779, 53.643, 53.517, 53.4, ? ? 53.287, 53.183, 53.089, 53.001, 52.911, 52.823, 52.74, 52.668, ? ? 52.606, 52.546, 52.48, 52.409, 52.341, 52.28, 52.224, 52.172, ? ? 52.124, 52.075, 52.025, 51.969), A16 = c(58.81, 58.585, 58.357, ? ? 58.128, 57.899, 57.666, 57.428, 57.185, 56.945, 56.705, 56.463, ? ? 56.218, 55.978, 55.756, 55.551, 55.356, 55.169, 54.989, 54.81, ? ? 54.627, 54.442, 54.259, 54.084, 53.918, 53.76, 53.612, 53.474, ? ? 53.347, 53.229, 53.118, 53.01, 52.908, 52.816, 52.732, 52.645, ? ? 52.557, 52.47, 52.39, 52.314, 52.235, 52.148, 52.051, 51.953, ? ? 51.864, 51.778, 51.697, 51.623, 51.556, 51.495), A17 = c(58.81, ? ? 58.536, 58.245, 57.931, 57.606, 57.284, 56.96, 56.649, 56.37, ? ? 56.125, 55.9, 55.68, 55.466, 55.257, 55.049, 54.835, 54.609, ? ? 54.371, 54.121, 53.871, 53.628, 53.393, 53.169, 52.964, 52.783, ? ? 52.621, 52.471, 52.333, 52.209, 52.101, 52.007, 51.926, 51.859, ? ? 51.803, 51.762, 51.737, 51.726, 51.72, 51.709, 51.693, 51.679, ? ? 51.671, 51.668, 51.658, 51.636, 51.605, 51.568, 51.525, 51.472 ? ? ), A18 = c(58.81, 58.541, 58.268, 57.973, 57.656, 57.331, ? ? 57.007, 56.685, 56.381, 56.111, 55.873, 55.653, 55.436, 55.228, ? ? 55.022, 54.808, 54.583, 54.347, 54.099, 53.843, 53.589, 53.342, ? ? 53.104, 52.881, 52.683, 52.511, 52.359, 52.22, 52.094, 51.982, ? ? 51.885, 51.802, 51.732, 51.675, 51.63, 51.598, 51.583, 51.583, ? ? 51.586, 51.584, 51.575, 51.568, 51.566, 51.569, 51.568, 51.555, ? ? 51.532, 51.503, 51.468), A19 = c(58.81, 58.533, 58.263, 57.987, ? ? 57.688, 57.372, 57.048, 56.724, 56.409, 56.115, 55.853, 55.621, ? ? 55.404, 55.191, 54.983, 54.771, 54.546, 54.311, 54.067, 53.815, ? ? 53.56, 53.307, 53.06, 52.822, 52.605, 52.417, 52.255, 52.114, ? ? 51.988, 51.88, 51.787, 51.706, 51.635, 51.575, 51.525, 51.485, ? ? 51.458, 51.448, 51.451, 51.459, 51.46, 51.455, 51.45, 51.451, ? ? 51.454, 51.452, 51.44, 51.419, 51.391), A20 = c(58.81, 58.523, ? ? 58.239, 57.965, 57.685, 57.383, 57.067, 56.748, 56.433, 56.128, ? ? 55.846, 55.593, 55.366, 55.148, 54.931, 54.713, 54.488, 54.252, ? ? 54.011, 53.765, 53.517, 53.268, 53.02, 52.78, 52.553, 52.35, ? ? 52.176, 52.028, 51.903, 51.799, 51.714, 51.643, 51.58, 51.524, ? ? 51.474, 51.43, 51.394, 51.369, 51.359, 51.361, 51.367, 51.367, ? ? 51.36, 51.354, 51.35, 51.346, 51.337, 51.319, 51.293), A21 = c(58.81, ? ? 58.523, 58.224, 57.932, 57.649, 57.359, 57.052, 56.742, 56.431, ? ? 56.127, 55.835, 55.564, 55.317, 55.085, 54.858, 54.629, 54.396, ? ? 54.158, 53.916, 53.675, 53.435, 53.194, 52.953, 52.717, 52.493, ? ? 52.284, 52.1, 51.945, 51.815, 51.707, 51.618, 51.547, 51.49, ? ? 51.439, 51.392, 51.349, 51.31, 51.277, 51.254, 51.243, 51.245, ? ? 51.249, 51.247, 51.237, 51.225, 51.214, 51.202, 51.185, 51.161 ? ? ), A22 = c(58.81, 58.533, 58.232, 57.923, 57.62, 57.324, ? ? 57.025, 56.72, 56.414, 56.112, 55.82, 55.541, 55.276, 55.027, ? ? 54.785, 54.544, 54.298, 54.049, 53.803, 53.565, 53.329, 53.094, ? ? 52.859, 52.632, 52.415, 52.213, 52.029, 51.871, 51.742, 51.635, ? ? 51.546, 51.473, 51.414, 51.365, 51.321, 51.28, 51.239, 51.201, ? ? 51.167, 51.141, 51.126, 51.123, 51.123, 51.116, 51.102, 51.084, ? ? 51.067, 51.049, 51.026), A23 = c(58.81, 58.544, 58.254, 57.941, ? ? 57.62, 57.306, 57.001, 56.698, 56.395, 56.094, 55.803, 55.523, ? ? 55.249, 54.984, 54.728, 54.473, 54.214, 53.953, 53.701, 53.464, ? ? 53.233, 53.001, 52.771, 52.552, 52.348, 52.158, 51.984, 51.832, ? ? 51.704, 51.6, 51.514, 51.442, 51.382, 51.332, 51.29, 51.252, ? ? 51.215, 51.178, 51.141, 51.105, 51.076, 51.058, 51.049, 51.042, ? ? 51.03, 51.01, 50.988, 50.967, 50.945), A24 = c(58.81, 58.54, ? ? 58.259, 57.955, 57.629, 57.299, 56.98, 56.671, 56.368, 56.069, ? ? 55.777, 55.495, 55.22, 54.946, 54.676, 54.407, 54.136, 53.866, ? ? 53.608, 53.369, 53.143, 52.92, 52.702, 52.497, 52.306, 52.13, ? ? 51.968, 51.823, 51.695, 51.589, 51.5, 51.426, 51.362, 51.308, ? ? 51.262, 51.221, 51.183, 51.146, 51.106, 51.064, 51.023, 50.988, ? ? 50.962, 50.945, 50.929, 50.908, 50.879, 50.848, 50.82), A25 = c(58.81, ? ? 58.524, 58.24, 57.942, 57.62, 57.284, 56.951, 56.633, 56.325, ? ? 56.024, 55.734, 55.451, 55.171, 54.893, 54.611, 54.327, 54.043, ? ? 53.766, 53.504, 53.26, 53.036, 52.826, 52.626, 52.436, 52.257, ? ? 52.09, 51.936, 51.795, 51.667, 51.553, 51.454, 51.368, 51.293, ? ? 51.226, 51.165, 51.11, 51.059, 51.009, 50.957, 50.903, 50.849, ? ? 50.797, 50.751, 50.712, 50.679, 50.645, 50.603, 50.551, 50.492 ? ? ), A26 = c(58.81, 58.51, 58.215, 57.913, 57.594, 57.258, ? ? 56.919, 56.592, 56.279, 55.976, 55.686, 55.407, 55.125, 54.838, ? ? 54.545, 54.247, 53.949, 53.663, 53.396, 53.149, 52.923, 52.719, ? ? 52.529, 52.347, 52.174, 52.01, 51.858, 51.718, 51.59, 51.471, ? ? 51.362, 51.262, 51.171, 51.088, 51.01, 50.933, 50.858, 50.781, ? ? 50.7, 50.615, 50.531, 50.454, 50.387, 50.326, 50.267, 50.209, ? ? 50.146, 50.069, 49.974), A27 = c(58.81, 58.509, 58.206, 57.901, ? ? 57.582, 57.245, 56.904, 56.571, 56.253, 55.948, 55.659, 55.381, ? ? 55.104, 54.813, 54.506, 54.192, 53.879, 53.579, 53.299, 53.045, ? ? 52.817, 52.609, 52.419, 52.242, 52.072, 51.91, 51.755, 51.611, ? ? 51.48, 51.358, 51.242, 51.133, 51.03, 50.935, 50.845, 50.757, ? ? 50.669, 50.58, 50.489, 50.396, 50.299, 50.206, 50.127, 50.062, ? ? 50.001, 49.936, 49.864, 49.782, 49.689), A28 = c(58.81, 58.523, ? ? 58.224, 57.917, 57.602, 57.27, 56.926, 56.59, 56.267, 55.958, ? ? 55.665, 55.387, 55.114, 54.83, 54.521, 54.191, 53.86, 53.542, ? ? 53.245, 52.976, 52.737, 52.524, 52.328, 52.15, 51.984, 51.822, ? ? 51.664, 51.513, 51.372, 51.245, 51.127, 51.014, 50.905, 50.802, ? ? 50.706, 50.616, 50.527, 50.434, 50.34, 50.242, 50.141, 50.037, ? ? 49.938, 49.857, 49.793, 49.735, 49.672, 49.602, 49.523), ? ? A29 = c(58.81, 58.536, 58.254, 57.957, 57.645, 57.323, 56.983, ? ? 56.643, 56.316, 56.002, 55.704, 55.421, 55.15, 54.876, 54.582, ? ? 54.254, 53.91, 53.58, 53.269, 52.979, 52.717, 52.489, 52.286, ? ? 52.1, 51.931, 51.769, 51.61, 51.454, 51.305, 51.169, 51.047, ? ? 50.934, 50.824, 50.719, 50.621, 50.529, 50.443, 50.358, 50.268, ? ? 50.174, 50.077, 49.976, 49.873, 49.78, 49.705, 49.646, 49.592, ? ? 49.532, 49.465), A30 = c(58.81, 58.547, 58.281, 58.003, 57.706, ? ? 57.391, 57.064, 56.729, 56.4, 56.084, 55.783, 55.496, 55.218, ? ? 54.949, 54.673, 54.368, 54.03, 53.686, 53.361, 53.053, 52.767, ? ? 52.512, 52.291, 52.096, 51.917, 51.75, 51.59, 51.431, 51.277, ? ? 51.13, 50.997, 50.878, 50.766, 50.66, 50.559, 50.466, 50.38, ? ? 50.299, 50.217, 50.131, 50.039, 49.943, 49.846, 49.748, 49.659, ? ? 49.589, 49.534, 49.484, 49.427), A31 = c(58.81, 58.553, 58.301, ? ? 58.042, 57.765, 57.466, 57.151, 56.83, 56.507, 56.192, 55.892, ? ? 55.602, 55.32, 55.046, 54.78, 54.5, 54.191, 53.855, 53.515, ? ? 53.193, 52.888, 52.606, 52.356, 52.141, 51.951, 51.774, 51.607, ? ? 51.445, 51.286, 51.13, 50.982, 50.849, 50.728, 50.616, 50.508, ? ? 50.408, 50.315, 50.228, 50.145, 50.061, 49.973, 49.881, 49.788, ? ? 49.694, 49.602, 49.519, 49.453, 49.403, 49.357), A32 = c(58.81, ? ? 58.56, 58.316, 58.072, 57.815, 57.536, 57.237, 56.93, 56.621, ? ? 56.315, 56.015, 55.728, 55.444, 55.163, 54.891, 54.623, 54.341, ? ? 54.031, 53.696, 53.36, 53.039, 52.735, 52.458, 52.212, 52.001, ? ? 51.813, 51.634, 51.465, 51.3, 51.138, 50.98, 50.831, 50.695, ? ? 50.572, 50.457, 50.347, 50.243, 50.146, 50.056, 49.972, 49.891, ? ? 49.806, 49.718, 49.628, 49.54, 49.453, 49.375, 49.315, 49.271 ? ? ), A33 = c(58.81, 58.622, 58.387, 58.097, 57.767, 57.416, ? ? 57.045, 56.68, 56.339, 56.011, 55.7, 55.411, 55.137, 54.883, ? ? 54.652, 54.44, 54.246, 54.069, 53.915, 53.771, 53.616, 53.443, ? ? 53.257, 53.076, 52.905, 52.735, 52.552, 52.353, 52.168, 52.026, ? ? 51.919, 51.805, 51.648, 51.454, 51.266, 51.112, 50.978, 50.875, ? ? 50.789, 50.71, 50.671, 50.676, 50.693, 50.727, 50.785, 50.834, ? ? 50.876, 50.941, 51.025), A34 = c(58.81, 58.698, 58.591, 58.488, ? ? 58.389, 58.301, 58.224, 58.158, 58.094, 58.034, 57.969, 57.897, ? ? 57.819, 57.74, 57.66, 57.578, 57.497, 57.42, 57.35, 57.284, ? ? 57.219, 57.154, 57.074, 56.964, 56.821, 56.655, 56.478, 56.289, ? ? 56.102, 55.935, 55.789, 55.661, 55.544, 55.437, 55.329, 55.21, ? ? 55.083, 54.959, 54.845, 54.739, 54.634, 54.526, 54.415, 54.297, ? ? 54.17, 54.032, 53.907, 53.82, 53.768), A35 = c(58.81, 58.693, ? ? 58.577, 58.464, 58.353, 58.247, 58.152, 58.07, 57.999, 57.93, ? ? 57.862, 57.791, 57.714, 57.633, 57.552, 57.47, 57.386, 57.304, ? ? 57.229, 57.162, 57.097, 57.031, 56.961, 56.872, 56.75, 56.595, ? ? 56.418, 56.23, 56.036, 55.855, 55.703, 55.572, 55.457, 55.353, ? ? 55.258, 55.161, 55.056, 54.943, 54.829, 54.721, 54.615, 54.509, ? ? 54.399, 54.285, 54.165, 54.038, 53.908, 53.796, 53.723), ? ? A36 = c(58.81, 58.691, 58.571, 58.45, 58.331, 58.213, 58.099, ? ? 57.997, 57.911, 57.835, 57.761, 57.685, 57.606, 57.523, 57.44, ? ? 57.357, 57.274, 57.189, 57.108, 57.033, 56.963, 56.889, 56.809, ? ? 56.72, 56.612, 56.472, 56.307, 56.13, 55.951, 55.777, 55.622, ? ? 55.494, 55.383, 55.284, 55.195, 55.111, 55.026, 54.934, 54.832, ? ? 54.725, 54.621, 54.519, 54.417, 54.311, 54.199, 54.085, 53.97, ? ? 53.852, 53.755), A37 = c(58.81, 58.69, 58.568, 58.444, 58.319, ? ? 58.195, 58.068, 57.947, 57.84, 57.751, 57.672, 57.591, 57.508, ? ? 57.422, 57.334, 57.249, 57.166, 57.082, 56.998, 56.914, 56.832, ? ? 56.749, 56.659, 56.56, 56.451, 56.324, 56.176, 56.014, 55.853, ? ? 55.7, 55.556, 55.43, 55.324, 55.232, 55.148, 55.072, 55.002, ? ? 54.93, 54.846, 54.747, 54.643, 54.541, 54.443, 54.343, 54.241, ? ? 54.143, 54.045, 53.944, 53.84), A38 = c(58.81, 58.684, 58.561, ? ? 58.437, 58.31, 58.18, 58.049, 57.916, 57.791, 57.682, 57.59, ? ? 57.506, 57.42, 57.33, 57.237, 57.145, 57.059, 56.977, 56.893, ? ? 56.805, 56.716, 56.624, 56.527, 56.42, 56.304, 56.178, 56.04, ? ? 55.894, 55.752, 55.618, 55.492, 55.374, 55.271, 55.182, 55.104, ? ? 55.036, 54.975, 54.916, 54.85, 54.768, 54.671, 54.569, 54.47, ? ? 54.373, 54.279, 54.191, 54.11, 54.03, 53.946), A39 = c(58.81, ? ? 58.672, 58.544, 58.42, 58.293, 58.162, 58.028, 57.892, 57.757, ? ? 57.629, 57.517, 57.423, 57.335, 57.244, 57.147, 57.049, 56.954, ? ? 56.867, 56.784, 56.696, 56.604, 56.508, 56.406, 56.295, 56.173, ? ? 56.042, 55.908, 55.775, 55.646, 55.525, 55.413, 55.308, 55.21, ? ? 55.122, 55.045, 54.982, 54.926, 54.871, 54.816, 54.753, 54.673, ? ? 54.578, 54.478, 54.381, 54.292, 54.214, 54.145, 54.087, 54.029 ? ? ), A40 = c(58.81, 58.661, 58.521, 58.391, 58.264, 58.135, ? ? 58.001, 57.864, 57.728, 57.592, 57.463, 57.351, 57.254, 57.163, ? ? 57.067, 56.965, 56.862, 56.764, 56.675, 56.588, 56.497, 56.399, ? ? 56.296, 56.184, 56.062, 55.932, 55.804, 55.678, 55.556, 55.441, ? ? 55.335, 55.237, 55.146, 55.06, 54.981, 54.913, 54.855, 54.802, ? ? 54.748, 54.694, 54.633, 54.555, 54.461, 54.363, 54.276, 54.205, ? ? 54.15, 54.109, 54.078), A41 = c(58.81, 58.66, 58.507, 58.365, ? ? 58.233, 58.106, 57.975, 57.842, 57.707, 57.573, 57.438, 57.311, ? ? 57.2, 57.102, 57.009, 56.91, 56.803, 56.696, 56.595, 56.503, ? ? 56.413, 56.318, 56.217, 56.109, 55.993, 55.872, 55.752, 55.633, ? ? 55.515, 55.401, 55.293, 55.195, 55.106, 55.021, 54.939, 54.862, ? ? 54.794, 54.736, 54.681, 54.625, 54.571, 54.509, 54.431, 54.34, ? ? 54.255, 54.186, 54.141, 54.116, 54.104), A42 = c(58.81, 58.667, ? ? 58.512, 58.356, 58.212, 58.081, 57.955, 57.827, 57.698, 57.568, ? ? 57.439, 57.309, 57.186, 57.077, 56.98, 56.886, 56.785, 56.675, ? ? 56.563, 56.459, 56.365, 56.274, 56.178, 56.077, 55.971, 55.862, ? ? 55.751, 55.639, 55.527, 55.414, 55.301, 55.196, 55.101, 55.013, ? ? 54.927, 54.842, 54.763, 54.691, 54.628, 54.57, 54.511, 54.454, ? ? 54.392, 54.316, 54.238, 54.171, 54.126, 54.109, 54.113), ? ? A43 = c(58.81, 58.674, 58.524, 58.363, 58.206, 58.061, 57.933, ? ? 57.813, 57.693, 57.573, 57.451, 57.33, 57.207, 57.09, 56.986, ? ? 56.891, 56.797, 56.695, 56.583, 56.469, 56.363, 56.269, 56.179, ? ? 56.085, 55.989, 55.892, 55.791, 55.688, 55.582, 55.473, 55.36, ? ? 55.248, 55.142, 55.046, 54.954, 54.863, 54.776, 54.692, 54.615, ? ? 54.548, 54.486, 54.423, 54.365, 54.304, 54.234, 54.169, 54.119, ? ? 54.095, 54.101), A44 = c(58.81, 58.665, 58.518, 58.358, 58.193, ? ? 58.035, 57.895, 57.777, 57.668, 57.559, 57.45, 57.339, 57.228, ? ? 57.115, 57.007, 56.909, 56.817, 56.723, 56.621, 56.508, 56.393, ? ? 56.288, 56.195, 56.109, 56.021, 55.934, 55.847, 55.755, 55.658, ? ? 55.555, 55.448, 55.334, 55.219, 55.112, 55.012, 54.915, 54.821, ? ? 54.729, 54.638, 54.555, 54.483, 54.415, 54.348, 54.287, 54.226, ? ? 54.163, 54.11, 54.078, 54.073), A45 = c(58.81, 58.602, 58.383, ? ? 58.165, 57.954, 57.743, 57.526, 57.306, 57.09, 56.881, 56.675, ? ? 56.478, 56.293, 56.119, 55.955, 55.799, 55.653, 55.522, 55.412, ? ? 55.324, 55.254, 55.2, 55.16, 55.123, 55.078, 55.026, 54.968, ? ? 54.909, 54.847, 54.787, 54.731, 54.677, 54.625, 54.575, 54.529, ? ? 54.479, 54.415, 54.341, 54.257, 54.167, 54.074, 53.985, 53.897, ? ? 53.81, 53.738, 53.693, 53.673, 53.671, 53.676), A46 = c(58.81, ? ? 58.609, 58.385, 58.151, 57.923, 57.706, 57.491, 57.27, 57.048, ? ? 56.828, 56.612, 56.4, 56.201, 56.02, 55.856, 55.708, 55.568, ? ? 55.432, 55.308, 55.206, 55.125, 55.064, 55.017, 54.985, 54.957, ? ? 54.926, 54.892, 54.856, 54.816, 54.774, 54.731, 54.688, 54.644, ? ? 54.6, 54.561, 54.531, 54.5, 54.46, 54.413, 54.361, 54.308, ? ? 54.254, 54.196, 54.134, 54.067, 54.009, 53.974, 53.962, 53.967 ? ? ), A47 = c(58.81, 58.616, 58.394, 58.153, 57.91, 57.675, ? ? 57.45, 57.224, 56.994, 56.763, 56.536, 56.318, 56.116, 55.936, ? ? 55.778, 55.637, 55.505, 55.374, 55.244, 55.127, 55.031, 54.958, ? ? 54.905, 54.867, 54.843, 54.825, 54.807, 54.79, 54.772, 54.75, ? ? 54.724, 54.695, 54.662, 54.626, 54.593, 54.569, 54.557, 54.549, ? ? 54.536, 54.523, 54.506, 54.484, 54.459, 54.428, 54.389, 54.343, ? ? 54.304, 54.283, 54.279), A48 = c(58.81, 58.602, 58.38, 58.133, ? ? 57.877, 57.626, 57.381, 57.14, 56.896, 56.649, 56.409, 56.186, ? ? 55.984, 55.811, 55.662, 55.528, 55.402, 55.277, 55.15, 55.022, ? ? 54.904, 54.808, 54.739, 54.69, 54.655, 54.637, 54.629, 54.624, ? ? 54.624, 54.624, 54.617, 54.603, 54.585, 54.563, 54.541, 54.525, ? ? 54.525, 54.543, 54.57, 54.595, 54.621, 54.645, 54.661, 54.668, ? ? 54.665, 54.654, 54.639, 54.627, 54.629), A49 = c(58.81, 58.573, ? ? 58.331, 58.073, 57.801, 57.53, 57.264, 57.002, 56.737, 56.468, ? ? 56.21, 55.98, 55.786, 55.622, 55.483, 55.358, 55.239, 55.121, ? ? 54.999, 54.874, 54.743, 54.622, 54.528, 54.458, 54.409, 54.377, ? ? 54.363, 54.361, 54.363, 54.37, 54.376, 54.377, 54.375, 54.369, ? ? 54.36, 54.352, 54.355, 54.379, 54.425, 54.483, 54.539, 54.595, ? ? 54.646, 54.687, 54.717, 54.736, 54.751, 54.768, 54.794), ? ? A50 = c(58.81, 58.544, 58.271, 57.987, 57.694, 57.399, 57.11, ? ? 56.825, 56.539, 56.247, 55.969, 55.735, 55.547, 55.391, 55.258, ? ? 55.145, 55.041, 54.937, 54.827, 54.71, 54.589, 54.466, 54.356, ? ? 54.269, 54.204, 54.159, 54.132, 54.123, 54.126, 54.134, 54.144, ? ? 54.153, 54.159, 54.164, 54.166, 54.165, 54.165, 54.178, 54.216, ? ? 54.276, 54.346, 54.415, 54.484, 54.545, 54.592, 54.627, 54.655, ? ? 54.687, 54.727), A51 = c(58.81, 58.531, 58.23, 57.92, 57.603, ? ? 57.283, 56.967, 56.66, 56.356, 56.05, 55.768, 55.531, 55.339, ? ? 55.183, 55.055, 54.946, 54.849, 54.751, 54.647, 54.536, 54.424, ? ? 54.311, 54.199, 54.099, 54.022, 53.965, 53.926, 53.905, 53.902, ? ? 53.911, 53.925, 53.937, 53.948, 53.959, 53.971, 53.981, 53.99, ? ? 53.997, 54.018, 54.064, 54.131, 54.209, 54.287, 54.361, 54.427, ? ? 54.478, 54.517, 54.551, 54.592), A52 = c(58.81, 58.531, 58.218, ? ? 57.887, 57.552, 57.211, 56.87, 56.538, 56.215, 55.906, 55.633, ? ? 55.396, 55.193, 55.028, 54.894, 54.778, 54.669, 54.563, 54.454, ? ? 54.339, 54.223, 54.109, 53.999, 53.894, 53.804, 53.736, 53.687, ? ? 53.657, 53.647, 53.652, 53.664, 53.678, 53.695, 53.714, 53.741, ? ? 53.778, 53.818, 53.852, 53.879, 53.914, 53.97, 54.049, 54.137, ? ? 54.222, 54.3, 54.368, 54.423, 54.464, 54.501), A53 = c(58.81, ? ? 58.531, 58.218, 57.877, 57.528, 57.178, 56.821, 56.467, 56.124, ? ? 55.814, 55.552, 55.327, 55.124, 54.948, 54.801, 54.673, 54.554, ? ? 54.436, 54.32, 54.203, 54.086, 53.971, 53.862, 53.76, 53.665, ? ? 53.585, 53.527, 53.49, 53.472, 53.471, 53.488, 53.516, 53.546, ? ? 53.578, 53.618, 53.67, 53.728, 53.784, 53.83, 53.868, 53.916, ? ? 53.986, 54.074, 54.17, 54.264, 54.354, 54.436, 54.505, 54.561 ? ? ), A54 = c(58.81, 58.52, 58.206, 57.864, 57.509, 57.151, ? ? 56.791, 56.426, 56.065, 55.75, 55.498, 55.287, 55.1, 54.927, ? ? 54.769, 54.629, 54.5, 54.376, 54.255, 54.138, 54.024, 53.912, ? ? 53.807, 53.71, 53.62, 53.537, 53.469, 53.426, 53.402, 53.399, ? ? 53.417, 53.454, 53.501, 53.551, 53.601, 53.656, 53.719, 53.785, ? ? 53.845, 53.897, 53.944, 54.001, 54.08, 54.177, 54.283, 54.389, ? ? 54.49, 54.584, 54.669), A55 = c(58.81, 58.501, 58.176, 57.831, ? ? 57.473, 57.11, 56.748, 56.382, 56.02, 55.706, 55.458, 55.257, ? ? 55.086, 54.928, 54.773, 54.621, 54.479, 54.348, 54.224, 54.107, ? ? 53.994, 53.886, 53.784, 53.691, 53.606, 53.527, 53.458, 53.408, ? ? 53.381, 53.375, 53.391, 53.428, 53.484, 53.55, 53.617, 53.682, ? ? 53.746, 53.815, 53.883, 53.945, 54.001, 54.056, 54.121, 54.208, ? ? 54.313, 54.428, 54.539, 54.647, 54.748), A56 = c(58.81, 58.481, ? ? 58.139, 57.783, 57.42, 57.053, 56.688, 56.323, 55.973, 55.671, ? ? 55.428, 55.233, 55.072, 54.929, 54.786, 54.633, 54.48, 54.339, ? ? 54.211, 54.096, 53.987, 53.883, 53.785, 53.694, 53.612, 53.537, ? ? 53.473, 53.421, 53.387, 53.378, 53.39, 53.423, 53.475, 53.548, ? ? 53.631, 53.712, 53.786, 53.856, 53.927, 53.994, 54.056, 54.116, ? ? 54.178, 54.251, 54.344, 54.455, 54.572, 54.686, 54.795), ? ? A57 = c(58.81, 58.479, 58.12, 57.752, 57.382, 57.01, 56.639, ? ? 56.272, 55.936, 55.655, 55.424, 55.234, 55.077, 54.941, 54.806, ? ? 54.66, 54.506, 54.355, 54.219, 54.102, 53.997, 53.897, 53.802, ? ? 53.713, 53.631, 53.558, 53.498, 53.451, 53.416, 53.402, 53.412, ? ? 53.442, 53.49, 53.56, 53.652, 53.753, 53.844, 53.923, 53.994, ? ? 54.064, 54.13, 54.195, 54.262, 54.334, 54.416, 54.516, 54.63, ? ? 54.751, 54.866), A58 = c(58.81, 58.691, 58.562, 58.418, 58.257, ? ? 58.087, 57.918, 57.754, 57.595, 57.438, 57.282, 57.126, 56.971, ? ? 56.815, 56.658, 56.501, 56.348, 56.198, 56.05, 55.902, 55.756, ? ? 55.618, 55.497, 55.393, 55.305, 55.23, 55.169, 55.123, 55.085, ? ? 55.05, 55.013, 54.974, 54.934, 54.897, 54.86, 54.813, 54.75, ? ? 54.669, 54.58, 54.491, 54.403, 54.324, 54.256, 54.199, 54.142, ? ? 54.073, 53.99, 53.919, 53.875), A59 = c(58.81, 58.66, 58.421, ? ? 58.069, 57.624, 57.146, 56.664, 56.158, 55.658, 55.231, 54.889, ? ? 54.611, 54.381, 54.193, 54.035, 53.894, 53.766, 53.652, 53.557, ? ? 53.479, 53.416, 53.365, 53.326, 53.3, 53.29, 53.294, 53.309, ? ? 53.332, 53.363, 53.396, 53.423, 53.445, 53.464, 53.482, 53.499, ? ? 53.521, 53.554, 53.597, 53.64, 53.673, 53.699, 53.724, 53.752, ? ? 53.786, 53.823, 53.86, 53.896, 53.93, 53.958), A60 = c(58.81, ? ? 58.665, 58.503, 58.32, 58.117, 57.903, 57.682, 57.457, 57.23, ? ? 57.002, 56.775, 56.554, 56.346, 56.144, 55.942, 55.747, 55.569, ? ? 55.415, 55.281, 55.158, 55.039, 54.919, 54.801, 54.691, 54.586, ? ? 54.487, 54.396, 54.314, 54.237, 54.161, 54.086, 54.022, 53.978, ? ? 53.958, 53.96, 53.98, 54.017, 54.082, 54.155, 54.212, 54.29, ? ? 54.415, 54.574, 54.776, 55.018, 55.27, 55.537, 55.823, 56.114 ? ? ), A61 = c(58.81, 58.732, 58.662, 58.596, 58.539, 58.497, ? ? 58.475, 58.476, 58.491, 58.508, 58.529, 58.546, 58.55, 58.544, ? ? 58.526, 58.496, 58.452, 58.397, 58.331, 58.251, 58.155, 58.044, ? ? 57.917, 57.784, 57.648, 57.506, 57.356, 57.197, 57.029, 56.852, ? ? 56.663, 56.468, 56.282, 56.11, 55.949, 55.792, 55.639, 55.492, ? ? 55.36, 55.246, 55.144, 55.047, 54.949, 54.846, 54.746, 54.651, ? ? 54.561, 54.476, 54.396), A62 = c(58.81, 58.553, 58.213, 57.817, ? ? 57.373, 56.907, 56.471, 56.074, 55.731, 55.447, 55.211, 55.013, ? ? 54.844, 54.69, 54.551, 54.426, 54.317, 54.225, 54.144, 54.066, ? ? 53.994, 53.926, 53.859, 53.788, 53.722, 53.66, 53.584, 53.505, ? ? 53.434, 53.363, 53.292, 53.22, 53.143, 53.065, 52.992, 52.923, ? ? 52.852, 52.774, 52.69, 52.604, 52.518, 52.433, 52.343, 52.242, ? ? 52.129, 52.01, 51.899, 51.793, 51.68), A63 = c(58.81, 58.632, ? ? 58.4, 58.097, 57.748, 57.371, 56.952, 56.508, 56.074, 55.675, ? ? 55.322, 55.008, 54.713, 54.413, 54.102, 53.798, 53.523, 53.284, ? ? 53.073, 52.884, 52.714, 52.56, 52.423, 52.3, 52.189, 52.088, ? ? 51.997, 51.914, 51.838, 51.772, 51.716, 51.668, 51.62, 51.561, ? ? 51.494, 51.426, 51.363, 51.304, 51.243, 51.175, 51.099, 51.021, ? ? 50.944, 50.862, 50.776, 50.693, 50.613, 50.539, 50.484), ? ? A64 = c(58.81, 58.567, 58.325, 58.074, 57.814, 57.549, 57.285, ? ? 57.031, 56.782, 56.532, 56.289, 56.07, 55.878, 55.703, 55.539, ? ? 55.384, 55.239, 55.096, 54.945, 54.781, 54.594, 54.379, 54.151, ? ? 53.929, 53.727, 53.549, 53.393, 53.257, 53.133, 53.014, 52.891, ? ? 52.771, 52.668, 52.589, 52.534, 52.512, 52.528, 52.578, 52.653, ? ? 52.755, 52.893, 53.051, 53.22, 53.426, 53.665, 53.924, 54.22, ? ? 54.511, 54.804), A65 = c(58.81, 58.55, 58.296, 58.042, 57.78, ? ? 57.513, 57.245, 56.982, 56.728, 56.478, 56.236, 56.02, 55.827, ? ? 55.649, 55.479, 55.315, 55.16, 55.016, 54.873, 54.715, 54.541, ? ? 54.345, 54.13, 53.913, 53.709, 53.53, 53.376, 53.249, 53.145, ? ? 53.059, 52.977, 52.887, 52.79, 52.702, 52.636, 52.589, 52.574, ? ? 52.599, 52.663, 52.755, 52.871, 53.025, 53.191, 53.358, 53.569, ? ? 53.815, 54.087, 54.395, 54.702), A66 = c(58.81, 58.533, 58.259, ? ? 57.992, 57.727, 57.458, 57.185, 56.91, 56.641, 56.382, 56.14, ? ? 55.922, 55.727, 55.542, 55.362, 55.186, 55.017, 54.856, 54.701, ? ? 54.54, 54.367, 54.182, 53.984, 53.783, 53.593, 53.419, 53.267, ? ? 53.139, 53.038, 52.963, 52.91, 52.864, 52.811, 52.751, 52.689, ? ? 52.637, 52.604, 52.596, 52.623, 52.694, 52.784, 52.887, 53.031, ? ? 53.189, 53.339, 53.514, 53.715, 53.949, 54.235), A67 = c(58.81, ? ? 58.523, 58.23, 57.941, 57.664, 57.394, 57.12, 56.839, 56.556, ? ? 56.285, 56.036, 55.815, 55.617, 55.426, 55.236, 55.05, 54.869, ? ? 54.693, 54.519, 54.342, 54.159, 53.974, 53.795, 53.623, 53.455, ? ? 53.297, 53.154, 53.034, 52.935, 52.858, 52.801, 52.766, 52.738, ? ? 52.709, 52.676, 52.634, 52.592, 52.563, 52.55, 52.556, 52.596, ? ? 52.649, 52.692, 52.763, 52.842, 52.904, 53.009, 53.141, 53.24 ? ? ), A68 = c(58.81, 58.522, 58.219, 57.91, 57.614, 57.336, ? ? 57.063, 56.785, 56.497, 56.214, 55.959, 55.736, 55.536, 55.344, ? ? 55.148, 54.952, 54.761, 54.572, 54.383, 54.192, 53.997, 53.808, ? ? 53.636, 53.483, 53.341, 53.205, 53.077, 52.958, 52.848, 52.751, ? ? 52.668, 52.6, 52.548, 52.503, 52.451, 52.393, 52.33, 52.263, ? ? 52.195, 52.121, 52.039, 51.963, 51.892, 51.824, 51.756, 51.689, ? ? 51.619, 51.535, 51.464), A69 = c(58.81, 58.521, 58.218, 57.9, ? ? 57.587, 57.298, 57.021, 56.747, 56.465, 56.182, 55.921, 55.694, ? ? 55.493, 55.301, 55.107, 54.908, 54.71, 54.514, 54.315, 54.115, ? ? 53.918, 53.725, 53.545, 53.384, 53.244, 53.118, 52.998, 52.884, ? ? 52.777, 52.679, 52.591, 52.513, 52.443, 52.384, 52.334, 52.285, ? ? 52.232, 52.177, 52.127, 52.078, 52.021, 51.952, 51.877, 51.808, ? ? 51.741, 51.667, 51.603, 51.545, 51.478), A70 = c(58.81, 58.521, ? ? 58.219, 57.903, 57.585, 57.285, 57.005, 56.733, 56.457, 56.186, ? ? 55.93, 55.699, 55.495, 55.303, 55.111, 54.916, 54.718, 54.519, ? ? 54.32, 54.119, 53.921, 53.727, 53.536, 53.355, 53.195, 53.057, ? ? 52.934, 52.815, 52.701, 52.595, 52.502, 52.422, 52.352, 52.289, ? ? 52.237, 52.194, 52.158, 52.127, 52.103, 52.086, 52.071, 52.049, ? ? 52.012, 51.962, 51.905, 51.843, 51.769, 51.701, 51.65), A71 = c(58.81, ? ? 58.596, 58.357, 58.094, 57.82, 57.558, 57.314, 57.083, 56.847, ? ? 56.601, 56.349, 56.092, 55.843, 55.63, 55.464, 55.339, 55.239, ? ? 55.152, 55.075, 55.012, 54.964, 54.931, 54.907, 54.889, 54.881, ? ? 54.879, 54.881, 54.892, 54.906, 54.92, 54.934, 54.953, 54.988, ? ? 55.041, 55.105, 55.174, 55.248, 55.334, 55.436, 55.553, 55.669, ? ? 55.77, 55.852, 55.925, 56.003, 56.085, 56.175, 56.279, 56.401 ? ? ), A72 = c(58.81, 58.668, 58.515, 58.352, 58.174, 57.976, ? ? 57.754, 57.517, 57.28, 57.034, 56.766, 56.477, 56.183, 55.905, ? ? 55.647, 55.409, 55.187, 54.977, 54.776, 54.581, 54.39, 54.198, ? ? 53.996, 53.786, 53.587, 53.406, 53.241, 53.085, 52.93, 52.775, ? ? 52.616, 52.45, 52.283, 52.122, 51.975, 51.838, 51.709, 51.589, ? ? 51.486, 51.391, 51.296, 51.201, 51.11, 51.027, 50.951, 50.871, ? ? 50.776, 50.666, 50.534), A73 = c(58.81, 58.668, 58.514, 58.35, ? ? 58.17, 57.97, 57.746, 57.507, 57.262, 57.022, 56.769, 56.491, ? ? 56.212, 55.946, 55.698, 55.468, 55.25, 55.043, 54.844, 54.649, ? ? 54.457, 54.267, 54.074, 53.875, 53.678, 53.494, 53.329, 53.182, ? ? 53.039, 52.892, 52.742, 52.588, 52.428, 52.267, 52.112, 51.969, ? ? 51.835, 51.709, 51.593, 51.492, 51.397, 51.301, 51.205, 51.113, ? ? 51.028, 50.949, 50.868, 50.774, 50.664), A74 = c(58.81, 58.658, ? ? 58.504, 58.337, 58.157, 57.957, 57.734, 57.49, 57.239, 56.99, ? ? 56.74, 56.474, 56.2, 55.939, 55.698, 55.475, 55.265, 55.066, ? ? 54.875, 54.686, 54.494, 54.302, 54.11, 53.919, 53.73, 53.549, ? ? 53.382, 53.232, 53.094, 52.959, 52.818, 52.675, 52.528, 52.377, ? ? 52.224, 52.077, 51.941, 51.814, 51.694, 51.585, 51.49, 51.402, ? ? 51.313, 51.224, 51.137, 51.057, 50.984, 50.908, 50.821), ? ? A75 = c(58.81, 58.641, 58.476, 58.306, 58.122, 57.921, 57.698, ? ? 57.454, 57.196, 56.937, 56.676, 56.407, 56.133, 55.871, 55.635, ? ? 55.421, 55.222, 55.035, 54.857, 54.679, 54.494, 54.303, 54.11, ? ? 53.92, 53.738, 53.565, 53.399, 53.247, 53.108, 52.977, 52.846, ? ? 52.711, 52.573, 52.433, 52.291, 52.148, 52.012, 51.886, 51.765, ? ? 51.65, 51.547, 51.457, 51.374, 51.29, 51.205, 51.123, 51.047, ? ? 50.978, 50.909), A76 = c(58.81, 58.624, 58.442, 58.26, 58.069, ? ? 57.862, 57.636, 57.392, 57.135, 56.869, 56.597, 56.317, 56.026, ? ? 55.755, 55.52, 55.313, 55.128, 54.953, 54.784, 54.61, 54.428, ? ? 54.235, 54.031, 53.828, 53.638, 53.461, 53.294, 53.135, 52.987, ? ? 52.845, 52.705, 52.563, 52.418, 52.271, 52.124, 51.976, 51.833, ? ? 51.695, 51.563, 51.432, 51.306, 51.194, 51.097, 51.007, 50.914, ? ? 50.819, 50.722, 50.628, 50.535), A77 = c(58.81, 58.658, 58.498, ? ? 58.33, 58.138, 57.911, 57.659, 57.395, 57.126, 56.846, 56.555, ? ? 56.259, 55.972, 55.707, 55.461, 55.228, 55.016, 54.818, 54.621, ? ? 54.418, 54.197, 53.952, 53.701, 53.459, 53.23, 53.011, 52.796, ? ? 52.584, 52.379, 52.186, 52.009, 51.844, 51.683, 51.527, 51.371, ? ? 51.207, 51.031, 50.85, 50.674, 50.502, 50.341, 50.196, 50.071, ? ? 49.951, 49.821, 49.683, 49.553, 49.445, 49.357), A78 = c(58.81, ? ? 58.664, 58.491, 58.309, 58.117, 57.903, 57.66, 57.402, 57.136, ? ? 56.863, 56.576, 56.281, 55.995, 55.737, 55.504, 55.282, 55.069, ? ? 54.866, 54.668, 54.465, 54.247, 54.008, 53.757, 53.515, 53.29, ? ? 53.082, 52.881, 52.679, 52.479, 52.288, 52.111, 51.95, 51.798, ? ? 51.648, 51.501, 51.351, 51.194, 51.027, 50.854, 50.683, 50.511, ? ? 50.343, 50.184, 50.037, 49.891, 49.737, 49.579, 49.431, 49.306 ? ? ), A79 = c(58.81, 58.688, 58.524, 58.332, 58.131, 57.92, ? ? 57.691, 57.441, 57.184, 56.919, 56.643, 56.355, 56.07, 55.81, ? ? 55.58, 55.369, 55.163, 54.963, 54.768, 54.572, 54.366, 54.143, ? ? 53.903, 53.664, 53.44, 53.235, 53.045, 52.861, 52.676, 52.494, ? ? 52.319, 52.158, 52.012, 51.875, 51.739, 51.603, 51.465, 51.321, ? ? 51.17, 51.012, 50.854, 50.697, 50.541, 50.392, 50.248, 50.1, ? ? 49.932, 49.753, 49.586), A80 = c(58.81, 58.713, 58.576, 58.396, ? ? 58.189, 57.974, 57.751, 57.515, 57.266, 57.011, 56.749, 56.471, ? ? 56.191, 55.926, 55.689, 55.48, 55.285, 55.093, 54.903, 54.715, ? ? 54.522, 54.317, 54.098, 53.866, 53.643, 53.438, 53.255, 53.086, ? ? 52.922, 52.756, 52.591, 52.434, 52.288, 52.157, 52.035, 51.914, ? ? 51.793, 51.671, 51.545, 51.415, 51.28, 51.141, 51, 50.863, ? ? 50.736, 50.615, 50.493, 50.357, 50.207), A81 = c(58.81, 58.711, ? ? 58.6, 58.45, 58.258, 58.042, 57.817, 57.589, 57.353, 57.106, ? ? 56.855, 56.592, 56.32, 56.05, 55.802, 55.586, 55.396, 55.215, ? ? 55.037, 54.86, 54.68, 54.493, 54.294, 54.083, 53.864, 53.656, ? ? 53.471, 53.308, 53.16, 53.017, 52.872, 52.727, 52.588, 52.461, ? ? 52.346, 52.238, 52.131, 52.024, 51.918, 51.813, 51.707, 51.598, ? ? 51.485, 51.371, 51.257, 51.148, 51.042, 50.935, 50.819), ? ? A82 = c(58.81, 58.684, 58.572, 58.45, 58.288, 58.087, 57.864, ? ? 57.637, 57.409, 57.174, 56.931, 56.68, 56.416, 56.143, 55.883, ? ? 55.651, 55.454, 55.281, 55.118, 54.956, 54.79, 54.618, 54.437, ? ? 54.243, 54.035, 53.822, 53.619, 53.437, 53.276, 53.129, 52.987, ? ? 52.843, 52.699, 52.562, 52.435, 52.32, 52.212, 52.106, 52, ? ? 51.894, 51.789, 51.683, 51.574, 51.46, 51.345, 51.23, 51.12, ? ? 51.015, 50.908), A83 = c(58.81, 58.728, 58.611, 58.459, 58.261, ? ? 58.018, 57.738, 57.424, 57.094, 56.779, 56.497, 56.237, 55.975, ? ? 55.727, 55.497, 55.282, 55.078, 54.884, 54.698, 54.518, 54.35, ? ? 54.195, 54.053, 53.917, 53.784, 53.656, 53.535, 53.418, 53.304, ? ? 53.194, 53.089, 52.986, 52.894, 52.82, 52.761, 52.715, 52.686, ? ? 52.675, 52.669, 52.663, 52.663, 52.659, 52.649, 52.645, 52.632, ? ? 52.598, 52.561, 52.534, 52.511), A84 = c(58.81, 58.628, 58.427, ? ? 58.197, 57.94, 57.667, 57.392, 57.12, 56.85, 56.571, 56.28, ? ? 55.998, 55.75, 55.532, 55.339, 55.169, 55.016, 54.869, 54.715, ? ? 54.56, 54.413, 54.28, 54.159, 54.045, 53.937, 53.833, 53.735, ? ? 53.641, 53.548, 53.459, 53.374, 53.293, 53.23, 53.198, 53.199, ? ? 53.218, 53.239, 53.262, 53.292, 53.337, 53.397, 53.467, 53.542, ? ? 53.623, 53.705, 53.786, 53.864, 53.943, 54.023), A85 = c(58.81, ? ? 58.626, 58.427, 58.202, 57.947, 57.674, 57.4, 57.128, 56.858, ? ? 56.58, 56.289, 56.001, 55.744, 55.523, 55.323, 55.142, 54.98, ? ? 54.832, 54.685, 54.531, 54.377, 54.232, 54.1, 53.98, 53.868, ? ? 53.762, 53.66, 53.56, 53.463, 53.366, 53.27, 53.178, 53.089, ? ? 53.017, 52.979, 52.977, 52.994, 53.014, 53.035, 53.065, 53.107, ? ? 53.165, 53.234, 53.306, 53.383, 53.461, 53.536, 53.607, 53.676 ? ? ), A86 = c(58.81, 58.625, 58.427, 58.206, 57.954, 57.682, ? ? 57.41, 57.142, 56.875, 56.6, 56.311, 56.018, 55.753, 55.525, ? ? 55.324, 55.137, 54.966, 54.812, 54.666, 54.518, 54.364, 54.211, ? ? 54.067, 53.936, 53.817, 53.708, 53.601, 53.497, 53.394, 53.292, ? ? 53.189, 53.087, 52.987, 52.891, 52.814, 52.771, 52.762, 52.774, ? ? 52.791, 52.814, 52.846, 52.891, 52.951, 53.019, 53.089, 53.161, ? ? 53.235, 53.305, 53.368), A87 = c(58.81, 58.649, 58.456, 58.245, ? ? 58.004, 57.735, 57.461, 57.193, 56.931, 56.663, 56.379, 56.084, ? ? 55.804, 55.561, 55.351, 55.163, 54.986, 54.822, 54.672, 54.527, ? ? 54.378, 54.223, 54.069, 53.925, 53.794, 53.677, 53.566, 53.458, ? ? 53.35, 53.243, 53.134, 53.025, 52.916, 52.812, 52.712, 52.63, ? ? 52.581, 52.566, 52.573, 52.589, 52.615, 52.652, 52.703, 52.769, ? ? 52.843, 52.917, 52.99, 53.063, 53.131), A88 = c(58.81, 58.698, ? ? 58.535, 58.337, 58.118, 57.869, 57.599, 57.327, 57.067, 56.809, ? ? 56.538, 56.252, 55.957, 55.686, 55.455, 55.255, 55.074, 54.903, ? ? 54.744, 54.596, 54.453, 54.305, 54.149, 53.994, 53.849, 53.718, ? ? 53.601, 53.49, 53.381, 53.272, 53.163, 53.052, 52.941, 52.832, ? ? 52.728, 52.626, 52.541, 52.489, 52.47, 52.474, 52.489, 52.516, ? ? 52.555, 52.608, 52.676, 52.752, 52.828, 52.903, 52.976), ? ? A89 = c(58.81, 58.805, 58.774, 58.714, 58.623, 58.498, 58.343, ? ? 58.171, 57.989, 57.797, 57.593, 57.375, 57.144, 56.909, 56.681, ? ? 56.473, 56.282, 56.099, 55.926, 55.767, 55.621, 55.487, 55.367, ? ? 55.264, 55.162, 55.042, 54.903, 54.751, 54.596, 54.442, 54.291, ? ? 54.142, 53.995, 53.846, 53.697, 53.549, 53.407, 53.273, 53.151, ? ? 53.038, 52.925, 52.805, 52.68, 52.552, 52.421, 52.291, 52.169, ? ? 52.057, 51.945), A90 = c(58.81, 58.855, 58.934, 59.054, 59.203, ? ? 59.371, 59.558, 59.767, 59.996, 60.233, 60.455, 60.651, 60.823, ? ? 60.976, 61.11, 61.219, 61.306, 61.375, 61.427, 61.471, 61.515, ? ? 61.558, 61.595, 61.621, 61.632, 61.627, 61.602, 61.559, 61.503, ? ? 61.437, 61.357, 61.26, 61.145, 61.01, 60.868, 60.73, 60.589, ? ? 60.439, 60.285, 60.139, 60.007, 59.877, 59.742, 59.579, 59.378, ? ? 59.151, 58.912, 58.663, 58.407), B1 = c(17.39, 17.58, 17.828, ? ? 18.154, 18.508, 18.902, 19.389, 19.878, 20.282, 20.608, 20.88, ? ? 21.121, 21.337, 21.53, 21.709, 21.884, 22.031, 22.136, 22.206, ? ? 22.251, 22.277, 22.283, 22.29, 22.326, 22.396, 22.486, 22.584, ? ? 22.691, 22.802, 22.909, 23.009, 23.109, 23.211, 23.315, 23.416, ? ? 23.511, 23.602, 23.701, 23.821, 23.963, 24.13, 24.323, 24.543, ? ? 24.779, 25.017, 25.253, 25.487, 25.723, 25.966), B2 = c(17.39, ? ? 17.791, 18.174, 18.545, 18.918, 19.304, 19.716, 20.144, 20.569, ? ? 20.984, 21.397, 21.825, 22.268, 22.711, 23.146, 23.571, 23.98, ? ? 24.359, 24.696, 24.99, 25.264, 25.53, 25.783, 26.021, 26.232, ? ? 26.41, 26.569, 26.73, 26.9, 27.067, 27.215, 27.343, 27.457, ? ? 27.566, 27.674, 27.767, 27.831, 27.867, 27.891, 27.919, 27.95, ? ? 27.995, 28.066, 28.16, 28.272, 28.393, 28.52, 28.639, 28.738 ? ? ), B3 = c(17.39, 17.799, 18.203, 18.616, 19.039, 19.468, ? ? 19.911, 20.368, 20.815, 21.244, 21.668, 22.092, 22.526, 22.963, ? ? 23.387, 23.796, 24.188, 24.56, 24.902, 25.209, 25.486, 25.744, ? ? 25.994, 26.237, 26.463, 26.662, 26.828, 26.98, 27.138, 27.308, ? ? 27.474, 27.62, 27.744, 27.853, 27.961, 28.069, 28.164, 28.23, ? ? 28.267, 28.29, 28.315, 28.343, 28.385, 28.451, 28.541, 28.645, ? ? 28.754, 28.864, 28.966), B4 = c(17.39, 17.806, 18.212, 18.645, ? ? 19.113, 19.591, 20.073, 20.557, 21.027, 21.472, 21.904, 22.333, ? ? 22.76, 23.192, 23.62, 24.025, 24.406, 24.766, 25.104, 25.419, ? ? 25.708, 25.974, 26.223, 26.466, 26.705, 26.928, 27.121, 27.279, ? ? 27.425, 27.578, 27.744, 27.907, 28.05, 28.169, 28.275, 28.381, ? ? 28.486, 28.576, 28.635, 28.661, 28.669, 28.679, 28.69, 28.717, ? ? 28.768, 28.842, 28.93, 29.018, 29.105), B5 = c(17.39, 17.713, ? ? 18.077, 18.442, 18.783, 19.147, 19.513, 19.835, 20.121, 20.402, ? ? 20.705, 21.032, 21.359, 21.657, 21.926, 22.156, 22.351, 22.543, ? ? 22.744, 22.953, 23.158, 23.36, 23.553, 23.719, 23.856, 23.965, ? ? 24.031, 24.046, 24.017, 23.953, 23.844, 23.68, 23.475, 23.318, ? ? 23.25, 23.242, 23.24, 23.218, 23.186, 23.153, 23.138, 23.16, ? ? 23.215, 23.294, 23.397, 23.536, 23.718, 23.94, 24.2), B6 = c(17.39, ? ? 17.684, 18.013, 18.381, 18.755, 19.128, 19.525, 19.908, 20.247, ? ? 20.555, 20.854, 21.164, 21.489, 21.805, 22.089, 22.348, 22.582, ? ? 22.802, 23.029, 23.263, 23.496, 23.72, 23.936, 24.139, 24.306, ? ? 24.437, 24.542, 24.612, 24.64, 24.641, 24.617, 24.566, 24.471, ? ? 24.309, 24.129, 24.004, 23.955, 23.936, 23.899, 23.851, 23.813, ? ? 23.806, 23.843, 23.927, 24.045, 24.187, 24.367, 24.607, 24.905 ? ? ), B7 = c(17.39, 17.669, 17.962, 18.291, 18.654, 19.035, ? ? 19.418, 19.815, 20.199, 20.539, 20.841, 21.13, 21.432, 21.744, ? ? 22.043, 22.306, 22.547, 22.777, 23.007, 23.247, 23.491, 23.725, ? ? 23.949, 24.161, 24.348, 24.492, 24.601, 24.688, 24.737, 24.752, ? ? 24.749, 24.727, 24.671, 24.56, 24.388, 24.211, 24.097, 24.056, ? ? 24.033, 23.989, 23.939, 23.901, 23.894, 23.938, 24.032, 24.157, ? ? 24.304, 24.493, 24.743), B8 = c(17.39, 17.666, 17.937, 18.226, ? ? 18.547, 18.904, 19.276, 19.645, 20.027, 20.399, 20.721, 21.005, ? ? 21.281, 21.572, 21.869, 22.141, 22.373, 22.597, 22.828, 23.063, ? ? 23.307, 23.548, 23.779, 23.997, 24.197, 24.365, 24.484, 24.568, ? ? 24.629, 24.654, 24.65, 24.631, 24.584, 24.489, 24.333, 24.117, ? ? 23.916, 23.786, 23.719, 23.67, 23.605, 23.536, 23.479, 23.447, ? ? 23.456, 23.505, 23.58, 23.666, 23.769), B9 = c(17.39, 17.663, ? ? 17.923, 18.184, 18.465, 18.779, 19.124, 19.473, 19.82, 20.186, ? ? 20.536, 20.832, 21.098, 21.363, 21.639, 21.912, 22.155, 22.366, ? ? 22.585, 22.818, 23.057, 23.3, 23.539, 23.766, 23.977, 24.163, ? ? 24.311, 24.41, 24.473, 24.509, 24.51, 24.489, 24.451, 24.376, ? ? 24.24, 24.039, 23.801, 23.598, 23.455, 23.36, 23.28, 23.194, ? ? 23.112, 23.038, 22.986, 22.962, 22.969, 22.998, 23.043), ? ? B10 = c(17.39, 17.696, 17.994, 18.266, 18.502, 18.719, 18.954, ? ? 19.228, 19.538, 19.869, 20.212, 20.564, 20.893, 21.168, 21.399, ? ? 21.603, 21.795, 21.982, 22.166, 22.334, 22.468, 22.565, 22.629, ? ? 22.664, 22.684, 22.702, 22.717, 22.728, 22.722, 22.684, 22.61, ? ? 22.498, 22.346, 22.154, 21.919, 21.642, 21.333, 21.004, 20.655, ? ? 20.287, 19.899, 19.49, 19.08, 18.687, 18.312, 17.962, 17.632, ? ? 17.318, 17.024), B11 = c(17.39, 17.676, 17.934, 18.161, 18.38, ? ? 18.607, 18.836, 19.08, 19.338, 19.598, 19.851, 20.09, 20.307, ? ? 20.494, 20.647, 20.774, 20.883, 20.979, 21.06, 21.119, 21.153, ? ? 21.166, 21.154, 21.113, 21.044, 20.95, 20.834, 20.7, 20.557, ? ? 20.411, 20.259, 20.109, 19.97, 19.837, 19.702, 19.558, 19.401, ? ? 19.216, 18.993, 18.732, 18.436, 18.115, 17.776, 17.445, 17.148, ? ? 16.88, 16.62, 16.358, 16.1), B12 = c(17.39, 17.684, 17.968, ? ? 18.222, 18.455, 18.686, 18.943, 19.235, 19.549, 19.866, 20.176, ? ? 20.48, 20.786, 21.101, 21.431, 21.779, 22.148, 22.533, 22.928, ? ? 23.332, 23.748, 24.182, 24.643, 25.126, 25.619, 26.118, 26.614, ? ? 27.092, 27.543, 27.983, 28.431, 28.887, 29.328, 29.729, 30.096, ? ? 30.426, 30.717, 30.972, 31.194, 31.383, 31.541, 31.677, 31.798, ? ? 31.908, 31.995, 32.046, 32.062, 32.05, 32.013), B13 = c(17.39, ? ? 17.623, 17.871, 18.105, 18.324, 18.518, 18.714, 18.952, 19.228, ? ? 19.519, 19.814, 20.107, 20.397, 20.69, 20.993, 21.312, 21.65, ? ? 22.013, 22.394, 22.786, 23.188, 23.601, 24.035, 24.501, 24.999, ? ? 25.514, 26.037, 26.552, 27.04, 27.495, 27.938, 28.39, 28.852, ? ? 29.305, 29.727, 30.122, 30.485, 30.81, 31.099, 31.354, 31.577, ? ? 31.77, 31.936, 32.079, 32.202, 32.3, 32.367, 32.409, 32.431 ? ? ), B14 = c(17.39, 17.63, 17.894, 18.171, 18.447, 18.723, ? ? 19.012, 19.304, 19.594, 19.898, 20.207, 20.506, 20.801, 21.108, ? ? 21.433, 21.768, 22.102, 22.433, 22.769, 23.132, 23.541, 23.996, ? ? 24.486, 24.993, 25.505, 26.023, 26.557, 27.108, 27.668, 28.231, ? ? 28.793, 29.35, 29.911, 30.478, 31.028, 31.535, 32, 32.425, ? ? 32.807, 33.143, 33.451, 33.751, 34.042, 34.303, 34.513, 34.67, ? ? 34.802, 34.936, 35.074), B15 = c(17.39, 17.718, 18.01, 18.242, ? ? 18.41, 18.566, 18.762, 18.99, 19.234, 19.482, 19.732, 19.983, ? ? 20.237, 20.498, 20.756, 21, 21.234, 21.453, 21.656, 21.842, ? ? 22.024, 22.217, 22.43, 22.656, 22.886, 23.115, 23.355, 23.612, ? ? 23.883, 24.152, 24.411, 24.667, 24.933, 25.222, 25.534, 25.867, ? ? 26.215, 26.573, 26.934, 27.296, 27.659, 28.022, 28.377, 28.719, ? ? 29.056, 29.405, 29.763, 30.13, 30.503), B16 = c(17.39, 17.707, ? ? 18.01, 18.274, 18.48, 18.631, 18.774, 18.948, 19.147, 19.362, ? ? 19.581, 19.801, 20.02, 20.243, 20.473, 20.696, 20.904, 21.097, ? ? 21.278, 21.449, 21.609, 21.77, 21.947, 22.148, 22.362, 22.576, ? ? 22.786, 23.006, 23.25, 23.516, 23.781, 24.03, 24.269, 24.517, ? ? 24.789, 25.085, 25.399, 25.726, 26.06, 26.397, 26.731, 27.064, ? ? 27.393, 27.717, 28.029, 28.34, 28.663, 28.997, 29.339), B17 = c(17.39, ? ? 17.56, 17.786, 18.042, 18.316, 18.617, 18.953, 19.299, 19.629, ? ? 19.954, 20.253, 20.507, 20.723, 20.907, 21.05, 21.148, 21.211, ? ? 21.248, 21.248, 21.231, 21.237, 21.275, 21.322, 21.351, 21.357, ? ? 21.349, 21.334, 21.303, 21.272, 21.262, 21.275, 21.296, 21.31, ? ? 21.319, 21.333, 21.362, 21.411, 21.482, 21.575, 21.69, 21.83, ? ? 22.002, 22.205, 22.431, 22.666, 22.912, 23.17, 23.44, 23.713 ? ? ), B18 = c(17.39, 17.586, 17.784, 18.027, 18.291, 18.574, ? ? 18.888, 19.227, 19.568, 19.896, 20.214, 20.497, 20.736, 20.944, ? ? 21.117, 21.243, 21.319, 21.357, 21.361, 21.335, 21.317, 21.332, ? ? 21.38, 21.433, 21.463, 21.468, 21.455, 21.428, 21.381, 21.331, ? ? 21.301, 21.292, 21.29, 21.282, 21.27, 21.261, 21.266, 21.287, ? ? 21.332, 21.405, 21.504, 21.631, 21.791, 21.983, 22.197, 22.419, ? ? 22.651, 22.897, 23.159), B19 = c(17.39, 17.667, 17.893, 18.122, ? ? 18.386, 18.661, 18.951, 19.266, 19.599, 19.935, 20.254, 20.551, ? ? 20.811, 21.034, 21.229, 21.385, 21.486, 21.539, 21.552, 21.542, ? ? 21.528, 21.53, 21.564, 21.623, 21.681, 21.715, 21.722, 21.71, ? ? 21.679, 21.623, 21.564, 21.524, 21.504, 21.491, 21.471, 21.446, ? ? 21.424, 21.416, 21.423, 21.455, 21.518, 21.609, 21.732, 21.886, ? ? 22.074, 22.284, 22.503, 22.73, 22.97), B20 = c(17.39, 17.748, ? ? 18.041, 18.302, 18.568, 18.853, 19.138, 19.429, 19.74, 20.068, ? ? 20.392, 20.69, 20.959, 21.193, 21.393, 21.561, 21.684, 21.756, ? ? 21.781, 21.788, 21.801, 21.813, 21.839, 21.889, 21.956, 22.015, ? ? 22.05, 22.059, 22.044, 22.006, 21.945, 21.882, 21.839, 21.816, ? ? 21.8, 21.776, 21.745, 21.717, 21.704, 21.709, 21.74, 21.802, ? ? 21.895, 22.021, 22.179, 22.371, 22.585, 22.808, 23.038), ? ? B21 = c(17.39, 17.779, 18.139, 18.452, 18.748, 19.049, 19.358, ? ? 19.65, 19.937, 20.242, 20.555, 20.857, 21.129, 21.365, 21.566, ? ? 21.732, 21.86, 21.94, 21.979, 22.009, 22.047, 22.089, 22.126, ? ? 22.171, 22.231, 22.296, 22.35, 22.381, 22.387, 22.371, 22.333, ? ? 22.274, 22.213, 22.17, 22.146, 22.128, 22.1, 22.063, 22.026, ? ? 22.005, 22.001, 22.024, 22.083, 22.178, 22.307, 22.47, 22.666, ? ? 22.885, 23.109), B22 = c(17.39, 17.764, 18.144, 18.507, 18.84, ? ? 19.168, 19.503, 19.824, 20.114, 20.397, 20.693, 20.989, 21.265, ? ? 21.507, 21.711, 21.875, 22, 22.078, 22.125, 22.172, 22.23, ? ? 22.297, 22.36, 22.416, 22.473, 22.536, 22.595, 22.636, 22.654, ? ? 22.651, 22.63, 22.59, 22.532, 22.473, 22.43, 22.404, 22.383, ? ? 22.35, 22.306, 22.263, 22.233, 22.22, 22.235, 22.288, 22.381, ? ? 22.51, 22.674, 22.873, 23.093), B23 = c(17.39, 17.749, 18.11, ? ? 18.484, 18.851, 19.201, 19.56, 19.91, 20.228, 20.516, 20.797, ? ? 21.082, 21.358, 21.61, 21.829, 22.001, 22.125, 22.208, 22.265, ? ? 22.32, 22.384, 22.463, 22.546, 22.62, 22.684, 22.746, 22.805, ? ? 22.849, 22.871, 22.876, 22.864, 22.837, 22.794, 22.736, 22.676, ? ? 22.631, 22.602, 22.575, 22.534, 22.478, 22.422, 22.382, 22.358, ? ? 22.363, 22.408, 22.495, 22.62, 22.78, 22.976), B24 = c(17.39, ? ? 17.739, 18.082, 18.436, 18.807, 19.18, 19.548, 19.915, 20.26, ? ? 20.576, 20.864, 21.14, 21.413, 21.672, 21.909, 22.107, 22.247, ? ? 22.341, 22.422, 22.493, 22.562, 22.642, 22.731, 22.817, 22.895, ? ? 22.964, 23.027, 23.077, 23.105, 23.116, 23.114, 23.102, 23.078, ? ? 23.039, 22.986, 22.932, 22.89, 22.862, 22.832, 22.786, 22.723, ? ? 22.659, 22.614, 22.588, 22.592, 22.638, 22.727, 22.854, 23.012 ? ? ), B25 = c(17.39, 17.737, 18.069, 18.403, 18.757, 19.13, ? ? 19.508, 19.881, 20.244, 20.586, 20.899, 21.184, 21.454, 21.715, ? ? 21.965, 22.19, 22.363, 22.488, 22.594, 22.696, 22.784, 22.865, ? ? 22.951, 23.043, 23.135, 23.221, 23.3, 23.365, 23.41, 23.431, ? ? 23.439, 23.444, 23.448, 23.447, 23.43, 23.396, 23.358, 23.331, ? ? 23.316, 23.303, 23.281, 23.252, 23.229, 23.222, 23.231, 23.267, ? ? 23.344, 23.463, 23.617), B26 = c(17.39, 17.734, 18.062, 18.386, ? ? 18.724, 19.084, 19.46, 19.838, 20.209, 20.57, 20.906, 21.209, ? ? 21.485, 21.747, 22.003, 22.246, 22.459, 22.631, 22.778, 22.909, ? ? 23.027, 23.123, 23.214, 23.312, 23.418, 23.527, 23.627, 23.715, ? ? 23.787, 23.836, 23.86, 23.877, 23.905, 23.949, 23.992, 24.013, ? ? 24.012, 24.006, 24.014, 24.036, 24.066, 24.101, 24.142, 24.192, ? ? 24.248, 24.308, 24.388, 24.507, 24.666), B27 = c(17.39, 17.702, ? ? 18.026, 18.346, 18.676, 19.023, 19.388, 19.766, 20.144, 20.516, ? ? 20.867, 21.186, 21.474, 21.744, 22.004, 22.251, 22.487, 22.709, ? ? 22.903, 23.073, 23.215, 23.331, 23.435, 23.541, 23.655, 23.776, ? ? 23.887, 23.987, 24.082, 24.163, 24.218, 24.248, 24.277, 24.325, ? ? 24.393, 24.46, 24.502, 24.521, 24.535, 24.564, 24.605, 24.657, ? ? 24.717, 24.786, 24.861, 24.934, 25.005, 25.091, 25.212), ? ? B28 = c(17.39, 17.651, 17.953, 18.268, 18.594, 18.935, 19.29, ? ? 19.66, 20.039, 20.417, 20.779, 21.112, 21.415, 21.694, 21.96, ? ? 22.212, 22.449, 22.692, 22.931, 23.141, 23.309, 23.441, 23.558, ? ? 23.672, 23.792, 23.909, 24.019, 24.124, 24.223, 24.319, 24.403, ? ? 24.46, 24.491, 24.52, 24.572, 24.649, 24.729, 24.785, 24.818, ? ? 24.846, 24.888, 24.944, 25.011, 25.086, 25.17, 25.258, 25.342, ? ? 25.419, 25.507), B29 = c(17.39, 17.599, 17.87, 18.17, 18.488, ? ? 18.828, 19.178, 19.54, 19.911, 20.29, 20.662, 21.011, 21.328, ? ? 21.618, 21.889, 22.146, 22.385, 22.616, 22.862, 23.107, 23.306, ? ? 23.457, 23.584, 23.703, 23.822, 23.931, 24.033, 24.133, 24.231, ? ? 24.325, 24.418, 24.498, 24.548, 24.573, 24.6, 24.651, 24.728, ? ? 24.811, 24.871, 24.909, 24.942, 24.989, 25.048, 25.115, 25.191, ? ? 25.277, 25.365, 25.447, 25.523), B30 = c(17.39, 17.59, 17.827, ? ? 18.11, 18.42, 18.754, 19.106, 19.466, 19.83, 20.201, 20.576, ? ? 20.94, 21.276, 21.582, 21.86, 22.121, 22.361, 22.582, 22.806, ? ? 23.052, 23.285, 23.462, 23.604, 23.727, 23.846, 23.949, 24.042, ? ? 24.131, 24.223, 24.315, 24.405, 24.49, 24.558, 24.599, 24.62, ? ? 24.644, 24.693, 24.77, 24.853, 24.916, 24.956, 24.992, 25.039, ? ? 25.096, 25.163, 25.238, 25.322, 25.408, 25.489), B31 = c(17.39, ? ? 17.615, 17.848, 18.113, 18.417, 18.745, 19.095, 19.459, 19.823, ? ? 20.188, 20.558, 20.929, 21.285, 21.613, 21.908, 22.174, 22.419, ? ? 22.641, 22.851, 23.07, 23.306, 23.52, 23.685, 23.822, 23.944, ? ? 24.049, 24.139, 24.223, 24.306, 24.394, 24.485, 24.568, 24.644, ? ? 24.705, 24.742, 24.76, 24.785, 24.838, 24.923, 25.016, 25.088, ? ? 25.135, 25.175, 25.227, 25.292, 25.368, 25.45, 25.54, 25.631 ? ? ), B32 = c(17.39, 17.64, 17.893, 18.16, 18.454, 18.778, 19.126, ? ? 19.492, 19.863, 20.23, 20.597, 20.964, 21.329, 21.679, 22, ? ? 22.284, 22.535, 22.764, 22.973, 23.175, 23.391, 23.614, 23.812, ? ? 23.97, 24.107, 24.223, 24.317, 24.398, 24.475, 24.554, 24.642, ? ? 24.727, 24.803, 24.874, 24.932, 24.967, 24.986, 25.015, 25.078, ? ? 25.178, 25.283, 25.362, 25.415, 25.463, 25.525, 25.602, 25.691, ? ? 25.784, 25.881), B33 = c(17.39, 17.975, 18.49, 18.937, 19.338, ? ? 19.7, 20.052, 20.388, 20.675, 20.906, 21.089, 21.237, 21.355, ? ? 21.43, 21.442, 21.39, 21.283, 21.123, 20.9, 20.636, 20.351, ? ? 20.028, 19.689, 19.348, 18.995, 18.652, 18.311, 17.927, 17.504, ? ? 17.058, 16.578, 16.063, 15.52, 14.953, 14.348, 13.669, 12.909, ? ? 12.092, 11.274, 10.485, 9.753, 9.064, 8.38, 7.657, 6.906, ? ? 6.152, 5.375, 4.614, 3.92), B34 = c(17.39, 17.433, 17.492, ? ? 17.569, 17.662, 17.766, 17.88, 17.983, 18.054, 18.094, 18.132, ? ? 18.192, 18.274, 18.361, 18.439, 18.511, 18.592, 18.691, 18.807, ? ? 18.926, 19.04, 19.151, 19.262, 19.373, 19.481, 19.604, 19.759, ? ? 19.946, 20.17, 20.427, 20.701, 20.972, 21.228, 21.478, 21.735, ? ? 22.012, 22.301, 22.597, 22.901, 23.21, 23.515, 23.804, 24.076, ? ? 24.353, 24.657, 24.988, 25.345, 25.723, 26.11), B35 = c(17.39, ? ? 17.426, 17.47, 17.532, 17.614, 17.712, 17.822, 17.944, 18.053, ? ? 18.131, 18.178, 18.226, 18.298, 18.396, 18.502, 18.602, 18.698, ? ? 18.802, 18.922, 19.056, 19.193, 19.329, 19.465, 19.593, 19.713, ? ? 19.832, 19.972, 20.149, 20.364, 20.613, 20.881, 21.158, 21.431, ? ? 21.695, 21.954, 22.217, 22.49, 22.768, 23.052, 23.346, 23.652, ? ? 23.957, 24.256, 24.551, 24.857, 25.19, 25.557, 25.953, 26.361 ? ? ), B36 = c(17.39, 17.428, 17.466, 17.512, 17.576, 17.661, ? ? 17.765, 17.881, 18.007, 18.119, 18.199, 18.254, 18.313, 18.401, ? ? 18.518, 18.647, 18.772, 18.895, 19.024, 19.167, 19.318, 19.468, ? ? 19.611, 19.755, 19.896, 20.037, 20.187, 20.364, 20.577, 20.821, ? ? 21.087, 21.366, 21.651, 21.935, 22.21, 22.471, 22.728, 22.989, ? ? 23.254, 23.527, 23.813, 24.116, 24.433, 24.755, 25.076, 25.408, ? ? 25.771, 26.171, 26.6), B37 = c(17.39, 17.43, 17.472, 17.512, ? ? 17.559, 17.626, 17.715, 17.823, 17.943, 18.069, 18.179, 18.264, ? ? 18.328, 18.4, 18.504, 18.642, 18.796, 18.947, 19.096, 19.245, ? ? 19.394, 19.541, 19.686, 19.833, 19.99, 20.155, 20.327, 20.516, ? ? 20.727, 20.965, 21.225, 21.505, 21.796, 22.095, 22.388, 22.664, ? ? 22.924, 23.177, 23.432, 23.691, 23.958, 24.246, 24.567, 24.911, ? ? 25.263, 25.607, 25.961, 26.348, 26.776), B38 = c(17.39, 17.432, ? ? 17.48, 17.527, 17.568, 17.615, 17.684, 17.778, 17.893, 18.016, ? ? 18.141, 18.252, 18.341, 18.414, 18.5, 18.622, 18.782, 18.959, ? ? 19.128, 19.285, 19.435, 19.583, 19.727, 19.873, 20.029, 20.204, ? ? 20.394, 20.595, 20.807, 21.038, 21.288, 21.562, 21.859, 22.166, ? ? 22.474, 22.771, 23.05, 23.308, 23.558, 23.811, 24.068, 24.345, ? ? 24.655, 25.007, 25.385, 25.761, 26.125, 26.497, 26.906), ? ? B39 = c(17.39, 17.436, 17.489, 17.544, 17.596, 17.638, 17.685, ? ? 17.759, 17.863, 17.985, 18.112, 18.235, 18.346, 18.44, 18.524, ? ? 18.624, 18.764, 18.94, 19.128, 19.302, 19.465, 19.619, 19.77, ? ? 19.913, 20.061, 20.229, 20.419, 20.623, 20.835, 21.061, 21.305, ? ? 21.569, 21.862, 22.179, 22.498, 22.814, 23.115, 23.394, 23.652, ? ? 23.903, 24.16, 24.434, 24.738, 25.083, 25.472, 25.88, 26.276, ? ? 26.658, 27.051), B40 = c(17.39, 17.44, 17.501, 17.566, 17.629, ? ? 17.685, 17.727, 17.781, 17.869, 17.984, 18.112, 18.24, 18.362, ? ? 18.473, 18.573, 18.667, 18.779, 18.928, 19.114, 19.308, 19.49, ? ? 19.659, 19.82, 19.974, 20.12, 20.271, 20.443, 20.635, 20.842, ? ? 21.063, 21.301, 21.561, 21.847, 22.165, 22.498, 22.825, 23.142, ? ? 23.443, 23.723, 23.985, 24.246, 24.523, 24.828, 25.171, 25.556, ? ? 25.98, 26.411, 26.826, 27.224), B41 = c(17.39, 17.453, 17.522, ? ? 17.599, 17.676, 17.746, 17.806, 17.86, 17.931, 18.033, 18.156, ? ? 18.288, 18.416, 18.536, 18.647, 18.751, 18.85, 18.967, 19.123, ? ? 19.315, 19.516, 19.704, 19.879, 20.045, 20.203, 20.349, 20.499, ? ? 20.671, 20.864, 21.074, 21.303, 21.556, 21.838, 22.148, 22.48, ? ? 22.818, 23.146, 23.464, 23.768, 24.054, 24.33, 24.611, 24.919, ? ? 25.265, 25.649, 26.066, 26.51, 26.957, 27.384), B42 = c(17.39, ? ? 17.476, 17.56, 17.648, 17.74, 17.828, 17.907, 17.98, 18.051, ? ? 18.137, 18.247, 18.374, 18.507, 18.635, 18.752, 18.86, 18.963, ? ? 19.064, 19.186, 19.345, 19.54, 19.745, 19.936, 20.115, 20.284, ? ? 20.441, 20.584, 20.732, 20.902, 21.096, 21.312, 21.553, 21.823, ? ? 22.122, 22.439, 22.775, 23.116, 23.447, 23.769, 24.079, 24.379, ? ? 24.675, 24.984, 25.326, 25.705, 26.117, 26.556, 27.018, 27.475 ? ? ), B43 = c(17.39, 17.498, 17.605, 17.711, 17.818, 17.925, ? ? 18.026, 18.121, 18.211, 18.296, 18.39, 18.505, 18.633, 18.765, ? ? 18.89, 19.003, 19.105, 19.205, 19.306, 19.429, 19.589, 19.785, ? ? 19.989, 20.18, 20.359, 20.525, 20.678, 20.816, 20.96, 21.128, ? ? 21.324, 21.546, 21.795, 22.075, 22.377, 22.694, 23.031, 23.375, ? ? 23.709, 24.035, 24.356, 24.674, 24.99, 25.322, 25.688, 26.089, ? ? 26.523, 26.984, 27.457), B44 = c(17.39, 17.518, 17.65, 17.781, ? ? 17.912, 18.041, 18.166, 18.285, 18.398, 18.503, 18.598, 18.699, ? ? 18.816, 18.944, 19.074, 19.195, 19.301, 19.396, 19.492, 19.592, ? ? 19.715, 19.874, 20.067, 20.267, 20.454, 20.628, 20.788, 20.934, ? ? 21.067, 21.205, 21.37, 21.567, 21.793, 22.049, 22.331, 22.628, ? ? 22.943, 23.28, 23.625, 23.962, 24.297, 24.633, 24.97, 25.307, ? ? 25.66, 26.05, 26.475, 26.934, 27.413), B45 = c(17.39, 17.608, ? ? 17.836, 18.063, 18.285, 18.504, 18.722, 18.931, 19.145, 19.378, ? ? 19.628, 19.881, 20.123, 20.343, 20.55, 20.756, 20.96, 21.168, ? ? 21.389, 21.625, 21.872, 22.119, 22.364, 22.596, 22.809, 23.007, ? ? 23.208, 23.424, 23.651, 23.881, 24.104, 24.322, 24.536, 24.745, ? ? 24.951, 25.156, 25.363, 25.571, 25.796, 26.055, 26.351, 26.689, ? ? 27.072, 27.491, 27.939, 28.414, 28.911, 29.416, 29.915), ? ? B46 = c(17.39, 17.61, 17.849, 18.1, 18.346, 18.585, 18.82, ? ? 19.049, 19.27, 19.5, 19.754, 20.025, 20.295, 20.544, 20.766, ? ? 20.972, 21.176, 21.38, 21.595, 21.831, 22.088, 22.355, 22.619, ? ? 22.879, 23.125, 23.351, 23.559, 23.764, 23.977, 24.196, 24.417, ? ? 24.637, 24.86, 25.085, 25.31, 25.536, 25.761, 25.984, 26.204, ? ? 26.435, 26.697, 26.988, 27.313, 27.676, 28.081, 28.523, 28.992, ? ? 29.482, 29.982), B47 = c(17.39, 17.612, 17.849, 18.11, 18.378, ? ? 18.638, 18.893, 19.146, 19.391, 19.638, 19.901, 20.184, 20.474, ? ? 20.754, 21.004, 21.222, 21.424, 21.629, 21.842, 22.072, 22.325, ? ? 22.594, 22.865, 23.128, 23.384, 23.629, 23.858, 24.074, 24.287, ? ? 24.503, 24.722, 24.944, 25.171, 25.404, 25.641, 25.88, 26.122, ? ? 26.361, 26.592, 26.817, 27.048, 27.298, 27.56, 27.844, 28.164, ? ? 28.522, 28.914, 29.33, 29.765), B48 = c(17.39, 17.621, 17.858, ? ? 18.116, 18.394, 18.675, 18.949, 19.225, 19.501, 19.779, 20.068, ? ? 20.369, 20.675, 20.975, 21.252, 21.496, 21.715, 21.926, 22.148, ? ? 22.384, 22.635, 22.9, 23.171, 23.439, 23.7, 23.958, 24.211, ? ? 24.455, 24.695, 24.934, 25.172, 25.407, 25.646, 25.894, 26.148, ? ? 26.405, 26.665, 26.932, 27.194, 27.44, 27.672, 27.9, 28.129, ? ? 28.36, 28.607, 28.885, 29.194, 29.532, 29.89), B49 = c(17.39, ? ? 17.634, 17.879, 18.137, 18.413, 18.705, 19, 19.296, 19.599, ? ? 19.911, 20.233, 20.558, 20.875, 21.176, 21.467, 21.742, 21.994, ? ? 22.227, 22.458, 22.697, 22.946, 23.204, 23.469, 23.736, 24.002, ? ? 24.267, 24.534, 24.803, 25.072, 25.342, 25.609, 25.872, 26.132, ? ? 26.396, 26.669, 26.951, 27.242, 27.54, 27.844, 28.137, 28.406, ? ? 28.658, 28.9, 29.136, 29.365, 29.605, 29.872, 30.169, 30.481 ? ? ), B50 = c(17.39, 17.646, 17.905, 18.169, 18.443, 18.735, ? ? 19.043, 19.359, 19.681, 20.019, 20.366, 20.698, 21.013, 21.315, ? ? 21.609, 21.898, 22.173, 22.428, 22.662, 22.89, 23.126, 23.373, ? ? 23.628, 23.885, 24.141, 24.396, 24.657, 24.928, 25.205, 25.483, ? ? 25.767, 26.056, 26.339, 26.615, 26.899, 27.199, 27.509, 27.831, ? ? 28.163, 28.505, 28.834, 29.133, 29.409, 29.67, 29.92, 30.158, ? ? 30.402, 30.669, 30.957), B51 = c(17.39, 17.66, 17.93, 18.207, ? ? 18.486, 18.775, 19.084, 19.407, 19.742, 20.094, 20.44, 20.764, ? ? 21.072, 21.374, 21.671, 21.959, 22.24, 22.51, 22.762, 22.996, ? ? 23.224, 23.461, 23.71, 23.966, 24.222, 24.475, 24.724, 24.98, ? ? 25.241, 25.511, 25.79, 26.085, 26.387, 26.686, 26.981, 27.288, ? ? 27.611, 27.945, 28.293, 28.661, 29.046, 29.416, 29.746, 30.048, ? ? 30.327, 30.583, 30.818, 31.055, 31.313), B52 = c(17.39, 17.675, ? ? 17.956, 18.244, 18.538, 18.831, 19.137, 19.465, 19.809, 20.161, ? ? 20.502, 20.819, 21.119, 21.415, 21.708, 21.996, 22.28, 22.566, ? ? 22.848, 23.113, 23.362, 23.607, 23.864, 24.136, 24.417, 24.698, ? ? 24.973, 25.243, 25.513, 25.787, 26.071, 26.374, 26.697, 27.027, ? ? 27.349, 27.659, 27.968, 28.288, 28.621, 28.977, 29.364, 29.775, ? ? 30.168, 30.514, 30.824, 31.103, 31.349, 31.565, 31.778), ? ? B53 = c(17.39, 17.69, 17.98, 18.275, 18.582, 18.893, 19.208, ? ? 19.542, 19.901, 20.258, 20.594, 20.911, 21.208, 21.49, 21.77, ? ? 22.052, 22.337, 22.624, 22.919, 23.211, 23.487, 23.749, 24.009, ? ? 24.284, 24.583, 24.898, 25.211, 25.511, 25.802, 26.095, 26.393, ? ? 26.706, 27.042, 27.401, 27.762, 28.105, 28.433, 28.76, 29.097, ? ? 29.442, 29.807, 30.199, 30.605, 30.983, 31.311, 31.598, 31.849, ? ? 32.062, 32.242), B54 = c(17.39, 17.693, 17.991, 18.291, 18.607, ? ? 18.936, 19.274, 19.627, 20.002, 20.373, 20.715, 21.033, 21.332, ? ? 21.608, 21.874, 22.142, 22.416, 22.696, 22.981, 23.275, 23.567, ? ? 23.844, 24.109, 24.38, 24.673, 24.995, 25.33, 25.653, 25.963, ? ? 26.265, 26.568, 26.877, 27.204, 27.553, 27.918, 28.277, 28.618, ? ? 28.949, 29.281, 29.622, 29.966, 30.323, 30.693, 31.06, 31.394, ? ? 31.679, 31.93, 32.147, 32.328), B55 = c(17.39, 17.69, 17.993, ? ? 18.299, 18.62, 18.964, 19.328, 19.71, 20.108, 20.491, 20.843, ? ? 21.167, 21.468, 21.747, 22.008, 22.262, 22.522, 22.788, 23.061, ? ? 23.339, 23.628, 23.915, 24.191, 24.464, 24.747, 25.055, 25.39, ? ? 25.73, 26.058, 26.37, 26.671, 26.976, 27.29, 27.62, 27.967, ? ? 28.319, 28.662, 28.99, 29.313, 29.641, 29.975, 30.3, 30.62, ? ? 30.943, 31.258, 31.541, 31.782, 31.997, 32.187), B56 = c(17.39, ? ? 17.689, 18.003, 18.32, 18.649, 18.999, 19.381, 19.795, 20.218, ? ? 20.616, 20.978, 21.309, 21.613, 21.895, 22.16, 22.41, 22.655, ? ? 22.905, 23.159, 23.417, 23.684, 23.962, 24.244, 24.524, 24.806, ? ? 25.099, 25.414, 25.751, 26.093, 26.418, 26.724, 27.023, 27.328, ? ? 27.643, 27.97, 28.302, 28.635, 28.959, 29.273, 29.587, 29.9, ? ? 30.204, 30.488, 30.763, 31.037, 31.303, 31.54, 31.744, 31.933 ? ? ), B57 = c(17.39, 17.707, 18.032, 18.372, 18.717, 19.073, ? ? 19.464, 19.901, 20.346, 20.758, 21.127, 21.461, 21.766, 22.053, ? ? 22.324, 22.581, 22.823, 23.059, 23.296, 23.535, 23.779, 24.035, ? ? 24.31, 24.6, 24.893, 25.189, 25.492, 25.814, 26.156, 26.498, ? ? 26.822, 27.132, 27.439, 27.753, 28.072, 28.39, 28.705, 29.015, ? ? 29.32, 29.616, 29.906, 30.187, 30.448, 30.682, 30.901, 31.118, ? ? 31.326, 31.514, 31.682), B58 = c(17.39, 17.222, 17.095, 17.024, ? ? 17.004, 17.021, 17.063, 17.133, 17.232, 17.354, 17.497, 17.663, ? ? 17.849, 18.047, 18.267, 18.519, 18.801, 19.096, 19.386, 19.669, ? ? 19.956, 20.252, 20.544, 20.836, 21.131, 21.432, 21.733, 22.031, ? ? 22.331, 22.621, 22.886, 23.121, 23.34, 23.554, 23.76, 23.963, ? ? 24.173, 24.395, 24.643, 24.932, 25.27, 25.633, 25.991, 26.339, ? ? 26.689, 27.071, 27.483, 27.909, 28.347), B59 = c(17.39, 17.863, ? ? 18.425, 19.065, 19.713, 20.264, 20.667, 20.893, 20.996, 21.084, ? ? 21.174, 21.243, 21.258, 21.212, 21.141, 21.089, 21.058, 21.043, ? ? 21.043, 21.06, 21.081, 21.098, 21.113, 21.133, 21.166, 21.211, ? ? 21.255, 21.281, 21.293, 21.297, 21.302, 21.307, 21.306, 21.295, ? ? 21.273, 21.238, 21.19, 21.126, 21.038, 20.923, 20.783, 20.649, ? ? 20.543, 20.465, 20.406, 20.358, 20.321, 20.303, 20.308), ? ? B60 = c(17.39, 17.616, 17.837, 18.067, 18.318, 18.59, 18.872, ? ? 19.147, 19.411, 19.673, 19.92, 20.128, 20.301, 20.455, 20.606, ? ? 20.751, 20.879, 20.985, 21.07, 21.137, 21.193, 21.24, 21.263, ? ? 21.248, 21.199, 21.11, 20.981, 20.817, 20.629, 20.428, 20.223, ? ? 20.002, 19.731, 19.394, 18.991, 18.529, 17.995, 17.414, 16.845, ? ? 16.308, 15.803, 15.333, 14.903, 14.515, 14.17, 13.876, 13.681, ? ? 13.628, 13.713), B61 = c(17.39, 17.466, 17.489, 17.464, 17.402, ? ? 17.32, 17.23, 17.138, 17.061, 17.01, 16.98, 16.974, 16.99, ? ? 17.029, 17.084, 17.155, 17.24, 17.338, 17.449, 17.577, 17.725, ? ? 17.894, 18.089, 18.302, 18.52, 18.741, 18.967, 19.2, 19.443, ? ? 19.688, 19.922, 20.144, 20.341, 20.508, 20.652, 20.785, 20.916, ? ? 21.044, 21.159, 21.254, 21.333, 21.4, 21.458, 21.506, 21.534, ? ? 21.53, 21.497, 21.428, 21.316), B62 = c(17.39, 18.114, 18.811, ? ? 19.426, 19.935, 20.363, 20.687, 20.903, 21.033, 21.091, 21.099, ? ? 21.072, 20.997, 20.853, 20.643, 20.383, 20.096, 19.798, 19.503, ? ? 19.214, 18.926, 18.632, 18.318, 17.985, 17.634, 17.281, 16.949, ? ? 16.637, 16.337, 16.054, 15.788, 15.537, 15.3, 15.08, 14.883, ? ? 14.704, 14.517, 14.299, 14.049, 13.785, 13.53, 13.287, 13.033, ? ? 12.74, 12.404, 12.035, 11.644, 11.206, 10.696), B63 = c(17.39, ? ? 17.818, 18.255, 18.717, 19.14, 19.489, 19.819, 20.14, 20.432, ? ? 20.73, 21.076, 21.411, 21.687, 21.92, 22.128, 22.317, 22.475, ? ? 22.582, 22.627, 22.617, 22.581, 22.543, 22.502, 22.454, 22.394, ? ? 22.322, 22.234, 22.129, 22.012, 21.888, 21.761, 21.624, 21.474, ? ? 21.313, 21.143, 20.963, 20.765, 20.546, 20.309, 20.058, 19.804, ? ? 19.549, 19.291, 19.028, 18.752, 18.461, 18.158, 17.84, 17.49 ? ? ), B64 = c(17.39, 17.649, 17.923, 18.189, 18.46, 18.726, ? ? 18.979, 19.228, 19.48, 19.739, 20.012, 20.289, 20.545, 20.766, ? ? 20.942, 21.07, 21.152, 21.181, 21.151, 21.07, 20.963, 20.841, ? ? 20.693, 20.532, 20.373, 20.206, 20.024, 19.822, 19.585, 19.311, ? ? 19.008, 18.682, 18.345, 17.998, 17.624, 17.215, 16.783, 16.339, ? ? 15.85, 15.297, 14.712, 14.089, 13.417, 12.709, 11.964, 11.209, ? ? 10.464, 9.688, 8.938), B65 = c(17.39, 17.619, 17.904, 18.209, ? ? 18.506, 18.803, 19.093, 19.375, 19.651, 19.926, 20.208, 20.5, ? ? 20.776, 21.013, 21.205, 21.35, 21.452, 21.51, 21.522, 21.488, ? ? 21.412, 21.311, 21.196, 21.063, 20.931, 20.805, 20.664, 20.504, ? ? 20.319, 20.088, 19.809, 19.496, 19.157, 18.807, 18.452, 18.079, ? ? 17.673, 17.235, 16.779, 16.275, 15.702, 15.094, 14.442, 13.744, ? ? 13.016, 12.254, 11.492, 10.736, 9.949), B66 = c(17.39, 17.588, ? ? 17.851, 18.167, 18.497, 18.817, 19.138, 19.456, 19.764, 20.064, ? ? 20.363, 20.659, 20.948, 21.207, 21.422, 21.59, 21.713, 21.801, ? ? 21.856, 21.874, 21.849, 21.785, 21.695, 21.605, 21.521, 21.44, ? ? 21.354, 21.249, 21.125, 20.986, 20.814, 20.589, 20.302, 19.958, ? ? 19.588, 19.219, 18.846, 18.445, 18.001, 17.534, 17.025, 16.444, ? ? 15.81, 15.133, 14.424, 13.703, 12.951, 12.193, 11.479), B67 = c(17.39, ? ? 17.568, 17.807, 18.112, 18.456, 18.803, 19.144, 19.487, 19.828, ? ? 20.159, 20.478, 20.781, 21.072, 21.35, 21.599, 21.805, 21.963, ? ? 22.084, 22.179, 22.249, 22.288, 22.287, 22.251, 22.2, 22.15, ? ? 22.101, 22.047, 21.978, 21.883, 21.767, 21.633, 21.476, 21.278, ? ? 21.021, 20.7, 20.333, 19.942, 19.536, 19.113, 18.653, 18.157, ? ? 17.626, 17.04, 16.397, 15.704, 14.958, 14.174, 13.391, 12.586 ? ? ), B68 = c(17.39, 17.556, 17.778, 18.068, 18.415, 18.779, ? ? 19.14, 19.5, 19.864, 20.224, 20.566, 20.882, 21.175, 21.456, ? ? 21.731, 21.982, 22.187, 22.349, 22.481, 22.592, 22.685, 22.753, ? ? 22.789, 22.795, 22.782, 22.759, 22.722, 22.668, 22.588, 22.48, ? ? 22.36, 22.239, 22.112, 21.961, 21.769, 21.528, 21.245, 20.93, ? ? 20.583, 20.209, 19.803, 19.351, 18.862, 18.345, 17.792, 17.228, ? ? 16.656, 16.027, 15.327), B69 = c(17.39, 17.545, 17.756, 18.033, ? ? 18.379, 18.762, 19.142, 19.518, 19.901, 20.281, 20.643, 20.974, ? ? 21.274, 21.557, 21.836, 22.113, 22.364, 22.57, 22.737, 22.881, ? ? 23.01, 23.125, 23.219, 23.284, 23.319, 23.331, 23.324, 23.295, ? ? 23.239, 23.158, 23.047, 22.924, 22.803, 22.684, 22.55, 22.385, ? ? 22.182, 21.946, 21.676, 21.365, 21.013, 20.629, 20.215, 19.748, ? ? 19.234, 18.689, 18.125, 17.561, 16.986), B70 = c(17.39, 17.545, ? ? 17.746, 18.015, 18.358, 18.754, 19.164, 19.565, 19.963, 20.36, ? ? 20.737, 21.081, 21.392, 21.68, 21.958, 22.235, 22.507, 22.752, ? ? 22.954, 23.125, 23.278, 23.416, 23.545, 23.656, 23.736, 23.78, ? ? 23.793, 23.781, 23.745, 23.689, 23.61, 23.507, 23.389, 23.269, ? ? 23.148, 23.017, 22.865, 22.68, 22.457, 22.194, 21.893, 21.561, ? ? 21.196, 20.79, 20.334, 19.816, 19.251, 18.67, 18.081), B71 = c(17.39, ? ? 17.606, 17.845, 18.112, 18.375, 18.613, 18.83, 19.038, 19.249, ? ? 19.461, 19.671, 19.882, 20.091, 20.298, 20.506, 20.716, 20.931, ? ? 21.15, 21.372, 21.602, 21.848, 22.112, 22.397, 22.703, 23.03, ? ? 23.358, 23.668, 23.955, 24.221, 24.466, 24.692, 24.922, 25.176, ? ? 25.45, 25.722, 25.975, 26.203, 26.4, 26.558, 26.673, 26.748, ? ? 26.791, 26.808, 26.819, 26.841, 26.87, 26.872, 26.816, 26.697 ? ? ), B72 = c(17.39, 17.638, 17.891, 18.143, 18.391, 18.646, ? ? 18.885, 19.098, 19.323, 19.556, 19.775, 19.999, 20.252, 20.524, ? ? 20.779, 21.006, 21.208, 21.379, 21.527, 21.662, 21.79, 21.92, ? ? 22.062, 22.219, 22.381, 22.531, 22.669, 22.797, 22.915, 23.021, ? ? 23.116, 23.203, 23.281, 23.361, 23.458, 23.572, 23.697, 23.826, ? ? 23.963, 24.102, 24.237, 24.368, 24.502, 24.645, 24.796, 24.955, ? ? 25.124, 25.303, 25.472), B73 = c(17.39, 17.627, 17.872, 18.122, ? ? 18.371, 18.621, 18.869, 19.097, 19.32, 19.575, 19.842, 20.101, ? ? 20.376, 20.67, 20.953, 21.196, 21.402, 21.581, 21.733, 21.866, ? ? 21.992, 22.117, 22.247, 22.389, 22.544, 22.703, 22.855, 23.004, ? ? 23.145, 23.275, 23.392, 23.499, 23.598, 23.687, 23.782, 23.899, ? ? 24.038, 24.188, 24.341, 24.5, 24.661, 24.815, 24.964, 25.111, ? ? 25.26, 25.412, 25.573, 25.752, 25.949), B74 = c(17.39, 17.618, ? ? 17.855, 18.1, 18.346, 18.59, 18.826, 19.051, 19.268, 19.5, ? ? 19.774, 20.07, 20.37, 20.685, 20.993, 21.262, 21.485, 21.671, ? ? 21.832, 21.969, 22.093, 22.214, 22.338, 22.471, 22.614, 22.769, ? ? 22.925, 23.076, 23.224, 23.369, 23.504, 23.63, 23.748, 23.857, ? ? 23.956, 24.062, 24.191, 24.338, 24.493, 24.654, 24.825, 24.997, ? ? 25.162, 25.32, 25.475, 25.631, 25.787, 25.951, 26.132), B75 = c(17.39, ? ? 17.609, 17.837, 18.078, 18.322, 18.56, 18.783, 18.99, 19.187, ? ? 19.39, 19.626, 19.921, 20.253, 20.579, 20.896, 21.187, 21.437, ? ? 21.642, 21.813, 21.961, 22.088, 22.206, 22.325, 22.451, 22.588, ? ? 22.734, 22.89, 23.047, 23.2, 23.348, 23.49, 23.62, 23.743, ? ? 23.859, 23.965, 24.062, 24.164, 24.286, 24.421, 24.567, 24.721, ? ? 24.885, 25.052, 25.213, 25.367, 25.518, 25.671, 25.824, 25.985 ? ? ), B76 = c(17.39, 17.6, 17.817, 18.051, 18.294, 18.531, 18.744, ? ? 18.932, 19.108, 19.279, 19.47, 19.716, 20.04, 20.382, 20.687, ? ? 20.981, 21.253, 21.485, 21.676, 21.838, 21.98, 22.104, 22.219, ? ? 22.34, 22.473, 22.618, 22.773, 22.939, 23.108, 23.268, 23.416, ? ? 23.553, 23.683, 23.809, 23.929, 24.039, 24.129, 24.211, 24.308, ? ? 24.42, 24.543, 24.672, 24.809, 24.946, 25.076, 25.196, 25.312, ? ? 25.427, 25.54), B77 = c(17.39, 17.657, 17.931, 18.216, 18.492, ? ? 18.736, 18.942, 19.136, 19.342, 19.564, 19.795, 20.036, 20.299, ? ? 20.558, 20.795, 21.02, 21.24, 21.459, 21.668, 21.871, 22.074, ? ? 22.272, 22.459, 22.639, 22.815, 22.984, 23.137, 23.273, 23.404, ? ? 23.538, 23.676, 23.815, 23.947, 24.064, 24.157, 24.218, 24.24, ? ? 24.247, 24.27, 24.311, 24.353, 24.379, 24.39, 24.403, 24.433, ? ? 24.479, 24.537, 24.603, 24.681), B78 = c(17.39, 17.648, 17.914, ? ? 18.192, 18.482, 18.759, 18.995, 19.195, 19.388, 19.597, 19.83, ? ? 20.081, 20.345, 20.613, 20.866, 21.104, 21.331, 21.553, 21.769, ? ? 21.971, 22.165, 22.352, 22.537, 22.719, 22.894, 23.065, 23.23, ? ? 23.377, 23.51, 23.642, 23.781, 23.931, 24.083, 24.227, 24.354, ? ? 24.457, 24.526, 24.558, 24.576, 24.608, 24.655, 24.702, 24.735, ? ? 24.757, 24.785, 24.836, 24.906, 24.989, 25.079), B79 = c(17.39, ? ? 17.635, 17.887, 18.154, 18.434, 18.724, 18.99, 19.214, 19.411, ? ? 19.606, 19.822, 20.065, 20.328, 20.589, 20.845, 21.093, 21.328, ? ? 21.556, 21.777, 21.99, 22.186, 22.369, 22.546, 22.726, 22.902, ? ? 23.07, 23.232, 23.386, 23.526, 23.655, 23.784, 23.922, 24.07, ? ? 24.22, 24.363, 24.496, 24.609, 24.692, 24.74, 24.771, 24.81, ? ? 24.866, 24.922, 24.964, 24.992, 25.024, 25.079, 25.161, 25.26 ? ? ), B80 = c(17.39, 17.623, 17.858, 18.108, 18.376, 18.655, ? ? 18.933, 19.185, 19.401, 19.597, 19.796, 20.019, 20.268, 20.526, ? ? 20.778, 21.026, 21.268, 21.499, 21.725, 21.944, 22.151, 22.341, ? ? 22.517, 22.688, 22.864, 23.036, 23.196, 23.349, 23.492, 23.624, ? ? 23.745, 23.866, 23.998, 24.14, 24.286, 24.431, 24.57, 24.694, ? ? 24.794, 24.864, 24.921, 24.982, 25.051, 25.119, 25.172, 25.212, ? ? 25.257, 25.318, 25.395), B81 = c(17.39, 17.594, 17.812, 18.04, ? ? 18.288, 18.556, 18.824, 19.083, 19.322, 19.533, 19.73, 19.933, ? ? 20.16, 20.41, 20.662, 20.902, 21.14, 21.374, 21.6, 21.819, ? ? 22.032, 22.234, 22.418, 22.59, 22.759, 22.933, 23.102, 23.257, ? ? 23.402, 23.538, 23.664, 23.778, 23.894, 24.022, 24.16, 24.302, ? ? 24.443, 24.583, 24.714, 24.824, 24.911, 24.987, 25.067, 25.153, ? ? 25.236, 25.303, 25.356, 25.41, 25.482), B82 = c(17.39, 17.545, ? ? 17.718, 17.918, 18.138, 18.385, 18.642, 18.888, 19.129, 19.357, ? ? 19.562, 19.757, 19.965, 20.197, 20.444, 20.683, 20.911, 21.14, ? ? 21.364, 21.579, 21.787, 21.992, 22.188, 22.368, 22.537, 22.707, ? ? 22.882, 23.052, 23.208, 23.354, 23.492, 23.618, 23.734, 23.851, ? ? 23.978, 24.116, 24.258, 24.399, 24.539, 24.669, 24.779, 24.865, ? ? 24.94, 25.019, 25.104, 25.186, 25.252, 25.302, 25.355), B83 = c(17.39, ? ? 17.779, 18.115, 18.45, 18.78, 19.093, 19.376, 19.638, 19.891, ? ? 20.153, 20.44, 20.725, 20.978, 21.183, 21.343, 21.479, 21.592, ? ? 21.684, 21.763, 21.829, 21.874, 21.887, 21.862, 21.807, 21.73, ? ? 21.63, 21.52, 21.412, 21.305, 21.205, 21.117, 21.041, 20.95, ? ? 20.819, 20.649, 20.434, 20.174, 19.868, 19.547, 19.23, 18.911, ? ? 18.571, 18.192, 17.758, 17.324, 16.931, 16.563, 16.194, 15.832 ? ? ), B84 = c(17.39, 17.522, 17.683, 17.895, 18.169, 18.471, ? ? 18.771, 19.074, 19.384, 19.711, 20.057, 20.413, 20.76, 21.085, ? ? 21.385, 21.666, 21.938, 22.204, 22.463, 22.714, 22.943, 23.144, ? ? 23.315, 23.464, 23.598, 23.718, 23.819, 23.894, 23.945, 23.991, ? ? 24.045, 24.109, 24.169, 24.212, 24.238, 24.242, 24.221, 24.177, ? ? 24.098, 23.973, 23.801, 23.593, 23.363, 23.108, 22.841, 22.573, ? ? 22.305, 22.034, 21.762), B85 = c(17.39, 17.508, 17.644, 17.815, ? ? 18.044, 18.329, 18.639, 18.952, 19.268, 19.598, 19.948, 20.309, ? ? 20.656, 20.985, 21.287, 21.567, 21.834, 22.092, 22.347, 22.597, ? ? 22.835, 23.054, 23.246, 23.411, 23.555, 23.687, 23.807, 23.907, ? ? 23.983, 24.036, 24.084, 24.141, 24.209, 24.275, 24.326, 24.361, ? ? 24.375, 24.365, 24.332, 24.265, 24.155, 23.996, 23.798, 23.573, ? ? 23.321, 23.056, 22.791, 22.528, 22.264), B86 = c(17.39, 17.494, ? ? 17.612, 17.752, 17.934, 18.168, 18.456, 18.775, 19.096, 19.424, ? ? 19.772, 20.14, 20.496, 20.827, 21.135, 21.417, 21.681, 21.933, ? ? 22.181, 22.427, 22.667, 22.896, 23.106, 23.292, 23.456, 23.602, ? ? 23.735, 23.856, 23.959, 24.037, 24.093, 24.142, 24.204, 24.276, ? ? 24.344, 24.399, 24.44, 24.461, 24.459, 24.435, 24.377, 24.275, ? ? 24.127, 23.937, 23.716, 23.466, 23.201, 22.938, 22.679), ? ? B87 = c(17.39, 17.466, 17.567, 17.685, 17.829, 18.013, 18.245, ? ? 18.536, 18.859, 19.182, 19.518, 19.882, 20.247, 20.588, 20.907, ? ? 21.201, 21.471, 21.722, 21.964, 22.204, 22.444, 22.678, 22.899, ? ? 23.105, 23.291, 23.457, 23.606, 23.743, 23.867, 23.973, 24.055, ? ? 24.114, 24.168, 24.234, 24.308, 24.38, 24.441, 24.491, 24.522, ? ? 24.529, 24.512, 24.46, 24.362, 24.216, 24.028, 23.807, 23.553, ? ? 23.284, 23.015), B88 = c(17.39, 17.425, 17.498, 17.598, 17.715, ? ? 17.859, 18.04, 18.271, 18.564, 18.886, 19.205, 19.544, 19.911, ? ? 20.27, 20.602, 20.913, 21.2, 21.462, 21.706, 21.942, 22.178, ? ? 22.414, 22.643, 22.861, 23.065, 23.253, 23.421, 23.572, 23.712, ? ? 23.839, 23.948, 24.033, 24.096, 24.154, 24.223, 24.3, 24.374, ? ? 24.44, 24.496, 24.534, 24.547, 24.535, 24.487, 24.393, 24.252, ? ? 24.069, 23.852, 23.602, 23.333), B89 = c(17.39, 17.686, 17.963, ? ? 18.22, 18.469, 18.72, 18.961, 19.176, 19.37, 19.542, 19.688, ? ? 19.808, 19.922, 20.06, 20.228, 20.401, 20.556, 20.693, 20.811, ? ? 20.91, 20.993, 21.051, 21.076, 21.068, 21.041, 21.007, 20.961, ? ? 20.919, 20.904, 20.918, 20.949, 20.983, 21.012, 21.051, 21.118, ? ? 21.216, 21.332, 21.452, 21.575, 21.711, 21.87, 22.05, 22.245, ? ? 22.45, 22.671, 22.892, 23.094, 23.278, 23.455), B90 = c(17.39, ? ? 17.45, 17.549, 17.686, 17.847, 18.018, 18.199, 18.38, 18.548, ? ? 18.705, 18.861, 19.014, 19.157, 19.288, 19.408, 19.519, 19.614, ? ? 19.689, 19.748, 19.783, 19.784, 19.749, 19.676, 19.57, 19.43, ? ? 19.278, 19.137, 19.011, 18.886, 18.743, 18.581, 18.41, 18.25, ? ? 18.104, 17.959, 17.799, 17.632, 17.468, 17.312, 17.172, 17.001, ? ? 16.752, 16.421, 16.056, 15.717, 15.386, 15.052, 14.722, 14.376 ? ? )), .Names = c("A1", "A2", "A3", "A4", "A5", "A6", "A7", "A8", "A9", "A10", "A11", "A12", "A13", "A14", "A15", "A16", "A17", "A18", "A19", "A20", "A21", "A22", "A23", "A24", "A25", "A26", "A27", "A28", "A29", "A30", "A31", "A32", "A33", "A34", "A35", "A36", "A37", "A38", "A39", "A40", "A41", "A42", "A43", "A44", "A45", "A46", "A47", "A48", "A49", "A50", "A51", "A52", "A53", "A54", "A55", "A56", "A57", "A58", "A59", "A60", "A61", "A62", "A63", "A64", "A65", "A66", "A67", "A68", "A69", "A70", "A71", "A72", "A73", "A74", "A75", "A76", "A77", "A78", "A79", "A80", "A81", "A82", "A83", "A84", "A85", "A86", "A87", "A88", "A89", "A90", "B1", "B2", "B3", "B4", "B5", "B6", "B7", "B8", "B9", "B10", "B11", "B12", "B13", "B14", "B15", "B16", "B17", "B18", "B19", "B20", "B21", "B22", "B23", "B24", "B25", "B26", "B27", "B28", "B29", "B30", "B31", "B32", "B33", "B34", "B35", "B36", "B37", "B38", "B39", "B40", "B41", "B42", "B43", "B44", "B45", "B46", "B47", "B48", "B49", "B50", "B51", "B52", "B53", "B54", "B55", "B56", "B57", "B58", "B59", "B60", "B61", "B62", "B63", "B64", "B65", "B66", "B67", "B68", "B69", "B70", "B71", "B72", "B73", "B74", "B75", "B76", "B77", "B78", "B79", "B80", "B81", "B82", "B83", "B84", "B85", "B86", "B87", "B88", "B89", "B90"), row.names = c(1L, 4L, 7L, 10L, 13L, 16L, 19L, 22L, 25L, 28L, 31L, 34L, 37L, 40L, 43L, 46L, 49L, 52L, 55L, 58L, 61L, 64L, 67L, 70L, 73L, 76L, 79L, 82L, 85L, 88L, 91L, 94L, 97L, 100L, 103L, 106L, 109L, 112L, 115L, 118L, 121L, 124L, 127L, 130L, 133L, 136L, 139L, 142L, 145L), class = "data.frame") 2013/4/23 John Kane <jrkrideau at inbox.com> ? ? ? ? Your data frame does not make any sense. ?Please supply some sample data In a better form.. ??The easiest way to supply data ?is to use the dput() function. ?? Example with your file named "testfile": ?dput(testfile) ?Then copy the output and paste into your email. ?For large data sets, you can just supply a representative sample. ?Usually, ?dput(head(testfile, 100)) will be sufficient. ?John Kane ?Kingston ON Canada ?> -----Original Message----- ?> From: simolas2008 at gmail.com ?> Sent: Mon, 22 Apr 2013 15:20:09 +0200 ?> To: r-help at r-project.org ?> Subject: [R] Multiple lon lat points in the map with ggplot2 ?> ?> Hello R users, ?> ?> For the last few days I am struggling with the following task: ?> ?> ?> my data.frame: ?> ? ? ? ? ?A1 ? ? ? ? ? ?A2 ? ? ? ? ? ?A3 ? ? ? ? ? ? B1 ? ? ? ? ? ? B2 ?> ? ? ? ? ? B3 ?> ?58.81 53.292 54.501 13.013 17.39 19.407 ?56.02 56.251 54.033 20.099 ?> 13.15 ?> 10.411 ?55.376 53.099 57.625 13.396 21.031 13.22 ?58.584 53.194 54.218 ?> 13.038 16.854 19.289 ?55.7 55.921 53.847 19.942 13.153 9.828 ?55.093 ?> 52.934 ?> 57.393 12.675 20.804 13.222 ?58.374 53.114 53.949 13.085 16.274 19.177 ?> 55.394 55.592 53.687 19.804 13.121 9.245 ?54.807 52.785 57.134 12.053 ?> 20.612 ?> 13.2 ?58.183 53.049 53.701 13.129 15.615 19.065 ?55.094 55.255 53.542 ?> 19.672 ?> 13.071 8.701 ?54.521 52.652 56.864 11.493 20.442 13.159 ?58.007 52.994 ?> 53.481 13.168 14.9 18.949 ?54.796 54.901 53.409 19.537 13.027 8.159 ?> 54.257 ?> 52.534 56.572 10.954 20.273 13.101 ?57.827 52.951 53.282 13.199 14.157 ?> 18.826 ?> I ?load a map with command: ?> ?> p<-ggmap(map) ?> ?> But when I want to add points from my data.frame with for loop (A1 is x1, ?> B1 is y1, A2 is x2, B2 is y2 and so on): ?> ?> for (num in 1:ncol(my data.frame)) { p<-p+addlinetoplot(my data.frame, ?> varx ?> = sprintf("B%s",num), vary = sprintf("A%s",num)) } ?> ?> Using not too many columns (up to 30) everything works fine. But when I ?> want to plot over 100 columns - computer stalls and memory runs out ?> suggesting to do memory.size() etc.. ?> ?> here addlinetoplot is a function: ?> ?> addlinetoplot <- function(dataset, varx, vary) { ?> list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", ?> size=3)) ?> } ?> ?> In my opinion the problem lays under " p<-p+addlinetoplot".... ?> ?> So, is there any other way to add multiple points for x's and y's in ?> ggplot2? ?> ?> Thank you in advance. ?> > ? ? ? [[alternative HTML version deleted]] ?> ?> ______________________________________________ ?> R-help at r-project.org mailing list ?> https://stat.ethz.ch/mailman/listinfo/r-help [https://stat.ethz.ch/mailman/listinfo/r-help] [https://stat.ethz.ch/mailman/listinfo/r-help [https://stat.ethz.ch/mailman/listinfo/r-help]] ?> PLEASE do read the posting guide ?> http://www.R-project.org/posting-guide.html [http://www.R-project.org/posting-guide.html] [http://www.R-project.org/posting-guide.html [http://www.R-project.org/posting-guide.html]] ?> and provide commented, minimal, self-contained, reproducible code. ?____________________________________________________________ ?FREE 3D MARINE AQUARIUM SCREENSAVER - Watch dolphins, sharks & orcas on your desktop! ?Check it out at http://www.inbox.com/marineaquarium [http://www.inbox.com/marineaquarium] [http://www.inbox.com/marineaquarium [http://www.inbox.com/marineaquarium]] -- Simonas Kecorius ____________________________________________________________ FREE 3D MARINE AQUARIUM SCREENSAVER - Watch dolphins, sharks & orcas on your desktop! 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I am not sure that I understand but something like this? Your data is the melted data dd2 from the earlier post. ##==================================mydata <- data.frame( xx = rbind(min(dat2[, "lat"]),max(dat2[, "lat"])), yy <- rbind(min(dat2[, "lon"]),max(dat2[, "lon"]))) p <- ggplot(mydata, aes(xx,yy)) p + geom_point(data = dat2, aes(lat, lon, colour = series)) ##======================================== John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 17:10:48 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Dear John, we can simplify this map plot problem to something like this: suppose a data.frame with columns x1, x2, x3, x4, x5...........x100, y1, y2, y3, y4, y5, ........., y100. The data does not matter, suppose its a random numbers, lets keep map not important for this moment. Now the problem is - Suppose I already have a plot which I made with ggplot. And I am willing to add all that data.frame points with ggplot to an existing plot? Does this make it more clear? 2013/4/24 John Kane <jrkrideau at inbox.com> This is still not a completely reproducable example since I cannot get the loop to work but I wonder if your melt() idea might be useful? ?I really don't know much about ggmap but what happens if we transfrom the data to give you a data.frame with an identifier and the lat and lon ?one long format # Using your data as dd1 #==================================== Split data into lat and lon (i.e. A and B groups) aa ? <- ?dd1[, 1:90] bb ? <- ?dd1[, 91:180] # Melt the data frames maa ?<- ?melt(aa) mbb ?<- ?melt(bb) # Create new data.frame with A1, A2 etc as the series identifier. dat2 ?<- ?data.frame(maa, mbb[,2]) names(dat2) ?<- ?c('series', "lat", "lon") head(dat2) #==================================== Does this help at all? If not I could post the data at mediafire and perhaps others could have a look at the probem John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 08:16:59 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Hey John, I read a map from Google as follows : library(ggmap) mapImageData<-get_googlemap(c(lon=21, lat=55), zoom=15) save(mapImageData, file="savedMap.rad") Then I load a saved map: load(file="savedMap.rad") I attach the file to p: p<-ggmap(map) I create function witch adds a point to an existing map: addlinetoplot<-function(dataset, vatx,vary) { list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", size=3)) } Then I create data.frame as I sent to you. A1, A2, A3............A90, B1, B2, B3............B90. Where A's are the latitude and B's are the longitude. Because for plotting you need x and y, so A1 and B1 represents first x1 and y1. A2 and B2 represents second x2 and y2 etc. I can manage to plot the dataset with such for loop: for (i in i:90)? {p <- p+addlinetoplot(data.frame.with.As [http://data.frame.with.As] [http://data.frame.with.As [http://data.frame.with.As]] and Bs, varx=sprintf("B%s",i), vary=sprintf("A%s", i)) } Then you look this plot with just typing p and enter. The problem is, that this for loop works with i as small as 30. When I do i = 50, or 90, the computer stalls, memory usage rises as Batman, and everything stops... So my guess would be, that the part p<-p+add...... loops and overloads the memory, because it saves the whole map again and again to itself. So my question was: is there any other way to add points to the graph with ggplot2, when my data.frame looks like I have already posted here (A1, A2.......A90, B1, B2,......,B90 (here A1 and B1 would by x1,y1, A2, B2 - x2,y2 and so on)) In some forums I saw a magic function melt() from e package "reshape". I tried out, but I did not what I wanted... Any your advices would be highly appreciated. 2013/4/23 John Kane <jrkrideau at inbox.com> ? ? ? ? Thanks for the data. I really don't know much about ggmaps so ?I am probably not much help but I'd suggest supplying some more information. ?At the moment we don't have a true reproducible example. ?See https://github.com/hadley/devtools/wiki/Reproducibility [https://github.com/hadley/devtools/wiki/Reproducibility] [https://github.com/hadley/devtools/wiki/Reproducibility [https://github.com/hadley/devtools/wiki/Reproducibility]] ??http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example] [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example]] ?for some suggestions. ?I suspect that we need the map specified p<-ggmap(map) is not particularly informative. ??What is addlinetoplot()? I don't see it in ggplot2 or ggmap. ?Is it a custom function of some kind? ?John Kane ?Kingston ON Canada ?-----Original Message----- ?From: simolas2008 at gmail.com Sent: Tue, 23 Apr 2013 16:52:11 +0200 ?To: jrkrideau at inbox.com ?Subject: Re: [R] Multiple lon lat points in the map with ggplot2 ?? ? ? ? structure(list(A1 = c(58.81, 58.453, 58.085, 57.68, 57.266, 56.883, ?56.556, 56.277, 56.025, 55.796, 55.589, 55.409, 55.259, 55.126, ?54.999, 54.876, 54.756, 54.641, 54.535, 54.423, 54.287, 54.128, ?53.961, 53.807, 53.665, 53.536, 53.424, 53.329, 53.233, 53.123, ?53, 52.873, 52.752, 52.637, 52.522, 52.398, 52.265, 52.127, 51.99, ?51.853, 51.717, 51.588, 51.47, 51.359, 51.242, 51.122, 51.004, ?50.894, 50.794), A2 = c(58.81, 58.407, 57.998, 57.59, 57.171, ?56.746, 56.335, 55.95, 55.59, 55.24, 54.88, 54.503, 54.11, 53.711, ?53.321, 52.941, 52.558, 52.17, 51.775, 51.378, 50.997, 50.647, ?50.328, 50.045, 49.803, 49.597, 49.417, 49.254, 49.104, 48.972, ?48.861, 48.77, 48.694, 48.633, 48.587, 48.552, 48.525, 48.506, ?48.487, 48.462, 48.432, 48.41, 48.407, 48.423, 48.461, 48.52, ?48.6, 48.704, 48.836), A3 = c(58.81, 58.412, 57.998, 57.575, ?57.146, 56.724, 56.322, 55.949, 55.608, 55.279, 54.938, 54.568, ?54.17, 53.766, 53.374, 52.993, 52.612, 52.226, 51.838, 51.454, ?51.081, 50.728, 50.406, 50.119, 49.869, 49.653, 49.464, 49.295, ?49.142, 49.006, 48.892, 48.798, 48.721, 48.658, 48.611, 48.58, ?48.563, 48.557, 48.56, 48.564, 48.562, 48.553, 48.551, 48.569, ?48.606, 48.665, 48.741, 48.836, 48.953), A4 = c(58.81, 58.418, ?58.01, 57.585, 57.152, 56.731, 56.336, 55.974, 55.644, 55.332, ?55.015, 54.671, 54.284, 53.875, 53.478, 53.094, 52.716, 52.336, ?51.957, 51.584, 51.222, 50.87, 50.543, 50.253, 49.999, 49.778, ?49.585, 49.417, 49.271, 49.14, 49.027, 48.933, 48.858, 48.799, ?48.755, 48.729, 48.721, 48.728, 48.746, 48.775, 48.801, 48.817, ?48.822, 48.832, 48.862, 48.914, 48.986, 49.074, 49.178), A5 = c(58.81, ?58.493, 58.15, 57.795, 57.453, 57.12, 56.791, 56.457, 56.129, ?55.812, 55.509, 55.212, 54.92, 54.626, 54.328, 54.021, 53.703, ?53.387, 53.08, 52.779, 52.484, 52.186, 51.877, 51.548, 51.199, ?50.837, 50.466, 50.095, 49.744, 49.437, 49.149, 48.838, 48.497, ?48.177, 47.887, 47.592, 47.289, 46.996, 46.719, 46.448, 46.165, ?45.872, 45.602, 45.375, 45.178, 45.001, 44.848, 44.716, 44.608 ?), A6 = c(58.81, 58.497, 58.164, 57.806, 57.448, 57.105, 56.782, ?56.474, 56.169, 55.877, 55.595, 55.314, 55.03, 54.738, 54.439, ?54.134, 53.821, 53.504, 53.192, 52.885, 52.581, 52.283, 51.982, ?51.662, 51.315, 50.949, 50.573, 50.189, 49.814, 49.472, 49.178, ?48.9, 48.583, 48.204, 47.81, 47.444, 47.096, 46.766, 46.471, ?46.204, 45.94, 45.668, 45.395, 45.145, 44.936, 44.764, 44.618, ?44.494, 44.391), A7 = c(58.81, 58.504, 58.181, 57.838, 57.479, ?57.123, 56.791, 56.486, 56.197, 55.915, 55.648, 55.385, 55.114, ?54.832, 54.536, 54.234, 53.929, 53.622, 53.313, 53.008, 52.704, ?52.401, 52.105, 51.803, 51.474, 51.12, 50.75, 50.37, 49.987, ?49.622, 49.299, 49.025, 48.754, 48.432, 48.044, 47.648, 47.289, ?46.942, 46.616, 46.327, 46.062, 45.803, 45.539, 45.275, 45.033, ?44.834, 44.674, 44.538, 44.423), A8 = c(58.81, 58.512, 58.201, ?57.872, 57.528, 57.175, 56.832, 56.517, 56.227, 55.953, 55.689, ?55.436, 55.183, 54.917, 54.634, 54.339, 54.042, 53.745, 53.445, ?53.141, 52.839, 52.538, 52.238, 51.946, 51.643, 51.312, 50.959, ?50.591, 50.216, 49.843, 49.496, 49.192, 48.932, 48.67, 48.353, ?47.975, 47.601, 47.261, 46.931, 46.622, 46.347, 46.095, 45.843, ?45.582, 45.314, 45.066, 44.859, 44.695, 44.558), A9 = c(58.81, ?58.52, 58.22, 57.906, 57.578, 57.239, 56.896, 56.571, 56.272, ?55.995, 55.734, 55.481, 55.237, 54.991, 54.726, 54.444, 54.156, ?53.868, 53.578, 53.283, 52.984, 52.686, 52.387, 52.093, 51.802, ?51.498, 51.168, 50.819, 50.456, 50.088, 49.727, 49.396, 49.11, ?48.865, 48.614, 48.306, 47.951, 47.604, 47.281, 46.968, 46.672, ?46.403, 46.154, 45.906, 45.644, 45.372, 45.117, 44.901, 44.721 ?), A10 = c(58.81, 58.63, 58.445, 58.242, 58.01, 57.755, 57.471, ?57.153, 56.821, 56.501, 56.211, 55.945, 55.696, 55.456, 55.215, ?54.973, 54.722, 54.46, 54.194, 53.931, 53.673, 53.426, 53.189, ?52.959, 52.729, 52.497, 52.266, 52.04, 51.828, 51.631, 51.452, ?51.292, 51.153, 51.035, 50.933, 50.852, 50.783, 50.712, 50.626, ?50.528, 50.425, 50.311, 50.181, 50.035, 49.876, 49.714, 49.563, ?49.423, 49.272), A11 = c(58.81, 58.669, 58.526, 58.374, 58.216, ?58.052, 57.879, 57.702, 57.524, 57.346, 57.176, 57.016, 56.863, ?56.712, 56.558, 56.397, 56.229, 56.058, 55.887, 55.721, 55.562, ?55.411, 55.268, 55.132, 55.005, 54.882, 54.755, 54.623, 54.486, ?54.349, 54.22, 54.098, 53.978, 53.86, 53.749, 53.647, 53.556, ?53.473, 53.394, 53.318, 53.239, 53.158, 53.07, 52.971, 52.859, ?52.737, 52.621, 52.53, 52.466), A12 = c(58.81, 58.488, 58.159, ?57.831, 57.512, 57.199, 56.891, 56.603, 56.347, 56.121, 55.924, ?55.756, 55.614, 55.491, 55.379, 55.28, 55.196, 55.115, 55.022, ?54.912, 54.793, 54.674, 54.553, 54.437, 54.338, 54.265, 54.205, ?54.144, 54.085, 54.03, 53.982, 53.938, 53.905, 53.887, 53.883, ?53.888, 53.897, 53.912, 53.933, 53.956, 53.98, 53.998, 54.003, ?53.998, 53.985, 53.963, 53.932, 53.894, 53.852), A13 = c(58.81, ?58.489, 58.153, 57.811, 57.478, 57.156, 56.841, 56.539, 56.261, ?56.011, 55.793, 55.608, 55.451, 55.317, 55.2, 55.094, 54.999, ?54.918, 54.837, 54.738, 54.617, 54.486, 54.359, 54.234, 54.115, ?54.016, 53.949, 53.899, 53.851, 53.805, 53.762, 53.722, 53.683, ?53.65, 53.626, 53.615, 53.61, 53.61, 53.618, 53.632, 53.651, ?53.674, 53.69, 53.689, 53.672, 53.641, 53.6, 53.547, 53.484), ?? ? A14 = c(58.81, 58.485, 58.164, 57.838, 57.515, 57.205, 56.908, ?? ? 56.625, 56.355, 56.098, 55.858, 55.637, 55.436, 55.259, 55.111, ?? ? 54.983, 54.868, 54.755, 54.639, 54.517, 54.385, 54.243, 54.102, ?? ? 53.973, 53.853, 53.732, 53.613, 53.507, 53.419, 53.348, 53.29, ?? ? 53.246, 53.208, 53.168, 53.121, 53.076, 53.038, 52.996, 52.927, ?? ? 52.823, 52.698, 52.566, 52.428, 52.284, 52.134, 51.974, 51.801, ?? ? 51.613, 51.408), A15 = c(58.81, 58.6, 58.389, 58.177, 57.966, ?? ? 57.75, 57.523, 57.291, 57.057, 56.819, 56.579, 56.342, 56.119, ?? ? 55.911, 55.713, 55.522, 55.335, 55.151, 54.969, 54.789, 54.611, ?? ? 54.437, 54.265, 54.095, 53.931, 53.779, 53.643, 53.517, 53.4, ?? ? 53.287, 53.183, 53.089, 53.001, 52.911, 52.823, 52.74, 52.668, ?? ? 52.606, 52.546, 52.48, 52.409, 52.341, 52.28, 52.224, 52.172, ?? ? 52.124, 52.075, 52.025, 51.969), A16 = c(58.81, 58.585, 58.357, ?? ? 58.128, 57.899, 57.666, 57.428, 57.185, 56.945, 56.705, 56.463, ?? ? 56.218, 55.978, 55.756, 55.551, 55.356, 55.169, 54.989, 54.81, ?? ? 54.627, 54.442, 54.259, 54.084, 53.918, 53.76, 53.612, 53.474, ?? ? 53.347, 53.229, 53.118, 53.01, 52.908, 52.816, 52.732, 52.645, ?? ? 52.557, 52.47, 52.39, 52.314, 52.235, 52.148, 52.051, 51.953, ?? ? 51.864, 51.778, 51.697, 51.623, 51.556, 51.495), A17 = c(58.81, ?? ? 58.536, 58.245, 57.931, 57.606, 57.284, 56.96, 56.649, 56.37, ?? ? 56.125, 55.9, 55.68, 55.466, 55.257, 55.049, 54.835, 54.609, ?? ? 54.371, 54.121, 53.871, 53.628, 53.393, 53.169, 52.964, 52.783, ?? ? 52.621, 52.471, 52.333, 52.209, 52.101, 52.007, 51.926, 51.859, ?? ? 51.803, 51.762, 51.737, 51.726, 51.72, 51.709, 51.693, 51.679, ?? ? 51.671, 51.668, 51.658, 51.636, 51.605, 51.568, 51.525, 51.472 ?? ? ), A18 = c(58.81, 58.541, 58.268, 57.973, 57.656, 57.331, ?? ? 57.007, 56.685, 56.381, 56.111, 55.873, 55.653, 55.436, 55.228, ?? ? 55.022, 54.808, 54.583, 54.347, 54.099, 53.843, 53.589, 53.342, ?? ? 53.104, 52.881, 52.683, 52.511, 52.359, 52.22, 52.094, 51.982, ?? ? 51.885, 51.802, 51.732, 51.675, 51.63, 51.598, 51.583, 51.583, ?? ? 51.586, 51.584, 51.575, 51.568, 51.566, 51.569, 51.568, 51.555, ?? ? 51.532, 51.503, 51.468), A19 = c(58.81, 58.533, 58.263, 57.987, ?? ? 57.688, 57.372, 57.048, 56.724, 56.409, 56.115, 55.853, 55.621, ?? ? 55.404, 55.191, 54.983, 54.771, 54.546, 54.311, 54.067, 53.815, ?? ? 53.56, 53.307, 53.06, 52.822, 52.605, 52.417, 52.255, 52.114, ?? ? 51.988, 51.88, 51.787, 51.706, 51.635, 51.575, 51.525, 51.485, ?? ? 51.458, 51.448, 51.451, 51.459, 51.46, 51.455, 51.45, 51.451, ?? ? 51.454, 51.452, 51.44, 51.419, 51.391), A20 = c(58.81, 58.523, ?? ? 58.239, 57.965, 57.685, 57.383, 57.067, 56.748, 56.433, 56.128, ?? ? 55.846, 55.593, 55.366, 55.148, 54.931, 54.713, 54.488, 54.252, ?? ? 54.011, 53.765, 53.517, 53.268, 53.02, 52.78, 52.553, 52.35, ?? ? 52.176, 52.028, 51.903, 51.799, 51.714, 51.643, 51.58, 51.524, ?? ? 51.474, 51.43, 51.394, 51.369, 51.359, 51.361, 51.367, 51.367, ?? ? 51.36, 51.354, 51.35, 51.346, 51.337, 51.319, 51.293), A21 = c(58.81, ?? ? 58.523, 58.224, 57.932, 57.649, 57.359, 57.052, 56.742, 56.431, ?? ? 56.127, 55.835, 55.564, 55.317, 55.085, 54.858, 54.629, 54.396, ?? ? 54.158, 53.916, 53.675, 53.435, 53.194, 52.953, 52.717, 52.493, ?? ? 52.284, 52.1, 51.945, 51.815, 51.707, 51.618, 51.547, 51.49, ?? ? 51.439, 51.392, 51.349, 51.31, 51.277, 51.254, 51.243, 51.245, ?? ? 51.249, 51.247, 51.237, 51.225, 51.214, 51.202, 51.185, 51.161 ?? ? ), A22 = c(58.81, 58.533, 58.232, 57.923, 57.62, 57.324, ?? ? 57.025, 56.72, 56.414, 56.112, 55.82, 55.541, 55.276, 55.027, ?? ? 54.785, 54.544, 54.298, 54.049, 53.803, 53.565, 53.329, 53.094, ?? ? 52.859, 52.632, 52.415, 52.213, 52.029, 51.871, 51.742, 51.635, ?? ? 51.546, 51.473, 51.414, 51.365, 51.321, 51.28, 51.239, 51.201, ?? ? 51.167, 51.141, 51.126, 51.123, 51.123, 51.116, 51.102, 51.084, ?? ? 51.067, 51.049, 51.026), A23 = c(58.81, 58.544, 58.254, 57.941, ?? ? 57.62, 57.306, 57.001, 56.698, 56.395, 56.094, 55.803, 55.523, ?? ? 55.249, 54.984, 54.728, 54.473, 54.214, 53.953, 53.701, 53.464, ?? ? 53.233, 53.001, 52.771, 52.552, 52.348, 52.158, 51.984, 51.832, ?? ? 51.704, 51.6, 51.514, 51.442, 51.382, 51.332, 51.29, 51.252, ?? ? 51.215, 51.178, 51.141, 51.105, 51.076, 51.058, 51.049, 51.042, ?? ? 51.03, 51.01, 50.988, 50.967, 50.945), A24 = c(58.81, 58.54, ?? ? 58.259, 57.955, 57.629, 57.299, 56.98, 56.671, 56.368, 56.069, ?? ? 55.777, 55.495, 55.22, 54.946, 54.676, 54.407, 54.136, 53.866, ?? ? 53.608, 53.369, 53.143, 52.92, 52.702, 52.497, 52.306, 52.13, ?? ? 51.968, 51.823, 51.695, 51.589, 51.5, 51.426, 51.362, 51.308, ?? ? 51.262, 51.221, 51.183, 51.146, 51.106, 51.064, 51.023, 50.988, ?? ? 50.962, 50.945, 50.929, 50.908, 50.879, 50.848, 50.82), A25 = c(58.81, ?? ? 58.524, 58.24, 57.942, 57.62, 57.284, 56.951, 56.633, 56.325, ?? ? 56.024, 55.734, 55.451, 55.171, 54.893, 54.611, 54.327, 54.043, ?? ? 53.766, 53.504, 53.26, 53.036, 52.826, 52.626, 52.436, 52.257, ?? ? 52.09, 51.936, 51.795, 51.667, 51.553, 51.454, 51.368, 51.293, ?? ? 51.226, 51.165, 51.11, 51.059, 51.009, 50.957, 50.903, 50.849, ?? ? 50.797, 50.751, 50.712, 50.679, 50.645, 50.603, 50.551, 50.492 ?? ? ), A26 = c(58.81, 58.51, 58.215, 57.913, 57.594, 57.258, ?? ? 56.919, 56.592, 56.279, 55.976, 55.686, 55.407, 55.125, 54.838, ?? ? 54.545, 54.247, 53.949, 53.663, 53.396, 53.149, 52.923, 52.719, ?? ? 52.529, 52.347, 52.174, 52.01, 51.858, 51.718, 51.59, 51.471, ?? ? 51.362, 51.262, 51.171, 51.088, 51.01, 50.933, 50.858, 50.781, ?? ? 50.7, 50.615, 50.531, 50.454, 50.387, 50.326, 50.267, 50.209, ?? ? 50.146, 50.069, 49.974), A27 = c(58.81, 58.509, 58.206, 57.901, ?? ? 57.582, 57.245, 56.904, 56.571, 56.253, 55.948, 55.659, 55.381, ?? ? 55.104, 54.813, 54.506, 54.192, 53.879, 53.579, 53.299, 53.045, ?? ? 52.817, 52.609, 52.419, 52.242, 52.072, 51.91, 51.755, 51.611, ?? ? 51.48, 51.358, 51.242, 51.133, 51.03, 50.935, 50.845, 50.757, ?? ? 50.669, 50.58, 50.489, 50.396, 50.299, 50.206, 50.127, 50.062, ?? ? 50.001, 49.936, 49.864, 49.782, 49.689), A28 = c(58.81, 58.523, ?? ? 58.224, 57.917, 57.602, 57.27, 56.926, 56.59, 56.267, 55.958, ?? ? 55.665, 55.387, 55.114, 54.83, 54.521, 54.191, 53.86, 53.542, ?? ? 53.245, 52.976, 52.737, 52.524, 52.328, 52.15, 51.984, 51.822, ?? ? 51.664, 51.513, 51.372, 51.245, 51.127, 51.014, 50.905, 50.802, ?? ? 50.706, 50.616, 50.527, 50.434, 50.34, 50.242, 50.141, 50.037, ?? ? 49.938, 49.857, 49.793, 49.735, 49.672, 49.602, 49.523), ?? ? A29 = c(58.81, 58.536, 58.254, 57.957, 57.645, 57.323, 56.983, ?? ? 56.643, 56.316, 56.002, 55.704, 55.421, 55.15, 54.876, 54.582, ?? ? 54.254, 53.91, 53.58, 53.269, 52.979, 52.717, 52.489, 52.286, ?? ? 52.1, 51.931, 51.769, 51.61, 51.454, 51.305, 51.169, 51.047, ?? ? 50.934, 50.824, 50.719, 50.621, 50.529, 50.443, 50.358, 50.268, ?? ? 50.174, 50.077, 49.976, 49.873, 49.78, 49.705, 49.646, 49.592, ?? ? 49.532, 49.465), A30 = c(58.81, 58.547, 58.281, 58.003, 57.706, ?? ? 57.391, 57.064, 56.729, 56.4, 56.084, 55.783, 55.496, 55.218, ?? ? 54.949, 54.673, 54.368, 54.03, 53.686, 53.361, 53.053, 52.767, ?? ? 52.512, 52.291, 52.096, 51.917, 51.75, 51.59, 51.431, 51.277, ?? ? 51.13, 50.997, 50.878, 50.766, 50.66, 50.559, 50.466, 50.38, ?? ? 50.299, 50.217, 50.131, 50.039, 49.943, 49.846, 49.748, 49.659, ?? ? 49.589, 49.534, 49.484, 49.427), A31 = c(58.81, 58.553, 58.301, ?? ? 58.042, 57.765, 57.466, 57.151, 56.83, 56.507, 56.192, 55.892, ?? ? 55.602, 55.32, 55.046, 54.78, 54.5, 54.191, 53.855, 53.515, ?? ? 53.193, 52.888, 52.606, 52.356, 52.141, 51.951, 51.774, 51.607, ?? ? 51.445, 51.286, 51.13, 50.982, 50.849, 50.728, 50.616, 50.508, ?? ? 50.408, 50.315, 50.228, 50.145, 50.061, 49.973, 49.881, 49.788, ?? ? 49.694, 49.602, 49.519, 49.453, 49.403, 49.357), A32 = c(58.81, ?? ? 58.56, 58.316, 58.072, 57.815, 57.536, 57.237, 56.93, 56.621, ?? ? 56.315, 56.015, 55.728, 55.444, 55.163, 54.891, 54.623, 54.341, ?? ? 54.031, 53.696, 53.36, 53.039, 52.735, 52.458, 52.212, 52.001, ?? ? 51.813, 51.634, 51.465, 51.3, 51.138, 50.98, 50.831, 50.695, ?? ? 50.572, 50.457, 50.347, 50.243, 50.146, 50.056, 49.972, 49.891, ?? ? 49.806, 49.718, 49.628, 49.54, 49.453, 49.375, 49.315, 49.271 ?? ? ), A33 = c(58.81, 58.622, 58.387, 58.097, 57.767, 57.416, ?? ? 57.045, 56.68, 56.339, 56.011, 55.7, 55.411, 55.137, 54.883, ?? ? 54.652, 54.44, 54.246, 54.069, 53.915, 53.771, 53.616, 53.443, ?? ? 53.257, 53.076, 52.905, 52.735, 52.552, 52.353, 52.168, 52.026, ?? ? 51.919, 51.805, 51.648, 51.454, 51.266, 51.112, 50.978, 50.875, ?? ? 50.789, 50.71, 50.671, 50.676, 50.693, 50.727, 50.785, 50.834, ?? ? 50.876, 50.941, 51.025), A34 = c(58.81, 58.698, 58.591, 58.488, ?? ? 58.389, 58.301, 58.224, 58.158, 58.094, 58.034, 57.969, 57.897, ?? ? 57.819, 57.74, 57.66, 57.578, 57.497, 57.42, 57.35, 57.284, ?? ? 57.219, 57.154, 57.074, 56.964, 56.821, 56.655, 56.478, 56.289, ?? ? 56.102, 55.935, 55.789, 55.661, 55.544, 55.437, 55.329, 55.21, ?? ? 55.083, 54.959, 54.845, 54.739, 54.634, 54.526, 54.415, 54.297, ?? ? 54.17, 54.032, 53.907, 53.82, 53.768), A35 = c(58.81, 58.693, ?? ? 58.577, 58.464, 58.353, 58.247, 58.152, 58.07, 57.999, 57.93, ?? ? 57.862, 57.791, 57.714, 57.633, 57.552, 57.47, 57.386, 57.304, ?? ? 57.229, 57.162, 57.097, 57.031, 56.961, 56.872, 56.75, 56.595, ?? ? 56.418, 56.23, 56.036, 55.855, 55.703, 55.572, 55.457, 55.353, ?? ? 55.258, 55.161, 55.056, 54.943, 54.829, 54.721, 54.615, 54.509, ?? ? 54.399, 54.285, 54.165, 54.038, 53.908, 53.796, 53.723), ?? ? A36 = c(58.81, 58.691, 58.571, 58.45, 58.331, 58.213, 58.099, ?? ? 57.997, 57.911, 57.835, 57.761, 57.685, 57.606, 57.523, 57.44, ?? ? 57.357, 57.274, 57.189, 57.108, 57.033, 56.963, 56.889, 56.809, ?? ? 56.72, 56.612, 56.472, 56.307, 56.13, 55.951, 55.777, 55.622, ?? ? 55.494, 55.383, 55.284, 55.195, 55.111, 55.026, 54.934, 54.832, ?? ? 54.725, 54.621, 54.519, 54.417, 54.311, 54.199, 54.085, 53.97, ?? ? 53.852, 53.755), A37 = c(58.81, 58.69, 58.568, 58.444, 58.319, ?? ? 58.195, 58.068, 57.947, 57.84, 57.751, 57.672, 57.591, 57.508, ?? ? 57.422, 57.334, 57.249, 57.166, 57.082, 56.998, 56.914, 56.832, ?? ? 56.749, 56.659, 56.56, 56.451, 56.324, 56.176, 56.014, 55.853, ?? ? 55.7, 55.556, 55.43, 55.324, 55.232, 55.148, 55.072, 55.002, ?? ? 54.93, 54.846, 54.747, 54.643, 54.541, 54.443, 54.343, 54.241, ?? ? 54.143, 54.045, 53.944, 53.84), A38 = c(58.81, 58.684, 58.561, ?? ? 58.437, 58.31, 58.18, 58.049, 57.916, 57.791, 57.682, 57.59, ?? ? 57.506, 57.42, 57.33, 57.237, 57.145, 57.059, 56.977, 56.893, ?? ? 56.805, 56.716, 56.624, 56.527, 56.42, 56.304, 56.178, 56.04, ?? ? 55.894, 55.752, 55.618, 55.492, 55.374, 55.271, 55.182, 55.104, ?? ? 55.036, 54.975, 54.916, 54.85, 54.768, 54.671, 54.569, 54.47, ?? ? 54.373, 54.279, 54.191, 54.11, 54.03, 53.946), A39 = c(58.81, ?? ? 58.672, 58.544, 58.42, 58.293, 58.162, 58.028, 57.892, 57.757, ?? ? 57.629, 57.517, 57.423, 57.335, 57.244, 57.147, 57.049, 56.954, ?? ? 56.867, 56.784, 56.696, 56.604, 56.508, 56.406, 56.295, 56.173, ?? ? 56.042, 55.908, 55.775, 55.646, 55.525, 55.413, 55.308, 55.21, ?? ? 55.122, 55.045, 54.982, 54.926, 54.871, 54.816, 54.753, 54.673, ?? ? 54.578, 54.478, 54.381, 54.292, 54.214, 54.145, 54.087, 54.029 ?? ? ), A40 = c(58.81, 58.661, 58.521, 58.391, 58.264, 58.135, ?? ? 58.001, 57.864, 57.728, 57.592, 57.463, 57.351, 57.254, 57.163, ?? ? 57.067, 56.965, 56.862, 56.764, 56.675, 56.588, 56.497, 56.399, ?? ? 56.296, 56.184, 56.062, 55.932, 55.804, 55.678, 55.556, 55.441, ?? ? 55.335, 55.237, 55.146, 55.06, 54.981, 54.913, 54.855, 54.802, ?? ? 54.748, 54.694, 54.633, 54.555, 54.461, 54.363, 54.276, 54.205, ?? ? 54.15, 54.109, 54.078), A41 = c(58.81, 58.66, 58.507, 58.365, ?? ? 58.233, 58.106, 57.975, 57.842, 57.707, 57.573, 57.438, 57.311, ?? ? 57.2, 57.102, 57.009, 56.91, 56.803, 56.696, 56.595, 56.503, ?? ? 56.413, 56.318, 56.217, 56.109, 55.993, 55.872, 55.752, 55.633, ?? ? 55.515, 55.401, 55.293, 55.195, 55.106, 55.021, 54.939, 54.862, ?? ? 54.794, 54.736, 54.681, 54.625, 54.571, 54.509, 54.431, 54.34, ?? ? 54.255, 54.186, 54.141, 54.116, 54.104), A42 = c(58.81, 58.667, ?? ? 58.512, 58.356, 58.212, 58.081, 57.955, 57.827, 57.698, 57.568, ?? ? 57.439, 57.309, 57.186, 57.077, 56.98, 56.886, 56.785, 56.675, ?? ? 56.563, 56.459, 56.365, 56.274, 56.178, 56.077, 55.971, 55.862, ?? ? 55.751, 55.639, 55.527, 55.414, 55.301, 55.196, 55.101, 55.013, ?? ? 54.927, 54.842, 54.763, 54.691, 54.628, 54.57, 54.511, 54.454, ?? ? 54.392, 54.316, 54.238, 54.171, 54.126, 54.109, 54.113), ?? ? A43 = c(58.81, 58.674, 58.524, 58.363, 58.206, 58.061, 57.933, ?? ? 57.813, 57.693, 57.573, 57.451, 57.33, 57.207, 57.09, 56.986, ?? ? 56.891, 56.797, 56.695, 56.583, 56.469, 56.363, 56.269, 56.179, ?? ? 56.085, 55.989, 55.892, 55.791, 55.688, 55.582, 55.473, 55.36, ?? ? 55.248, 55.142, 55.046, 54.954, 54.863, 54.776, 54.692, 54.615, ?? ? 54.548, 54.486, 54.423, 54.365, 54.304, 54.234, 54.169, 54.119, ?? ? 54.095, 54.101), A44 = c(58.81, 58.665, 58.518, 58.358, 58.193, ?? ? 58.035, 57.895, 57.777, 57.668, 57.559, 57.45, 57.339, 57.228, ?? ? 57.115, 57.007, 56.909, 56.817, 56.723, 56.621, 56.508, 56.393, ?? ? 56.288, 56.195, 56.109, 56.021, 55.934, 55.847, 55.755, 55.658, ?? ? 55.555, 55.448, 55.334, 55.219, 55.112, 55.012, 54.915, 54.821, ?? ? 54.729, 54.638, 54.555, 54.483, 54.415, 54.348, 54.287, 54.226, ?? ? 54.163, 54.11, 54.078, 54.073), A45 = c(58.81, 58.602, 58.383, ?? ? 58.165, 57.954, 57.743, 57.526, 57.306, 57.09, 56.881, 56.675, ?? ? 56.478, 56.293, 56.119, 55.955, 55.799, 55.653, 55.522, 55.412, ?? ? 55.324, 55.254, 55.2, 55.16, 55.123, 55.078, 55.026, 54.968, ?? ? 54.909, 54.847, 54.787, 54.731, 54.677, 54.625, 54.575, 54.529, ?? ? 54.479, 54.415, 54.341, 54.257, 54.167, 54.074, 53.985, 53.897, ?? ? 53.81, 53.738, 53.693, 53.673, 53.671, 53.676), A46 = c(58.81, ?? ? 58.609, 58.385, 58.151, 57.923, 57.706, 57.491, 57.27, 57.048, ?? ? 56.828, 56.612, 56.4, 56.201, 56.02, 55.856, 55.708, 55.568, ?? ? 55.432, 55.308, 55.206, 55.125, 55.064, 55.017, 54.985, 54.957, ?? ? 54.926, 54.892, 54.856, 54.816, 54.774, 54.731, 54.688, 54.644, ?? ? 54.6, 54.561, 54.531, 54.5, 54.46, 54.413, 54.361, 54.308, ?? ? 54.254, 54.196, 54.134, 54.067, 54.009, 53.974, 53.962, 53.967 ?? ? ), A47 = c(58.81, 58.616, 58.394, 58.153, 57.91, 57.675, ?? ? 57.45, 57.224, 56.994, 56.763, 56.536, 56.318, 56.116, 55.936, ?? ? 55.778, 55.637, 55.505, 55.374, 55.244, 55.127, 55.031, 54.958, ?? ? 54.905, 54.867, 54.843, 54.825, 54.807, 54.79, 54.772, 54.75, ?? ? 54.724, 54.695, 54.662, 54.626, 54.593, 54.569, 54.557, 54.549, ?? ? 54.536, 54.523, 54.506, 54.484, 54.459, 54.428, 54.389, 54.343, ?? ? 54.304, 54.283, 54.279), A48 = c(58.81, 58.602, 58.38, 58.133, ?? ? 57.877, 57.626, 57.381, 57.14, 56.896, 56.649, 56.409, 56.186, ?? ? 55.984, 55.811, 55.662, 55.528, 55.402, 55.277, 55.15, 55.022, ?? ? 54.904, 54.808, 54.739, 54.69, 54.655, 54.637, 54.629, 54.624, ?? ? 54.624, 54.624, 54.617, 54.603, 54.585, 54.563, 54.541, 54.525, ?? ? 54.525, 54.543, 54.57, 54.595, 54.621, 54.645, 54.661, 54.668, ?? ? 54.665, 54.654, 54.639, 54.627, 54.629), A49 = c(58.81, 58.573, ?? ? 58.331, 58.073, 57.801, 57.53, 57.264, 57.002, 56.737, 56.468, ?? ? 56.21, 55.98, 55.786, 55.622, 55.483, 55.358, 55.239, 55.121, ?? ? 54.999, 54.874, 54.743, 54.622, 54.528, 54.458, 54.409, 54.377, ?? ? 54.363, 54.361, 54.363, 54.37, 54.376, 54.377, 54.375, 54.369, ?? ? 54.36, 54.352, 54.355, 54.379, 54.425, 54.483, 54.539, 54.595, ?? ? 54.646, 54.687, 54.717, 54.736, 54.751, 54.768, 54.794), ?? ? A50 = c(58.81, 58.544, 58.271, 57.987, 57.694, 57.399, 57.11, ?? ? 56.825, 56.539, 56.247, 55.969, 55.735, 55.547, 55.391, 55.258, ?? ? 55.145, 55.041, 54.937, 54.827, 54.71, 54.589, 54.466, 54.356, ?? ? 54.269, 54.204, 54.159, 54.132, 54.123, 54.126, 54.134, 54.144, ?? ? 54.153, 54.159, 54.164, 54.166, 54.165, 54.165, 54.178, 54.216, ?? ? 54.276, 54.346, 54.415, 54.484, 54.545, 54.592, 54.627, 54.655, ?? ? 54.687, 54.727), A51 = c(58.81, 58.531, 58.23, 57.92, 57.603, ?? ? 57.283, 56.967, 56.66, 56.356, 56.05, 55.768, 55.531, 55.339, ?? ? 55.183, 55.055, 54.946, 54.849, 54.751, 54.647, 54.536, 54.424, ?? ? 54.311, 54.199, 54.099, 54.022, 53.965, 53.926, 53.905, 53.902, ?? ? 53.911, 53.925, 53.937, 53.948, 53.959, 53.971, 53.981, 53.99, ?? ? 53.997, 54.018, 54.064, 54.131, 54.209, 54.287, 54.361, 54.427, ?? ? 54.478, 54.517, 54.551, 54.592), A52 = c(58.81, 58.531, 58.218, ?? ? 57.887, 57.552, 57.211, 56.87, 56.538, 56.215, 55.906, 55.633, ?? ? 55.396, 55.193, 55.028, 54.894, 54.778, 54.669, 54.563, 54.454, ?? ? 54.339, 54.223, 54.109, 53.999, 53.894, 53.804, 53.736, 53.687, ?? ? 53.657, 53.647, 53.652, 53.664, 53.678, 53.695, 53.714, 53.741, ?? ? 53.778, 53.818, 53.852, 53.879, 53.914, 53.97, 54.049, 54.137, ?? ? 54.222, 54.3, 54.368, 54.423, 54.464, 54.501), A53 = c(58.81, ?? ? 58.531, 58.218, 57.877, 57.528, 57.178, 56.821, 56.467, 56.124, ?? ? 55.814, 55.552, 55.327, 55.124, 54.948, 54.801, 54.673, 54.554, ?? ? 54.436, 54.32, 54.203, 54.086, 53.971, 53.862, 53.76, 53.665, ?? ? 53.585, 53.527, 53.49, 53.472, 53.471, 53.488, 53.516, 53.546, ?? ? 53.578, 53.618, 53.67, 53.728, 53.784, 53.83, 53.868, 53.916, ?? ? 53.986, 54.074, 54.17, 54.264, 54.354, 54.436, 54.505, 54.561 ?? ? ), A54 = c(58.81, 58.52, 58.206, 57.864, 57.509, 57.151, ?? ? 56.791, 56.426, 56.065, 55.75, 55.498, 55.287, 55.1, 54.927, ?? ? 54.769, 54.629, 54.5, 54.376, 54.255, 54.138, 54.024, 53.912, ?? ? 53.807, 53.71, 53.62, 53.537, 53.469, 53.426, 53.402, 53.399, ?? ? 53.417, 53.454, 53.501, 53.551, 53.601, 53.656, 53.719, 53.785, ?? ? 53.845, 53.897, 53.944, 54.001, 54.08, 54.177, 54.283, 54.389, ?? ? 54.49, 54.584, 54.669), A55 = c(58.81, 58.501, 58.176, 57.831, ?? ? 57.473, 57.11, 56.748, 56.382, 56.02, 55.706, 55.458, 55.257, ?? ? 55.086, 54.928, 54.773, 54.621, 54.479, 54.348, 54.224, 54.107, ?? ? 53.994, 53.886, 53.784, 53.691, 53.606, 53.527, 53.458, 53.408, ?? ? 53.381, 53.375, 53.391, 53.428, 53.484, 53.55, 53.617, 53.682, ?? ? 53.746, 53.815, 53.883, 53.945, 54.001, 54.056, 54.121, 54.208, ?? ? 54.313, 54.428, 54.539, 54.647, 54.748), A56 = c(58.81, 58.481, ?? ? 58.139, 57.783, 57.42, 57.053, 56.688, 56.323, 55.973, 55.671, ?? ? 55.428, 55.233, 55.072, 54.929, 54.786, 54.633, 54.48, 54.339, ?? ? 54.211, 54.096, 53.987, 53.883, 53.785, 53.694, 53.612, 53.537, ?? ? 53.473, 53.421, 53.387, 53.378, 53.39, 53.423, 53.475, 53.548, ?? ? 53.631, 53.712, 53.786, 53.856, 53.927, 53.994, 54.056, 54.116, ?? ? 54.178, 54.251, 54.344, 54.455, 54.572, 54.686, 54.795), ?? ? A57 = c(58.81, 58.479, 58.12, 57.752, 57.382, 57.01, 56.639, ?? ? 56.272, 55.936, 55.655, 55.424, 55.234, 55.077, 54.941, 54.806, ?? ? 54.66, 54.506, 54.355, 54.219, 54.102, 53.997, 53.897, 53.802, ?? ? 53.713, 53.631, 53.558, 53.498, 53.451, 53.416, 53.402, 53.412, ?? ? 53.442, 53.49, 53.56, 53.652, 53.753, 53.844, 53.923, 53.994, ?? ? 54.064, 54.13, 54.195, 54.262, 54.334, 54.416, 54.516, 54.63, ?? ? 54.751, 54.866), A58 = c(58.81, 58.691, 58.562, 58.418, 58.257, ?? ? 58.087, 57.918, 57.754, 57.595, 57.438, 57.282, 57.126, 56.971, ?? ? 56.815, 56.658, 56.501, 56.348, 56.198, 56.05, 55.902, 55.756, ?? ? 55.618, 55.497, 55.393, 55.305, 55.23, 55.169, 55.123, 55.085, ?? ? 55.05, 55.013, 54.974, 54.934, 54.897, 54.86, 54.813, 54.75, ?? ? 54.669, 54.58, 54.491, 54.403, 54.324, 54.256, 54.199, 54.142, ?? ? 54.073, 53.99, 53.919, 53.875), A59 = c(58.81, 58.66, 58.421, ?? ? 58.069, 57.624, 57.146, 56.664, 56.158, 55.658, 55.231, 54.889, ?? ? 54.611, 54.381, 54.193, 54.035, 53.894, 53.766, 53.652, 53.557, ?? ? 53.479, 53.416, 53.365, 53.326, 53.3, 53.29, 53.294, 53.309, ?? ? 53.332, 53.363, 53.396, 53.423, 53.445, 53.464, 53.482, 53.499, ?? ? 53.521, 53.554, 53.597, 53.64, 53.673, 53.699, 53.724, 53.752, ?? ? 53.786, 53.823, 53.86, 53.896, 53.93, 53.958), A60 = c(58.81, ?? ? 58.665, 58.503, 58.32, 58.117, 57.903, 57.682, 57.457, 57.23, ?? ? 57.002, 56.775, 56.554, 56.346, 56.144, 55.942, 55.747, 55.569, ?? ? 55.415, 55.281, 55.158, 55.039, 54.919, 54.801, 54.691, 54.586, ?? ? 54.487, 54.396, 54.314, 54.237, 54.161, 54.086, 54.022, 53.978, ?? ? 53.958, 53.96, 53.98, 54.017, 54.082, 54.155, 54.212, 54.29, ?? ? 54.415, 54.574, 54.776, 55.018, 55.27, 55.537, 55.823, 56.114 ?? ? ), A61 = c(58.81, 58.732, 58.662, 58.596, 58.539, 58.497, ?? ? 58.475, 58.476, 58.491, 58.508, 58.529, 58.546, 58.55, 58.544, ?? ? 58.526, 58.496, 58.452, 58.397, 58.331, 58.251, 58.155, 58.044, ?? ? 57.917, 57.784, 57.648, 57.506, 57.356, 57.197, 57.029, 56.852, ?? ? 56.663, 56.468, 56.282, 56.11, 55.949, 55.792, 55.639, 55.492, ?? ? 55.36, 55.246, 55.144, 55.047, 54.949, 54.846, 54.746, 54.651, ?? ? 54.561, 54.476, 54.396), A62 = c(58.81, 58.553, 58.213, 57.817, ?? ? 57.373, 56.907, 56.471, 56.074, 55.731, 55.447, 55.211, 55.013, ?? ? 54.844, 54.69, 54.551, 54.426, 54.317, 54.225, 54.144, 54.066, ?? ? 53.994, 53.926, 53.859, 53.788, 53.722, 53.66, 53.584, 53.505, ?? ? 53.434, 53.363, 53.292, 53.22, 53.143, 53.065, 52.992, 52.923, ?? ? 52.852, 52.774, 52.69, 52.604, 52.518, 52.433, 52.343, 52.242, ?? ? 52.129, 52.01, 51.899, 51.793, 51.68), A63 = c(58.81, 58.632, ?? ? 58.4, 58.097, 57.748, 57.371, 56.952, 56.508, 56.074, 55.675, ?? ? 55.322, 55.008, 54.713, 54.413, 54.102, 53.798, 53.523, 53.284, ?? ? 53.073, 52.884, 52.714, 52.56, 52.423, 52.3, 52.189, 52.088, ?? ? 51.997, 51.914, 51.838, 51.772, 51.716, 51.668, 51.62, 51.561, ?? ? 51.494, 51.426, 51.363, 51.304, 51.243, 51.175, 51.099, 51.021, ?? ? 50.944, 50.862, 50.776, 50.693, 50.613, 50.539, 50.484), ?? ? A64 = c(58.81, 58.567, 58.325, 58.074, 57.814, 57.549, 57.285, ?? ? 57.031, 56.782, 56.532, 56.289, 56.07, 55.878, 55.703, 55.539, ?? ? 55.384, 55.239, 55.096, 54.945, 54.781, 54.594, 54.379, 54.151, ?? ? 53.929, 53.727, 53.549, 53.393, 53.257, 53.133, 53.014, 52.891, ?? ? 52.771, 52.668, 52.589, 52.534, 52.512, 52.528, 52.578, 52.653, ?? ? 52.755, 52.893, 53.051, 53.22, 53.426, 53.665, 53.924, 54.22, ?? ? 54.511, 54.804), A65 = c(58.81, 58.55, 58.296, 58.042, 57.78, ?? ? 57.513, 57.245, 56.982, 56.728, 56.478, 56.236, 56.02, 55.827, ?? ? 55.649, 55.479, 55.315, 55.16, 55.016, 54.873, 54.715, 54.541, ?? ? 54.345, 54.13, 53.913, 53.709, 53.53, 53.376, 53.249, 53.145, ?? ? 53.059, 52.977, 52.887, 52.79, 52.702, 52.636, 52.589, 52.574, ?? ? 52.599, 52.663, 52.755, 52.871, 53.025, 53.191, 53.358, 53.569, ?? ? 53.815, 54.087, 54.395, 54.702), A66 = c(58.81, 58.533, 58.259, ?? ? 57.992, 57.727, 57.458, 57.185, 56.91, 56.641, 56.382, 56.14, ?? ? 55.922, 55.727, 55.542, 55.362, 55.186, 55.017, 54.856, 54.701, ?? ? 54.54, 54.367, 54.182, 53.984, 53.783, 53.593, 53.419, 53.267, ?? ? 53.139, 53.038, 52.963, 52.91, 52.864, 52.811, 52.751, 52.689, ?? ? 52.637, 52.604, 52.596, 52.623, 52.694, 52.784, 52.887, 53.031, ?? ? 53.189, 53.339, 53.514, 53.715, 53.949, 54.235), A67 = c(58.81, ?? ? 58.523, 58.23, 57.941, 57.664, 57.394, 57.12, 56.839, 56.556, ?? ? 56.285, 56.036, 55.815, 55.617, 55.426, 55.236, 55.05, 54.869, ?? ? 54.693, 54.519, 54.342, 54.159, 53.974, 53.795, 53.623, 53.455, ?? ? 53.297, 53.154, 53.034, 52.935, 52.858, 52.801, 52.766, 52.738, ?? ? 52.709, 52.676, 52.634, 52.592, 52.563, 52.55, 52.556, 52.596, ?? ? 52.649, 52.692, 52.763, 52.842, 52.904, 53.009, 53.141, 53.24 ?? ? ), A68 = c(58.81, 58.522, 58.219, 57.91, 57.614, 57.336, ?? ? 57.063, 56.785, 56.497, 56.214, 55.959, 55.736, 55.536, 55.344, ?? ? 55.148, 54.952, 54.761, 54.572, 54.383, 54.192, 53.997, 53.808, ?? ? 53.636, 53.483, 53.341, 53.205, 53.077, 52.958, 52.848, 52.751, ?? ? 52.668, 52.6, 52.548, 52.503, 52.451, 52.393, 52.33, 52.263, ?? ? 52.195, 52.121, 52.039, 51.963, 51.892, 51.824, 51.756, 51.689, ?? ? 51.619, 51.535, 51.464), A69 = c(58.81, 58.521, 58.218, 57.9, ?? ? 57.587, 57.298, 57.021, 56.747, 56.465, 56.182, 55.921, 55.694, ?? ? 55.493, 55.301, 55.107, 54.908, 54.71, 54.514, 54.315, 54.115, ?? ? 53.918, 53.725, 53.545, 53.384, 53.244, 53.118, 52.998, 52.884, ?? ? 52.777, 52.679, 52.591, 52.513, 52.443, 52.384, 52.334, 52.285, ?? ? 52.232, 52.177, 52.127, 52.078, 52.021, 51.952, 51.877, 51.808, ?? ? 51.741, 51.667, 51.603, 51.545, 51.478), A70 = c(58.81, 58.521, ?? ? 58.219, 57.903, 57.585, 57.285, 57.005, 56.733, 56.457, 56.186, ?? ? 55.93, 55.699, 55.495, 55.303, 55.111, 54.916, 54.718, 54.519, ?? ? 54.32, 54.119, 53.921, 53.727, 53.536, 53.355, 53.195, 53.057, ?? ? 52.934, 52.815, 52.701, 52.595, 52.502, 52.422, 52.352, 52.289, ?? ? 52.237, 52.194, 52.158, 52.127, 52.103, 52.086, 52.071, 52.049, ?? ? 52.012, 51.962, 51.905, 51.843, 51.769, 51.701, 51.65), A71 = c(58.81, ?? ? 58.596, 58.357, 58.094, 57.82, 57.558, 57.314, 57.083, 56.847, ?? ? 56.601, 56.349, 56.092, 55.843, 55.63, 55.464, 55.339, 55.239, ?? ? 55.152, 55.075, 55.012, 54.964, 54.931, 54.907, 54.889, 54.881, ?? ? 54.879, 54.881, 54.892, 54.906, 54.92, 54.934, 54.953, 54.988, ?? ? 55.041, 55.105, 55.174, 55.248, 55.334, 55.436, 55.553, 55.669, ?? ? 55.77, 55.852, 55.925, 56.003, 56.085, 56.175, 56.279, 56.401 ?? ? ), A72 = c(58.81, 58.668, 58.515, 58.352, 58.174, 57.976, ?? ? 57.754, 57.517, 57.28, 57.034, 56.766, 56.477, 56.183, 55.905, ?? ? 55.647, 55.409, 55.187, 54.977, 54.776, 54.581, 54.39, 54.198, ?? ? 53.996, 53.786, 53.587, 53.406, 53.241, 53.085, 52.93, 52.775, ?? ? 52.616, 52.45, 52.283, 52.122, 51.975, 51.838, 51.709, 51.589, ?? ? 51.486, 51.391, 51.296, 51.201, 51.11, 51.027, 50.951, 50.871, ?? ? 50.776, 50.666, 50.534), A73 = c(58.81, 58.668, 58.514, 58.35, ?? ? 58.17, 57.97, 57.746, 57.507, 57.262, 57.022, 56.769, 56.491, ?? ? 56.212, 55.946, 55.698, 55.468, 55.25, 55.043, 54.844, 54.649, ?? ? 54.457, 54.267, 54.074, 53.875, 53.678, 53.494, 53.329, 53.182, ?? ? 53.039, 52.892, 52.742, 52.588, 52.428, 52.267, 52.112, 51.969, ?? ? 51.835, 51.709, 51.593, 51.492, 51.397, 51.301, 51.205, 51.113, ?? ? 51.028, 50.949, 50.868, 50.774, 50.664), A74 = c(58.81, 58.658, ?? ? 58.504, 58.337, 58.157, 57.957, 57.734, 57.49, 57.239, 56.99, ?? ? 56.74, 56.474, 56.2, 55.939, 55.698, 55.475, 55.265, 55.066, ?? ? 54.875, 54.686, 54.494, 54.302, 54.11, 53.919, 53.73, 53.549, ?? ? 53.382, 53.232, 53.094, 52.959, 52.818, 52.675, 52.528, 52.377, ?? ? 52.224, 52.077, 51.941, 51.814, 51.694, 51.585, 51.49, 51.402, ?? ? 51.313, 51.224, 51.137, 51.057, 50.984, 50.908, 50.821), ?? ? A75 = c(58.81, 58.641, 58.476, 58.306, 58.122, 57.921, 57.698, ?? ? 57.454, 57.196, 56.937, 56.676, 56.407, 56.133, 55.871, 55.635, ?? ? 55.421, 55.222, 55.035, 54.857, 54.679, 54.494, 54.303, 54.11, ?? ? 53.92, 53.738, 53.565, 53.399, 53.247, 53.108, 52.977, 52.846, ?? ? 52.711, 52.573, 52.433, 52.291, 52.148, 52.012, 51.886, 51.765, ?? ? 51.65, 51.547, 51.457, 51.374, 51.29, 51.205, 51.123, 51.047, ?? ? 50.978, 50.909), A76 = c(58.81, 58.624, 58.442, 58.26, 58.069, ?? ? 57.862, 57.636, 57.392, 57.135, 56.869, 56.597, 56.317, 56.026, ?? ? 55.755, 55.52, 55.313, 55.128, 54.953, 54.784, 54.61, 54.428, ?? ? 54.235, 54.031, 53.828, 53.638, 53.461, 53.294, 53.135, 52.987, ?? ? 52.845, 52.705, 52.563, 52.418, 52.271, 52.124, 51.976, 51.833, ?? ? 51.695, 51.563, 51.432, 51.306, 51.194, 51.097, 51.007, 50.914, ?? ? 50.819, 50.722, 50.628, 50.535), A77 = c(58.81, 58.658, 58.498, ?? ? 58.33, 58.138, 57.911, 57.659, 57.395, 57.126, 56.846, 56.555, ?? ? 56.259, 55.972, 55.707, 55.461, 55.228, 55.016, 54.818, 54.621, ?? ? 54.418, 54.197, 53.952, 53.701, 53.459, 53.23, 53.011, 52.796, ?? ? 52.584, 52.379, 52.186, 52.009, 51.844, 51.683, 51.527, 51.371, ?? ? 51.207, 51.031, 50.85, 50.674, 50.502, 50.341, 50.196, 50.071, ?? ? 49.951, 49.821, 49.683, 49.553, 49.445, 49.357), A78 = c(58.81, ?? ? 58.664, 58.491, 58.309, 58.117, 57.903, 57.66, 57.402, 57.136, ?? ? 56.863, 56.576, 56.281, 55.995, 55.737, 55.504, 55.282, 55.069, ?? ? 54.866, 54.668, 54.465, 54.247, 54.008, 53.757, 53.515, 53.29, ?? ? 53.082, 52.881, 52.679, 52.479, 52.288, 52.111, 51.95, 51.798, ?? ? 51.648, 51.501, 51.351, 51.194, 51.027, 50.854, 50.683, 50.511, ?? ? 50.343, 50.184, 50.037, 49.891, 49.737, 49.579, 49.431, 49.306 ?? ? ), A79 = c(58.81, 58.688, 58.524, 58.332, 58.131, 57.92, ?? ? 57.691, 57.441, 57.184, 56.919, 56.643, 56.355, 56.07, 55.81, ?? ? 55.58, 55.369, 55.163, 54.963, 54.768, 54.572, 54.366, 54.143, ?? ? 53.903, 53.664, 53.44, 53.235, 53.045, 52.861, 52.676, 52.494, ?? ? 52.319, 52.158, 52.012, 51.875, 51.739, 51.603, 51.465, 51.321, ?? ? 51.17, 51.012, 50.854, 50.697, 50.541, 50.392, 50.248, 50.1, ?? ? 49.932, 49.753, 49.586), A80 = c(58.81, 58.713, 58.576, 58.396, ?? ? 58.189, 57.974, 57.751, 57.515, 57.266, 57.011, 56.749, 56.471, ?? ? 56.191, 55.926, 55.689, 55.48, 55.285, 55.093, 54.903, 54.715, ?? ? 54.522, 54.317, 54.098, 53.866, 53.643, 53.438, 53.255, 53.086, ?? ? 52.922, 52.756, 52.591, 52.434, 52.288, 52.157, 52.035, 51.914, ?? ? 51.793, 51.671, 51.545, 51.415, 51.28, 51.141, 51, 50.863, ?? ? 50.736, 50.615, 50.493, 50.357, 50.207), A81 = c(58.81, 58.711, ?? ? 58.6, 58.45, 58.258, 58.042, 57.817, 57.589, 57.353, 57.106, ?? ? 56.855, 56.592, 56.32, 56.05, 55.802, 55.586, 55.396, 55.215, ?? ? 55.037, 54.86, 54.68, 54.493, 54.294, 54.083, 53.864, 53.656, ?? ? 53.471, 53.308, 53.16, 53.017, 52.872, 52.727, 52.588, 52.461, ?? ? 52.346, 52.238, 52.131, 52.024, 51.918, 51.813, 51.707, 51.598, ?? ? 51.485, 51.371, 51.257, 51.148, 51.042, 50.935, 50.819), ?? ? A82 = c(58.81, 58.684, 58.572, 58.45, 58.288, 58.087, 57.864, ?? ? 57.637, 57.409, 57.174, 56.931, 56.68, 56.416, 56.143, 55.883, ?? ? 55.651, 55.454, 55.281, 55.118, 54.956, 54.79, 54.618, 54.437, ?? ? 54.243, 54.035, 53.822, 53.619, 53.437, 53.276, 53.129, 52.987, ?? ? 52.843, 52.699, 52.562, 52.435, 52.32, 52.212, 52.106, 52, ?? ? 51.894, 51.789, 51.683, 51.574, 51.46, 51.345, 51.23, 51.12, ?? ? 51.015, 50.908), A83 = c(58.81, 58.728, 58.611, 58.459, 58.261, ?? ? 58.018, 57.738, 57.424, 57.094, 56.779, 56.497, 56.237, 55.975, ?? ? 55.727, 55.497, 55.282, 55.078, 54.884, 54.698, 54.518, 54.35, ?? ? 54.195, 54.053, 53.917, 53.784, 53.656, 53.535, 53.418, 53.304, ?? ? 53.194, 53.089, 52.986, 52.894, 52.82, 52.761, 52.715, 52.686, ?? ? 52.675, 52.669, 52.663, 52.663, 52.659, 52.649, 52.645, 52.632, ?? ? 52.598, 52.561, 52.534, 52.511), A84 = c(58.81, 58.628, 58.427, ?? ? 58.197, 57.94, 57.667, 57.392, 57.12, 56.85, 56.571, 56.28, ?? ? 55.998, 55.75, 55.532, 55.339, 55.169, 55.016, 54.869, 54.715, ?? ? 54.56, 54.413, 54.28, 54.159, 54.045, 53.937, 53.833, 53.735, ?? ? 53.641, 53.548, 53.459, 53.374, 53.293, 53.23, 53.198, 53.199, ?? ? 53.218, 53.239, 53.262, 53.292, 53.337, 53.397, 53.467, 53.542, ?? ? 53.623, 53.705, 53.786, 53.864, 53.943, 54.023), A85 = c(58.81, ?? ? 58.626, 58.427, 58.202, 57.947, 57.674, 57.4, 57.128, 56.858, ?? ? 56.58, 56.289, 56.001, 55.744, 55.523, 55.323, 55.142, 54.98, ?? ? 54.832, 54.685, 54.531, 54.377, 54.232, 54.1, 53.98, 53.868, ?? ? 53.762, 53.66, 53.56, 53.463, 53.366, 53.27, 53.178, 53.089, ?? ? 53.017, 52.979, 52.977, 52.994, 53.014, 53.035, 53.065, 53.107, ?? ? 53.165, 53.234, 53.306, 53.383, 53.461, 53.536, 53.607, 53.676 ?? ? ), A86 = c(58.81, 58.625, 58.427, 58.206, 57.954, 57.682, ?? ? 57.41, 57.142, 56.875, 56.6, 56.311, 56.018, 55.753, 55.525, ?? ? 55.324, 55.137, 54.966, 54.812, 54.666, 54.518, 54.364, 54.211, ?? ? 54.067, 53.936, 53.817, 53.708, 53.601, 53.497, 53.394, 53.292, ?? ? 53.189, 53.087, 52.987, 52.891, 52.814, 52.771, 52.762, 52.774, ?? ? 52.791, 52.814, 52.846, 52.891, 52.951, 53.019, 53.089, 53.161, ?? ? 53.235, 53.305, 53.368), A87 = c(58.81, 58.649, 58.456, 58.245, ?? ? 58.004, 57.735, 57.461, 57.193, 56.931, 56.663, 56.379, 56.084, ?? ? 55.804, 55.561, 55.351, 55.163, 54.986, 54.822, 54.672, 54.527, ?? ? 54.378, 54.223, 54.069, 53.925, 53.794, 53.677, 53.566, 53.458, ?? ? 53.35, 53.243, 53.134, 53.025, 52.916, 52.812, 52.712, 52.63, ?? ? 52.581, 52.566, 52.573, 52.589, 52.615, 52.652, 52.703, 52.769, ?? ? 52.843, 52.917, 52.99, 53.063, 53.131), A88 = c(58.81, 58.698, ?? ? 58.535, 58.337, 58.118, 57.869, 57.599, 57.327, 57.067, 56.809, ?? ? 56.538, 56.252, 55.957, 55.686, 55.455, 55.255, 55.074, 54.903, ?? ? 54.744, 54.596, 54.453, 54.305, 54.149, 53.994, 53.849, 53.718, ?? ? 53.601, 53.49, 53.381, 53.272, 53.163, 53.052, 52.941, 52.832, ?? ? 52.728, 52.626, 52.541, 52.489, 52.47, 52.474, 52.489, 52.516, ?? ? 52.555, 52.608, 52.676, 52.752, 52.828, 52.903, 52.976), ?? ? A89 = c(58.81, 58.805, 58.774, 58.714, 58.623, 58.498, 58.343, ?? ? 58.171, 57.989, 57.797, 57.593, 57.375, 57.144, 56.909, 56.681, ?? ? 56.473, 56.282, 56.099, 55.926, 55.767, 55.621, 55.487, 55.367, ?? ? 55.264, 55.162, 55.042, 54.903, 54.751, 54.596, 54.442, 54.291, ?? ? 54.142, 53.995, 53.846, 53.697, 53.549, 53.407, 53.273, 53.151, ?? ? 53.038, 52.925, 52.805, 52.68, 52.552, 52.421, 52.291, 52.169, ?? ? 52.057, 51.945), A90 = c(58.81, 58.855, 58.934, 59.054, 59.203, ?? ? 59.371, 59.558, 59.767, 59.996, 60.233, 60.455, 60.651, 60.823, ?? ? 60.976, 61.11, 61.219, 61.306, 61.375, 61.427, 61.471, 61.515, ?? ? 61.558, 61.595, 61.621, 61.632, 61.627, 61.602, 61.559, 61.503, ?? ? 61.437, 61.357, 61.26, 61.145, 61.01, 60.868, 60.73, 60.589, ?? ? 60.439, 60.285, 60.139, 60.007, 59.877, 59.742, 59.579, 59.378, ?? ? 59.151, 58.912, 58.663, 58.407), B1 = c(17.39, 17.58, 17.828, ?? ? 18.154, 18.508, 18.902, 19.389, 19.878, 20.282, 20.608, 20.88, ?? ? 21.121, 21.337, 21.53, 21.709, 21.884, 22.031, 22.136, 22.206, ?? ? 22.251, 22.277, 22.283, 22.29, 22.326, 22.396, 22.486, 22.584, ?? ? 22.691, 22.802, 22.909, 23.009, 23.109, 23.211, 23.315, 23.416, ?? ? 23.511, 23.602, 23.701, 23.821, 23.963, 24.13, 24.323, 24.543, ?? ? 24.779, 25.017, 25.253, 25.487, 25.723, 25.966), B2 = c(17.39, ?? ? 17.791, 18.174, 18.545, 18.918, 19.304, 19.716, 20.144, 20.569, ?? ? 20.984, 21.397, 21.825, 22.268, 22.711, 23.146, 23.571, 23.98, ?? ? 24.359, 24.696, 24.99, 25.264, 25.53, 25.783, 26.021, 26.232, ?? ? 26.41, 26.569, 26.73, 26.9, 27.067, 27.215, 27.343, 27.457, ?? ? 27.566, 27.674, 27.767, 27.831, 27.867, 27.891, 27.919, 27.95, ?? ? 27.995, 28.066, 28.16, 28.272, 28.393, 28.52, 28.639, 28.738 ?? ? ), B3 = c(17.39, 17.799, 18.203, 18.616, 19.039, 19.468, ?? ? 19.911, 20.368, 20.815, 21.244, 21.668, 22.092, 22.526, 22.963, ?? ? 23.387, 23.796, 24.188, 24.56, 24.902, 25.209, 25.486, 25.744, ?? ? 25.994, 26.237, 26.463, 26.662, 26.828, 26.98, 27.138, 27.308, ?? ? 27.474, 27.62, 27.744, 27.853, 27.961, 28.069, 28.164, 28.23, ?? ? 28.267, 28.29, 28.315, 28.343, 28.385, 28.451, 28.541, 28.645, ?? ? 28.754, 28.864, 28.966), B4 = c(17.39, 17.806, 18.212, 18.645, ?? ? 19.113, 19.591, 20.073, 20.557, 21.027, 21.472, 21.904, 22.333, ?? ? 22.76, 23.192, 23.62, 24.025, 24.406, 24.766, 25.104, 25.419, ?? ? 25.708, 25.974, 26.223, 26.466, 26.705, 26.928, 27.121, 27.279, ?? ? 27.425, 27.578, 27.744, 27.907, 28.05, 28.169, 28.275, 28.381, ?? ? 28.486, 28.576, 28.635, 28.661, 28.669, 28.679, 28.69, 28.717, ?? ? 28.768, 28.842, 28.93, 29.018, 29.105), B5 = c(17.39, 17.713, ?? ? 18.077, 18.442, 18.783, 19.147, 19.513, 19.835, 20.121, 20.402, ?? ? 20.705, 21.032, 21.359, 21.657, 21.926, 22.156, 22.351, 22.543, ?? ? 22.744, 22.953, 23.158, 23.36, 23.553, 23.719, 23.856, 23.965, ?? ? 24.031, 24.046, 24.017, 23.953, 23.844, 23.68, 23.475, 23.318, ?? ? 23.25, 23.242, 23.24, 23.218, 23.186, 23.153, 23.138, 23.16, ?? ? 23.215, 23.294, 23.397, 23.536, 23.718, 23.94, 24.2), B6 = c(17.39, ?? ? 17.684, 18.013, 18.381, 18.755, 19.128, 19.525, 19.908, 20.247, ?? ? 20.555, 20.854, 21.164, 21.489, 21.805, 22.089, 22.348, 22.582, ?? ? 22.802, 23.029, 23.263, 23.496, 23.72, 23.936, 24.139, 24.306, ?? ? 24.437, 24.542, 24.612, 24.64, 24.641, 24.617, 24.566, 24.471, ?? ? 24.309, 24.129, 24.004, 23.955, 23.936, 23.899, 23.851, 23.813, ?? ? 23.806, 23.843, 23.927, 24.045, 24.187, 24.367, 24.607, 24.905 ?? ? ), B7 = c(17.39, 17.669, 17.962, 18.291, 18.654, 19.035, ?? ? 19.418, 19.815, 20.199, 20.539, 20.841, 21.13, 21.432, 21.744, ?? ? 22.043, 22.306, 22.547, 22.777, 23.007, 23.247, 23.491, 23.725, ?? ? 23.949, 24.161, 24.348, 24.492, 24.601, 24.688, 24.737, 24.752, ?? ? 24.749, 24.727, 24.671, 24.56, 24.388, 24.211, 24.097, 24.056, ?? ? 24.033, 23.989, 23.939, 23.901, 23.894, 23.938, 24.032, 24.157, ?? ? 24.304, 24.493, 24.743), B8 = c(17.39, 17.666, 17.937, 18.226, ?? ? 18.547, 18.904, 19.276, 19.645, 20.027, 20.399, 20.721, 21.005, ?? ? 21.281, 21.572, 21.869, 22.141, 22.373, 22.597, 22.828, 23.063, ?? ? 23.307, 23.548, 23.779, 23.997, 24.197, 24.365, 24.484, 24.568, ?? ? 24.629, 24.654, 24.65, 24.631, 24.584, 24.489, 24.333, 24.117, ?? ? 23.916, 23.786, 23.719, 23.67, 23.605, 23.536, 23.479, 23.447, ?? ? 23.456, 23.505, 23.58, 23.666, 23.769), B9 = c(17.39, 17.663, ?? ? 17.923, 18.184, 18.465, 18.779, 19.124, 19.473, 19.82, 20.186, ?? ? 20.536, 20.832, 21.098, 21.363, 21.639, 21.912, 22.155, 22.366, ?? ? 22.585, 22.818, 23.057, 23.3, 23.539, 23.766, 23.977, 24.163, ?? ? 24.311, 24.41, 24.473, 24.509, 24.51, 24.489, 24.451, 24.376, ?? ? 24.24, 24.039, 23.801, 23.598, 23.455, 23.36, 23.28, 23.194, ?? ? 23.112, 23.038, 22.986, 22.962, 22.969, 22.998, 23.043), ?? ? B10 = c(17.39, 17.696, 17.994, 18.266, 18.502, 18.719, 18.954, ?? ? 19.228, 19.538, 19.869, 20.212, 20.564, 20.893, 21.168, 21.399, ?? ? 21.603, 21.795, 21.982, 22.166, 22.334, 22.468, 22.565, 22.629, ?? ? 22.664, 22.684, 22.702, 22.717, 22.728, 22.722, 22.684, 22.61, ?? ? 22.498, 22.346, 22.154, 21.919, 21.642, 21.333, 21.004, 20.655, ?? ? 20.287, 19.899, 19.49, 19.08, 18.687, 18.312, 17.962, 17.632, ?? ? 17.318, 17.024), B11 = c(17.39, 17.676, 17.934, 18.161, 18.38, ?? ? 18.607, 18.836, 19.08, 19.338, 19.598, 19.851, 20.09, 20.307, ?? ? 20.494, 20.647, 20.774, 20.883, 20.979, 21.06, 21.119, 21.153, ?? ? 21.166, 21.154, 21.113, 21.044, 20.95, 20.834, 20.7, 20.557, ?? ? 20.411, 20.259, 20.109, 19.97, 19.837, 19.702, 19.558, 19.401, ?? ? 19.216, 18.993, 18.732, 18.436, 18.115, 17.776, 17.445, 17.148, ?? ? 16.88, 16.62, 16.358, 16.1), B12 = c(17.39, 17.684, 17.968, ?? ? 18.222, 18.455, 18.686, 18.943, 19.235, 19.549, 19.866, 20.176, ?? ? 20.48, 20.786, 21.101, 21.431, 21.779, 22.148, 22.533, 22.928, ?? ? 23.332, 23.748, 24.182, 24.643, 25.126, 25.619, 26.118, 26.614, ?? ? 27.092, 27.543, 27.983, 28.431, 28.887, 29.328, 29.729, 30.096, ?? ? 30.426, 30.717, 30.972, 31.194, 31.383, 31.541, 31.677, 31.798, ?? ? 31.908, 31.995, 32.046, 32.062, 32.05, 32.013), B13 = c(17.39, ?? ? 17.623, 17.871, 18.105, 18.324, 18.518, 18.714, 18.952, 19.228, ?? ? 19.519, 19.814, 20.107, 20.397, 20.69, 20.993, 21.312, 21.65, ?? ? 22.013, 22.394, 22.786, 23.188, 23.601, 24.035, 24.501, 24.999, ?? ? 25.514, 26.037, 26.552, 27.04, 27.495, 27.938, 28.39, 28.852, ?? ? 29.305, 29.727, 30.122, 30.485, 30.81, 31.099, 31.354, 31.577, ?? ? 31.77, 31.936, 32.079, 32.202, 32.3, 32.367, 32.409, 32.431 ?? ? ), B14 = c(17.39, 17.63, 17.894, 18.171, 18.447, 18.723, ?? ? 19.012, 19.304, 19.594, 19.898, 20.207, 20.506, 20.801, 21.108, ?? ? 21.433, 21.768, 22.102, 22.433, 22.769, 23.132, 23.541, 23.996, ?? ? 24.486, 24.993, 25.505, 26.023, 26.557, 27.108, 27.668, 28.231, ?? ? 28.793, 29.35, 29.911, 30.478, 31.028, 31.535, 32, 32.425, ?? ? 32.807, 33.143, 33.451, 33.751, 34.042, 34.303, 34.513, 34.67, ?? ? 34.802, 34.936, 35.074), B15 = c(17.39, 17.718, 18.01, 18.242, ?? ? 18.41, 18.566, 18.762, 18.99, 19.234, 19.482, 19.732, 19.983, ?? ? 20.237, 20.498, 20.756, 21, 21.234, 21.453, 21.656, 21.842, ?? ? 22.024, 22.217, 22.43, 22.656, 22.886, 23.115, 23.355, 23.612, ?? ? 23.883, 24.152, 24.411, 24.667, 24.933, 25.222, 25.534, 25.867, ?? ? 26.215, 26.573, 26.934, 27.296, 27.659, 28.022, 28.377, 28.719, ?? ? 29.056, 29.405, 29.763, 30.13, 30.503), B16 = c(17.39, 17.707, ?? ? 18.01, 18.274, 18.48, 18.631, 18.774, 18.948, 19.147, 19.362, ?? ? 19.581, 19.801, 20.02, 20.243, 20.473, 20.696, 20.904, 21.097, ?? ? 21.278, 21.449, 21.609, 21.77, 21.947, 22.148, 22.362, 22.576, ?? ? 22.786, 23.006, 23.25, 23.516, 23.781, 24.03, 24.269, 24.517, ?? ? 24.789, 25.085, 25.399, 25.726, 26.06, 26.397, 26.731, 27.064, ?? ? 27.393, 27.717, 28.029, 28.34, 28.663, 28.997, 29.339), B17 = c(17.39, ?? ? 17.56, 17.786, 18.042, 18.316, 18.617, 18.953, 19.299, 19.629, ?? ? 19.954, 20.253, 20.507, 20.723, 20.907, 21.05, 21.148, 21.211, ?? ? 21.248, 21.248, 21.231, 21.237, 21.275, 21.322, 21.351, 21.357, ?? ? 21.349, 21.334, 21.303, 21.272, 21.262, 21.275, 21.296, 21.31, ?? ? 21.319, 21.333, 21.362, 21.411, 21.482, 21.575, 21.69, 21.83, ?? ? 22.002, 22.205, 22.431, 22.666, 22.912, 23.17, 23.44, 23.713 ?? ? ), B18 = c(17.39, 17.586, 17.784, 18.027, 18.291, 18.574, ?? ? 18.888, 19.227, 19.568, 19.896, 20.214, 20.497, 20.736, 20.944, ?? ? 21.117, 21.243, 21.319, 21.357, 21.361, 21.335, 21.317, 21.332, ?? ? 21.38, 21.433, 21.463, 21.468, 21.455, 21.428, 21.381, 21.331, ?? ? 21.301, 21.292, 21.29, 21.282, 21.27, 21.261, 21.266, 21.287, ?? ? 21.332, 21.405, 21.504, 21.631, 21.791, 21.983, 22.197, 22.419, ?? ? 22.651, 22.897, 23.159), B19 = c(17.39, 17.667, 17.893, 18.122, ?? ? 18.386, 18.661, 18.951, 19.266, 19.599, 19.935, 20.254, 20.551, ?? ? 20.811, 21.034, 21.229, 21.385, 21.486, 21.539, 21.552, 21.542, ?? ? 21.528, 21.53, 21.564, 21.623, 21.681, 21.715, 21.722, 21.71, ?? ? 21.679, 21.623, 21.564, 21.524, 21.504, 21.491, 21.471, 21.446, ?? ? 21.424, 21.416, 21.423, 21.455, 21.518, 21.609, 21.732, 21.886, ?? ? 22.074, 22.284, 22.503, 22.73, 22.97), B20 = c(17.39, 17.748, ?? ? 18.041, 18.302, 18.568, 18.853, 19.138, 19.429, 19.74, 20.068, ?? ? 20.392, 20.69, 20.959, 21.193, 21.393, 21.561, 21.684, 21.756, ?? ? 21.781, 21.788, 21.801, 21.813, 21.839, 21.889, 21.956, 22.015, ?? ? 22.05, 22.059, 22.044, 22.006, 21.945, 21.882, 21.839, 21.816, ?? ? 21.8, 21.776, 21.745, 21.717, 21.704, 21.709, 21.74, 21.802, ?? ? 21.895, 22.021, 22.179, 22.371, 22.585, 22.808, 23.038), ?? ? B21 = c(17.39, 17.779, 18.139, 18.452, 18.748, 19.049, 19.358, ?? ? 19.65, 19.937, 20.242, 20.555, 20.857, 21.129, 21.365, 21.566, ?? ? 21.732, 21.86, 21.94, 21.979, 22.009, 22.047, 22.089, 22.126, ?? ? 22.171, 22.231, 22.296, 22.35, 22.381, 22.387, 22.371, 22.333, ?? ? 22.274, 22.213, 22.17, 22.146, 22.128, 22.1, 22.063, 22.026, ?? ? 22.005, 22.001, 22.024, 22.083, 22.178, 22.307, 22.47, 22.666, ?? ? 22.885, 23.109), B22 = c(17.39, 17.764, 18.144, 18.507, 18.84, ?? ? 19.168, 19.503, 19.824, 20.114, 20.397, 20.693, 20.989, 21.265, ?? ? 21.507, 21.711, 21.875, 22, 22.078, 22.125, 22.172, 22.23, ?? ? 22.297, 22.36, 22.416, 22.473, 22.536, 22.595, 22.636, 22.654, ?? ? 22.651, 22.63, 22.59, 22.532, 22.473, 22.43, 22.404, 22.383, ?? ? 22.35, 22.306, 22.263, 22.233, 22.22, 22.235, 22.288, 22.381, ?? ? 22.51, 22.674, 22.873, 23.093), B23 = c(17.39, 17.749, 18.11, ?? ? 18.484, 18.851, 19.201, 19.56, 19.91, 20.228, 20.516, 20.797, ?? ? 21.082, 21.358, 21.61, 21.829, 22.001, 22.125, 22.208, 22.265, ?? ? 22.32, 22.384, 22.463, 22.546, 22.62, 22.684, 22.746, 22.805, ?? ? 22.849, 22.871, 22.876, 22.864, 22.837, 22.794, 22.736, 22.676, ?? ? 22.631, 22.602, 22.575, 22.534, 22.478, 22.422, 22.382, 22.358, ?? ? 22.363, 22.408, 22.495, 22.62, 22.78, 22.976), B24 = c(17.39, ?? ? 17.739, 18.082, 18.436, 18.807, 19.18, 19.548, 19.915, 20.26, ?? ? 20.576, 20.864, 21.14, 21.413, 21.672, 21.909, 22.107, 22.247, ?? ? 22.341, 22.422, 22.493, 22.562, 22.642, 22.731, 22.817, 22.895, ?? ? 22.964, 23.027, 23.077, 23.105, 23.116, 23.114, 23.102, 23.078, ?? ? 23.039, 22.986, 22.932, 22.89, 22.862, 22.832, 22.786, 22.723, ?? ? 22.659, 22.614, 22.588, 22.592, 22.638, 22.727, 22.854, 23.012 ?? ? ), B25 = c(17.39, 17.737, 18.069, 18.403, 18.757, 19.13, ?? ? 19.508, 19.881, 20.244, 20.586, 20.899, 21.184, 21.454, 21.715, ?? ? 21.965, 22.19, 22.363, 22.488, 22.594, 22.696, 22.784, 22.865, ?? ? 22.951, 23.043, 23.135, 23.221, 23.3, 23.365, 23.41, 23.431, ?? ? 23.439, 23.444, 23.448, 23.447, 23.43, 23.396, 23.358, 23.331, ?? ? 23.316, 23.303, 23.281, 23.252, 23.229, 23.222, 23.231, 23.267, ?? ? 23.344, 23.463, 23.617), B26 = c(17.39, 17.734, 18.062, 18.386, ?? ? 18.724, 19.084, 19.46, 19.838, 20.209, 20.57, 20.906, 21.209, ?? ? 21.485, 21.747, 22.003, 22.246, 22.459, 22.631, 22.778, 22.909, ?? ? 23.027, 23.123, 23.214, 23.312, 23.418, 23.527, 23.627, 23.715, ?? ? 23.787, 23.836, 23.86, 23.877, 23.905, 23.949, 23.992, 24.013, ?? ? 24.012, 24.006, 24.014, 24.036, 24.066, 24.101, 24.142, 24.192, ?? ? 24.248, 24.308, 24.388, 24.507, 24.666), B27 = c(17.39, 17.702, ?? ? 18.026, 18.346, 18.676, 19.023, 19.388, 19.766, 20.144, 20.516, ?? ? 20.867, 21.186, 21.474, 21.744, 22.004, 22.251, 22.487, 22.709, ?? ? 22.903, 23.073, 23.215, 23.331, 23.435, 23.541, 23.655, 23.776, ?? ? 23.887, 23.987, 24.082, 24.163, 24.218, 24.248, 24.277, 24.325, ?? ? 24.393, 24.46, 24.502, 24.521, 24.535, 24.564, 24.605, 24.657, ?? ? 24.717, 24.786, 24.861, 24.934, 25.005, 25.091, 25.212), ?? ? B28 = c(17.39, 17.651, 17.953, 18.268, 18.594, 18.935, 19.29, ?? ? 19.66, 20.039, 20.417, 20.779, 21.112, 21.415, 21.694, 21.96, ?? ? 22.212, 22.449, 22.692, 22.931, 23.141, 23.309, 23.441, 23.558, ?? ? 23.672, 23.792, 23.909, 24.019, 24.124, 24.223, 24.319, 24.403, ?? ? 24.46, 24.491, 24.52, 24.572, 24.649, 24.729, 24.785, 24.818, ?? ? 24.846, 24.888, 24.944, 25.011, 25.086, 25.17, 25.258, 25.342, ?? ? 25.419, 25.507), B29 = c(17.39, 17.599, 17.87, 18.17, 18.488, ?? ? 18.828, 19.178, 19.54, 19.911, 20.29, 20.662, 21.011, 21.328, ?? ? 21.618, 21.889, 22.146, 22.385, 22.616, 22.862, 23.107, 23.306, ?? ? 23.457, 23.584, 23.703, 23.822, 23.931, 24.033, 24.133, 24.231, ?? ? 24.325, 24.418, 24.498, 24.548, 24.573, 24.6, 24.651, 24.728, ?? ? 24.811, 24.871, 24.909, 24.942, 24.989, 25.048, 25.115, 25.191, ?? ? 25.277, 25.365, 25.447, 25.523), B30 = c(17.39, 17.59, 17.827, ?? ? 18.11, 18.42, 18.754, 19.106, 19.466, 19.83, 20.201, 20.576, ?? ? 20.94, 21.276, 21.582, 21.86, 22.121, 22.361, 22.582, 22.806, ?? ? 23.052, 23.285, 23.462, 23.604, 23.727, 23.846, 23.949, 24.042, ?? ? 24.131, 24.223, 24.315, 24.405, 24.49, 24.558, 24.599, 24.62, ?? ? 24.644, 24.693, 24.77, 24.853, 24.916, 24.956, 24.992, 25.039, ?? ? 25.096, 25.163, 25.238, 25.322, 25.408, 25.489), B31 = c(17.39, ?? ? 17.615, 17.848, 18.113, 18.417, 18.745, 19.095, 19.459, 19.823, ?? ? 20.188, 20.558, 20.929, 21.285, 21.613, 21.908, 22.174, 22.419, ?? ? 22.641, 22.851, 23.07, 23.306, 23.52, 23.685, 23.822, 23.944, ?? ? 24.049, 24.139, 24.223, 24.306, 24.394, 24.485, 24.568, 24.644, ?? ? 24.705, 24.742, 24.76, 24.785, 24.838, 24.923, 25.016, 25.088, ?? ? 25.135, 25.175, 25.227, 25.292, 25.368, 25.45, 25.54, 25.631 ?? ? ), B32 = c(17.39, 17.64, 17.893, 18.16, 18.454, 18.778, 19.126, ?? ? 19.492, 19.863, 20.23, 20.597, 20.964, 21.329, 21.679, 22, ?? ? 22.284, 22.535, 22.764, 22.973, 23.175, 23.391, 23.614, 23.812, ?? ? 23.97, 24.107, 24.223, 24.317, 24.398, 24.475, 24.554, 24.642, ?? ? 24.727, 24.803, 24.874, 24.932, 24.967, 24.986, 25.015, 25.078, ?? ? 25.178, 25.283, 25.362, 25.415, 25.463, 25.525, 25.602, 25.691, ?? ? 25.784, 25.881), B33 = c(17.39, 17.975, 18.49, 18.937, 19.338, ?? ? 19.7, 20.052, 20.388, 20.675, 20.906, 21.089, 21.237, 21.355, ?? ? 21.43, 21.442, 21.39, 21.283, 21.123, 20.9, 20.636, 20.351, ?? ? 20.028, 19.689, 19.348, 18.995, 18.652, 18.311, 17.927, 17.504, ?? ? 17.058, 16.578, 16.063, 15.52, 14.953, 14.348, 13.669, 12.909, ?? ? 12.092, 11.274, 10.485, 9.753, 9.064, 8.38, 7.657, 6.906, ?? ? 6.152, 5.375, 4.614, 3.92), B34 = c(17.39, 17.433, 17.492, ?? ? 17.569, 17.662, 17.766, 17.88, 17.983, 18.054, 18.094, 18.132, ?? ? 18.192, 18.274, 18.361, 18.439, 18.511, 18.592, 18.691, 18.807, ?? ? 18.926, 19.04, 19.151, 19.262, 19.373, 19.481, 19.604, 19.759, ?? ? 19.946, 20.17, 20.427, 20.701, 20.972, 21.228, 21.478, 21.735, ?? ? 22.012, 22.301, 22.597, 22.901, 23.21, 23.515, 23.804, 24.076, ?? ? 24.353, 24.657, 24.988, 25.345, 25.723, 26.11), B35 = c(17.39, ?? ? 17.426, 17.47, 17.532, 17.614, 17.712, 17.822, 17.944, 18.053, ?? ? 18.131, 18.178, 18.226, 18.298, 18.396, 18.502, 18.602, 18.698, ?? ? 18.802, 18.922, 19.056, 19.193, 19.329, 19.465, 19.593, 19.713, ?? ? 19.832, 19.972, 20.149, 20.364, 20.613, 20.881, 21.158, 21.431, ?? ? 21.695, 21.954, 22.217, 22.49, 22.768, 23.052, 23.346, 23.652, ?? ? 23.957, 24.256, 24.551, 24.857, 25.19, 25.557, 25.953, 26.361 ?? ? ), B36 = c(17.39, 17.428, 17.466, 17.512, 17.576, 17.661, ?? ? 17.765, 17.881, 18.007, 18.119, 18.199, 18.254, 18.313, 18.401, ?? ? 18.518, 18.647, 18.772, 18.895, 19.024, 19.167, 19.318, 19.468, ?? ? 19.611, 19.755, 19.896, 20.037, 20.187, 20.364, 20.577, 20.821, ?? ? 21.087, 21.366, 21.651, 21.935, 22.21, 22.471, 22.728, 22.989, ?? ? 23.254, 23.527, 23.813, 24.116, 24.433, 24.755, 25.076, 25.408, ?? ? 25.771, 26.171, 26.6), B37 = c(17.39, 17.43, 17.472, 17.512, ?? ? 17.559, 17.626, 17.715, 17.823, 17.943, 18.069, 18.179, 18.264, ?? ? 18.328, 18.4, 18.504, 18.642, 18.796, 18.947, 19.096, 19.245, ?? ? 19.394, 19.541, 19.686, 19.833, 19.99, 20.155, 20.327, 20.516, ?? ? 20.727, 20.965, 21.225, 21.505, 21.796, 22.095, 22.388, 22.664, ?? ? 22.924, 23.177, 23.432, 23.691, 23.958, 24.246, 24.567, 24.911, ?? ? 25.263, 25.607, 25.961, 26.348, 26.776), B38 = c(17.39, 17.432, ?? ? 17.48, 17.527, 17.568, 17.615, 17.684, 17.778, 17.893, 18.016, ?? ? 18.141, 18.252, 18.341, 18.414, 18.5, 18.622, 18.782, 18.959, ?? ? 19.128, 19.285, 19.435, 19.583, 19.727, 19.873, 20.029, 20.204, ?? ? 20.394, 20.595, 20.807, 21.038, 21.288, 21.562, 21.859, 22.166, ?? ? 22.474, 22.771, 23.05, 23.308, 23.558, 23.811, 24.068, 24.345, ?? ? 24.655, 25.007, 25.385, 25.761, 26.125, 26.497, 26.906), ?? ? B39 = c(17.39, 17.436, 17.489, 17.544, 17.596, 17.638, 17.685, ?? ? 17.759, 17.863, 17.985, 18.112, 18.235, 18.346, 18.44, 18.524, ?? ? 18.624, 18.764, 18.94, 19.128, 19.302, 19.465, 19.619, 19.77, ?? ? 19.913, 20.061, 20.229, 20.419, 20.623, 20.835, 21.061, 21.305, ?? ? 21.569, 21.862, 22.179, 22.498, 22.814, 23.115, 23.394, 23.652, ?? ? 23.903, 24.16, 24.434, 24.738, 25.083, 25.472, 25.88, 26.276, ?? ? 26.658, 27.051), B40 = c(17.39, 17.44, 17.501, 17.566, 17.629, ?? ? 17.685, 17.727, 17.781, 17.869, 17.984, 18.112, 18.24, 18.362, ?? ? 18.473, 18.573, 18.667, 18.779, 18.928, 19.114, 19.308, 19.49, ?? ? 19.659, 19.82, 19.974, 20.12, 20.271, 20.443, 20.635, 20.842, ?? ? 21.063, 21.301, 21.561, 21.847, 22.165, 22.498, 22.825, 23.142, ?? ? 23.443, 23.723, 23.985, 24.246, 24.523, 24.828, 25.171, 25.556, ?? ? 25.98, 26.411, 26.826, 27.224), B41 = c(17.39, 17.453, 17.522, ?? ? 17.599, 17.676, 17.746, 17.806, 17.86, 17.931, 18.033, 18.156, ?? ? 18.288, 18.416, 18.536, 18.647, 18.751, 18.85, 18.967, 19.123, ?? ? 19.315, 19.516, 19.704, 19.879, 20.045, 20.203, 20.349, 20.499, ?? ? 20.671, 20.864, 21.074, 21.303, 21.556, 21.838, 22.148, 22.48, ?? ? 22.818, 23.146, 23.464, 23.768, 24.054, 24.33, 24.611, 24.919, ?? ? 25.265, 25.649, 26.066, 26.51, 26.957, 27.384), B42 = c(17.39, ?? ? 17.476, 17.56, 17.648, 17.74, 17.828, 17.907, 17.98, 18.051, ?? ? 18.137, 18.247, 18.374, 18.507, 18.635, 18.752, 18.86, 18.963, ?? ? 19.064, 19.186, 19.345, 19.54, 19.745, 19.936, 20.115, 20.284, ?? ? 20.441, 20.584, 20.732, 20.902, 21.096, 21.312, 21.553, 21.823, ?? ? 22.122, 22.439, 22.775, 23.116, 23.447, 23.769, 24.079, 24.379, ?? ? 24.675, 24.984, 25.326, 25.705, 26.117, 26.556, 27.018, 27.475 ?? ? ), B43 = c(17.39, 17.498, 17.605, 17.711, 17.818, 17.925, ?? ? 18.026, 18.121, 18.211, 18.296, 18.39, 18.505, 18.633, 18.765, ?? ? 18.89, 19.003, 19.105, 19.205, 19.306, 19.429, 19.589, 19.785, ?? ? 19.989, 20.18, 20.359, 20.525, 20.678, 20.816, 20.96, 21.128, ?? ? 21.324, 21.546, 21.795, 22.075, 22.377, 22.694, 23.031, 23.375, ?? ? 23.709, 24.035, 24.356, 24.674, 24.99, 25.322, 25.688, 26.089, ?? ? 26.523, 26.984, 27.457), B44 = c(17.39, 17.518, 17.65, 17.781, ?? ? 17.912, 18.041, 18.166, 18.285, 18.398, 18.503, 18.598, 18.699, ?? ? 18.816, 18.944, 19.074, 19.195, 19.301, 19.396, 19.492, 19.592, ?? ? 19.715, 19.874, 20.067, 20.267, 20.454, 20.628, 20.788, 20.934, ?? ? 21.067, 21.205, 21.37, 21.567, 21.793, 22.049, 22.331, 22.628, ?? ? 22.943, 23.28, 23.625, 23.962, 24.297, 24.633, 24.97, 25.307, ?? ? 25.66, 26.05, 26.475, 26.934, 27.413), B45 = c(17.39, 17.608, ?? ? 17.836, 18.063, 18.285, 18.504, 18.722, 18.931, 19.145, 19.378, ?? ? 19.628, 19.881, 20.123, 20.343, 20.55, 20.756, 20.96, 21.168, ?? ? 21.389, 21.625, 21.872, 22.119, 22.364, 22.596, 22.809, 23.007, ?? ? 23.208, 23.424, 23.651, 23.881, 24.104, 24.322, 24.536, 24.745, ?? ? 24.951, 25.156, 25.363, 25.571, 25.796, 26.055, 26.351, 26.689, ?? ? 27.072, 27.491, 27.939, 28.414, 28.911, 29.416, 29.915), ?? ? B46 = c(17.39, 17.61, 17.849, 18.1, 18.346, 18.585, 18.82, ?? ? 19.049, 19.27, 19.5, 19.754, 20.025, 20.295, 20.544, 20.766, ?? ? 20.972, 21.176, 21.38, 21.595, 21.831, 22.088, 22.355, 22.619, ?? ? 22.879, 23.125, 23.351, 23.559, 23.764, 23.977, 24.196, 24.417, ?? ? 24.637, 24.86, 25.085, 25.31, 25.536, 25.761, 25.984, 26.204, ?? ? 26.435, 26.697, 26.988, 27.313, 27.676, 28.081, 28.523, 28.992, ?? ? 29.482, 29.982), B47 = c(17.39, 17.612, 17.849, 18.11, 18.378, ?? ? 18.638, 18.893, 19.146, 19.391, 19.638, 19.901, 20.184, 20.474, ?? ? 20.754, 21.004, 21.222, 21.424, 21.629, 21.842, 22.072, 22.325, ?? ? 22.594, 22.865, 23.128, 23.384, 23.629, 23.858, 24.074, 24.287, ?? ? 24.503, 24.722, 24.944, 25.171, 25.404, 25.641, 25.88, 26.122, ?? ? 26.361, 26.592, 26.817, 27.048, 27.298, 27.56, 27.844, 28.164, ?? ? 28.522, 28.914, 29.33, 29.765), B48 = c(17.39, 17.621, 17.858, ?? ? 18.116, 18.394, 18.675, 18.949, 19.225, 19.501, 19.779, 20.068, ?? ? 20.369, 20.675, 20.975, 21.252, 21.496, 21.715, 21.926, 22.148, ?? ? 22.384, 22.635, 22.9, 23.171, 23.439, 23.7, 23.958, 24.211, ?? ? 24.455, 24.695, 24.934, 25.172, 25.407, 25.646, 25.894, 26.148, ?? ? 26.405, 26.665, 26.932, 27.194, 27.44, 27.672, 27.9, 28.129, ?? ? 28.36, 28.607, 28.885, 29.194, 29.532, 29.89), B49 = c(17.39, ?? ? 17.634, 17.879, 18.137, 18.413, 18.705, 19, 19.296, 19.599, ?? ? 19.911, 20.233, 20.558, 20.875, 21.176, 21.467, 21.742, 21.994, ?? ? 22.227, 22.458, 22.697, 22.946, 23.204, 23.469, 23.736, 24.002, ?? ? 24.267, 24.534, 24.803, 25.072, 25.342, 25.609, 25.872, 26.132, ?? ? 26.396, 26.669, 26.951, 27.242, 27.54, 27.844, 28.137, 28.406, ?? ? 28.658, 28.9, 29.136, 29.365, 29.605, 29.872, 30.169, 30.481 ?? ? ), B50 = c(17.39, 17.646, 17.905, 18.169, 18.443, 18.735, ?? ? 19.043, 19.359, 19.681, 20.019, 20.366, 20.698, 21.013, 21.315, ?? ? 21.609, 21.898, 22.173, 22.428, 22.662, 22.89, 23.126, 23.373, ?? ? 23.628, 23.885, 24.141, 24.396, 24.657, 24.928, 25.205, 25.483, ?? ? 25.767, 26.056, 26.339, 26.615, 26.899, 27.199, 27.509, 27.831, ?? ? 28.163, 28.505, 28.834, 29.133, 29.409, 29.67, 29.92, 30.158, ?? ? 30.402, 30.669, 30.957), B51 = c(17.39, 17.66, 17.93, 18.207, ?? ? 18.486, 18.775, 19.084, 19.407, 19.742, 20.094, 20.44, 20.764, ?? ? 21.072, 21.374, 21.671, 21.959, 22.24, 22.51, 22.762, 22.996, ?? ? 23.224, 23.461, 23.71, 23.966, 24.222, 24.475, 24.724, 24.98, ?? ? 25.241, 25.511, 25.79, 26.085, 26.387, 26.686, 26.981, 27.288, ?? ? 27.611, 27.945, 28.293, 28.661, 29.046, 29.416, 29.746, 30.048, ?? ? 30.327, 30.583, 30.818, 31.055, 31.313), B52 = c(17.39, 17.675, ?? ? 17.956, 18.244, 18.538, 18.831, 19.137, 19.465, 19.809, 20.161, ?? ? 20.502, 20.819, 21.119, 21.415, 21.708, 21.996, 22.28, 22.566, ?? ? 22.848, 23.113, 23.362, 23.607, 23.864, 24.136, 24.417, 24.698, ?? ? 24.973, 25.243, 25.513, 25.787, 26.071, 26.374, 26.697, 27.027, ?? ? 27.349, 27.659, 27.968, 28.288, 28.621, 28.977, 29.364, 29.775, ?? ? 30.168, 30.514, 30.824, 31.103, 31.349, 31.565, 31.778), ?? ? B53 = c(17.39, 17.69, 17.98, 18.275, 18.582, 18.893, 19.208, ?? ? 19.542, 19.901, 20.258, 20.594, 20.911, 21.208, 21.49, 21.77, ?? ? 22.052, 22.337, 22.624, 22.919, 23.211, 23.487, 23.749, 24.009, ?? ? 24.284, 24.583, 24.898, 25.211, 25.511, 25.802, 26.095, 26.393, ?? ? 26.706, 27.042, 27.401, 27.762, 28.105, 28.433, 28.76, 29.097, ?? ? 29.442, 29.807, 30.199, 30.605, 30.983, 31.311, 31.598, 31.849, ?? ? 32.062, 32.242), B54 = c(17.39, 17.693, 17.991, 18.291, 18.607, ?? ? 18.936, 19.274, 19.627, 20.002, 20.373, 20.715, 21.033, 21.332, ?? ? 21.608, 21.874, 22.142, 22.416, 22.696, 22.981, 23.275, 23.567, ?? ? 23.844, 24.109, 24.38, 24.673, 24.995, 25.33, 25.653, 25.963, ?? ? 26.265, 26.568, 26.877, 27.204, 27.553, 27.918, 28.277, 28.618, ?? ? 28.949, 29.281, 29.622, 29.966, 30.323, 30.693, 31.06, 31.394, ?? ? 31.679, 31.93, 32.147, 32.328), B55 = c(17.39, 17.69, 17.993, ?? ? 18.299, 18.62, 18.964, 19.328, 19.71, 20.108, 20.491, 20.843, ?? ? 21.167, 21.468, 21.747, 22.008, 22.262, 22.522, 22.788, 23.061, ?? ? 23.339, 23.628, 23.915, 24.191, 24.464, 24.747, 25.055, 25.39, ?? ? 25.73, 26.058, 26.37, 26.671, 26.976, 27.29, 27.62, 27.967, ?? ? 28.319, 28.662, 28.99, 29.313, 29.641, 29.975, 30.3, 30.62, ?? ? 30.943, 31.258, 31.541, 31.782, 31.997, 32.187), B56 = c(17.39, ?? ? 17.689, 18.003, 18.32, 18.649, 18.999, 19.381, 19.795, 20.218, ?? ? 20.616, 20.978, 21.309, 21.613, 21.895, 22.16, 22.41, 22.655, ?? ? 22.905, 23.159, 23.417, 23.684, 23.962, 24.244, 24.524, 24.806, ?? ? 25.099, 25.414, 25.751, 26.093, 26.418, 26.724, 27.023, 27.328, ?? ? 27.643, 27.97, 28.302, 28.635, 28.959, 29.273, 29.587, 29.9, ?? ? 30.204, 30.488, 30.763, 31.037, 31.303, 31.54, 31.744, 31.933 ?? ? ), B57 = c(17.39, 17.707, 18.032, 18.372, 18.717, 19.073, ?? ? 19.464, 19.901, 20.346, 20.758, 21.127, 21.461, 21.766, 22.053, ?? ? 22.324, 22.581, 22.823, 23.059, 23.296, 23.535, 23.779, 24.035, ?? ? 24.31, 24.6, 24.893, 25.189, 25.492, 25.814, 26.156, 26.498, ?? ? 26.822, 27.132, 27.439, 27.753, 28.072, 28.39, 28.705, 29.015, ?? ? 29.32, 29.616, 29.906, 30.187, 30.448, 30.682, 30.901, 31.118, ?? ? 31.326, 31.514, 31.682), B58 = c(17.39, 17.222, 17.095, 17.024, ?? ? 17.004, 17.021, 17.063, 17.133, 17.232, 17.354, 17.497, 17.663, ?? ? 17.849, 18.047, 18.267, 18.519, 18.801, 19.096, 19.386, 19.669, ?? ? 19.956, 20.252, 20.544, 20.836, 21.131, 21.432, 21.733, 22.031, ?? ? 22.331, 22.621, 22.886, 23.121, 23.34, 23.554, 23.76, 23.963, ?? ? 24.173, 24.395, 24.643, 24.932, 25.27, 25.633, 25.991, 26.339, ?? ? 26.689, 27.071, 27.483, 27.909, 28.347), B59 = c(17.39, 17.863, ?? ? 18.425, 19.065, 19.713, 20.264, 20.667, 20.893, 20.996, 21.084, ?? ? 21.174, 21.243, 21.258, 21.212, 21.141, 21.089, 21.058, 21.043, ?? ? 21.043, 21.06, 21.081, 21.098, 21.113, 21.133, 21.166, 21.211, ?? ? 21.255, 21.281, 21.293, 21.297, 21.302, 21.307, 21.306, 21.295, ?? ? 21.273, 21.238, 21.19, 21.126, 21.038, 20.923, 20.783, 20.649, ?? ? 20.543, 20.465, 20.406, 20.358, 20.321, 20.303, 20.308), ?? ? B60 = c(17.39, 17.616, 17.837, 18.067, 18.318, 18.59, 18.872, ?? ? 19.147, 19.411, 19.673, 19.92, 20.128, 20.301, 20.455, 20.606, ?? ? 20.751, 20.879, 20.985, 21.07, 21.137, 21.193, 21.24, 21.263, ?? ? 21.248, 21.199, 21.11, 20.981, 20.817, 20.629, 20.428, 20.223, ?? ? 20.002, 19.731, 19.394, 18.991, 18.529, 17.995, 17.414, 16.845, ?? ? 16.308, 15.803, 15.333, 14.903, 14.515, 14.17, 13.876, 13.681, ?? ? 13.628, 13.713), B61 = c(17.39, 17.466, 17.489, 17.464, 17.402, ?? ? 17.32, 17.23, 17.138, 17.061, 17.01, 16.98, 16.974, 16.99, ?? ? 17.029, 17.084, 17.155, 17.24, 17.338, 17.449, 17.577, 17.725, ?? ? 17.894, 18.089, 18.302, 18.52, 18.741, 18.967, 19.2, 19.443, ?? ? 19.688, 19.922, 20.144, 20.341, 20.508, 20.652, 20.785, 20.916, ?? ? 21.044, 21.159, 21.254, 21.333, 21.4, 21.458, 21.506, 21.534, ?? ? 21.53, 21.497, 21.428, 21.316), B62 = c(17.39, 18.114, 18.811, ?? ? 19.426, 19.935, 20.363, 20.687, 20.903, 21.033, 21.091, 21.099, ?? ? 21.072, 20.997, 20.853, 20.643, 20.383, 20.096, 19.798, 19.503, ?? ? 19.214, 18.926, 18.632, 18.318, 17.985, 17.634, 17.281, 16.949, ?? ? 16.637, 16.337, 16.054, 15.788, 15.537, 15.3, 15.08, 14.883, ?? ? 14.704, 14.517, 14.299, 14.049, 13.785, 13.53, 13.287, 13.033, ?? ? 12.74, 12.404, 12.035, 11.644, 11.206, 10.696), B63 = c(17.39, ?? ? 17.818, 18.255, 18.717, 19.14, 19.489, 19.819, 20.14, 20.432, ?? ? 20.73, 21.076, 21.411, 21.687, 21.92, 22.128, 22.317, 22.475, ?? ? 22.582, 22.627, 22.617, 22.581, 22.543, 22.502, 22.454, 22.394, ?? ? 22.322, 22.234, 22.129, 22.012, 21.888, 21.761, 21.624, 21.474, ?? ? 21.313, 21.143, 20.963, 20.765, 20.546, 20.309, 20.058, 19.804, ?? ? 19.549, 19.291, 19.028, 18.752, 18.461, 18.158, 17.84, 17.49 ?? ? ), B64 = c(17.39, 17.649, 17.923, 18.189, 18.46, 18.726, ?? ? 18.979, 19.228, 19.48, 19.739, 20.012, 20.289, 20.545, 20.766, ?? ? 20.942, 21.07, 21.152, 21.181, 21.151, 21.07, 20.963, 20.841, ?? ? 20.693, 20.532, 20.373, 20.206, 20.024, 19.822, 19.585, 19.311, ?? ? 19.008, 18.682, 18.345, 17.998, 17.624, 17.215, 16.783, 16.339, ?? ? 15.85, 15.297, 14.712, 14.089, 13.417, 12.709, 11.964, 11.209, ?? ? 10.464, 9.688, 8.938), B65 = c(17.39, 17.619, 17.904, 18.209, ?? ? 18.506, 18.803, 19.093, 19.375, 19.651, 19.926, 20.208, 20.5, ?? ? 20.776, 21.013, 21.205, 21.35, 21.452, 21.51, 21.522, 21.488, ?? ? 21.412, 21.311, 21.196, 21.063, 20.931, 20.805, 20.664, 20.504, ?? ? 20.319, 20.088, 19.809, 19.496, 19.157, 18.807, 18.452, 18.079, ?? ? 17.673, 17.235, 16.779, 16.275, 15.702, 15.094, 14.442, 13.744, ?? ? 13.016, 12.254, 11.492, 10.736, 9.949), B66 = c(17.39, 17.588, ?? ? 17.851, 18.167, 18.497, 18.817, 19.138, 19.456, 19.764, 20.064, ?? ? 20.363, 20.659, 20.948, 21.207, 21.422, 21.59, 21.713, 21.801, ?? ? 21.856, 21.874, 21.849, 21.785, 21.695, 21.605, 21.521, 21.44, ?? ? 21.354, 21.249, 21.125, 20.986, 20.814, 20.589, 20.302, 19.958, ?? ? 19.588, 19.219, 18.846, 18.445, 18.001, 17.534, 17.025, 16.444, ?? ? 15.81, 15.133, 14.424, 13.703, 12.951, 12.193, 11.479), B67 = c(17.39, ?? ? 17.568, 17.807, 18.112, 18.456, 18.803, 19.144, 19.487, 19.828, ?? ? 20.159, 20.478, 20.781, 21.072, 21.35, 21.599, 21.805, 21.963, ?? ? 22.084, 22.179, 22.249, 22.288, 22.287, 22.251, 22.2, 22.15, ?? ? 22.101, 22.047, 21.978, 21.883, 21.767, 21.633, 21.476, 21.278, ?? ? 21.021, 20.7, 20.333, 19.942, 19.536, 19.113, 18.653, 18.157, ?? ? 17.626, 17.04, 16.397, 15.704, 14.958, 14.174, 13.391, 12.586 ?? ? ), B68 = c(17.39, 17.556, 17.778, 18.068, 18.415, 18.779, ?? ? 19.14, 19.5, 19.864, 20.224, 20.566, 20.882, 21.175, 21.456, ?? ? 21.731, 21.982, 22.187, 22.349, 22.481, 22.592, 22.685, 22.753, ?? ? 22.789, 22.795, 22.782, 22.759, 22.722, 22.668, 22.588, 22.48, ?? ? 22.36, 22.239, 22.112, 21.961, 21.769, 21.528, 21.245, 20.93, ?? ? 20.583, 20.209, 19.803, 19.351, 18.862, 18.345, 17.792, 17.228, ?? ? 16.656, 16.027, 15.327), B69 = c(17.39, 17.545, 17.756, 18.033, ?? ? 18.379, 18.762, 19.142, 19.518, 19.901, 20.281, 20.643, 20.974, ?? ? 21.274, 21.557, 21.836, 22.113, 22.364, 22.57, 22.737, 22.881, ?? ? 23.01, 23.125, 23.219, 23.284, 23.319, 23.331, 23.324, 23.295, ?? ? 23.239, 23.158, 23.047, 22.924, 22.803, 22.684, 22.55, 22.385, ?? ? 22.182, 21.946, 21.676, 21.365, 21.013, 20.629, 20.215, 19.748, ?? ? 19.234, 18.689, 18.125, 17.561, 16.986), B70 = c(17.39, 17.545, ?? ? 17.746, 18.015, 18.358, 18.754, 19.164, 19.565, 19.963, 20.36, ?? ? 20.737, 21.081, 21.392, 21.68, 21.958, 22.235, 22.507, 22.752, ?? ? 22.954, 23.125, 23.278, 23.416, 23.545, 23.656, 23.736, 23.78, ?? ? 23.793, 23.781, 23.745, 23.689, 23.61, 23.507, 23.389, 23.269, ?? ? 23.148, 23.017, 22.865, 22.68, 22.457, 22.194, 21.893, 21.561, ?? ? 21.196, 20.79, 20.334, 19.816, 19.251, 18.67, 18.081), B71 = c(17.39, ?? ? 17.606, 17.845, 18.112, 18.375, 18.613, 18.83, 19.038, 19.249, ?? ? 19.461, 19.671, 19.882, 20.091, 20.298, 20.506, 20.716, 20.931, ?? ? 21.15, 21.372, 21.602, 21.848, 22.112, 22.397, 22.703, 23.03, ?? ? 23.358, 23.668, 23.955, 24.221, 24.466, 24.692, 24.922, 25.176, ?? ? 25.45, 25.722, 25.975, 26.203, 26.4, 26.558, 26.673, 26.748, ?? ? 26.791, 26.808, 26.819, 26.841, 26.87, 26.872, 26.816, 26.697 ?? ? ), B72 = c(17.39, 17.638, 17.891, 18.143, 18.391, 18.646, ?? ? 18.885, 19.098, 19.323, 19.556, 19.775, 19.999, 20.252, 20.524, ?? ? 20.779, 21.006, 21.208, 21.379, 21.527, 21.662, 21.79, 21.92, ?? ? 22.062, 22.219, 22.381, 22.531, 22.669, 22.797, 22.915, 23.021, ?? ? 23.116, 23.203, 23.281, 23.361, 23.458, 23.572, 23.697, 23.826, ?? ? 23.963, 24.102, 24.237, 24.368, 24.502, 24.645, 24.796, 24.955, ?? ? 25.124, 25.303, 25.472), B73 = c(17.39, 17.627, 17.872, 18.122, ?? ? 18.371, 18.621, 18.869, 19.097, 19.32, 19.575, 19.842, 20.101, ?? ? 20.376, 20.67, 20.953, 21.196, 21.402, 21.581, 21.733, 21.866, ?? ? 21.992, 22.117, 22.247, 22.389, 22.544, 22.703, 22.855, 23.004, ?? ? 23.145, 23.275, 23.392, 23.499, 23.598, 23.687, 23.782, 23.899, ?? ? 24.038, 24.188, 24.341, 24.5, 24.661, 24.815, 24.964, 25.111, ?? ? 25.26, 25.412, 25.573, 25.752, 25.949), B74 = c(17.39, 17.618, ?? ? 17.855, 18.1, 18.346, 18.59, 18.826, 19.051, 19.268, 19.5, ?? ? 19.774, 20.07, 20.37, 20.685, 20.993, 21.262, 21.485, 21.671, ?? ? 21.832, 21.969, 22.093, 22.214, 22.338, 22.471, 22.614, 22.769, ?? ? 22.925, 23.076, 23.224, 23.369, 23.504, 23.63, 23.748, 23.857, ?? ? 23.956, 24.062, 24.191, 24.338, 24.493, 24.654, 24.825, 24.997, ?? ? 25.162, 25.32, 25.475, 25.631, 25.787, 25.951, 26.132), B75 = c(17.39, ?? ? 17.609, 17.837, 18.078, 18.322, 18.56, 18.783, 18.99, 19.187, ?? ? 19.39, 19.626, 19.921, 20.253, 20.579, 20.896, 21.187, 21.437, ?? ? 21.642, 21.813, 21.961, 22.088, 22.206, 22.325, 22.451, 22.588, ?? ? 22.734, 22.89, 23.047, 23.2, 23.348, 23.49, 23.62, 23.743, ?? ? 23.859, 23.965, 24.062, 24.164, 24.286, 24.421, 24.567, 24.721, ?? ? 24.885, 25.052, 25.213, 25.367, 25.518, 25.671, 25.824, 25.985 ?? ? ), B76 = c(17.39, 17.6, 17.817, 18.051, 18.294, 18.531, 18.744, ?? ? 18.932, 19.108, 19.279, 19.47, 19.716, 20.04, 20.382, 20.687, ?? ? 20.981, 21.253, 21.485, 21.676, 21.838, 21.98, 22.104, 22.219, ?? ? 22.34, 22.473, 22.618, 22.773, 22.939, 23.108, 23.268, 23.416, ?? ? 23.553, 23.683, 23.809, 23.929, 24.039, 24.129, 24.211, 24.308, ?? ? 24.42, 24.543, 24.672, 24.809, 24.946, 25.076, 25.196, 25.312, ?? ? 25.427, 25.54), B77 = c(17.39, 17.657, 17.931, 18.216, 18.492, ?? ? 18.736, 18.942, 19.136, 19.342, 19.564, 19.795, 20.036, 20.299, ?? ? 20.558, 20.795, 21.02, 21.24, 21.459, 21.668, 21.871, 22.074, ?? ? 22.272, 22.459, 22.639, 22.815, 22.984, 23.137, 23.273, 23.404, ?? ? 23.538, 23.676, 23.815, 23.947, 24.064, 24.157, 24.218, 24.24, ?? ? 24.247, 24.27, 24.311, 24.353, 24.379, 24.39, 24.403, 24.433, ?? ? 24.479, 24.537, 24.603, 24.681), B78 = c(17.39, 17.648, 17.914, ?? ? 18.192, 18.482, 18.759, 18.995, 19.195, 19.388, 19.597, 19.83, ?? ? 20.081, 20.345, 20.613, 20.866, 21.104, 21.331, 21.553, 21.769, ?? ? 21.971, 22.165, 22.352, 22.537, 22.719, 22.894, 23.065, 23.23, ?? ? 23.377, 23.51, 23.642, 23.781, 23.931, 24.083, 24.227, 24.354, ?? ? 24.457, 24.526, 24.558, 24.576, 24.608, 24.655, 24.702, 24.735, ?? ? 24.757, 24.785, 24.836, 24.906, 24.989, 25.079), B79 = c(17.39, ?? ? 17.635, 17.887, 18.154, 18.434, 18.724, 18.99, 19.214, 19.411, ?? ? 19.606, 19.822, 20.065, 20.328, 20.589, 20.845, 21.093, 21.328, ?? ? 21.556, 21.777, 21.99, 22.186, 22.369, 22.546, 22.726, 22.902, ?? ? 23.07, 23.232, 23.386, 23.526, 23.655, 23.784, 23.922, 24.07, ?? ? 24.22, 24.363, 24.496, 24.609, 24.692, 24.74, 24.771, 24.81, ?? ? 24.866, 24.922, 24.964, 24.992, 25.024, 25.079, 25.161, 25.26 ?? ? ), B80 = c(17.39, 17.623, 17.858, 18.108, 18.376, 18.655, ?? ? 18.933, 19.185, 19.401, 19.597, 19.796, 20.019, 20.268, 20.526, ?? ? 20.778, 21.026, 21.268, 21.499, 21.725, 21.944, 22.151, 22.341, ?? ? 22.517, 22.688, 22.864, 23.036, 23.196, 23.349, 23.492, 23.624, ?? ? 23.745, 23.866, 23.998, 24.14, 24.286, 24.431, 24.57, 24.694, ?? ? 24.794, 24.864, 24.921, 24.982, 25.051, 25.119, 25.172, 25.212, ?? ? 25.257, 25.318, 25.395), B81 = c(17.39, 17.594, 17.812, 18.04, ?? ? 18.288, 18.556, 18.824, 19.083, 19.322, 19.533, 19.73, 19.933, ?? ? 20.16, 20.41, 20.662, 20.902, 21.14, 21.374, 21.6, 21.819, ?? ? 22.032, 22.234, 22.418, 22.59, 22.759, 22.933, 23.102, 23.257, ?? ? 23.402, 23.538, 23.664, 23.778, 23.894, 24.022, 24.16, 24.302, ?? ? 24.443, 24.583, 24.714, 24.824, 24.911, 24.987, 25.067, 25.153, ?? ? 25.236, 25.303, 25.356, 25.41, 25.482), B82 = c(17.39, 17.545, ?? ? 17.718, 17.918, 18.138, 18.385, 18.642, 18.888, 19.129, 19.357, ?? ? 19.562, 19.757, 19.965, 20.197, 20.444, 20.683, 20.911, 21.14, ?? ? 21.364, 21.579, 21.787, 21.992, 22.188, 22.368, 22.537, 22.707, ?? ? 22.882, 23.052, 23.208, 23.354, 23.492, 23.618, 23.734, 23.851, ?? ? 23.978, 24.116, 24.258, 24.399, 24.539, 24.669, 24.779, 24.865, ?? ? 24.94, 25.019, 25.104, 25.186, 25.252, 25.302, 25.355), B83 = c(17.39, ?? ? 17.779, 18.115, 18.45, 18.78, 19.093, 19.376, 19.638, 19.891, ?? ? 20.153, 20.44, 20.725, 20.978, 21.183, 21.343, 21.479, 21.592, ?? ? 21.684, 21.763, 21.829, 21.874, 21.887, 21.862, 21.807, 21.73, ?? ? 21.63, 21.52, 21.412, 21.305, 21.205, 21.117, 21.041, 20.95, ?? ? 20.819, 20.649, 20.434, 20.174, 19.868, 19.547, 19.23, 18.911, ?? ? 18.571, 18.192, 17.758, 17.324, 16.931, 16.563, 16.194, 15.832 ?? ? ), B84 = c(17.39, 17.522, 17.683, 17.895, 18.169, 18.471, ?? ? 18.771, 19.074, 19.384, 19.711, 20.057, 20.413, 20.76, 21.085, ?? ? 21.385, 21.666, 21.938, 22.204, 22.463, 22.714, 22.943, 23.144, ?? ? 23.315, 23.464, 23.598, 23.718, 23.819, 23.894, 23.945, 23.991, ?? ? 24.045, 24.109, 24.169, 24.212, 24.238, 24.242, 24.221, 24.177, ?? ? 24.098, 23.973, 23.801, 23.593, 23.363, 23.108, 22.841, 22.573, ?? ? 22.305, 22.034, 21.762), B85 = c(17.39, 17.508, 17.644, 17.815, ?? ? 18.044, 18.329, 18.639, 18.952, 19.268, 19.598, 19.948, 20.309, ?? ? 20.656, 20.985, 21.287, 21.567, 21.834, 22.092, 22.347, 22.597, ?? ? 22.835, 23.054, 23.246, 23.411, 23.555, 23.687, 23.807, 23.907, ?? ? 23.983, 24.036, 24.084, 24.141, 24.209, 24.275, 24.326, 24.361, ?? ? 24.375, 24.365, 24.332, 24.265, 24.155, 23.996, 23.798, 23.573, ?? ? 23.321, 23.056, 22.791, 22.528, 22.264), B86 = c(17.39, 17.494, ?? ? 17.612, 17.752, 17.934, 18.168, 18.456, 18.775, 19.096, 19.424, ?? ? 19.772, 20.14, 20.496, 20.827, 21.135, 21.417, 21.681, 21.933, ?? ? 22.181, 22.427, 22.667, 22.896, 23.106, 23.292, 23.456, 23.602, ?? ? 23.735, 23.856, 23.959, 24.037, 24.093, 24.142, 24.204, 24.276, ?? ? 24.344, 24.399, 24.44, 24.461, 24.459, 24.435, 24.377, 24.275, ?? ? 24.127, 23.937, 23.716, 23.466, 23.201, 22.938, 22.679), ?? ? B87 = c(17.39, 17.466, 17.567, 17.685, 17.829, 18.013, 18.245, ?? ? 18.536, 18.859, 19.182, 19.518, 19.882, 20.247, 20.588, 20.907, ?? ? 21.201, 21.471, 21.722, 21.964, 22.204, 22.444, 22.678, 22.899, ?? ? 23.105, 23.291, 23.457, 23.606, 23.743, 23.867, 23.973, 24.055, ?? ? 24.114, 24.168, 24.234, 24.308, 24.38, 24.441, 24.491, 24.522, ?? ? 24.529, 24.512, 24.46, 24.362, 24.216, 24.028, 23.807, 23.553, ?? ? 23.284, 23.015), B88 = c(17.39, 17.425, 17.498, 17.598, 17.715, ?? ? 17.859, 18.04, 18.271, 18.564, 18.886, 19.205, 19.544, 19.911, ?? ? 20.27, 20.602, 20.913, 21.2, 21.462, 21.706, 21.942, 22.178, ?? ? 22.414, 22.643, 22.861, 23.065, 23.253, 23.421, 23.572, 23.712, ?? ? 23.839, 23.948, 24.033, 24.096, 24.154, 24.223, 24.3, 24.374, ?? ? 24.44, 24.496, 24.534, 24.547, 24.535, 24.487, 24.393, 24.252, ?? ? 24.069, 23.852, 23.602, 23.333), B89 = c(17.39, 17.686, 17.963, ?? ? 18.22, 18.469, 18.72, 18.961, 19.176, 19.37, 19.542, 19.688, ?? ? 19.808, 19.922, 20.06, 20.228, 20.401, 20.556, 20.693, 20.811, ?? ? 20.91, 20.993, 21.051, 21.076, 21.068, 21.041, 21.007, 20.961, ?? ? 20.919, 20.904, 20.918, 20.949, 20.983, 21.012, 21.051, 21.118, ?? ? 21.216, 21.332, 21.452, 21.575, 21.711, 21.87, 22.05, 22.245, ?? ? 22.45, 22.671, 22.892, 23.094, 23.278, 23.455), B90 = c(17.39, ?? ? 17.45, 17.549, 17.686, 17.847, 18.018, 18.199, 18.38, 18.548, ?? ? 18.705, 18.861, 19.014, 19.157, 19.288, 19.408, 19.519, 19.614, ?? ? 19.689, 19.748, 19.783, 19.784, 19.749, 19.676, 19.57, 19.43, ?? ? 19.278, 19.137, 19.011, 18.886, 18.743, 18.581, 18.41, 18.25, ?? ? 18.104, 17.959, 17.799, 17.632, 17.468, 17.312, 17.172, 17.001, ?? ? 16.752, 16.421, 16.056, 15.717, 15.386, 15.052, 14.722, 14.376 ?? ? )), .Names = c("A1", "A2", "A3", "A4", "A5", "A6", "A7", ?"A8", "A9", "A10", "A11", "A12", "A13", "A14", "A15", "A16", ?"A17", "A18", "A19", "A20", "A21", "A22", "A23", "A24", "A25", ?"A26", "A27", "A28", "A29", "A30", "A31", "A32", "A33", "A34", ?"A35", "A36", "A37", "A38", "A39", "A40", "A41", "A42", "A43", ?"A44", "A45", "A46", "A47", "A48", "A49", "A50", "A51", "A52", ?"A53", "A54", "A55", "A56", "A57", "A58", "A59", "A60", "A61", ?"A62", "A63", "A64", "A65", "A66", "A67", "A68", "A69", "A70", ?"A71", "A72", "A73", "A74", "A75", "A76", "A77", "A78", "A79", ?"A80", "A81", "A82", "A83", "A84", "A85", "A86", "A87", "A88", ?"A89", "A90", "B1", "B2", "B3", "B4", "B5", "B6", "B7", "B8", ?"B9", "B10", "B11", "B12", "B13", "B14", "B15", "B16", "B17", ?"B18", "B19", "B20", "B21", "B22", "B23", "B24", "B25", "B26", ?"B27", "B28", "B29", "B30", "B31", "B32", "B33", "B34", "B35", ?"B36", "B37", "B38", "B39", "B40", "B41", "B42", "B43", "B44", ?"B45", "B46", "B47", "B48", "B49", "B50", "B51", "B52", "B53", ?"B54", "B55", "B56", "B57", "B58", "B59", "B60", "B61", "B62", ?"B63", "B64", "B65", "B66", "B67", "B68", "B69", "B70", "B71", ?"B72", "B73", "B74", "B75", "B76", "B77", "B78", "B79", "B80", ?"B81", "B82", "B83", "B84", "B85", "B86", "B87", "B88", "B89", ?"B90"), row.names = c(1L, 4L, 7L, 10L, 13L, 16L, 19L, 22L, 25L, ?28L, 31L, 34L, 37L, 40L, 43L, 46L, 49L, 52L, 55L, 58L, 61L, 64L, ?67L, 70L, 73L, 76L, 79L, 82L, 85L, 88L, 91L, 94L, 97L, 100L, ?103L, 106L, 109L, 112L, 115L, 118L, 121L, 124L, 127L, 130L, 133L, ?136L, 139L, 142L, 145L), class = "data.frame") ?2013/4/23 John Kane <jrkrideau at inbox.com> ?? ? ? ? Your data frame does not make any sense. ??Please supply some sample data In a better form.. ???The easiest way to supply data ?is to use the dput() function. ??? Example with your file named "testfile": ??dput(testfile) ??Then copy the output and paste into your email. ?For large data sets, you can just supply a representative sample. ?Usually, ??dput(head(testfile, 100)) will be sufficient. ??John Kane ??Kingston ON Canada ??> -----Original Message----- ??> From: simolas2008 at gmail.com ??> Sent: Mon, 22 Apr 2013 15:20:09 +0200 ??> To: r-help at r-project.org ??> Subject: [R] Multiple lon lat points in the map with ggplot2 ??> ??> Hello R users, ??> ??> For the last few days I am struggling with the following task: ??> ??> ??> my data.frame: ??> ? ? ? ? ?A1 ? ? ? ? ? ?A2 ? ? ? ? ? ?A3 ? ? ? ? ? ? B1 ? ? ? ? ? ? B2 ??> ? ? ? ? ? B3 ??> ?58.81 53.292 54.501 13.013 17.39 19.407 ?56.02 56.251 54.033 20.099 ??> 13.15 ??> 10.411 ?55.376 53.099 57.625 13.396 21.031 13.22 ?58.584 53.194 54.218 ??> 13.038 16.854 19.289 ?55.7 55.921 53.847 19.942 13.153 9.828 ?55.093 ??> 52.934 ??> 57.393 12.675 20.804 13.222 ?58.374 53.114 53.949 13.085 16.274 19.177 ??> 55.394 55.592 53.687 19.804 13.121 9.245 ?54.807 52.785 57.134 12.053 ??> 20.612 ??> 13.2 ?58.183 53.049 53.701 13.129 15.615 19.065 ?55.094 55.255 53.542 ??> 19.672 ??> 13.071 8.701 ?54.521 52.652 56.864 11.493 20.442 13.159 ?58.007 52.994 ??> 53.481 13.168 14.9 18.949 ?54.796 54.901 53.409 19.537 13.027 8.159 ??> 54.257 ??> 52.534 56.572 10.954 20.273 13.101 ?57.827 52.951 53.282 13.199 14.157 ??> 18.826 ??> I ?load a map with command: ??> ??> p<-ggmap(map) ??> ??> But when I want to add points from my data.frame with for loop (A1 is x1, ??> B1 is y1, A2 is x2, B2 is y2 and so on): ??> ??> for (num in 1:ncol(my data.frame)) { p<-p+addlinetoplot(my data.frame, ??> varx ??> = sprintf("B%s",num), vary = sprintf("A%s",num)) } ??> ??> Using not too many columns (up to 30) everything works fine. But when I ??> want to plot over 100 columns - computer stalls and memory runs out ??> suggesting to do memory.size() etc.. ??> ??> here addlinetoplot is a function: ??> ??> addlinetoplot <- function(dataset, varx, vary) { ??> list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", ??> size=3)) ??> } ??> ??> In my opinion the problem lays under " p<-p+addlinetoplot".... ??> ??> So, is there any other way to add multiple points for x's and y's in ??> ggplot2? ??> ??> Thank you in advance. ??> ?> ? ? ? 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Simonas, You are sending in HTML. Could you switch to plain text? That it the mailing list standard and it makes it easier to comment, etc. In any case does something like this do what you want? Note that I have changed the zoom considerably. With your data set as dd1 ##-------------------------------------------------------- aa <- dd1[, 1:90] bb <- dd1[, 91:180] maa <- melt(aa) mbb <- melt(bb) dat2 <- data.frame(maa, mbb[,2]) names(dat2) <- c('series', "lat", "lon") head(dat2) mapImageData<-get_googlemap(c(lon=21, lat=55), zoom=5) mapPoints <- ggmap(mapImageData) + geom_point(data = dat2, aes(lon, lat, colour = series)) mapImageData #--------------- John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 17:10:48 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Dear John, we can simplify this map plot problem to something like this: suppose a data.frame with columns x1, x2, x3, x4, x5...........x100, y1, y2, y3, y4, y5, ........., y100. The data does not matter, suppose its a random numbers, lets keep map not important for this moment. Now the problem is - Suppose I already have a plot which I made with ggplot. And I am willing to add all that data.frame points with ggplot to an existing plot? Does this make it more clear? 2013/4/24 John Kane <jrkrideau at inbox.com> This is still not a completely reproducable example since I cannot get the loop to work but I wonder if your melt() idea might be useful? ?I really don't know much about ggmap but what happens if we transfrom the data to give you a data.frame with an identifier and the lat and lon ?one long format # Using your data as dd1 #==================================== Split data into lat and lon (i.e. A and B groups) aa ? <- ?dd1[, 1:90] bb ? <- ?dd1[, 91:180] # Melt the data frames maa ?<- ?melt(aa) mbb ?<- ?melt(bb) # Create new data.frame with A1, A2 etc as the series identifier. dat2 ?<- ?data.frame(maa, mbb[,2]) names(dat2) ?<- ?c('series', "lat", "lon") head(dat2) #==================================== Does this help at all? If not I could post the data at mediafire and perhaps others could have a look at the probem John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 08:16:59 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Hey John, I read a map from Google as follows : library(ggmap) mapImageData<-get_googlemap(c(lon=21, lat=55), zoom=15) save(mapImageData, file="savedMap.rad") Then I load a saved map: load(file="savedMap.rad") I attach the file to p: p<-ggmap(map) I create function witch adds a point to an existing map: addlinetoplot<-function(dataset, vatx,vary) { list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", size=3)) } Then I create data.frame as I sent to you. A1, A2, A3............A90, B1, B2, B3............B90. Where A's are the latitude and B's are the longitude. Because for plotting you need x and y, so A1 and B1 represents first x1 and y1. A2 and B2 represents second x2 and y2 etc. I can manage to plot the dataset with such for loop: for (i in i:90)? {p <- p+addlinetoplot(data.frame.with.As [http://data.frame.with.As] [http://data.frame.with.As [http://data.frame.with.As]] and Bs, varx=sprintf("B%s",i), vary=sprintf("A%s", i)) } Then you look this plot with just typing p and enter. The problem is, that this for loop works with i as small as 30. When I do i = 50, or 90, the computer stalls, memory usage rises as Batman, and everything stops... So my guess would be, that the part p<-p+add...... loops and overloads the memory, because it saves the whole map again and again to itself. So my question was: is there any other way to add points to the graph with ggplot2, when my data.frame looks like I have already posted here (A1, A2.......A90, B1, B2,......,B90 (here A1 and B1 would by x1,y1, A2, B2 - x2,y2 and so on)) In some forums I saw a magic function melt() from e package "reshape". I tried out, but I did not what I wanted... Any your advices would be highly appreciated. 2013/4/23 John Kane <jrkrideau at inbox.com> ? ? ? ? Thanks for the data. I really don't know much about ggmaps so ?I am probably not much help but I'd suggest supplying some more information. ?At the moment we don't have a true reproducible example. ?See https://github.com/hadley/devtools/wiki/Reproducibility [https://github.com/hadley/devtools/wiki/Reproducibility] [https://github.com/hadley/devtools/wiki/Reproducibility [https://github.com/hadley/devtools/wiki/Reproducibility]] ??http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example] [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example]] ?for some suggestions. ?I suspect that we need the map specified p<-ggmap(map) is not particularly informative. ??What is addlinetoplot()? I don't see it in ggplot2 or ggmap. ?Is it a custom function of some kind? ?John Kane ?Kingston ON Canada ?-----Original Message----- ?From: simolas2008 at gmail.com Sent: Tue, 23 Apr 2013 16:52:11 +0200 ?To: jrkrideau at inbox.com ?Subject: Re: [R] Multiple lon lat points in the map with ggplot2 ?? ? ? ? structure(list(A1 = c(58.81, 58.453, 58.085, 57.68, 57.266, 56.883, ?56.556, 56.277, 56.025, 55.796, 55.589, 55.409, 55.259, 55.126, ?54.999, 54.876, 54.756, 54.641, 54.535, 54.423, 54.287, 54.128, ?53.961, 53.807, 53.665, 53.536, 53.424, 53.329, 53.233, 53.123, ?53, 52.873, 52.752, 52.637, 52.522, 52.398, 52.265, 52.127, 51.99, ?51.853, 51.717, 51.588, 51.47, 51.359, 51.242, 51.122, 51.004, ?50.894, 50.794), A2 = c(58.81, 58.407, 57.998, 57.59, 57.171, ?56.746, 56.335, 55.95, 55.59, 55.24, 54.88, 54.503, 54.11, 53.711, ?53.321, 52.941, 52.558, 52.17, 51.775, 51.378, 50.997, 50.647, ?50.328, 50.045, 49.803, 49.597, 49.417, 49.254, 49.104, 48.972, ?48.861, 48.77, 48.694, 48.633, 48.587, 48.552, 48.525, 48.506, ?48.487, 48.462, 48.432, 48.41, 48.407, 48.423, 48.461, 48.52, ?48.6, 48.704, 48.836), A3 = c(58.81, 58.412, 57.998, 57.575, ?57.146, 56.724, 56.322, 55.949, 55.608, 55.279, 54.938, 54.568, ?54.17, 53.766, 53.374, 52.993, 52.612, 52.226, 51.838, 51.454, ?51.081, 50.728, 50.406, 50.119, 49.869, 49.653, 49.464, 49.295, ?49.142, 49.006, 48.892, 48.798, 48.721, 48.658, 48.611, 48.58, ?48.563, 48.557, 48.56, 48.564, 48.562, 48.553, 48.551, 48.569, ?48.606, 48.665, 48.741, 48.836, 48.953), A4 = c(58.81, 58.418, ?58.01, 57.585, 57.152, 56.731, 56.336, 55.974, 55.644, 55.332, ?55.015, 54.671, 54.284, 53.875, 53.478, 53.094, 52.716, 52.336, ?51.957, 51.584, 51.222, 50.87, 50.543, 50.253, 49.999, 49.778, ?49.585, 49.417, 49.271, 49.14, 49.027, 48.933, 48.858, 48.799, ?48.755, 48.729, 48.721, 48.728, 48.746, 48.775, 48.801, 48.817, ?48.822, 48.832, 48.862, 48.914, 48.986, 49.074, 49.178), A5 = c(58.81, ?58.493, 58.15, 57.795, 57.453, 57.12, 56.791, 56.457, 56.129, ?55.812, 55.509, 55.212, 54.92, 54.626, 54.328, 54.021, 53.703, ?53.387, 53.08, 52.779, 52.484, 52.186, 51.877, 51.548, 51.199, ?50.837, 50.466, 50.095, 49.744, 49.437, 49.149, 48.838, 48.497, ?48.177, 47.887, 47.592, 47.289, 46.996, 46.719, 46.448, 46.165, ?45.872, 45.602, 45.375, 45.178, 45.001, 44.848, 44.716, 44.608 ?), A6 = c(58.81, 58.497, 58.164, 57.806, 57.448, 57.105, 56.782, ?56.474, 56.169, 55.877, 55.595, 55.314, 55.03, 54.738, 54.439, ?54.134, 53.821, 53.504, 53.192, 52.885, 52.581, 52.283, 51.982, ?51.662, 51.315, 50.949, 50.573, 50.189, 49.814, 49.472, 49.178, ?48.9, 48.583, 48.204, 47.81, 47.444, 47.096, 46.766, 46.471, ?46.204, 45.94, 45.668, 45.395, 45.145, 44.936, 44.764, 44.618, ?44.494, 44.391), A7 = c(58.81, 58.504, 58.181, 57.838, 57.479, ?57.123, 56.791, 56.486, 56.197, 55.915, 55.648, 55.385, 55.114, ?54.832, 54.536, 54.234, 53.929, 53.622, 53.313, 53.008, 52.704, ?52.401, 52.105, 51.803, 51.474, 51.12, 50.75, 50.37, 49.987, ?49.622, 49.299, 49.025, 48.754, 48.432, 48.044, 47.648, 47.289, ?46.942, 46.616, 46.327, 46.062, 45.803, 45.539, 45.275, 45.033, ?44.834, 44.674, 44.538, 44.423), A8 = c(58.81, 58.512, 58.201, ?57.872, 57.528, 57.175, 56.832, 56.517, 56.227, 55.953, 55.689, ?55.436, 55.183, 54.917, 54.634, 54.339, 54.042, 53.745, 53.445, ?53.141, 52.839, 52.538, 52.238, 51.946, 51.643, 51.312, 50.959, ?50.591, 50.216, 49.843, 49.496, 49.192, 48.932, 48.67, 48.353, ?47.975, 47.601, 47.261, 46.931, 46.622, 46.347, 46.095, 45.843, ?45.582, 45.314, 45.066, 44.859, 44.695, 44.558), A9 = c(58.81, ?58.52, 58.22, 57.906, 57.578, 57.239, 56.896, 56.571, 56.272, ?55.995, 55.734, 55.481, 55.237, 54.991, 54.726, 54.444, 54.156, ?53.868, 53.578, 53.283, 52.984, 52.686, 52.387, 52.093, 51.802, ?51.498, 51.168, 50.819, 50.456, 50.088, 49.727, 49.396, 49.11, ?48.865, 48.614, 48.306, 47.951, 47.604, 47.281, 46.968, 46.672, ?46.403, 46.154, 45.906, 45.644, 45.372, 45.117, 44.901, 44.721 ?), A10 = c(58.81, 58.63, 58.445, 58.242, 58.01, 57.755, 57.471, ?57.153, 56.821, 56.501, 56.211, 55.945, 55.696, 55.456, 55.215, ?54.973, 54.722, 54.46, 54.194, 53.931, 53.673, 53.426, 53.189, ?52.959, 52.729, 52.497, 52.266, 52.04, 51.828, 51.631, 51.452, ?51.292, 51.153, 51.035, 50.933, 50.852, 50.783, 50.712, 50.626, ?50.528, 50.425, 50.311, 50.181, 50.035, 49.876, 49.714, 49.563, ?49.423, 49.272), A11 = c(58.81, 58.669, 58.526, 58.374, 58.216, ?58.052, 57.879, 57.702, 57.524, 57.346, 57.176, 57.016, 56.863, ?56.712, 56.558, 56.397, 56.229, 56.058, 55.887, 55.721, 55.562, ?55.411, 55.268, 55.132, 55.005, 54.882, 54.755, 54.623, 54.486, ?54.349, 54.22, 54.098, 53.978, 53.86, 53.749, 53.647, 53.556, ?53.473, 53.394, 53.318, 53.239, 53.158, 53.07, 52.971, 52.859, ?52.737, 52.621, 52.53, 52.466), A12 = c(58.81, 58.488, 58.159, ?57.831, 57.512, 57.199, 56.891, 56.603, 56.347, 56.121, 55.924, ?55.756, 55.614, 55.491, 55.379, 55.28, 55.196, 55.115, 55.022, ?54.912, 54.793, 54.674, 54.553, 54.437, 54.338, 54.265, 54.205, ?54.144, 54.085, 54.03, 53.982, 53.938, 53.905, 53.887, 53.883, ?53.888, 53.897, 53.912, 53.933, 53.956, 53.98, 53.998, 54.003, ?53.998, 53.985, 53.963, 53.932, 53.894, 53.852), A13 = c(58.81, ?58.489, 58.153, 57.811, 57.478, 57.156, 56.841, 56.539, 56.261, ?56.011, 55.793, 55.608, 55.451, 55.317, 55.2, 55.094, 54.999, ?54.918, 54.837, 54.738, 54.617, 54.486, 54.359, 54.234, 54.115, ?54.016, 53.949, 53.899, 53.851, 53.805, 53.762, 53.722, 53.683, ?53.65, 53.626, 53.615, 53.61, 53.61, 53.618, 53.632, 53.651, ?53.674, 53.69, 53.689, 53.672, 53.641, 53.6, 53.547, 53.484), ?? ? A14 = c(58.81, 58.485, 58.164, 57.838, 57.515, 57.205, 56.908, ?? ? 56.625, 56.355, 56.098, 55.858, 55.637, 55.436, 55.259, 55.111, ?? ? 54.983, 54.868, 54.755, 54.639, 54.517, 54.385, 54.243, 54.102, ?? ? 53.973, 53.853, 53.732, 53.613, 53.507, 53.419, 53.348, 53.29, ?? ? 53.246, 53.208, 53.168, 53.121, 53.076, 53.038, 52.996, 52.927, ?? ? 52.823, 52.698, 52.566, 52.428, 52.284, 52.134, 51.974, 51.801, ?? ? 51.613, 51.408), A15 = c(58.81, 58.6, 58.389, 58.177, 57.966, ?? ? 57.75, 57.523, 57.291, 57.057, 56.819, 56.579, 56.342, 56.119, ?? ? 55.911, 55.713, 55.522, 55.335, 55.151, 54.969, 54.789, 54.611, ?? ? 54.437, 54.265, 54.095, 53.931, 53.779, 53.643, 53.517, 53.4, ?? ? 53.287, 53.183, 53.089, 53.001, 52.911, 52.823, 52.74, 52.668, ?? ? 52.606, 52.546, 52.48, 52.409, 52.341, 52.28, 52.224, 52.172, ?? ? 52.124, 52.075, 52.025, 51.969), A16 = c(58.81, 58.585, 58.357, ?? ? 58.128, 57.899, 57.666, 57.428, 57.185, 56.945, 56.705, 56.463, ?? ? 56.218, 55.978, 55.756, 55.551, 55.356, 55.169, 54.989, 54.81, ?? ? 54.627, 54.442, 54.259, 54.084, 53.918, 53.76, 53.612, 53.474, ?? ? 53.347, 53.229, 53.118, 53.01, 52.908, 52.816, 52.732, 52.645, ?? ? 52.557, 52.47, 52.39, 52.314, 52.235, 52.148, 52.051, 51.953, ?? ? 51.864, 51.778, 51.697, 51.623, 51.556, 51.495), A17 = c(58.81, ?? ? 58.536, 58.245, 57.931, 57.606, 57.284, 56.96, 56.649, 56.37, ?? ? 56.125, 55.9, 55.68, 55.466, 55.257, 55.049, 54.835, 54.609, ?? ? 54.371, 54.121, 53.871, 53.628, 53.393, 53.169, 52.964, 52.783, ?? ? 52.621, 52.471, 52.333, 52.209, 52.101, 52.007, 51.926, 51.859, ?? ? 51.803, 51.762, 51.737, 51.726, 51.72, 51.709, 51.693, 51.679, ?? ? 51.671, 51.668, 51.658, 51.636, 51.605, 51.568, 51.525, 51.472 ?? ? ), A18 = c(58.81, 58.541, 58.268, 57.973, 57.656, 57.331, ?? ? 57.007, 56.685, 56.381, 56.111, 55.873, 55.653, 55.436, 55.228, ?? ? 55.022, 54.808, 54.583, 54.347, 54.099, 53.843, 53.589, 53.342, ?? ? 53.104, 52.881, 52.683, 52.511, 52.359, 52.22, 52.094, 51.982, ?? ? 51.885, 51.802, 51.732, 51.675, 51.63, 51.598, 51.583, 51.583, ?? ? 51.586, 51.584, 51.575, 51.568, 51.566, 51.569, 51.568, 51.555, ?? ? 51.532, 51.503, 51.468), A19 = c(58.81, 58.533, 58.263, 57.987, ?? ? 57.688, 57.372, 57.048, 56.724, 56.409, 56.115, 55.853, 55.621, ?? ? 55.404, 55.191, 54.983, 54.771, 54.546, 54.311, 54.067, 53.815, ?? ? 53.56, 53.307, 53.06, 52.822, 52.605, 52.417, 52.255, 52.114, ?? ? 51.988, 51.88, 51.787, 51.706, 51.635, 51.575, 51.525, 51.485, ?? ? 51.458, 51.448, 51.451, 51.459, 51.46, 51.455, 51.45, 51.451, ?? ? 51.454, 51.452, 51.44, 51.419, 51.391), A20 = c(58.81, 58.523, ?? ? 58.239, 57.965, 57.685, 57.383, 57.067, 56.748, 56.433, 56.128, ?? ? 55.846, 55.593, 55.366, 55.148, 54.931, 54.713, 54.488, 54.252, ?? ? 54.011, 53.765, 53.517, 53.268, 53.02, 52.78, 52.553, 52.35, ?? ? 52.176, 52.028, 51.903, 51.799, 51.714, 51.643, 51.58, 51.524, ?? ? 51.474, 51.43, 51.394, 51.369, 51.359, 51.361, 51.367, 51.367, ?? ? 51.36, 51.354, 51.35, 51.346, 51.337, 51.319, 51.293), A21 = c(58.81, ?? ? 58.523, 58.224, 57.932, 57.649, 57.359, 57.052, 56.742, 56.431, ?? ? 56.127, 55.835, 55.564, 55.317, 55.085, 54.858, 54.629, 54.396, ?? ? 54.158, 53.916, 53.675, 53.435, 53.194, 52.953, 52.717, 52.493, ?? ? 52.284, 52.1, 51.945, 51.815, 51.707, 51.618, 51.547, 51.49, ?? ? 51.439, 51.392, 51.349, 51.31, 51.277, 51.254, 51.243, 51.245, ?? ? 51.249, 51.247, 51.237, 51.225, 51.214, 51.202, 51.185, 51.161 ?? ? ), A22 = c(58.81, 58.533, 58.232, 57.923, 57.62, 57.324, ?? ? 57.025, 56.72, 56.414, 56.112, 55.82, 55.541, 55.276, 55.027, ?? ? 54.785, 54.544, 54.298, 54.049, 53.803, 53.565, 53.329, 53.094, ?? ? 52.859, 52.632, 52.415, 52.213, 52.029, 51.871, 51.742, 51.635, ?? ? 51.546, 51.473, 51.414, 51.365, 51.321, 51.28, 51.239, 51.201, ?? ? 51.167, 51.141, 51.126, 51.123, 51.123, 51.116, 51.102, 51.084, ?? ? 51.067, 51.049, 51.026), A23 = c(58.81, 58.544, 58.254, 57.941, ?? ? 57.62, 57.306, 57.001, 56.698, 56.395, 56.094, 55.803, 55.523, ?? ? 55.249, 54.984, 54.728, 54.473, 54.214, 53.953, 53.701, 53.464, ?? ? 53.233, 53.001, 52.771, 52.552, 52.348, 52.158, 51.984, 51.832, ?? ? 51.704, 51.6, 51.514, 51.442, 51.382, 51.332, 51.29, 51.252, ?? ? 51.215, 51.178, 51.141, 51.105, 51.076, 51.058, 51.049, 51.042, ?? ? 51.03, 51.01, 50.988, 50.967, 50.945), A24 = c(58.81, 58.54, ?? ? 58.259, 57.955, 57.629, 57.299, 56.98, 56.671, 56.368, 56.069, ?? ? 55.777, 55.495, 55.22, 54.946, 54.676, 54.407, 54.136, 53.866, ?? ? 53.608, 53.369, 53.143, 52.92, 52.702, 52.497, 52.306, 52.13, ?? ? 51.968, 51.823, 51.695, 51.589, 51.5, 51.426, 51.362, 51.308, ?? ? 51.262, 51.221, 51.183, 51.146, 51.106, 51.064, 51.023, 50.988, ?? ? 50.962, 50.945, 50.929, 50.908, 50.879, 50.848, 50.82), A25 = c(58.81, ?? ? 58.524, 58.24, 57.942, 57.62, 57.284, 56.951, 56.633, 56.325, ?? ? 56.024, 55.734, 55.451, 55.171, 54.893, 54.611, 54.327, 54.043, ?? ? 53.766, 53.504, 53.26, 53.036, 52.826, 52.626, 52.436, 52.257, ?? ? 52.09, 51.936, 51.795, 51.667, 51.553, 51.454, 51.368, 51.293, ?? ? 51.226, 51.165, 51.11, 51.059, 51.009, 50.957, 50.903, 50.849, ?? ? 50.797, 50.751, 50.712, 50.679, 50.645, 50.603, 50.551, 50.492 ?? ? ), A26 = c(58.81, 58.51, 58.215, 57.913, 57.594, 57.258, ?? ? 56.919, 56.592, 56.279, 55.976, 55.686, 55.407, 55.125, 54.838, ?? ? 54.545, 54.247, 53.949, 53.663, 53.396, 53.149, 52.923, 52.719, ?? ? 52.529, 52.347, 52.174, 52.01, 51.858, 51.718, 51.59, 51.471, ?? ? 51.362, 51.262, 51.171, 51.088, 51.01, 50.933, 50.858, 50.781, ?? ? 50.7, 50.615, 50.531, 50.454, 50.387, 50.326, 50.267, 50.209, ?? ? 50.146, 50.069, 49.974), A27 = c(58.81, 58.509, 58.206, 57.901, ?? ? 57.582, 57.245, 56.904, 56.571, 56.253, 55.948, 55.659, 55.381, ?? ? 55.104, 54.813, 54.506, 54.192, 53.879, 53.579, 53.299, 53.045, ?? ? 52.817, 52.609, 52.419, 52.242, 52.072, 51.91, 51.755, 51.611, ?? ? 51.48, 51.358, 51.242, 51.133, 51.03, 50.935, 50.845, 50.757, ?? ? 50.669, 50.58, 50.489, 50.396, 50.299, 50.206, 50.127, 50.062, ?? ? 50.001, 49.936, 49.864, 49.782, 49.689), A28 = c(58.81, 58.523, ?? ? 58.224, 57.917, 57.602, 57.27, 56.926, 56.59, 56.267, 55.958, ?? ? 55.665, 55.387, 55.114, 54.83, 54.521, 54.191, 53.86, 53.542, ?? ? 53.245, 52.976, 52.737, 52.524, 52.328, 52.15, 51.984, 51.822, ?? ? 51.664, 51.513, 51.372, 51.245, 51.127, 51.014, 50.905, 50.802, ?? ? 50.706, 50.616, 50.527, 50.434, 50.34, 50.242, 50.141, 50.037, ?? ? 49.938, 49.857, 49.793, 49.735, 49.672, 49.602, 49.523), ?? ? A29 = c(58.81, 58.536, 58.254, 57.957, 57.645, 57.323, 56.983, ?? ? 56.643, 56.316, 56.002, 55.704, 55.421, 55.15, 54.876, 54.582, ?? ? 54.254, 53.91, 53.58, 53.269, 52.979, 52.717, 52.489, 52.286, ?? ? 52.1, 51.931, 51.769, 51.61, 51.454, 51.305, 51.169, 51.047, ?? ? 50.934, 50.824, 50.719, 50.621, 50.529, 50.443, 50.358, 50.268, ?? ? 50.174, 50.077, 49.976, 49.873, 49.78, 49.705, 49.646, 49.592, ?? ? 49.532, 49.465), A30 = c(58.81, 58.547, 58.281, 58.003, 57.706, ?? ? 57.391, 57.064, 56.729, 56.4, 56.084, 55.783, 55.496, 55.218, ?? ? 54.949, 54.673, 54.368, 54.03, 53.686, 53.361, 53.053, 52.767, ?? ? 52.512, 52.291, 52.096, 51.917, 51.75, 51.59, 51.431, 51.277, ?? ? 51.13, 50.997, 50.878, 50.766, 50.66, 50.559, 50.466, 50.38, ?? ? 50.299, 50.217, 50.131, 50.039, 49.943, 49.846, 49.748, 49.659, ?? ? 49.589, 49.534, 49.484, 49.427), A31 = c(58.81, 58.553, 58.301, ?? ? 58.042, 57.765, 57.466, 57.151, 56.83, 56.507, 56.192, 55.892, ?? ? 55.602, 55.32, 55.046, 54.78, 54.5, 54.191, 53.855, 53.515, ?? ? 53.193, 52.888, 52.606, 52.356, 52.141, 51.951, 51.774, 51.607, ?? ? 51.445, 51.286, 51.13, 50.982, 50.849, 50.728, 50.616, 50.508, ?? ? 50.408, 50.315, 50.228, 50.145, 50.061, 49.973, 49.881, 49.788, ?? ? 49.694, 49.602, 49.519, 49.453, 49.403, 49.357), A32 = c(58.81, ?? ? 58.56, 58.316, 58.072, 57.815, 57.536, 57.237, 56.93, 56.621, ?? ? 56.315, 56.015, 55.728, 55.444, 55.163, 54.891, 54.623, 54.341, ?? ? 54.031, 53.696, 53.36, 53.039, 52.735, 52.458, 52.212, 52.001, ?? ? 51.813, 51.634, 51.465, 51.3, 51.138, 50.98, 50.831, 50.695, ?? ? 50.572, 50.457, 50.347, 50.243, 50.146, 50.056, 49.972, 49.891, ?? ? 49.806, 49.718, 49.628, 49.54, 49.453, 49.375, 49.315, 49.271 ?? ? ), A33 = c(58.81, 58.622, 58.387, 58.097, 57.767, 57.416, ?? ? 57.045, 56.68, 56.339, 56.011, 55.7, 55.411, 55.137, 54.883, ?? ? 54.652, 54.44, 54.246, 54.069, 53.915, 53.771, 53.616, 53.443, ?? ? 53.257, 53.076, 52.905, 52.735, 52.552, 52.353, 52.168, 52.026, ?? ? 51.919, 51.805, 51.648, 51.454, 51.266, 51.112, 50.978, 50.875, ?? ? 50.789, 50.71, 50.671, 50.676, 50.693, 50.727, 50.785, 50.834, ?? ? 50.876, 50.941, 51.025), A34 = c(58.81, 58.698, 58.591, 58.488, ?? ? 58.389, 58.301, 58.224, 58.158, 58.094, 58.034, 57.969, 57.897, ?? ? 57.819, 57.74, 57.66, 57.578, 57.497, 57.42, 57.35, 57.284, ?? ? 57.219, 57.154, 57.074, 56.964, 56.821, 56.655, 56.478, 56.289, ?? ? 56.102, 55.935, 55.789, 55.661, 55.544, 55.437, 55.329, 55.21, ?? ? 55.083, 54.959, 54.845, 54.739, 54.634, 54.526, 54.415, 54.297, ?? ? 54.17, 54.032, 53.907, 53.82, 53.768), A35 = c(58.81, 58.693, ?? ? 58.577, 58.464, 58.353, 58.247, 58.152, 58.07, 57.999, 57.93, ?? ? 57.862, 57.791, 57.714, 57.633, 57.552, 57.47, 57.386, 57.304, ?? ? 57.229, 57.162, 57.097, 57.031, 56.961, 56.872, 56.75, 56.595, ?? ? 56.418, 56.23, 56.036, 55.855, 55.703, 55.572, 55.457, 55.353, ?? ? 55.258, 55.161, 55.056, 54.943, 54.829, 54.721, 54.615, 54.509, ?? ? 54.399, 54.285, 54.165, 54.038, 53.908, 53.796, 53.723), ?? ? A36 = c(58.81, 58.691, 58.571, 58.45, 58.331, 58.213, 58.099, ?? ? 57.997, 57.911, 57.835, 57.761, 57.685, 57.606, 57.523, 57.44, ?? ? 57.357, 57.274, 57.189, 57.108, 57.033, 56.963, 56.889, 56.809, ?? ? 56.72, 56.612, 56.472, 56.307, 56.13, 55.951, 55.777, 55.622, ?? ? 55.494, 55.383, 55.284, 55.195, 55.111, 55.026, 54.934, 54.832, ?? ? 54.725, 54.621, 54.519, 54.417, 54.311, 54.199, 54.085, 53.97, ?? ? 53.852, 53.755), A37 = c(58.81, 58.69, 58.568, 58.444, 58.319, ?? ? 58.195, 58.068, 57.947, 57.84, 57.751, 57.672, 57.591, 57.508, ?? ? 57.422, 57.334, 57.249, 57.166, 57.082, 56.998, 56.914, 56.832, ?? ? 56.749, 56.659, 56.56, 56.451, 56.324, 56.176, 56.014, 55.853, ?? ? 55.7, 55.556, 55.43, 55.324, 55.232, 55.148, 55.072, 55.002, ?? ? 54.93, 54.846, 54.747, 54.643, 54.541, 54.443, 54.343, 54.241, ?? ? 54.143, 54.045, 53.944, 53.84), A38 = c(58.81, 58.684, 58.561, ?? ? 58.437, 58.31, 58.18, 58.049, 57.916, 57.791, 57.682, 57.59, ?? ? 57.506, 57.42, 57.33, 57.237, 57.145, 57.059, 56.977, 56.893, ?? ? 56.805, 56.716, 56.624, 56.527, 56.42, 56.304, 56.178, 56.04, ?? ? 55.894, 55.752, 55.618, 55.492, 55.374, 55.271, 55.182, 55.104, ?? ? 55.036, 54.975, 54.916, 54.85, 54.768, 54.671, 54.569, 54.47, ?? ? 54.373, 54.279, 54.191, 54.11, 54.03, 53.946), A39 = c(58.81, ?? ? 58.672, 58.544, 58.42, 58.293, 58.162, 58.028, 57.892, 57.757, ?? ? 57.629, 57.517, 57.423, 57.335, 57.244, 57.147, 57.049, 56.954, ?? ? 56.867, 56.784, 56.696, 56.604, 56.508, 56.406, 56.295, 56.173, ?? ? 56.042, 55.908, 55.775, 55.646, 55.525, 55.413, 55.308, 55.21, ?? ? 55.122, 55.045, 54.982, 54.926, 54.871, 54.816, 54.753, 54.673, ?? ? 54.578, 54.478, 54.381, 54.292, 54.214, 54.145, 54.087, 54.029 ?? ? ), A40 = c(58.81, 58.661, 58.521, 58.391, 58.264, 58.135, ?? ? 58.001, 57.864, 57.728, 57.592, 57.463, 57.351, 57.254, 57.163, ?? ? 57.067, 56.965, 56.862, 56.764, 56.675, 56.588, 56.497, 56.399, ?? ? 56.296, 56.184, 56.062, 55.932, 55.804, 55.678, 55.556, 55.441, ?? ? 55.335, 55.237, 55.146, 55.06, 54.981, 54.913, 54.855, 54.802, ?? ? 54.748, 54.694, 54.633, 54.555, 54.461, 54.363, 54.276, 54.205, ?? ? 54.15, 54.109, 54.078), A41 = c(58.81, 58.66, 58.507, 58.365, ?? ? 58.233, 58.106, 57.975, 57.842, 57.707, 57.573, 57.438, 57.311, ?? ? 57.2, 57.102, 57.009, 56.91, 56.803, 56.696, 56.595, 56.503, ?? ? 56.413, 56.318, 56.217, 56.109, 55.993, 55.872, 55.752, 55.633, ?? ? 55.515, 55.401, 55.293, 55.195, 55.106, 55.021, 54.939, 54.862, ?? ? 54.794, 54.736, 54.681, 54.625, 54.571, 54.509, 54.431, 54.34, ?? ? 54.255, 54.186, 54.141, 54.116, 54.104), A42 = c(58.81, 58.667, ?? ? 58.512, 58.356, 58.212, 58.081, 57.955, 57.827, 57.698, 57.568, ?? ? 57.439, 57.309, 57.186, 57.077, 56.98, 56.886, 56.785, 56.675, ?? ? 56.563, 56.459, 56.365, 56.274, 56.178, 56.077, 55.971, 55.862, ?? ? 55.751, 55.639, 55.527, 55.414, 55.301, 55.196, 55.101, 55.013, ?? ? 54.927, 54.842, 54.763, 54.691, 54.628, 54.57, 54.511, 54.454, ?? ? 54.392, 54.316, 54.238, 54.171, 54.126, 54.109, 54.113), ?? ? A43 = c(58.81, 58.674, 58.524, 58.363, 58.206, 58.061, 57.933, ?? ? 57.813, 57.693, 57.573, 57.451, 57.33, 57.207, 57.09, 56.986, ?? ? 56.891, 56.797, 56.695, 56.583, 56.469, 56.363, 56.269, 56.179, ?? ? 56.085, 55.989, 55.892, 55.791, 55.688, 55.582, 55.473, 55.36, ?? ? 55.248, 55.142, 55.046, 54.954, 54.863, 54.776, 54.692, 54.615, ?? ? 54.548, 54.486, 54.423, 54.365, 54.304, 54.234, 54.169, 54.119, ?? ? 54.095, 54.101), A44 = c(58.81, 58.665, 58.518, 58.358, 58.193, ?? ? 58.035, 57.895, 57.777, 57.668, 57.559, 57.45, 57.339, 57.228, ?? ? 57.115, 57.007, 56.909, 56.817, 56.723, 56.621, 56.508, 56.393, ?? ? 56.288, 56.195, 56.109, 56.021, 55.934, 55.847, 55.755, 55.658, ?? ? 55.555, 55.448, 55.334, 55.219, 55.112, 55.012, 54.915, 54.821, ?? ? 54.729, 54.638, 54.555, 54.483, 54.415, 54.348, 54.287, 54.226, ?? ? 54.163, 54.11, 54.078, 54.073), A45 = c(58.81, 58.602, 58.383, ?? ? 58.165, 57.954, 57.743, 57.526, 57.306, 57.09, 56.881, 56.675, ?? ? 56.478, 56.293, 56.119, 55.955, 55.799, 55.653, 55.522, 55.412, ?? ? 55.324, 55.254, 55.2, 55.16, 55.123, 55.078, 55.026, 54.968, ?? ? 54.909, 54.847, 54.787, 54.731, 54.677, 54.625, 54.575, 54.529, ?? ? 54.479, 54.415, 54.341, 54.257, 54.167, 54.074, 53.985, 53.897, ?? ? 53.81, 53.738, 53.693, 53.673, 53.671, 53.676), A46 = c(58.81, ?? ? 58.609, 58.385, 58.151, 57.923, 57.706, 57.491, 57.27, 57.048, ?? ? 56.828, 56.612, 56.4, 56.201, 56.02, 55.856, 55.708, 55.568, ?? ? 55.432, 55.308, 55.206, 55.125, 55.064, 55.017, 54.985, 54.957, ?? ? 54.926, 54.892, 54.856, 54.816, 54.774, 54.731, 54.688, 54.644, ?? ? 54.6, 54.561, 54.531, 54.5, 54.46, 54.413, 54.361, 54.308, ?? ? 54.254, 54.196, 54.134, 54.067, 54.009, 53.974, 53.962, 53.967 ?? ? ), A47 = c(58.81, 58.616, 58.394, 58.153, 57.91, 57.675, ?? ? 57.45, 57.224, 56.994, 56.763, 56.536, 56.318, 56.116, 55.936, ?? ? 55.778, 55.637, 55.505, 55.374, 55.244, 55.127, 55.031, 54.958, ?? ? 54.905, 54.867, 54.843, 54.825, 54.807, 54.79, 54.772, 54.75, ?? ? 54.724, 54.695, 54.662, 54.626, 54.593, 54.569, 54.557, 54.549, ?? ? 54.536, 54.523, 54.506, 54.484, 54.459, 54.428, 54.389, 54.343, ?? ? 54.304, 54.283, 54.279), A48 = c(58.81, 58.602, 58.38, 58.133, ?? ? 57.877, 57.626, 57.381, 57.14, 56.896, 56.649, 56.409, 56.186, ?? ? 55.984, 55.811, 55.662, 55.528, 55.402, 55.277, 55.15, 55.022, ?? ? 54.904, 54.808, 54.739, 54.69, 54.655, 54.637, 54.629, 54.624, ?? ? 54.624, 54.624, 54.617, 54.603, 54.585, 54.563, 54.541, 54.525, ?? ? 54.525, 54.543, 54.57, 54.595, 54.621, 54.645, 54.661, 54.668, ?? ? 54.665, 54.654, 54.639, 54.627, 54.629), A49 = c(58.81, 58.573, ?? ? 58.331, 58.073, 57.801, 57.53, 57.264, 57.002, 56.737, 56.468, ?? ? 56.21, 55.98, 55.786, 55.622, 55.483, 55.358, 55.239, 55.121, ?? ? 54.999, 54.874, 54.743, 54.622, 54.528, 54.458, 54.409, 54.377, ?? ? 54.363, 54.361, 54.363, 54.37, 54.376, 54.377, 54.375, 54.369, ?? ? 54.36, 54.352, 54.355, 54.379, 54.425, 54.483, 54.539, 54.595, ?? ? 54.646, 54.687, 54.717, 54.736, 54.751, 54.768, 54.794), ?? ? A50 = c(58.81, 58.544, 58.271, 57.987, 57.694, 57.399, 57.11, ?? ? 56.825, 56.539, 56.247, 55.969, 55.735, 55.547, 55.391, 55.258, ?? ? 55.145, 55.041, 54.937, 54.827, 54.71, 54.589, 54.466, 54.356, ?? ? 54.269, 54.204, 54.159, 54.132, 54.123, 54.126, 54.134, 54.144, ?? ? 54.153, 54.159, 54.164, 54.166, 54.165, 54.165, 54.178, 54.216, ?? ? 54.276, 54.346, 54.415, 54.484, 54.545, 54.592, 54.627, 54.655, ?? ? 54.687, 54.727), A51 = c(58.81, 58.531, 58.23, 57.92, 57.603, ?? ? 57.283, 56.967, 56.66, 56.356, 56.05, 55.768, 55.531, 55.339, ?? ? 55.183, 55.055, 54.946, 54.849, 54.751, 54.647, 54.536, 54.424, ?? ? 54.311, 54.199, 54.099, 54.022, 53.965, 53.926, 53.905, 53.902, ?? ? 53.911, 53.925, 53.937, 53.948, 53.959, 53.971, 53.981, 53.99, ?? ? 53.997, 54.018, 54.064, 54.131, 54.209, 54.287, 54.361, 54.427, ?? ? 54.478, 54.517, 54.551, 54.592), A52 = c(58.81, 58.531, 58.218, ?? ? 57.887, 57.552, 57.211, 56.87, 56.538, 56.215, 55.906, 55.633, ?? ? 55.396, 55.193, 55.028, 54.894, 54.778, 54.669, 54.563, 54.454, ?? ? 54.339, 54.223, 54.109, 53.999, 53.894, 53.804, 53.736, 53.687, ?? ? 53.657, 53.647, 53.652, 53.664, 53.678, 53.695, 53.714, 53.741, ?? ? 53.778, 53.818, 53.852, 53.879, 53.914, 53.97, 54.049, 54.137, ?? ? 54.222, 54.3, 54.368, 54.423, 54.464, 54.501), A53 = c(58.81, ?? ? 58.531, 58.218, 57.877, 57.528, 57.178, 56.821, 56.467, 56.124, ?? ? 55.814, 55.552, 55.327, 55.124, 54.948, 54.801, 54.673, 54.554, ?? ? 54.436, 54.32, 54.203, 54.086, 53.971, 53.862, 53.76, 53.665, ?? ? 53.585, 53.527, 53.49, 53.472, 53.471, 53.488, 53.516, 53.546, ?? ? 53.578, 53.618, 53.67, 53.728, 53.784, 53.83, 53.868, 53.916, ?? ? 53.986, 54.074, 54.17, 54.264, 54.354, 54.436, 54.505, 54.561 ?? ? ), A54 = c(58.81, 58.52, 58.206, 57.864, 57.509, 57.151, ?? ? 56.791, 56.426, 56.065, 55.75, 55.498, 55.287, 55.1, 54.927, ?? ? 54.769, 54.629, 54.5, 54.376, 54.255, 54.138, 54.024, 53.912, ?? ? 53.807, 53.71, 53.62, 53.537, 53.469, 53.426, 53.402, 53.399, ?? ? 53.417, 53.454, 53.501, 53.551, 53.601, 53.656, 53.719, 53.785, ?? ? 53.845, 53.897, 53.944, 54.001, 54.08, 54.177, 54.283, 54.389, ?? ? 54.49, 54.584, 54.669), A55 = c(58.81, 58.501, 58.176, 57.831, ?? ? 57.473, 57.11, 56.748, 56.382, 56.02, 55.706, 55.458, 55.257, ?? ? 55.086, 54.928, 54.773, 54.621, 54.479, 54.348, 54.224, 54.107, ?? ? 53.994, 53.886, 53.784, 53.691, 53.606, 53.527, 53.458, 53.408, ?? ? 53.381, 53.375, 53.391, 53.428, 53.484, 53.55, 53.617, 53.682, ?? ? 53.746, 53.815, 53.883, 53.945, 54.001, 54.056, 54.121, 54.208, ?? ? 54.313, 54.428, 54.539, 54.647, 54.748), A56 = c(58.81, 58.481, ?? ? 58.139, 57.783, 57.42, 57.053, 56.688, 56.323, 55.973, 55.671, ?? ? 55.428, 55.233, 55.072, 54.929, 54.786, 54.633, 54.48, 54.339, ?? ? 54.211, 54.096, 53.987, 53.883, 53.785, 53.694, 53.612, 53.537, ?? ? 53.473, 53.421, 53.387, 53.378, 53.39, 53.423, 53.475, 53.548, ?? ? 53.631, 53.712, 53.786, 53.856, 53.927, 53.994, 54.056, 54.116, ?? ? 54.178, 54.251, 54.344, 54.455, 54.572, 54.686, 54.795), ?? ? A57 = c(58.81, 58.479, 58.12, 57.752, 57.382, 57.01, 56.639, ?? ? 56.272, 55.936, 55.655, 55.424, 55.234, 55.077, 54.941, 54.806, ?? ? 54.66, 54.506, 54.355, 54.219, 54.102, 53.997, 53.897, 53.802, ?? ? 53.713, 53.631, 53.558, 53.498, 53.451, 53.416, 53.402, 53.412, ?? ? 53.442, 53.49, 53.56, 53.652, 53.753, 53.844, 53.923, 53.994, ?? ? 54.064, 54.13, 54.195, 54.262, 54.334, 54.416, 54.516, 54.63, ?? ? 54.751, 54.866), A58 = c(58.81, 58.691, 58.562, 58.418, 58.257, ?? ? 58.087, 57.918, 57.754, 57.595, 57.438, 57.282, 57.126, 56.971, ?? ? 56.815, 56.658, 56.501, 56.348, 56.198, 56.05, 55.902, 55.756, ?? ? 55.618, 55.497, 55.393, 55.305, 55.23, 55.169, 55.123, 55.085, ?? ? 55.05, 55.013, 54.974, 54.934, 54.897, 54.86, 54.813, 54.75, ?? ? 54.669, 54.58, 54.491, 54.403, 54.324, 54.256, 54.199, 54.142, ?? ? 54.073, 53.99, 53.919, 53.875), A59 = c(58.81, 58.66, 58.421, ?? ? 58.069, 57.624, 57.146, 56.664, 56.158, 55.658, 55.231, 54.889, ?? ? 54.611, 54.381, 54.193, 54.035, 53.894, 53.766, 53.652, 53.557, ?? ? 53.479, 53.416, 53.365, 53.326, 53.3, 53.29, 53.294, 53.309, ?? ? 53.332, 53.363, 53.396, 53.423, 53.445, 53.464, 53.482, 53.499, ?? ? 53.521, 53.554, 53.597, 53.64, 53.673, 53.699, 53.724, 53.752, ?? ? 53.786, 53.823, 53.86, 53.896, 53.93, 53.958), A60 = c(58.81, ?? ? 58.665, 58.503, 58.32, 58.117, 57.903, 57.682, 57.457, 57.23, ?? ? 57.002, 56.775, 56.554, 56.346, 56.144, 55.942, 55.747, 55.569, ?? ? 55.415, 55.281, 55.158, 55.039, 54.919, 54.801, 54.691, 54.586, ?? ? 54.487, 54.396, 54.314, 54.237, 54.161, 54.086, 54.022, 53.978, ?? ? 53.958, 53.96, 53.98, 54.017, 54.082, 54.155, 54.212, 54.29, ?? ? 54.415, 54.574, 54.776, 55.018, 55.27, 55.537, 55.823, 56.114 ?? ? ), A61 = c(58.81, 58.732, 58.662, 58.596, 58.539, 58.497, ?? ? 58.475, 58.476, 58.491, 58.508, 58.529, 58.546, 58.55, 58.544, ?? ? 58.526, 58.496, 58.452, 58.397, 58.331, 58.251, 58.155, 58.044, ?? ? 57.917, 57.784, 57.648, 57.506, 57.356, 57.197, 57.029, 56.852, ?? ? 56.663, 56.468, 56.282, 56.11, 55.949, 55.792, 55.639, 55.492, ?? ? 55.36, 55.246, 55.144, 55.047, 54.949, 54.846, 54.746, 54.651, ?? ? 54.561, 54.476, 54.396), A62 = c(58.81, 58.553, 58.213, 57.817, ?? ? 57.373, 56.907, 56.471, 56.074, 55.731, 55.447, 55.211, 55.013, ?? ? 54.844, 54.69, 54.551, 54.426, 54.317, 54.225, 54.144, 54.066, ?? ? 53.994, 53.926, 53.859, 53.788, 53.722, 53.66, 53.584, 53.505, ?? ? 53.434, 53.363, 53.292, 53.22, 53.143, 53.065, 52.992, 52.923, ?? ? 52.852, 52.774, 52.69, 52.604, 52.518, 52.433, 52.343, 52.242, ?? ? 52.129, 52.01, 51.899, 51.793, 51.68), A63 = c(58.81, 58.632, ?? ? 58.4, 58.097, 57.748, 57.371, 56.952, 56.508, 56.074, 55.675, ?? ? 55.322, 55.008, 54.713, 54.413, 54.102, 53.798, 53.523, 53.284, ?? ? 53.073, 52.884, 52.714, 52.56, 52.423, 52.3, 52.189, 52.088, ?? ? 51.997, 51.914, 51.838, 51.772, 51.716, 51.668, 51.62, 51.561, ?? ? 51.494, 51.426, 51.363, 51.304, 51.243, 51.175, 51.099, 51.021, ?? ? 50.944, 50.862, 50.776, 50.693, 50.613, 50.539, 50.484), ?? ? A64 = c(58.81, 58.567, 58.325, 58.074, 57.814, 57.549, 57.285, ?? ? 57.031, 56.782, 56.532, 56.289, 56.07, 55.878, 55.703, 55.539, ?? ? 55.384, 55.239, 55.096, 54.945, 54.781, 54.594, 54.379, 54.151, ?? ? 53.929, 53.727, 53.549, 53.393, 53.257, 53.133, 53.014, 52.891, ?? ? 52.771, 52.668, 52.589, 52.534, 52.512, 52.528, 52.578, 52.653, ?? ? 52.755, 52.893, 53.051, 53.22, 53.426, 53.665, 53.924, 54.22, ?? ? 54.511, 54.804), A65 = c(58.81, 58.55, 58.296, 58.042, 57.78, ?? ? 57.513, 57.245, 56.982, 56.728, 56.478, 56.236, 56.02, 55.827, ?? ? 55.649, 55.479, 55.315, 55.16, 55.016, 54.873, 54.715, 54.541, ?? ? 54.345, 54.13, 53.913, 53.709, 53.53, 53.376, 53.249, 53.145, ?? ? 53.059, 52.977, 52.887, 52.79, 52.702, 52.636, 52.589, 52.574, ?? ? 52.599, 52.663, 52.755, 52.871, 53.025, 53.191, 53.358, 53.569, ?? ? 53.815, 54.087, 54.395, 54.702), A66 = c(58.81, 58.533, 58.259, ?? ? 57.992, 57.727, 57.458, 57.185, 56.91, 56.641, 56.382, 56.14, ?? ? 55.922, 55.727, 55.542, 55.362, 55.186, 55.017, 54.856, 54.701, ?? ? 54.54, 54.367, 54.182, 53.984, 53.783, 53.593, 53.419, 53.267, ?? ? 53.139, 53.038, 52.963, 52.91, 52.864, 52.811, 52.751, 52.689, ?? ? 52.637, 52.604, 52.596, 52.623, 52.694, 52.784, 52.887, 53.031, ?? ? 53.189, 53.339, 53.514, 53.715, 53.949, 54.235), A67 = c(58.81, ?? ? 58.523, 58.23, 57.941, 57.664, 57.394, 57.12, 56.839, 56.556, ?? ? 56.285, 56.036, 55.815, 55.617, 55.426, 55.236, 55.05, 54.869, ?? ? 54.693, 54.519, 54.342, 54.159, 53.974, 53.795, 53.623, 53.455, ?? ? 53.297, 53.154, 53.034, 52.935, 52.858, 52.801, 52.766, 52.738, ?? ? 52.709, 52.676, 52.634, 52.592, 52.563, 52.55, 52.556, 52.596, ?? ? 52.649, 52.692, 52.763, 52.842, 52.904, 53.009, 53.141, 53.24 ?? ? ), A68 = c(58.81, 58.522, 58.219, 57.91, 57.614, 57.336, ?? ? 57.063, 56.785, 56.497, 56.214, 55.959, 55.736, 55.536, 55.344, ?? ? 55.148, 54.952, 54.761, 54.572, 54.383, 54.192, 53.997, 53.808, ?? ? 53.636, 53.483, 53.341, 53.205, 53.077, 52.958, 52.848, 52.751, ?? ? 52.668, 52.6, 52.548, 52.503, 52.451, 52.393, 52.33, 52.263, ?? ? 52.195, 52.121, 52.039, 51.963, 51.892, 51.824, 51.756, 51.689, ?? ? 51.619, 51.535, 51.464), A69 = c(58.81, 58.521, 58.218, 57.9, ?? ? 57.587, 57.298, 57.021, 56.747, 56.465, 56.182, 55.921, 55.694, ?? ? 55.493, 55.301, 55.107, 54.908, 54.71, 54.514, 54.315, 54.115, ?? ? 53.918, 53.725, 53.545, 53.384, 53.244, 53.118, 52.998, 52.884, ?? ? 52.777, 52.679, 52.591, 52.513, 52.443, 52.384, 52.334, 52.285, ?? ? 52.232, 52.177, 52.127, 52.078, 52.021, 51.952, 51.877, 51.808, ?? ? 51.741, 51.667, 51.603, 51.545, 51.478), A70 = c(58.81, 58.521, ?? ? 58.219, 57.903, 57.585, 57.285, 57.005, 56.733, 56.457, 56.186, ?? ? 55.93, 55.699, 55.495, 55.303, 55.111, 54.916, 54.718, 54.519, ?? ? 54.32, 54.119, 53.921, 53.727, 53.536, 53.355, 53.195, 53.057, ?? ? 52.934, 52.815, 52.701, 52.595, 52.502, 52.422, 52.352, 52.289, ?? ? 52.237, 52.194, 52.158, 52.127, 52.103, 52.086, 52.071, 52.049, ?? ? 52.012, 51.962, 51.905, 51.843, 51.769, 51.701, 51.65), A71 = c(58.81, ?? ? 58.596, 58.357, 58.094, 57.82, 57.558, 57.314, 57.083, 56.847, ?? ? 56.601, 56.349, 56.092, 55.843, 55.63, 55.464, 55.339, 55.239, ?? ? 55.152, 55.075, 55.012, 54.964, 54.931, 54.907, 54.889, 54.881, ?? ? 54.879, 54.881, 54.892, 54.906, 54.92, 54.934, 54.953, 54.988, ?? ? 55.041, 55.105, 55.174, 55.248, 55.334, 55.436, 55.553, 55.669, ?? ? 55.77, 55.852, 55.925, 56.003, 56.085, 56.175, 56.279, 56.401 ?? ? ), A72 = c(58.81, 58.668, 58.515, 58.352, 58.174, 57.976, ?? ? 57.754, 57.517, 57.28, 57.034, 56.766, 56.477, 56.183, 55.905, ?? ? 55.647, 55.409, 55.187, 54.977, 54.776, 54.581, 54.39, 54.198, ?? ? 53.996, 53.786, 53.587, 53.406, 53.241, 53.085, 52.93, 52.775, ?? ? 52.616, 52.45, 52.283, 52.122, 51.975, 51.838, 51.709, 51.589, ?? ? 51.486, 51.391, 51.296, 51.201, 51.11, 51.027, 50.951, 50.871, ?? ? 50.776, 50.666, 50.534), A73 = c(58.81, 58.668, 58.514, 58.35, ?? ? 58.17, 57.97, 57.746, 57.507, 57.262, 57.022, 56.769, 56.491, ?? ? 56.212, 55.946, 55.698, 55.468, 55.25, 55.043, 54.844, 54.649, ?? ? 54.457, 54.267, 54.074, 53.875, 53.678, 53.494, 53.329, 53.182, ?? ? 53.039, 52.892, 52.742, 52.588, 52.428, 52.267, 52.112, 51.969, ?? ? 51.835, 51.709, 51.593, 51.492, 51.397, 51.301, 51.205, 51.113, ?? ? 51.028, 50.949, 50.868, 50.774, 50.664), A74 = c(58.81, 58.658, ?? ? 58.504, 58.337, 58.157, 57.957, 57.734, 57.49, 57.239, 56.99, ?? ? 56.74, 56.474, 56.2, 55.939, 55.698, 55.475, 55.265, 55.066, ?? ? 54.875, 54.686, 54.494, 54.302, 54.11, 53.919, 53.73, 53.549, ?? ? 53.382, 53.232, 53.094, 52.959, 52.818, 52.675, 52.528, 52.377, ?? ? 52.224, 52.077, 51.941, 51.814, 51.694, 51.585, 51.49, 51.402, ?? ? 51.313, 51.224, 51.137, 51.057, 50.984, 50.908, 50.821), ?? ? A75 = c(58.81, 58.641, 58.476, 58.306, 58.122, 57.921, 57.698, ?? ? 57.454, 57.196, 56.937, 56.676, 56.407, 56.133, 55.871, 55.635, ?? ? 55.421, 55.222, 55.035, 54.857, 54.679, 54.494, 54.303, 54.11, ?? ? 53.92, 53.738, 53.565, 53.399, 53.247, 53.108, 52.977, 52.846, ?? ? 52.711, 52.573, 52.433, 52.291, 52.148, 52.012, 51.886, 51.765, ?? ? 51.65, 51.547, 51.457, 51.374, 51.29, 51.205, 51.123, 51.047, ?? ? 50.978, 50.909), A76 = c(58.81, 58.624, 58.442, 58.26, 58.069, ?? ? 57.862, 57.636, 57.392, 57.135, 56.869, 56.597, 56.317, 56.026, ?? ? 55.755, 55.52, 55.313, 55.128, 54.953, 54.784, 54.61, 54.428, ?? ? 54.235, 54.031, 53.828, 53.638, 53.461, 53.294, 53.135, 52.987, ?? ? 52.845, 52.705, 52.563, 52.418, 52.271, 52.124, 51.976, 51.833, ?? ? 51.695, 51.563, 51.432, 51.306, 51.194, 51.097, 51.007, 50.914, ?? ? 50.819, 50.722, 50.628, 50.535), A77 = c(58.81, 58.658, 58.498, ?? ? 58.33, 58.138, 57.911, 57.659, 57.395, 57.126, 56.846, 56.555, ?? ? 56.259, 55.972, 55.707, 55.461, 55.228, 55.016, 54.818, 54.621, ?? ? 54.418, 54.197, 53.952, 53.701, 53.459, 53.23, 53.011, 52.796, ?? ? 52.584, 52.379, 52.186, 52.009, 51.844, 51.683, 51.527, 51.371, ?? ? 51.207, 51.031, 50.85, 50.674, 50.502, 50.341, 50.196, 50.071, ?? ? 49.951, 49.821, 49.683, 49.553, 49.445, 49.357), A78 = c(58.81, ?? ? 58.664, 58.491, 58.309, 58.117, 57.903, 57.66, 57.402, 57.136, ?? ? 56.863, 56.576, 56.281, 55.995, 55.737, 55.504, 55.282, 55.069, ?? ? 54.866, 54.668, 54.465, 54.247, 54.008, 53.757, 53.515, 53.29, ?? ? 53.082, 52.881, 52.679, 52.479, 52.288, 52.111, 51.95, 51.798, ?? ? 51.648, 51.501, 51.351, 51.194, 51.027, 50.854, 50.683, 50.511, ?? ? 50.343, 50.184, 50.037, 49.891, 49.737, 49.579, 49.431, 49.306 ?? ? ), A79 = c(58.81, 58.688, 58.524, 58.332, 58.131, 57.92, ?? ? 57.691, 57.441, 57.184, 56.919, 56.643, 56.355, 56.07, 55.81, ?? ? 55.58, 55.369, 55.163, 54.963, 54.768, 54.572, 54.366, 54.143, ?? ? 53.903, 53.664, 53.44, 53.235, 53.045, 52.861, 52.676, 52.494, ?? ? 52.319, 52.158, 52.012, 51.875, 51.739, 51.603, 51.465, 51.321, ?? ? 51.17, 51.012, 50.854, 50.697, 50.541, 50.392, 50.248, 50.1, ?? ? 49.932, 49.753, 49.586), A80 = c(58.81, 58.713, 58.576, 58.396, ?? ? 58.189, 57.974, 57.751, 57.515, 57.266, 57.011, 56.749, 56.471, ?? ? 56.191, 55.926, 55.689, 55.48, 55.285, 55.093, 54.903, 54.715, ?? ? 54.522, 54.317, 54.098, 53.866, 53.643, 53.438, 53.255, 53.086, ?? ? 52.922, 52.756, 52.591, 52.434, 52.288, 52.157, 52.035, 51.914, ?? ? 51.793, 51.671, 51.545, 51.415, 51.28, 51.141, 51, 50.863, ?? ? 50.736, 50.615, 50.493, 50.357, 50.207), A81 = c(58.81, 58.711, ?? ? 58.6, 58.45, 58.258, 58.042, 57.817, 57.589, 57.353, 57.106, ?? ? 56.855, 56.592, 56.32, 56.05, 55.802, 55.586, 55.396, 55.215, ?? ? 55.037, 54.86, 54.68, 54.493, 54.294, 54.083, 53.864, 53.656, ?? ? 53.471, 53.308, 53.16, 53.017, 52.872, 52.727, 52.588, 52.461, ?? ? 52.346, 52.238, 52.131, 52.024, 51.918, 51.813, 51.707, 51.598, ?? ? 51.485, 51.371, 51.257, 51.148, 51.042, 50.935, 50.819), ?? ? A82 = c(58.81, 58.684, 58.572, 58.45, 58.288, 58.087, 57.864, ?? ? 57.637, 57.409, 57.174, 56.931, 56.68, 56.416, 56.143, 55.883, ?? ? 55.651, 55.454, 55.281, 55.118, 54.956, 54.79, 54.618, 54.437, ?? ? 54.243, 54.035, 53.822, 53.619, 53.437, 53.276, 53.129, 52.987, ?? ? 52.843, 52.699, 52.562, 52.435, 52.32, 52.212, 52.106, 52, ?? ? 51.894, 51.789, 51.683, 51.574, 51.46, 51.345, 51.23, 51.12, ?? ? 51.015, 50.908), A83 = c(58.81, 58.728, 58.611, 58.459, 58.261, ?? ? 58.018, 57.738, 57.424, 57.094, 56.779, 56.497, 56.237, 55.975, ?? ? 55.727, 55.497, 55.282, 55.078, 54.884, 54.698, 54.518, 54.35, ?? ? 54.195, 54.053, 53.917, 53.784, 53.656, 53.535, 53.418, 53.304, ?? ? 53.194, 53.089, 52.986, 52.894, 52.82, 52.761, 52.715, 52.686, ?? ? 52.675, 52.669, 52.663, 52.663, 52.659, 52.649, 52.645, 52.632, ?? ? 52.598, 52.561, 52.534, 52.511), A84 = c(58.81, 58.628, 58.427, ?? ? 58.197, 57.94, 57.667, 57.392, 57.12, 56.85, 56.571, 56.28, ?? ? 55.998, 55.75, 55.532, 55.339, 55.169, 55.016, 54.869, 54.715, ?? ? 54.56, 54.413, 54.28, 54.159, 54.045, 53.937, 53.833, 53.735, ?? ? 53.641, 53.548, 53.459, 53.374, 53.293, 53.23, 53.198, 53.199, ?? ? 53.218, 53.239, 53.262, 53.292, 53.337, 53.397, 53.467, 53.542, ?? ? 53.623, 53.705, 53.786, 53.864, 53.943, 54.023), A85 = c(58.81, ?? ? 58.626, 58.427, 58.202, 57.947, 57.674, 57.4, 57.128, 56.858, ?? ? 56.58, 56.289, 56.001, 55.744, 55.523, 55.323, 55.142, 54.98, ?? ? 54.832, 54.685, 54.531, 54.377, 54.232, 54.1, 53.98, 53.868, ?? ? 53.762, 53.66, 53.56, 53.463, 53.366, 53.27, 53.178, 53.089, ?? ? 53.017, 52.979, 52.977, 52.994, 53.014, 53.035, 53.065, 53.107, ?? ? 53.165, 53.234, 53.306, 53.383, 53.461, 53.536, 53.607, 53.676 ?? ? ), A86 = c(58.81, 58.625, 58.427, 58.206, 57.954, 57.682, ?? ? 57.41, 57.142, 56.875, 56.6, 56.311, 56.018, 55.753, 55.525, ?? ? 55.324, 55.137, 54.966, 54.812, 54.666, 54.518, 54.364, 54.211, ?? ? 54.067, 53.936, 53.817, 53.708, 53.601, 53.497, 53.394, 53.292, ?? ? 53.189, 53.087, 52.987, 52.891, 52.814, 52.771, 52.762, 52.774, ?? ? 52.791, 52.814, 52.846, 52.891, 52.951, 53.019, 53.089, 53.161, ?? ? 53.235, 53.305, 53.368), A87 = c(58.81, 58.649, 58.456, 58.245, ?? ? 58.004, 57.735, 57.461, 57.193, 56.931, 56.663, 56.379, 56.084, ?? ? 55.804, 55.561, 55.351, 55.163, 54.986, 54.822, 54.672, 54.527, ?? ? 54.378, 54.223, 54.069, 53.925, 53.794, 53.677, 53.566, 53.458, ?? ? 53.35, 53.243, 53.134, 53.025, 52.916, 52.812, 52.712, 52.63, ?? ? 52.581, 52.566, 52.573, 52.589, 52.615, 52.652, 52.703, 52.769, ?? ? 52.843, 52.917, 52.99, 53.063, 53.131), A88 = c(58.81, 58.698, ?? ? 58.535, 58.337, 58.118, 57.869, 57.599, 57.327, 57.067, 56.809, ?? ? 56.538, 56.252, 55.957, 55.686, 55.455, 55.255, 55.074, 54.903, ?? ? 54.744, 54.596, 54.453, 54.305, 54.149, 53.994, 53.849, 53.718, ?? ? 53.601, 53.49, 53.381, 53.272, 53.163, 53.052, 52.941, 52.832, ?? ? 52.728, 52.626, 52.541, 52.489, 52.47, 52.474, 52.489, 52.516, ?? ? 52.555, 52.608, 52.676, 52.752, 52.828, 52.903, 52.976), ?? ? A89 = c(58.81, 58.805, 58.774, 58.714, 58.623, 58.498, 58.343, ?? ? 58.171, 57.989, 57.797, 57.593, 57.375, 57.144, 56.909, 56.681, ?? ? 56.473, 56.282, 56.099, 55.926, 55.767, 55.621, 55.487, 55.367, ?? ? 55.264, 55.162, 55.042, 54.903, 54.751, 54.596, 54.442, 54.291, ?? ? 54.142, 53.995, 53.846, 53.697, 53.549, 53.407, 53.273, 53.151, ?? ? 53.038, 52.925, 52.805, 52.68, 52.552, 52.421, 52.291, 52.169, ?? ? 52.057, 51.945), A90 = c(58.81, 58.855, 58.934, 59.054, 59.203, ?? ? 59.371, 59.558, 59.767, 59.996, 60.233, 60.455, 60.651, 60.823, ?? ? 60.976, 61.11, 61.219, 61.306, 61.375, 61.427, 61.471, 61.515, ?? ? 61.558, 61.595, 61.621, 61.632, 61.627, 61.602, 61.559, 61.503, ?? ? 61.437, 61.357, 61.26, 61.145, 61.01, 60.868, 60.73, 60.589, ?? ? 60.439, 60.285, 60.139, 60.007, 59.877, 59.742, 59.579, 59.378, ?? ? 59.151, 58.912, 58.663, 58.407), B1 = c(17.39, 17.58, 17.828, ?? ? 18.154, 18.508, 18.902, 19.389, 19.878, 20.282, 20.608, 20.88, ?? ? 21.121, 21.337, 21.53, 21.709, 21.884, 22.031, 22.136, 22.206, ?? ? 22.251, 22.277, 22.283, 22.29, 22.326, 22.396, 22.486, 22.584, ?? ? 22.691, 22.802, 22.909, 23.009, 23.109, 23.211, 23.315, 23.416, ?? ? 23.511, 23.602, 23.701, 23.821, 23.963, 24.13, 24.323, 24.543, ?? ? 24.779, 25.017, 25.253, 25.487, 25.723, 25.966), B2 = c(17.39, ?? ? 17.791, 18.174, 18.545, 18.918, 19.304, 19.716, 20.144, 20.569, ?? ? 20.984, 21.397, 21.825, 22.268, 22.711, 23.146, 23.571, 23.98, ?? ? 24.359, 24.696, 24.99, 25.264, 25.53, 25.783, 26.021, 26.232, ?? ? 26.41, 26.569, 26.73, 26.9, 27.067, 27.215, 27.343, 27.457, ?? ? 27.566, 27.674, 27.767, 27.831, 27.867, 27.891, 27.919, 27.95, ?? ? 27.995, 28.066, 28.16, 28.272, 28.393, 28.52, 28.639, 28.738 ?? ? ), B3 = c(17.39, 17.799, 18.203, 18.616, 19.039, 19.468, ?? ? 19.911, 20.368, 20.815, 21.244, 21.668, 22.092, 22.526, 22.963, ?? ? 23.387, 23.796, 24.188, 24.56, 24.902, 25.209, 25.486, 25.744, ?? ? 25.994, 26.237, 26.463, 26.662, 26.828, 26.98, 27.138, 27.308, ?? ? 27.474, 27.62, 27.744, 27.853, 27.961, 28.069, 28.164, 28.23, ?? ? 28.267, 28.29, 28.315, 28.343, 28.385, 28.451, 28.541, 28.645, ?? ? 28.754, 28.864, 28.966), B4 = c(17.39, 17.806, 18.212, 18.645, ?? ? 19.113, 19.591, 20.073, 20.557, 21.027, 21.472, 21.904, 22.333, ?? ? 22.76, 23.192, 23.62, 24.025, 24.406, 24.766, 25.104, 25.419, ?? ? 25.708, 25.974, 26.223, 26.466, 26.705, 26.928, 27.121, 27.279, ?? ? 27.425, 27.578, 27.744, 27.907, 28.05, 28.169, 28.275, 28.381, ?? ? 28.486, 28.576, 28.635, 28.661, 28.669, 28.679, 28.69, 28.717, ?? ? 28.768, 28.842, 28.93, 29.018, 29.105), B5 = c(17.39, 17.713, ?? ? 18.077, 18.442, 18.783, 19.147, 19.513, 19.835, 20.121, 20.402, ?? ? 20.705, 21.032, 21.359, 21.657, 21.926, 22.156, 22.351, 22.543, ?? ? 22.744, 22.953, 23.158, 23.36, 23.553, 23.719, 23.856, 23.965, ?? ? 24.031, 24.046, 24.017, 23.953, 23.844, 23.68, 23.475, 23.318, ?? ? 23.25, 23.242, 23.24, 23.218, 23.186, 23.153, 23.138, 23.16, ?? ? 23.215, 23.294, 23.397, 23.536, 23.718, 23.94, 24.2), B6 = c(17.39, ?? ? 17.684, 18.013, 18.381, 18.755, 19.128, 19.525, 19.908, 20.247, ?? ? 20.555, 20.854, 21.164, 21.489, 21.805, 22.089, 22.348, 22.582, ?? ? 22.802, 23.029, 23.263, 23.496, 23.72, 23.936, 24.139, 24.306, ?? ? 24.437, 24.542, 24.612, 24.64, 24.641, 24.617, 24.566, 24.471, ?? ? 24.309, 24.129, 24.004, 23.955, 23.936, 23.899, 23.851, 23.813, ?? ? 23.806, 23.843, 23.927, 24.045, 24.187, 24.367, 24.607, 24.905 ?? ? ), B7 = c(17.39, 17.669, 17.962, 18.291, 18.654, 19.035, ?? ? 19.418, 19.815, 20.199, 20.539, 20.841, 21.13, 21.432, 21.744, ?? ? 22.043, 22.306, 22.547, 22.777, 23.007, 23.247, 23.491, 23.725, ?? ? 23.949, 24.161, 24.348, 24.492, 24.601, 24.688, 24.737, 24.752, ?? ? 24.749, 24.727, 24.671, 24.56, 24.388, 24.211, 24.097, 24.056, ?? ? 24.033, 23.989, 23.939, 23.901, 23.894, 23.938, 24.032, 24.157, ?? ? 24.304, 24.493, 24.743), B8 = c(17.39, 17.666, 17.937, 18.226, ?? ? 18.547, 18.904, 19.276, 19.645, 20.027, 20.399, 20.721, 21.005, ?? ? 21.281, 21.572, 21.869, 22.141, 22.373, 22.597, 22.828, 23.063, ?? ? 23.307, 23.548, 23.779, 23.997, 24.197, 24.365, 24.484, 24.568, ?? ? 24.629, 24.654, 24.65, 24.631, 24.584, 24.489, 24.333, 24.117, ?? ? 23.916, 23.786, 23.719, 23.67, 23.605, 23.536, 23.479, 23.447, ?? ? 23.456, 23.505, 23.58, 23.666, 23.769), B9 = c(17.39, 17.663, ?? ? 17.923, 18.184, 18.465, 18.779, 19.124, 19.473, 19.82, 20.186, ?? ? 20.536, 20.832, 21.098, 21.363, 21.639, 21.912, 22.155, 22.366, ?? ? 22.585, 22.818, 23.057, 23.3, 23.539, 23.766, 23.977, 24.163, ?? ? 24.311, 24.41, 24.473, 24.509, 24.51, 24.489, 24.451, 24.376, ?? ? 24.24, 24.039, 23.801, 23.598, 23.455, 23.36, 23.28, 23.194, ?? ? 23.112, 23.038, 22.986, 22.962, 22.969, 22.998, 23.043), ?? ? B10 = c(17.39, 17.696, 17.994, 18.266, 18.502, 18.719, 18.954, ?? ? 19.228, 19.538, 19.869, 20.212, 20.564, 20.893, 21.168, 21.399, ?? ? 21.603, 21.795, 21.982, 22.166, 22.334, 22.468, 22.565, 22.629, ?? ? 22.664, 22.684, 22.702, 22.717, 22.728, 22.722, 22.684, 22.61, ?? ? 22.498, 22.346, 22.154, 21.919, 21.642, 21.333, 21.004, 20.655, ?? ? 20.287, 19.899, 19.49, 19.08, 18.687, 18.312, 17.962, 17.632, ?? ? 17.318, 17.024), B11 = c(17.39, 17.676, 17.934, 18.161, 18.38, ?? ? 18.607, 18.836, 19.08, 19.338, 19.598, 19.851, 20.09, 20.307, ?? ? 20.494, 20.647, 20.774, 20.883, 20.979, 21.06, 21.119, 21.153, ?? ? 21.166, 21.154, 21.113, 21.044, 20.95, 20.834, 20.7, 20.557, ?? ? 20.411, 20.259, 20.109, 19.97, 19.837, 19.702, 19.558, 19.401, ?? ? 19.216, 18.993, 18.732, 18.436, 18.115, 17.776, 17.445, 17.148, ?? ? 16.88, 16.62, 16.358, 16.1), B12 = c(17.39, 17.684, 17.968, ?? ? 18.222, 18.455, 18.686, 18.943, 19.235, 19.549, 19.866, 20.176, ?? ? 20.48, 20.786, 21.101, 21.431, 21.779, 22.148, 22.533, 22.928, ?? ? 23.332, 23.748, 24.182, 24.643, 25.126, 25.619, 26.118, 26.614, ?? ? 27.092, 27.543, 27.983, 28.431, 28.887, 29.328, 29.729, 30.096, ?? ? 30.426, 30.717, 30.972, 31.194, 31.383, 31.541, 31.677, 31.798, ?? ? 31.908, 31.995, 32.046, 32.062, 32.05, 32.013), B13 = c(17.39, ?? ? 17.623, 17.871, 18.105, 18.324, 18.518, 18.714, 18.952, 19.228, ?? ? 19.519, 19.814, 20.107, 20.397, 20.69, 20.993, 21.312, 21.65, ?? ? 22.013, 22.394, 22.786, 23.188, 23.601, 24.035, 24.501, 24.999, ?? ? 25.514, 26.037, 26.552, 27.04, 27.495, 27.938, 28.39, 28.852, ?? ? 29.305, 29.727, 30.122, 30.485, 30.81, 31.099, 31.354, 31.577, ?? ? 31.77, 31.936, 32.079, 32.202, 32.3, 32.367, 32.409, 32.431 ?? ? ), B14 = c(17.39, 17.63, 17.894, 18.171, 18.447, 18.723, ?? ? 19.012, 19.304, 19.594, 19.898, 20.207, 20.506, 20.801, 21.108, ?? ? 21.433, 21.768, 22.102, 22.433, 22.769, 23.132, 23.541, 23.996, ?? ? 24.486, 24.993, 25.505, 26.023, 26.557, 27.108, 27.668, 28.231, ?? ? 28.793, 29.35, 29.911, 30.478, 31.028, 31.535, 32, 32.425, ?? ? 32.807, 33.143, 33.451, 33.751, 34.042, 34.303, 34.513, 34.67, ?? ? 34.802, 34.936, 35.074), B15 = c(17.39, 17.718, 18.01, 18.242, ?? ? 18.41, 18.566, 18.762, 18.99, 19.234, 19.482, 19.732, 19.983, ?? ? 20.237, 20.498, 20.756, 21, 21.234, 21.453, 21.656, 21.842, ?? ? 22.024, 22.217, 22.43, 22.656, 22.886, 23.115, 23.355, 23.612, ?? ? 23.883, 24.152, 24.411, 24.667, 24.933, 25.222, 25.534, 25.867, ?? ? 26.215, 26.573, 26.934, 27.296, 27.659, 28.022, 28.377, 28.719, ?? ? 29.056, 29.405, 29.763, 30.13, 30.503), B16 = c(17.39, 17.707, ?? ? 18.01, 18.274, 18.48, 18.631, 18.774, 18.948, 19.147, 19.362, ?? ? 19.581, 19.801, 20.02, 20.243, 20.473, 20.696, 20.904, 21.097, ?? ? 21.278, 21.449, 21.609, 21.77, 21.947, 22.148, 22.362, 22.576, ?? ? 22.786, 23.006, 23.25, 23.516, 23.781, 24.03, 24.269, 24.517, ?? ? 24.789, 25.085, 25.399, 25.726, 26.06, 26.397, 26.731, 27.064, ?? ? 27.393, 27.717, 28.029, 28.34, 28.663, 28.997, 29.339), B17 = c(17.39, ?? ? 17.56, 17.786, 18.042, 18.316, 18.617, 18.953, 19.299, 19.629, ?? ? 19.954, 20.253, 20.507, 20.723, 20.907, 21.05, 21.148, 21.211, ?? ? 21.248, 21.248, 21.231, 21.237, 21.275, 21.322, 21.351, 21.357, ?? ? 21.349, 21.334, 21.303, 21.272, 21.262, 21.275, 21.296, 21.31, ?? ? 21.319, 21.333, 21.362, 21.411, 21.482, 21.575, 21.69, 21.83, ?? ? 22.002, 22.205, 22.431, 22.666, 22.912, 23.17, 23.44, 23.713 ?? ? ), B18 = c(17.39, 17.586, 17.784, 18.027, 18.291, 18.574, ?? ? 18.888, 19.227, 19.568, 19.896, 20.214, 20.497, 20.736, 20.944, ?? ? 21.117, 21.243, 21.319, 21.357, 21.361, 21.335, 21.317, 21.332, ?? ? 21.38, 21.433, 21.463, 21.468, 21.455, 21.428, 21.381, 21.331, ?? ? 21.301, 21.292, 21.29, 21.282, 21.27, 21.261, 21.266, 21.287, ?? ? 21.332, 21.405, 21.504, 21.631, 21.791, 21.983, 22.197, 22.419, ?? ? 22.651, 22.897, 23.159), B19 = c(17.39, 17.667, 17.893, 18.122, ?? ? 18.386, 18.661, 18.951, 19.266, 19.599, 19.935, 20.254, 20.551, ?? ? 20.811, 21.034, 21.229, 21.385, 21.486, 21.539, 21.552, 21.542, ?? ? 21.528, 21.53, 21.564, 21.623, 21.681, 21.715, 21.722, 21.71, ?? ? 21.679, 21.623, 21.564, 21.524, 21.504, 21.491, 21.471, 21.446, ?? ? 21.424, 21.416, 21.423, 21.455, 21.518, 21.609, 21.732, 21.886, ?? ? 22.074, 22.284, 22.503, 22.73, 22.97), B20 = c(17.39, 17.748, ?? ? 18.041, 18.302, 18.568, 18.853, 19.138, 19.429, 19.74, 20.068, ?? ? 20.392, 20.69, 20.959, 21.193, 21.393, 21.561, 21.684, 21.756, ?? ? 21.781, 21.788, 21.801, 21.813, 21.839, 21.889, 21.956, 22.015, ?? ? 22.05, 22.059, 22.044, 22.006, 21.945, 21.882, 21.839, 21.816, ?? ? 21.8, 21.776, 21.745, 21.717, 21.704, 21.709, 21.74, 21.802, ?? ? 21.895, 22.021, 22.179, 22.371, 22.585, 22.808, 23.038), ?? ? B21 = c(17.39, 17.779, 18.139, 18.452, 18.748, 19.049, 19.358, ?? ? 19.65, 19.937, 20.242, 20.555, 20.857, 21.129, 21.365, 21.566, ?? ? 21.732, 21.86, 21.94, 21.979, 22.009, 22.047, 22.089, 22.126, ?? ? 22.171, 22.231, 22.296, 22.35, 22.381, 22.387, 22.371, 22.333, ?? ? 22.274, 22.213, 22.17, 22.146, 22.128, 22.1, 22.063, 22.026, ?? ? 22.005, 22.001, 22.024, 22.083, 22.178, 22.307, 22.47, 22.666, ?? ? 22.885, 23.109), B22 = c(17.39, 17.764, 18.144, 18.507, 18.84, ?? ? 19.168, 19.503, 19.824, 20.114, 20.397, 20.693, 20.989, 21.265, ?? ? 21.507, 21.711, 21.875, 22, 22.078, 22.125, 22.172, 22.23, ?? ? 22.297, 22.36, 22.416, 22.473, 22.536, 22.595, 22.636, 22.654, ?? ? 22.651, 22.63, 22.59, 22.532, 22.473, 22.43, 22.404, 22.383, ?? ? 22.35, 22.306, 22.263, 22.233, 22.22, 22.235, 22.288, 22.381, ?? ? 22.51, 22.674, 22.873, 23.093), B23 = c(17.39, 17.749, 18.11, ?? ? 18.484, 18.851, 19.201, 19.56, 19.91, 20.228, 20.516, 20.797, ?? ? 21.082, 21.358, 21.61, 21.829, 22.001, 22.125, 22.208, 22.265, ?? ? 22.32, 22.384, 22.463, 22.546, 22.62, 22.684, 22.746, 22.805, ?? ? 22.849, 22.871, 22.876, 22.864, 22.837, 22.794, 22.736, 22.676, ?? ? 22.631, 22.602, 22.575, 22.534, 22.478, 22.422, 22.382, 22.358, ?? ? 22.363, 22.408, 22.495, 22.62, 22.78, 22.976), B24 = c(17.39, ?? ? 17.739, 18.082, 18.436, 18.807, 19.18, 19.548, 19.915, 20.26, ?? ? 20.576, 20.864, 21.14, 21.413, 21.672, 21.909, 22.107, 22.247, ?? ? 22.341, 22.422, 22.493, 22.562, 22.642, 22.731, 22.817, 22.895, ?? ? 22.964, 23.027, 23.077, 23.105, 23.116, 23.114, 23.102, 23.078, ?? ? 23.039, 22.986, 22.932, 22.89, 22.862, 22.832, 22.786, 22.723, ?? ? 22.659, 22.614, 22.588, 22.592, 22.638, 22.727, 22.854, 23.012 ?? ? ), B25 = c(17.39, 17.737, 18.069, 18.403, 18.757, 19.13, ?? ? 19.508, 19.881, 20.244, 20.586, 20.899, 21.184, 21.454, 21.715, ?? ? 21.965, 22.19, 22.363, 22.488, 22.594, 22.696, 22.784, 22.865, ?? ? 22.951, 23.043, 23.135, 23.221, 23.3, 23.365, 23.41, 23.431, ?? ? 23.439, 23.444, 23.448, 23.447, 23.43, 23.396, 23.358, 23.331, ?? ? 23.316, 23.303, 23.281, 23.252, 23.229, 23.222, 23.231, 23.267, ?? ? 23.344, 23.463, 23.617), B26 = c(17.39, 17.734, 18.062, 18.386, ?? ? 18.724, 19.084, 19.46, 19.838, 20.209, 20.57, 20.906, 21.209, ?? ? 21.485, 21.747, 22.003, 22.246, 22.459, 22.631, 22.778, 22.909, ?? ? 23.027, 23.123, 23.214, 23.312, 23.418, 23.527, 23.627, 23.715, ?? ? 23.787, 23.836, 23.86, 23.877, 23.905, 23.949, 23.992, 24.013, ?? ? 24.012, 24.006, 24.014, 24.036, 24.066, 24.101, 24.142, 24.192, ?? ? 24.248, 24.308, 24.388, 24.507, 24.666), B27 = c(17.39, 17.702, ?? ? 18.026, 18.346, 18.676, 19.023, 19.388, 19.766, 20.144, 20.516, ?? ? 20.867, 21.186, 21.474, 21.744, 22.004, 22.251, 22.487, 22.709, ?? ? 22.903, 23.073, 23.215, 23.331, 23.435, 23.541, 23.655, 23.776, ?? ? 23.887, 23.987, 24.082, 24.163, 24.218, 24.248, 24.277, 24.325, ?? ? 24.393, 24.46, 24.502, 24.521, 24.535, 24.564, 24.605, 24.657, ?? ? 24.717, 24.786, 24.861, 24.934, 25.005, 25.091, 25.212), ?? ? B28 = c(17.39, 17.651, 17.953, 18.268, 18.594, 18.935, 19.29, ?? ? 19.66, 20.039, 20.417, 20.779, 21.112, 21.415, 21.694, 21.96, ?? ? 22.212, 22.449, 22.692, 22.931, 23.141, 23.309, 23.441, 23.558, ?? ? 23.672, 23.792, 23.909, 24.019, 24.124, 24.223, 24.319, 24.403, ?? ? 24.46, 24.491, 24.52, 24.572, 24.649, 24.729, 24.785, 24.818, ?? ? 24.846, 24.888, 24.944, 25.011, 25.086, 25.17, 25.258, 25.342, ?? ? 25.419, 25.507), B29 = c(17.39, 17.599, 17.87, 18.17, 18.488, ?? ? 18.828, 19.178, 19.54, 19.911, 20.29, 20.662, 21.011, 21.328, ?? ? 21.618, 21.889, 22.146, 22.385, 22.616, 22.862, 23.107, 23.306, ?? ? 23.457, 23.584, 23.703, 23.822, 23.931, 24.033, 24.133, 24.231, ?? ? 24.325, 24.418, 24.498, 24.548, 24.573, 24.6, 24.651, 24.728, ?? ? 24.811, 24.871, 24.909, 24.942, 24.989, 25.048, 25.115, 25.191, ?? ? 25.277, 25.365, 25.447, 25.523), B30 = c(17.39, 17.59, 17.827, ?? ? 18.11, 18.42, 18.754, 19.106, 19.466, 19.83, 20.201, 20.576, ?? ? 20.94, 21.276, 21.582, 21.86, 22.121, 22.361, 22.582, 22.806, ?? ? 23.052, 23.285, 23.462, 23.604, 23.727, 23.846, 23.949, 24.042, ?? ? 24.131, 24.223, 24.315, 24.405, 24.49, 24.558, 24.599, 24.62, ?? ? 24.644, 24.693, 24.77, 24.853, 24.916, 24.956, 24.992, 25.039, ?? ? 25.096, 25.163, 25.238, 25.322, 25.408, 25.489), B31 = c(17.39, ?? ? 17.615, 17.848, 18.113, 18.417, 18.745, 19.095, 19.459, 19.823, ?? ? 20.188, 20.558, 20.929, 21.285, 21.613, 21.908, 22.174, 22.419, ?? ? 22.641, 22.851, 23.07, 23.306, 23.52, 23.685, 23.822, 23.944, ?? ? 24.049, 24.139, 24.223, 24.306, 24.394, 24.485, 24.568, 24.644, ?? ? 24.705, 24.742, 24.76, 24.785, 24.838, 24.923, 25.016, 25.088, ?? ? 25.135, 25.175, 25.227, 25.292, 25.368, 25.45, 25.54, 25.631 ?? ? ), B32 = c(17.39, 17.64, 17.893, 18.16, 18.454, 18.778, 19.126, ?? ? 19.492, 19.863, 20.23, 20.597, 20.964, 21.329, 21.679, 22, ?? ? 22.284, 22.535, 22.764, 22.973, 23.175, 23.391, 23.614, 23.812, ?? ? 23.97, 24.107, 24.223, 24.317, 24.398, 24.475, 24.554, 24.642, ?? ? 24.727, 24.803, 24.874, 24.932, 24.967, 24.986, 25.015, 25.078, ?? ? 25.178, 25.283, 25.362, 25.415, 25.463, 25.525, 25.602, 25.691, ?? ? 25.784, 25.881), B33 = c(17.39, 17.975, 18.49, 18.937, 19.338, ?? ? 19.7, 20.052, 20.388, 20.675, 20.906, 21.089, 21.237, 21.355, ?? ? 21.43, 21.442, 21.39, 21.283, 21.123, 20.9, 20.636, 20.351, ?? ? 20.028, 19.689, 19.348, 18.995, 18.652, 18.311, 17.927, 17.504, ?? ? 17.058, 16.578, 16.063, 15.52, 14.953, 14.348, 13.669, 12.909, ?? ? 12.092, 11.274, 10.485, 9.753, 9.064, 8.38, 7.657, 6.906, ?? ? 6.152, 5.375, 4.614, 3.92), B34 = c(17.39, 17.433, 17.492, ?? ? 17.569, 17.662, 17.766, 17.88, 17.983, 18.054, 18.094, 18.132, ?? ? 18.192, 18.274, 18.361, 18.439, 18.511, 18.592, 18.691, 18.807, ?? ? 18.926, 19.04, 19.151, 19.262, 19.373, 19.481, 19.604, 19.759, ?? ? 19.946, 20.17, 20.427, 20.701, 20.972, 21.228, 21.478, 21.735, ?? ? 22.012, 22.301, 22.597, 22.901, 23.21, 23.515, 23.804, 24.076, ?? ? 24.353, 24.657, 24.988, 25.345, 25.723, 26.11), B35 = c(17.39, ?? ? 17.426, 17.47, 17.532, 17.614, 17.712, 17.822, 17.944, 18.053, ?? ? 18.131, 18.178, 18.226, 18.298, 18.396, 18.502, 18.602, 18.698, ?? ? 18.802, 18.922, 19.056, 19.193, 19.329, 19.465, 19.593, 19.713, ?? ? 19.832, 19.972, 20.149, 20.364, 20.613, 20.881, 21.158, 21.431, ?? ? 21.695, 21.954, 22.217, 22.49, 22.768, 23.052, 23.346, 23.652, ?? ? 23.957, 24.256, 24.551, 24.857, 25.19, 25.557, 25.953, 26.361 ?? ? ), B36 = c(17.39, 17.428, 17.466, 17.512, 17.576, 17.661, ?? ? 17.765, 17.881, 18.007, 18.119, 18.199, 18.254, 18.313, 18.401, ?? ? 18.518, 18.647, 18.772, 18.895, 19.024, 19.167, 19.318, 19.468, ?? ? 19.611, 19.755, 19.896, 20.037, 20.187, 20.364, 20.577, 20.821, ?? ? 21.087, 21.366, 21.651, 21.935, 22.21, 22.471, 22.728, 22.989, ?? ? 23.254, 23.527, 23.813, 24.116, 24.433, 24.755, 25.076, 25.408, ?? ? 25.771, 26.171, 26.6), B37 = c(17.39, 17.43, 17.472, 17.512, ?? ? 17.559, 17.626, 17.715, 17.823, 17.943, 18.069, 18.179, 18.264, ?? ? 18.328, 18.4, 18.504, 18.642, 18.796, 18.947, 19.096, 19.245, ?? ? 19.394, 19.541, 19.686, 19.833, 19.99, 20.155, 20.327, 20.516, ?? ? 20.727, 20.965, 21.225, 21.505, 21.796, 22.095, 22.388, 22.664, ?? ? 22.924, 23.177, 23.432, 23.691, 23.958, 24.246, 24.567, 24.911, ?? ? 25.263, 25.607, 25.961, 26.348, 26.776), B38 = c(17.39, 17.432, ?? ? 17.48, 17.527, 17.568, 17.615, 17.684, 17.778, 17.893, 18.016, ?? ? 18.141, 18.252, 18.341, 18.414, 18.5, 18.622, 18.782, 18.959, ?? ? 19.128, 19.285, 19.435, 19.583, 19.727, 19.873, 20.029, 20.204, ?? ? 20.394, 20.595, 20.807, 21.038, 21.288, 21.562, 21.859, 22.166, ?? ? 22.474, 22.771, 23.05, 23.308, 23.558, 23.811, 24.068, 24.345, ?? ? 24.655, 25.007, 25.385, 25.761, 26.125, 26.497, 26.906), ?? ? B39 = c(17.39, 17.436, 17.489, 17.544, 17.596, 17.638, 17.685, ?? ? 17.759, 17.863, 17.985, 18.112, 18.235, 18.346, 18.44, 18.524, ?? ? 18.624, 18.764, 18.94, 19.128, 19.302, 19.465, 19.619, 19.77, ?? ? 19.913, 20.061, 20.229, 20.419, 20.623, 20.835, 21.061, 21.305, ?? ? 21.569, 21.862, 22.179, 22.498, 22.814, 23.115, 23.394, 23.652, ?? ? 23.903, 24.16, 24.434, 24.738, 25.083, 25.472, 25.88, 26.276, ?? ? 26.658, 27.051), B40 = c(17.39, 17.44, 17.501, 17.566, 17.629, ?? ? 17.685, 17.727, 17.781, 17.869, 17.984, 18.112, 18.24, 18.362, ?? ? 18.473, 18.573, 18.667, 18.779, 18.928, 19.114, 19.308, 19.49, ?? ? 19.659, 19.82, 19.974, 20.12, 20.271, 20.443, 20.635, 20.842, ?? ? 21.063, 21.301, 21.561, 21.847, 22.165, 22.498, 22.825, 23.142, ?? ? 23.443, 23.723, 23.985, 24.246, 24.523, 24.828, 25.171, 25.556, ?? ? 25.98, 26.411, 26.826, 27.224), B41 = c(17.39, 17.453, 17.522, ?? ? 17.599, 17.676, 17.746, 17.806, 17.86, 17.931, 18.033, 18.156, ?? ? 18.288, 18.416, 18.536, 18.647, 18.751, 18.85, 18.967, 19.123, ?? ? 19.315, 19.516, 19.704, 19.879, 20.045, 20.203, 20.349, 20.499, ?? ? 20.671, 20.864, 21.074, 21.303, 21.556, 21.838, 22.148, 22.48, ?? ? 22.818, 23.146, 23.464, 23.768, 24.054, 24.33, 24.611, 24.919, ?? ? 25.265, 25.649, 26.066, 26.51, 26.957, 27.384), B42 = c(17.39, ?? ? 17.476, 17.56, 17.648, 17.74, 17.828, 17.907, 17.98, 18.051, ?? ? 18.137, 18.247, 18.374, 18.507, 18.635, 18.752, 18.86, 18.963, ?? ? 19.064, 19.186, 19.345, 19.54, 19.745, 19.936, 20.115, 20.284, ?? ? 20.441, 20.584, 20.732, 20.902, 21.096, 21.312, 21.553, 21.823, ?? ? 22.122, 22.439, 22.775, 23.116, 23.447, 23.769, 24.079, 24.379, ?? ? 24.675, 24.984, 25.326, 25.705, 26.117, 26.556, 27.018, 27.475 ?? ? ), B43 = c(17.39, 17.498, 17.605, 17.711, 17.818, 17.925, ?? ? 18.026, 18.121, 18.211, 18.296, 18.39, 18.505, 18.633, 18.765, ?? ? 18.89, 19.003, 19.105, 19.205, 19.306, 19.429, 19.589, 19.785, ?? ? 19.989, 20.18, 20.359, 20.525, 20.678, 20.816, 20.96, 21.128, ?? ? 21.324, 21.546, 21.795, 22.075, 22.377, 22.694, 23.031, 23.375, ?? ? 23.709, 24.035, 24.356, 24.674, 24.99, 25.322, 25.688, 26.089, ?? ? 26.523, 26.984, 27.457), B44 = c(17.39, 17.518, 17.65, 17.781, ?? ? 17.912, 18.041, 18.166, 18.285, 18.398, 18.503, 18.598, 18.699, ?? ? 18.816, 18.944, 19.074, 19.195, 19.301, 19.396, 19.492, 19.592, ?? ? 19.715, 19.874, 20.067, 20.267, 20.454, 20.628, 20.788, 20.934, ?? ? 21.067, 21.205, 21.37, 21.567, 21.793, 22.049, 22.331, 22.628, ?? ? 22.943, 23.28, 23.625, 23.962, 24.297, 24.633, 24.97, 25.307, ?? ? 25.66, 26.05, 26.475, 26.934, 27.413), B45 = c(17.39, 17.608, ?? ? 17.836, 18.063, 18.285, 18.504, 18.722, 18.931, 19.145, 19.378, ?? ? 19.628, 19.881, 20.123, 20.343, 20.55, 20.756, 20.96, 21.168, ?? ? 21.389, 21.625, 21.872, 22.119, 22.364, 22.596, 22.809, 23.007, ?? ? 23.208, 23.424, 23.651, 23.881, 24.104, 24.322, 24.536, 24.745, ?? ? 24.951, 25.156, 25.363, 25.571, 25.796, 26.055, 26.351, 26.689, ?? ? 27.072, 27.491, 27.939, 28.414, 28.911, 29.416, 29.915), ?? ? B46 = c(17.39, 17.61, 17.849, 18.1, 18.346, 18.585, 18.82, ?? ? 19.049, 19.27, 19.5, 19.754, 20.025, 20.295, 20.544, 20.766, ?? ? 20.972, 21.176, 21.38, 21.595, 21.831, 22.088, 22.355, 22.619, ?? ? 22.879, 23.125, 23.351, 23.559, 23.764, 23.977, 24.196, 24.417, ?? ? 24.637, 24.86, 25.085, 25.31, 25.536, 25.761, 25.984, 26.204, ?? ? 26.435, 26.697, 26.988, 27.313, 27.676, 28.081, 28.523, 28.992, ?? ? 29.482, 29.982), B47 = c(17.39, 17.612, 17.849, 18.11, 18.378, ?? ? 18.638, 18.893, 19.146, 19.391, 19.638, 19.901, 20.184, 20.474, ?? ? 20.754, 21.004, 21.222, 21.424, 21.629, 21.842, 22.072, 22.325, ?? ? 22.594, 22.865, 23.128, 23.384, 23.629, 23.858, 24.074, 24.287, ?? ? 24.503, 24.722, 24.944, 25.171, 25.404, 25.641, 25.88, 26.122, ?? ? 26.361, 26.592, 26.817, 27.048, 27.298, 27.56, 27.844, 28.164, ?? ? 28.522, 28.914, 29.33, 29.765), B48 = c(17.39, 17.621, 17.858, ?? ? 18.116, 18.394, 18.675, 18.949, 19.225, 19.501, 19.779, 20.068, ?? ? 20.369, 20.675, 20.975, 21.252, 21.496, 21.715, 21.926, 22.148, ?? ? 22.384, 22.635, 22.9, 23.171, 23.439, 23.7, 23.958, 24.211, ?? ? 24.455, 24.695, 24.934, 25.172, 25.407, 25.646, 25.894, 26.148, ?? ? 26.405, 26.665, 26.932, 27.194, 27.44, 27.672, 27.9, 28.129, ?? ? 28.36, 28.607, 28.885, 29.194, 29.532, 29.89), B49 = c(17.39, ?? ? 17.634, 17.879, 18.137, 18.413, 18.705, 19, 19.296, 19.599, ?? ? 19.911, 20.233, 20.558, 20.875, 21.176, 21.467, 21.742, 21.994, ?? ? 22.227, 22.458, 22.697, 22.946, 23.204, 23.469, 23.736, 24.002, ?? ? 24.267, 24.534, 24.803, 25.072, 25.342, 25.609, 25.872, 26.132, ?? ? 26.396, 26.669, 26.951, 27.242, 27.54, 27.844, 28.137, 28.406, ?? ? 28.658, 28.9, 29.136, 29.365, 29.605, 29.872, 30.169, 30.481 ?? ? ), B50 = c(17.39, 17.646, 17.905, 18.169, 18.443, 18.735, ?? ? 19.043, 19.359, 19.681, 20.019, 20.366, 20.698, 21.013, 21.315, ?? ? 21.609, 21.898, 22.173, 22.428, 22.662, 22.89, 23.126, 23.373, ?? ? 23.628, 23.885, 24.141, 24.396, 24.657, 24.928, 25.205, 25.483, ?? ? 25.767, 26.056, 26.339, 26.615, 26.899, 27.199, 27.509, 27.831, ?? ? 28.163, 28.505, 28.834, 29.133, 29.409, 29.67, 29.92, 30.158, ?? ? 30.402, 30.669, 30.957), B51 = c(17.39, 17.66, 17.93, 18.207, ?? ? 18.486, 18.775, 19.084, 19.407, 19.742, 20.094, 20.44, 20.764, ?? ? 21.072, 21.374, 21.671, 21.959, 22.24, 22.51, 22.762, 22.996, ?? ? 23.224, 23.461, 23.71, 23.966, 24.222, 24.475, 24.724, 24.98, ?? ? 25.241, 25.511, 25.79, 26.085, 26.387, 26.686, 26.981, 27.288, ?? ? 27.611, 27.945, 28.293, 28.661, 29.046, 29.416, 29.746, 30.048, ?? ? 30.327, 30.583, 30.818, 31.055, 31.313), B52 = c(17.39, 17.675, ?? ? 17.956, 18.244, 18.538, 18.831, 19.137, 19.465, 19.809, 20.161, ?? ? 20.502, 20.819, 21.119, 21.415, 21.708, 21.996, 22.28, 22.566, ?? ? 22.848, 23.113, 23.362, 23.607, 23.864, 24.136, 24.417, 24.698, ?? ? 24.973, 25.243, 25.513, 25.787, 26.071, 26.374, 26.697, 27.027, ?? ? 27.349, 27.659, 27.968, 28.288, 28.621, 28.977, 29.364, 29.775, ?? ? 30.168, 30.514, 30.824, 31.103, 31.349, 31.565, 31.778), ?? ? B53 = c(17.39, 17.69, 17.98, 18.275, 18.582, 18.893, 19.208, ?? ? 19.542, 19.901, 20.258, 20.594, 20.911, 21.208, 21.49, 21.77, ?? ? 22.052, 22.337, 22.624, 22.919, 23.211, 23.487, 23.749, 24.009, ?? ? 24.284, 24.583, 24.898, 25.211, 25.511, 25.802, 26.095, 26.393, ?? ? 26.706, 27.042, 27.401, 27.762, 28.105, 28.433, 28.76, 29.097, ?? ? 29.442, 29.807, 30.199, 30.605, 30.983, 31.311, 31.598, 31.849, ?? ? 32.062, 32.242), B54 = c(17.39, 17.693, 17.991, 18.291, 18.607, ?? ? 18.936, 19.274, 19.627, 20.002, 20.373, 20.715, 21.033, 21.332, ?? ? 21.608, 21.874, 22.142, 22.416, 22.696, 22.981, 23.275, 23.567, ?? ? 23.844, 24.109, 24.38, 24.673, 24.995, 25.33, 25.653, 25.963, ?? ? 26.265, 26.568, 26.877, 27.204, 27.553, 27.918, 28.277, 28.618, ?? ? 28.949, 29.281, 29.622, 29.966, 30.323, 30.693, 31.06, 31.394, ?? ? 31.679, 31.93, 32.147, 32.328), B55 = c(17.39, 17.69, 17.993, ?? ? 18.299, 18.62, 18.964, 19.328, 19.71, 20.108, 20.491, 20.843, ?? ? 21.167, 21.468, 21.747, 22.008, 22.262, 22.522, 22.788, 23.061, ?? ? 23.339, 23.628, 23.915, 24.191, 24.464, 24.747, 25.055, 25.39, ?? ? 25.73, 26.058, 26.37, 26.671, 26.976, 27.29, 27.62, 27.967, ?? ? 28.319, 28.662, 28.99, 29.313, 29.641, 29.975, 30.3, 30.62, ?? ? 30.943, 31.258, 31.541, 31.782, 31.997, 32.187), B56 = c(17.39, ?? ? 17.689, 18.003, 18.32, 18.649, 18.999, 19.381, 19.795, 20.218, ?? ? 20.616, 20.978, 21.309, 21.613, 21.895, 22.16, 22.41, 22.655, ?? ? 22.905, 23.159, 23.417, 23.684, 23.962, 24.244, 24.524, 24.806, ?? ? 25.099, 25.414, 25.751, 26.093, 26.418, 26.724, 27.023, 27.328, ?? ? 27.643, 27.97, 28.302, 28.635, 28.959, 29.273, 29.587, 29.9, ?? ? 30.204, 30.488, 30.763, 31.037, 31.303, 31.54, 31.744, 31.933 ?? ? ), B57 = c(17.39, 17.707, 18.032, 18.372, 18.717, 19.073, ?? ? 19.464, 19.901, 20.346, 20.758, 21.127, 21.461, 21.766, 22.053, ?? ? 22.324, 22.581, 22.823, 23.059, 23.296, 23.535, 23.779, 24.035, ?? ? 24.31, 24.6, 24.893, 25.189, 25.492, 25.814, 26.156, 26.498, ?? ? 26.822, 27.132, 27.439, 27.753, 28.072, 28.39, 28.705, 29.015, ?? ? 29.32, 29.616, 29.906, 30.187, 30.448, 30.682, 30.901, 31.118, ?? ? 31.326, 31.514, 31.682), B58 = c(17.39, 17.222, 17.095, 17.024, ?? ? 17.004, 17.021, 17.063, 17.133, 17.232, 17.354, 17.497, 17.663, ?? ? 17.849, 18.047, 18.267, 18.519, 18.801, 19.096, 19.386, 19.669, ?? ? 19.956, 20.252, 20.544, 20.836, 21.131, 21.432, 21.733, 22.031, ?? ? 22.331, 22.621, 22.886, 23.121, 23.34, 23.554, 23.76, 23.963, ?? ? 24.173, 24.395, 24.643, 24.932, 25.27, 25.633, 25.991, 26.339, ?? ? 26.689, 27.071, 27.483, 27.909, 28.347), B59 = c(17.39, 17.863, ?? ? 18.425, 19.065, 19.713, 20.264, 20.667, 20.893, 20.996, 21.084, ?? ? 21.174, 21.243, 21.258, 21.212, 21.141, 21.089, 21.058, 21.043, ?? ? 21.043, 21.06, 21.081, 21.098, 21.113, 21.133, 21.166, 21.211, ?? ? 21.255, 21.281, 21.293, 21.297, 21.302, 21.307, 21.306, 21.295, ?? ? 21.273, 21.238, 21.19, 21.126, 21.038, 20.923, 20.783, 20.649, ?? ? 20.543, 20.465, 20.406, 20.358, 20.321, 20.303, 20.308), ?? ? B60 = c(17.39, 17.616, 17.837, 18.067, 18.318, 18.59, 18.872, ?? ? 19.147, 19.411, 19.673, 19.92, 20.128, 20.301, 20.455, 20.606, ?? ? 20.751, 20.879, 20.985, 21.07, 21.137, 21.193, 21.24, 21.263, ?? ? 21.248, 21.199, 21.11, 20.981, 20.817, 20.629, 20.428, 20.223, ?? ? 20.002, 19.731, 19.394, 18.991, 18.529, 17.995, 17.414, 16.845, ?? ? 16.308, 15.803, 15.333, 14.903, 14.515, 14.17, 13.876, 13.681, ?? ? 13.628, 13.713), B61 = c(17.39, 17.466, 17.489, 17.464, 17.402, ?? ? 17.32, 17.23, 17.138, 17.061, 17.01, 16.98, 16.974, 16.99, ?? ? 17.029, 17.084, 17.155, 17.24, 17.338, 17.449, 17.577, 17.725, ?? ? 17.894, 18.089, 18.302, 18.52, 18.741, 18.967, 19.2, 19.443, ?? ? 19.688, 19.922, 20.144, 20.341, 20.508, 20.652, 20.785, 20.916, ?? ? 21.044, 21.159, 21.254, 21.333, 21.4, 21.458, 21.506, 21.534, ?? ? 21.53, 21.497, 21.428, 21.316), B62 = c(17.39, 18.114, 18.811, ?? ? 19.426, 19.935, 20.363, 20.687, 20.903, 21.033, 21.091, 21.099, ?? ? 21.072, 20.997, 20.853, 20.643, 20.383, 20.096, 19.798, 19.503, ?? ? 19.214, 18.926, 18.632, 18.318, 17.985, 17.634, 17.281, 16.949, ?? ? 16.637, 16.337, 16.054, 15.788, 15.537, 15.3, 15.08, 14.883, ?? ? 14.704, 14.517, 14.299, 14.049, 13.785, 13.53, 13.287, 13.033, ?? ? 12.74, 12.404, 12.035, 11.644, 11.206, 10.696), B63 = c(17.39, ?? ? 17.818, 18.255, 18.717, 19.14, 19.489, 19.819, 20.14, 20.432, ?? ? 20.73, 21.076, 21.411, 21.687, 21.92, 22.128, 22.317, 22.475, ?? ? 22.582, 22.627, 22.617, 22.581, 22.543, 22.502, 22.454, 22.394, ?? ? 22.322, 22.234, 22.129, 22.012, 21.888, 21.761, 21.624, 21.474, ?? ? 21.313, 21.143, 20.963, 20.765, 20.546, 20.309, 20.058, 19.804, ?? ? 19.549, 19.291, 19.028, 18.752, 18.461, 18.158, 17.84, 17.49 ?? ? ), B64 = c(17.39, 17.649, 17.923, 18.189, 18.46, 18.726, ?? ? 18.979, 19.228, 19.48, 19.739, 20.012, 20.289, 20.545, 20.766, ?? ? 20.942, 21.07, 21.152, 21.181, 21.151, 21.07, 20.963, 20.841, ?? ? 20.693, 20.532, 20.373, 20.206, 20.024, 19.822, 19.585, 19.311, ?? ? 19.008, 18.682, 18.345, 17.998, 17.624, 17.215, 16.783, 16.339, ?? ? 15.85, 15.297, 14.712, 14.089, 13.417, 12.709, 11.964, 11.209, ?? ? 10.464, 9.688, 8.938), B65 = c(17.39, 17.619, 17.904, 18.209, ?? ? 18.506, 18.803, 19.093, 19.375, 19.651, 19.926, 20.208, 20.5, ?? ? 20.776, 21.013, 21.205, 21.35, 21.452, 21.51, 21.522, 21.488, ?? ? 21.412, 21.311, 21.196, 21.063, 20.931, 20.805, 20.664, 20.504, ?? ? 20.319, 20.088, 19.809, 19.496, 19.157, 18.807, 18.452, 18.079, ?? ? 17.673, 17.235, 16.779, 16.275, 15.702, 15.094, 14.442, 13.744, ?? ? 13.016, 12.254, 11.492, 10.736, 9.949), B66 = c(17.39, 17.588, ?? ? 17.851, 18.167, 18.497, 18.817, 19.138, 19.456, 19.764, 20.064, ?? ? 20.363, 20.659, 20.948, 21.207, 21.422, 21.59, 21.713, 21.801, ?? ? 21.856, 21.874, 21.849, 21.785, 21.695, 21.605, 21.521, 21.44, ?? ? 21.354, 21.249, 21.125, 20.986, 20.814, 20.589, 20.302, 19.958, ?? ? 19.588, 19.219, 18.846, 18.445, 18.001, 17.534, 17.025, 16.444, ?? ? 15.81, 15.133, 14.424, 13.703, 12.951, 12.193, 11.479), B67 = c(17.39, ?? ? 17.568, 17.807, 18.112, 18.456, 18.803, 19.144, 19.487, 19.828, ?? ? 20.159, 20.478, 20.781, 21.072, 21.35, 21.599, 21.805, 21.963, ?? ? 22.084, 22.179, 22.249, 22.288, 22.287, 22.251, 22.2, 22.15, ?? ? 22.101, 22.047, 21.978, 21.883, 21.767, 21.633, 21.476, 21.278, ?? ? 21.021, 20.7, 20.333, 19.942, 19.536, 19.113, 18.653, 18.157, ?? ? 17.626, 17.04, 16.397, 15.704, 14.958, 14.174, 13.391, 12.586 ?? ? ), B68 = c(17.39, 17.556, 17.778, 18.068, 18.415, 18.779, ?? ? 19.14, 19.5, 19.864, 20.224, 20.566, 20.882, 21.175, 21.456, ?? ? 21.731, 21.982, 22.187, 22.349, 22.481, 22.592, 22.685, 22.753, ?? ? 22.789, 22.795, 22.782, 22.759, 22.722, 22.668, 22.588, 22.48, ?? ? 22.36, 22.239, 22.112, 21.961, 21.769, 21.528, 21.245, 20.93, ?? ? 20.583, 20.209, 19.803, 19.351, 18.862, 18.345, 17.792, 17.228, ?? ? 16.656, 16.027, 15.327), B69 = c(17.39, 17.545, 17.756, 18.033, ?? ? 18.379, 18.762, 19.142, 19.518, 19.901, 20.281, 20.643, 20.974, ?? ? 21.274, 21.557, 21.836, 22.113, 22.364, 22.57, 22.737, 22.881, ?? ? 23.01, 23.125, 23.219, 23.284, 23.319, 23.331, 23.324, 23.295, ?? ? 23.239, 23.158, 23.047, 22.924, 22.803, 22.684, 22.55, 22.385, ?? ? 22.182, 21.946, 21.676, 21.365, 21.013, 20.629, 20.215, 19.748, ?? ? 19.234, 18.689, 18.125, 17.561, 16.986), B70 = c(17.39, 17.545, ?? ? 17.746, 18.015, 18.358, 18.754, 19.164, 19.565, 19.963, 20.36, ?? ? 20.737, 21.081, 21.392, 21.68, 21.958, 22.235, 22.507, 22.752, ?? ? 22.954, 23.125, 23.278, 23.416, 23.545, 23.656, 23.736, 23.78, ?? ? 23.793, 23.781, 23.745, 23.689, 23.61, 23.507, 23.389, 23.269, ?? ? 23.148, 23.017, 22.865, 22.68, 22.457, 22.194, 21.893, 21.561, ?? ? 21.196, 20.79, 20.334, 19.816, 19.251, 18.67, 18.081), B71 = c(17.39, ?? ? 17.606, 17.845, 18.112, 18.375, 18.613, 18.83, 19.038, 19.249, ?? ? 19.461, 19.671, 19.882, 20.091, 20.298, 20.506, 20.716, 20.931, ?? ? 21.15, 21.372, 21.602, 21.848, 22.112, 22.397, 22.703, 23.03, ?? ? 23.358, 23.668, 23.955, 24.221, 24.466, 24.692, 24.922, 25.176, ?? ? 25.45, 25.722, 25.975, 26.203, 26.4, 26.558, 26.673, 26.748, ?? ? 26.791, 26.808, 26.819, 26.841, 26.87, 26.872, 26.816, 26.697 ?? ? ), B72 = c(17.39, 17.638, 17.891, 18.143, 18.391, 18.646, ?? ? 18.885, 19.098, 19.323, 19.556, 19.775, 19.999, 20.252, 20.524, ?? ? 20.779, 21.006, 21.208, 21.379, 21.527, 21.662, 21.79, 21.92, ?? ? 22.062, 22.219, 22.381, 22.531, 22.669, 22.797, 22.915, 23.021, ?? ? 23.116, 23.203, 23.281, 23.361, 23.458, 23.572, 23.697, 23.826, ?? ? 23.963, 24.102, 24.237, 24.368, 24.502, 24.645, 24.796, 24.955, ?? ? 25.124, 25.303, 25.472), B73 = c(17.39, 17.627, 17.872, 18.122, ?? ? 18.371, 18.621, 18.869, 19.097, 19.32, 19.575, 19.842, 20.101, ?? ? 20.376, 20.67, 20.953, 21.196, 21.402, 21.581, 21.733, 21.866, ?? ? 21.992, 22.117, 22.247, 22.389, 22.544, 22.703, 22.855, 23.004, ?? ? 23.145, 23.275, 23.392, 23.499, 23.598, 23.687, 23.782, 23.899, ?? ? 24.038, 24.188, 24.341, 24.5, 24.661, 24.815, 24.964, 25.111, ?? ? 25.26, 25.412, 25.573, 25.752, 25.949), B74 = c(17.39, 17.618, ?? ? 17.855, 18.1, 18.346, 18.59, 18.826, 19.051, 19.268, 19.5, ?? ? 19.774, 20.07, 20.37, 20.685, 20.993, 21.262, 21.485, 21.671, ?? ? 21.832, 21.969, 22.093, 22.214, 22.338, 22.471, 22.614, 22.769, ?? ? 22.925, 23.076, 23.224, 23.369, 23.504, 23.63, 23.748, 23.857, ?? ? 23.956, 24.062, 24.191, 24.338, 24.493, 24.654, 24.825, 24.997, ?? ? 25.162, 25.32, 25.475, 25.631, 25.787, 25.951, 26.132), B75 = c(17.39, ?? ? 17.609, 17.837, 18.078, 18.322, 18.56, 18.783, 18.99, 19.187, ?? ? 19.39, 19.626, 19.921, 20.253, 20.579, 20.896, 21.187, 21.437, ?? ? 21.642, 21.813, 21.961, 22.088, 22.206, 22.325, 22.451, 22.588, ?? ? 22.734, 22.89, 23.047, 23.2, 23.348, 23.49, 23.62, 23.743, ?? ? 23.859, 23.965, 24.062, 24.164, 24.286, 24.421, 24.567, 24.721, ?? ? 24.885, 25.052, 25.213, 25.367, 25.518, 25.671, 25.824, 25.985 ?? ? ), B76 = c(17.39, 17.6, 17.817, 18.051, 18.294, 18.531, 18.744, ?? ? 18.932, 19.108, 19.279, 19.47, 19.716, 20.04, 20.382, 20.687, ?? ? 20.981, 21.253, 21.485, 21.676, 21.838, 21.98, 22.104, 22.219, ?? ? 22.34, 22.473, 22.618, 22.773, 22.939, 23.108, 23.268, 23.416, ?? ? 23.553, 23.683, 23.809, 23.929, 24.039, 24.129, 24.211, 24.308, ?? ? 24.42, 24.543, 24.672, 24.809, 24.946, 25.076, 25.196, 25.312, ?? ? 25.427, 25.54), B77 = c(17.39, 17.657, 17.931, 18.216, 18.492, ?? ? 18.736, 18.942, 19.136, 19.342, 19.564, 19.795, 20.036, 20.299, ?? ? 20.558, 20.795, 21.02, 21.24, 21.459, 21.668, 21.871, 22.074, ?? ? 22.272, 22.459, 22.639, 22.815, 22.984, 23.137, 23.273, 23.404, ?? ? 23.538, 23.676, 23.815, 23.947, 24.064, 24.157, 24.218, 24.24, ?? ? 24.247, 24.27, 24.311, 24.353, 24.379, 24.39, 24.403, 24.433, ?? ? 24.479, 24.537, 24.603, 24.681), B78 = c(17.39, 17.648, 17.914, ?? ? 18.192, 18.482, 18.759, 18.995, 19.195, 19.388, 19.597, 19.83, ?? ? 20.081, 20.345, 20.613, 20.866, 21.104, 21.331, 21.553, 21.769, ?? ? 21.971, 22.165, 22.352, 22.537, 22.719, 22.894, 23.065, 23.23, ?? ? 23.377, 23.51, 23.642, 23.781, 23.931, 24.083, 24.227, 24.354, ?? ? 24.457, 24.526, 24.558, 24.576, 24.608, 24.655, 24.702, 24.735, ?? ? 24.757, 24.785, 24.836, 24.906, 24.989, 25.079), B79 = c(17.39, ?? ? 17.635, 17.887, 18.154, 18.434, 18.724, 18.99, 19.214, 19.411, ?? ? 19.606, 19.822, 20.065, 20.328, 20.589, 20.845, 21.093, 21.328, ?? ? 21.556, 21.777, 21.99, 22.186, 22.369, 22.546, 22.726, 22.902, ?? ? 23.07, 23.232, 23.386, 23.526, 23.655, 23.784, 23.922, 24.07, ?? ? 24.22, 24.363, 24.496, 24.609, 24.692, 24.74, 24.771, 24.81, ?? ? 24.866, 24.922, 24.964, 24.992, 25.024, 25.079, 25.161, 25.26 ?? ? ), B80 = c(17.39, 17.623, 17.858, 18.108, 18.376, 18.655, ?? ? 18.933, 19.185, 19.401, 19.597, 19.796, 20.019, 20.268, 20.526, ?? ? 20.778, 21.026, 21.268, 21.499, 21.725, 21.944, 22.151, 22.341, ?? ? 22.517, 22.688, 22.864, 23.036, 23.196, 23.349, 23.492, 23.624, ?? ? 23.745, 23.866, 23.998, 24.14, 24.286, 24.431, 24.57, 24.694, ?? ? 24.794, 24.864, 24.921, 24.982, 25.051, 25.119, 25.172, 25.212, ?? ? 25.257, 25.318, 25.395), B81 = c(17.39, 17.594, 17.812, 18.04, ?? ? 18.288, 18.556, 18.824, 19.083, 19.322, 19.533, 19.73, 19.933, ?? ? 20.16, 20.41, 20.662, 20.902, 21.14, 21.374, 21.6, 21.819, ?? ? 22.032, 22.234, 22.418, 22.59, 22.759, 22.933, 23.102, 23.257, ?? ? 23.402, 23.538, 23.664, 23.778, 23.894, 24.022, 24.16, 24.302, ?? ? 24.443, 24.583, 24.714, 24.824, 24.911, 24.987, 25.067, 25.153, ?? ? 25.236, 25.303, 25.356, 25.41, 25.482), B82 = c(17.39, 17.545, ?? ? 17.718, 17.918, 18.138, 18.385, 18.642, 18.888, 19.129, 19.357, ?? ? 19.562, 19.757, 19.965, 20.197, 20.444, 20.683, 20.911, 21.14, ?? ? 21.364, 21.579, 21.787, 21.992, 22.188, 22.368, 22.537, 22.707, ?? ? 22.882, 23.052, 23.208, 23.354, 23.492, 23.618, 23.734, 23.851, ?? ? 23.978, 24.116, 24.258, 24.399, 24.539, 24.669, 24.779, 24.865, ?? ? 24.94, 25.019, 25.104, 25.186, 25.252, 25.302, 25.355), B83 = c(17.39, ?? ? 17.779, 18.115, 18.45, 18.78, 19.093, 19.376, 19.638, 19.891, ?? ? 20.153, 20.44, 20.725, 20.978, 21.183, 21.343, 21.479, 21.592, ?? ? 21.684, 21.763, 21.829, 21.874, 21.887, 21.862, 21.807, 21.73, ?? ? 21.63, 21.52, 21.412, 21.305, 21.205, 21.117, 21.041, 20.95, ?? ? 20.819, 20.649, 20.434, 20.174, 19.868, 19.547, 19.23, 18.911, ?? ? 18.571, 18.192, 17.758, 17.324, 16.931, 16.563, 16.194, 15.832 ?? ? ), B84 = c(17.39, 17.522, 17.683, 17.895, 18.169, 18.471, ?? ? 18.771, 19.074, 19.384, 19.711, 20.057, 20.413, 20.76, 21.085, ?? ? 21.385, 21.666, 21.938, 22.204, 22.463, 22.714, 22.943, 23.144, ?? ? 23.315, 23.464, 23.598, 23.718, 23.819, 23.894, 23.945, 23.991, ?? ? 24.045, 24.109, 24.169, 24.212, 24.238, 24.242, 24.221, 24.177, ?? ? 24.098, 23.973, 23.801, 23.593, 23.363, 23.108, 22.841, 22.573, ?? ? 22.305, 22.034, 21.762), B85 = c(17.39, 17.508, 17.644, 17.815, ?? ? 18.044, 18.329, 18.639, 18.952, 19.268, 19.598, 19.948, 20.309, ?? ? 20.656, 20.985, 21.287, 21.567, 21.834, 22.092, 22.347, 22.597, ?? ? 22.835, 23.054, 23.246, 23.411, 23.555, 23.687, 23.807, 23.907, ?? ? 23.983, 24.036, 24.084, 24.141, 24.209, 24.275, 24.326, 24.361, ?? ? 24.375, 24.365, 24.332, 24.265, 24.155, 23.996, 23.798, 23.573, ?? ? 23.321, 23.056, 22.791, 22.528, 22.264), B86 = c(17.39, 17.494, ?? ? 17.612, 17.752, 17.934, 18.168, 18.456, 18.775, 19.096, 19.424, ?? ? 19.772, 20.14, 20.496, 20.827, 21.135, 21.417, 21.681, 21.933, ?? ? 22.181, 22.427, 22.667, 22.896, 23.106, 23.292, 23.456, 23.602, ?? ? 23.735, 23.856, 23.959, 24.037, 24.093, 24.142, 24.204, 24.276, ?? ? 24.344, 24.399, 24.44, 24.461, 24.459, 24.435, 24.377, 24.275, ?? ? 24.127, 23.937, 23.716, 23.466, 23.201, 22.938, 22.679), ?? ? B87 = c(17.39, 17.466, 17.567, 17.685, 17.829, 18.013, 18.245, ?? ? 18.536, 18.859, 19.182, 19.518, 19.882, 20.247, 20.588, 20.907, ?? ? 21.201, 21.471, 21.722, 21.964, 22.204, 22.444, 22.678, 22.899, ?? ? 23.105, 23.291, 23.457, 23.606, 23.743, 23.867, 23.973, 24.055, ?? ? 24.114, 24.168, 24.234, 24.308, 24.38, 24.441, 24.491, 24.522, ?? ? 24.529, 24.512, 24.46, 24.362, 24.216, 24.028, 23.807, 23.553, ?? ? 23.284, 23.015), B88 = c(17.39, 17.425, 17.498, 17.598, 17.715, ?? ? 17.859, 18.04, 18.271, 18.564, 18.886, 19.205, 19.544, 19.911, ?? ? 20.27, 20.602, 20.913, 21.2, 21.462, 21.706, 21.942, 22.178, ?? ? 22.414, 22.643, 22.861, 23.065, 23.253, 23.421, 23.572, 23.712, ?? ? 23.839, 23.948, 24.033, 24.096, 24.154, 24.223, 24.3, 24.374, ?? ? 24.44, 24.496, 24.534, 24.547, 24.535, 24.487, 24.393, 24.252, ?? ? 24.069, 23.852, 23.602, 23.333), B89 = c(17.39, 17.686, 17.963, ?? ? 18.22, 18.469, 18.72, 18.961, 19.176, 19.37, 19.542, 19.688, ?? ? 19.808, 19.922, 20.06, 20.228, 20.401, 20.556, 20.693, 20.811, ?? ? 20.91, 20.993, 21.051, 21.076, 21.068, 21.041, 21.007, 20.961, ?? ? 20.919, 20.904, 20.918, 20.949, 20.983, 21.012, 21.051, 21.118, ?? ? 21.216, 21.332, 21.452, 21.575, 21.711, 21.87, 22.05, 22.245, ?? ? 22.45, 22.671, 22.892, 23.094, 23.278, 23.455), B90 = c(17.39, ?? ? 17.45, 17.549, 17.686, 17.847, 18.018, 18.199, 18.38, 18.548, ?? ? 18.705, 18.861, 19.014, 19.157, 19.288, 19.408, 19.519, 19.614, ?? ? 19.689, 19.748, 19.783, 19.784, 19.749, 19.676, 19.57, 19.43, ?? ? 19.278, 19.137, 19.011, 18.886, 18.743, 18.581, 18.41, 18.25, ?? ? 18.104, 17.959, 17.799, 17.632, 17.468, 17.312, 17.172, 17.001, ?? ? 16.752, 16.421, 16.056, 15.717, 15.386, 15.052, 14.722, 14.376 ?? ? )), .Names = c("A1", "A2", "A3", "A4", "A5", "A6", "A7", ?"A8", "A9", "A10", "A11", "A12", "A13", "A14", "A15", "A16", ?"A17", "A18", "A19", "A20", "A21", "A22", "A23", "A24", "A25", ?"A26", "A27", "A28", "A29", "A30", "A31", "A32", "A33", "A34", ?"A35", "A36", "A37", "A38", "A39", "A40", "A41", "A42", "A43", ?"A44", "A45", "A46", "A47", "A48", "A49", "A50", "A51", "A52", ?"A53", "A54", "A55", "A56", "A57", "A58", "A59", "A60", "A61", ?"A62", "A63", "A64", "A65", "A66", "A67", "A68", "A69", "A70", ?"A71", "A72", "A73", "A74", "A75", "A76", "A77", "A78", "A79", ?"A80", "A81", "A82", "A83", "A84", "A85", "A86", "A87", "A88", ?"A89", "A90", "B1", "B2", "B3", "B4", "B5", "B6", "B7", "B8", ?"B9", "B10", "B11", "B12", "B13", "B14", "B15", "B16", "B17", ?"B18", "B19", "B20", "B21", "B22", "B23", "B24", "B25", "B26", ?"B27", "B28", "B29", "B30", "B31", "B32", "B33", "B34", "B35", ?"B36", "B37", "B38", "B39", "B40", "B41", "B42", "B43", "B44", ?"B45", "B46", "B47", "B48", "B49", "B50", "B51", "B52", "B53", ?"B54", "B55", "B56", "B57", "B58", "B59", "B60", "B61", "B62", ?"B63", "B64", "B65", "B66", "B67", "B68", "B69", "B70", "B71", ?"B72", "B73", "B74", "B75", "B76", "B77", "B78", "B79", "B80", ?"B81", "B82", "B83", "B84", "B85", "B86", "B87", "B88", "B89", ?"B90"), row.names = c(1L, 4L, 7L, 10L, 13L, 16L, 19L, 22L, 25L, ?28L, 31L, 34L, 37L, 40L, 43L, 46L, 49L, 52L, 55L, 58L, 61L, 64L, ?67L, 70L, 73L, 76L, 79L, 82L, 85L, 88L, 91L, 94L, 97L, 100L, ?103L, 106L, 109L, 112L, 115L, 118L, 121L, 124L, 127L, 130L, 133L, ?136L, 139L, 142L, 145L), class = "data.frame") ?2013/4/23 John Kane <jrkrideau at inbox.com> ?? ? ? ? Your data frame does not make any sense. ??Please supply some sample data In a better form.. ???The easiest way to supply data ?is to use the dput() function. ??? Example with your file named "testfile": ??dput(testfile) ??Then copy the output and paste into your email. ?For large data sets, you can just supply a representative sample. ?Usually, ??dput(head(testfile, 100)) will be sufficient. ??John Kane ??Kingston ON Canada ??> -----Original Message----- ??> From: simolas2008 at gmail.com ??> Sent: Mon, 22 Apr 2013 15:20:09 +0200 ??> To: r-help at r-project.org ??> Subject: [R] Multiple lon lat points in the map with ggplot2 ??> ??> Hello R users, ??> ??> For the last few days I am struggling with the following task: ??> ??> ??> my data.frame: ??> ? ? ? ? ?A1 ? ? ? ? ? ?A2 ? ? ? ? ? ?A3 ? ? ? ? ? ? B1 ? ? ? ? ? ? B2 ??> ? ? ? ? ? B3 ??> ?58.81 53.292 54.501 13.013 17.39 19.407 ?56.02 56.251 54.033 20.099 ??> 13.15 ??> 10.411 ?55.376 53.099 57.625 13.396 21.031 13.22 ?58.584 53.194 54.218 ??> 13.038 16.854 19.289 ?55.7 55.921 53.847 19.942 13.153 9.828 ?55.093 ??> 52.934 ??> 57.393 12.675 20.804 13.222 ?58.374 53.114 53.949 13.085 16.274 19.177 ??> 55.394 55.592 53.687 19.804 13.121 9.245 ?54.807 52.785 57.134 12.053 ??> 20.612 ??> 13.2 ?58.183 53.049 53.701 13.129 15.615 19.065 ?55.094 55.255 53.542 ??> 19.672 ??> 13.071 8.701 ?54.521 52.652 56.864 11.493 20.442 13.159 ?58.007 52.994 ??> 53.481 13.168 14.9 18.949 ?54.796 54.901 53.409 19.537 13.027 8.159 ??> 54.257 ??> 52.534 56.572 10.954 20.273 13.101 ?57.827 52.951 53.282 13.199 14.157 ??> 18.826 ??> I ?load a map with command: ??> ??> p<-ggmap(map) ??> ??> But when I want to add points from my data.frame with for loop (A1 is x1, ??> B1 is y1, A2 is x2, B2 is y2 and so on): ??> ??> for (num in 1:ncol(my data.frame)) { p<-p+addlinetoplot(my data.frame, ??> varx ??> = sprintf("B%s",num), vary = sprintf("A%s",num)) } ??> ??> Using not too many columns (up to 30) everything works fine. But when I ??> want to plot over 100 columns - computer stalls and memory runs out ??> suggesting to do memory.size() etc.. ??> ??> here addlinetoplot is a function: ??> ??> addlinetoplot <- function(dataset, varx, vary) { ??> list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", ??> size=3)) ??> } ??> ??> In my opinion the problem lays under " p<-p+addlinetoplot".... ??> ??> So, is there any other way to add multiple points for x's and y's in ??> ggplot2? ??> ??> Thank you in advance. ??> ?> ? ? ? 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This is meaningless without your code. If we call your data.frame dd1, then I suspect that you did was: melt(dd1) and yes the variables are correct, although I only get ss <- melt(dd1) Using as id variables > nrow(ss) [1] 8820 Does the new code work? Please don't post in html. John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 18:02:00 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 When I melt data.frame from my previous example I get: variable value A1 58 A1 57 .................. A3 54 and so on and on (there i2 8820 rows). When I tried to run your code, I got an error. I am thinking to divide my data frame and run the code which I have :) 2013/4/24 John Kane <[1]jrkrideau at inbox.com> I am not sure that I understand but something like this? Your data is the melted data dd2 from the earlier post. ##================================== mydata <- data.frame( xx = rbind(min(dat2[, "lat"]),max(dat2[, "lat"])), yy <- rbind(min(dat2[, "lon"]),max(dat2[, "lon"]))) p <- ggplot(mydata, aes(xx,yy)) p + geom_point(data = dat2, aes(lat, lon, colour = series)) ##======================================== John Kane Kingston ON Canada -----Original Message----- From: [2]simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 17:10:48 +0200 To: [3]jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Dear John, we can simplify this map plot problem to something like this: suppose a data.frame with columns x1, x2, x3, x4, x5...........x100, y1, y2, y3, y4, y5, ........., y100. The data does not matter, suppose its a random numbers, lets keep map not important for this moment. Now the problem is - Suppose I already have a plot which I made with ggplot. And I am willing to add all that data.frame points with ggplot to an existing plot? Does this make it more clear? 2013/4/24 John Kane <[4]jrkrideau at inbox.com> This is still not a completely reproducable example since I cannot get the loop to work but I wonder if your melt() idea might be useful? I really don't know much about ggmap but what happens if we transfrom the data to give you a data.frame with an identifier and the lat and lon one long format # Using your data as dd1 #==================================== Split data into lat and lon (i.e. A and B groups) aa <- dd1[, 1:90] bb <- dd1[, 91:180] # Melt the data frames maa <- melt(aa) mbb <- melt(bb) # Create new data.frame with A1, A2 etc as the series identifier. dat2 <- data.frame(maa, mbb[,2]) names(dat2) <- c('series', "lat", "lon") head(dat2) #==================================== Does this help at all? If not I could post the data at mediafire and perhaps others could have a look at the probem John Kane Kingston ON Canada -----Original Message----- From: [5]simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 08:16:59 +0200 To: [6]jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Hey John, I read a map from Google as follows : library(ggmap) mapImageData<-get_googlemap(c(lon=21, lat=55), zoom=15) save(mapImageData, file="savedMap.rad") Then I load a saved map: load(file="savedMap.rad") I attach the file to p: p<-ggmap(map) I create function witch adds a point to an existing map: addlinetoplot<-function(dataset, vatx,vary) { list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", size=3)) } Then I create data.frame as I sent to you. A1, A2, A3............A90, B1, B2, B3............B90. Where A's are the latitude and B's are the longitude. Because for plotting you need x and y, so A1 and B1 represents first x1 and y1. A2 and B2 represents second x2 and y2 etc. I can manage to plot the dataset with such for loop: for (i in i:90) {p <- p+addlinetoplot([7]data.frame.with.As [[8]http://data.frame.with.As] [[9]http://data.frame.with.As [[10]http://data.frame.with.As]] and Bs, varx=sprintf("B%s",i), vary=sprintf("A%s", i)) } Then you look this plot with just typing p and enter. The problem is, that this for loop works with i as small as 30. When I do i = 50, or 90, the computer stalls, memory usage rises as Batman, and everything stops... So my guess would be, that the part p<-p+add...... loops and overloads the memory, because it saves the whole map again and again to itself. So my question was: is there any other way to add points to the graph with ggplot2, when my data.frame looks like I have already posted here (A1, A2.......A90, B1, B2,......,B90 (here A1 and B1 would by x1,y1, A2, B2 - x2,y2 and so on)) In some forums I saw a magic function melt() from e package "reshape". I tried out, but I did not what I wanted... Any your advices would be highly appreciated. 2013/4/23 John Kane <[11]jrkrideau at inbox.com> Thanks for the data. I really don't know much about ggmaps so I am probably not much help but I'd suggest supplying some more information. At the moment we don't have a true reproducible example. See [12]https://github.com/hadley/devtools/wiki/Reproducibility [[13]https://github.com/hadley/devtools/wiki/Reproducibility] [[14]https://github.com/hadley/devtools/wiki/Reproducibility [[15]https://github.com/hadley/devtools/wiki/Reproducibility]] [16]http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-re producible-example [[17]http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-repr oducible-example] [[18]http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-repr oducible-example [[19]http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-repr oducible-example]] for some suggestions. I suspect that we need the map specified p<-ggmap(map) is not particularly informative. What is addlinetoplot()? I don't see it in ggplot2 or ggmap. Is it a custom function of some kind? John Kane Kingston ON Canada -----Original Message----- From: [20]simolas2008 at gmail.com Sent: Tue, 23 Apr 2013 16:52:11 +0200 To: [21]jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 structure(list(A1 = c(58.81, 58.453, 58.085, 57.68, 57.266, 56.883, 56.556, 56.277, 56.025, 55.796, 55.589, 55.409, 55.259, 55.126, 54.999, 54.876, 54.756, 54.641, 54.535, 54.423, 54.287, 54.128, 53.961, 53.807, 53.665, 53.536, 53.424, 53.329, 53.233, 53.123, 53, 52.873, 52.752, 52.637, 52.522, 52.398, 52.265, 52.127, 51.99, 51.853, 51.717, 51.588, 51.47, 51.359, 51.242, 51.122, 51.004, 50.894, 50.794), A2 = c(58.81, 58.407, 57.998, 57.59, 57.171, 56.746, 56.335, 55.95, 55.59, 55.24, 54.88, 54.503, 54.11, 53.711, 53.321, 52.941, 52.558, 52.17, 51.775, 51.378, 50.997, 50.647, 50.328, 50.045, 49.803, 49.597, 49.417, 49.254, 49.104, 48.972, 48.861, 48.77, 48.694, 48.633, 48.587, 48.552, 48.525, 48.506, 48.487, 48.462, 48.432, 48.41, 48.407, 48.423, 48.461, 48.52, 48.6, 48.704, 48.836), A3 = c(58.81, 58.412, 57.998, 57.575, 57.146, 56.724, 56.322, 55.949, 55.608, 55.279, 54.938, 54.568, 54.17, 53.766, 53.374, 52.993, 52.612, 52.226, 51.838, 51.454, 51.081, 50.728, 50.406, 50.119, 49.869, 49.653, 49.464, 49.295, 49.142, 49.006, 48.892, 48.798, 48.721, 48.658, 48.611, 48.58, 48.563, 48.557, 48.56, 48.564, 48.562, 48.553, 48.551, 48.569, 48.606, 48.665, 48.741, 48.836, 48.953), A4 = c(58.81, 58.418, 58.01, 57.585, 57.152, 56.731, 56.336, 55.974, 55.644, 55.332, 55.015, 54.671, 54.284, 53.875, 53.478, 53.094, 52.716, 52.336, 51.957, 51.584, 51.222, 50.87, 50.543, 50.253, 49.999, 49.778, 49.585, 49.417, 49.271, 49.14, 49.027, 48.933, 48.858, 48.799, 48.755, 48.729, 48.721, 48.728, 48.746, 48.775, 48.801, 48.817, 48.822, 48.832, 48.862, 48.914, 48.986, 49.074, 49.178), A5 = c(58.81, 58.493, 58.15, 57.795, 57.453, 57.12, 56.791, 56.457, 56.129, 55.812, 55.509, 55.212, 54.92, 54.626, 54.328, 54.021, 53.703, 53.387, 53.08, 52.779, 52.484, 52.186, 51.877, 51.548, 51.199, 50.837, 50.466, 50.095, 49.744, 49.437, 49.149, 48.838, 48.497, 48.177, 47.887, 47.592, 47.289, 46.996, 46.719, 46.448, 46.165, 45.872, 45.602, 45.375, 45.178, 45.001, 44.848, 44.716, 44.608 ), A6 = c(58.81, 58.497, 58.164, 57.806, 57.448, 57.105, 56.782, 56.474, 56.169, 55.877, 55.595, 55.314, 55.03, 54.738, 54.439, 54.134, 53.821, 53.504, 53.192, 52.885, 52.581, 52.283, 51.982, 51.662, 51.315, 50.949, 50.573, 50.189, 49.814, 49.472, 49.178, 48.9, 48.583, 48.204, 47.81, 47.444, 47.096, 46.766, 46.471, 46.204, 45.94, 45.668, 45.395, 45.145, 44.936, 44.764, 44.618, 44.494, 44.391), A7 = c(58.81, 58.504, 58.181, 57.838, 57.479, 57.123, 56.791, 56.486, 56.197, 55.915, 55.648, 55.385, 55.114, 54.832, 54.536, 54.234, 53.929, 53.622, 53.313, 53.008, 52.704, 52.401, 52.105, 51.803, 51.474, 51.12, 50.75, 50.37, 49.987, 49.622, 49.299, 49.025, 48.754, 48.432, 48.044, 47.648, 47.289, 46.942, 46.616, 46.327, 46.062, 45.803, 45.539, 45.275, 45.033, 44.834, 44.674, 44.538, 44.423), A8 = c(58.81, 58.512, 58.201, 57.872, 57.528, 57.175, 56.832, 56.517, 56.227, 55.953, 55.689, 55.436, 55.183, 54.917, 54.634, 54.339, 54.042, 53.745, 53.445, 53.141, 52.839, 52.538, 52.238, 51.946, 51.643, 51.312, 50.959, 50.591, 50.216, 49.843, 49.496, 49.192, 48.932, 48.67, 48.353, 47.975, 47.601, 47.261, 46.931, 46.622, 46.347, 46.095, 45.843, 45.582, 45.314, 45.066, 44.859, 44.695, 44.558), A9 = c(58.81, 58.52, 58.22, 57.906, 57.578, 57.239, 56.896, 56.571, 56.272, 55.995, 55.734, 55.481, 55.237, 54.991, 54.726, 54.444, 54.156, 53.868, 53.578, 53.283, 52.984, 52.686, 52.387, 52.093, 51.802, 51.498, 51.168, 50.819, 50.456, 50.088, 49.727, 49.396, 49.11, 48.865, 48.614, 48.306, 47.951, 47.604, 47.281, 46.968, 46.672, 46.403, 46.154, 45.906, 45.644, 45.372, 45.117, 44.901, 44.721 ), A10 = c(58.81, 58.63, 58.445, 58.242, 58.01, 57.755, 57.471, 57.153, 56.821, 56.501, 56.211, 55.945, 55.696, 55.456, 55.215, 54.973, 54.722, 54.46, 54.194, 53.931, 53.673, 53.426, 53.189, 52.959, 52.729, 52.497, 52.266, 52.04, 51.828, 51.631, 51.452, 51.292, 51.153, 51.035, 50.933, 50.852, 50.783, 50.712, 50.626, 50.528, 50.425, 50.311, 50.181, 50.035, 49.876, 49.714, 49.563, 49.423, 49.272), A11 = c(58.81, 58.669, 58.526, 58.374, 58.216, 58.052, 57.879, 57.702, 57.524, 57.346, 57.176, 57.016, 56.863, 56.712, 56.558, 56.397, 56.229, 56.058, 55.887, 55.721, 55.562, 55.411, 55.268, 55.132, 55.005, 54.882, 54.755, 54.623, 54.486, 54.349, 54.22, 54.098, 53.978, 53.86, 53.749, 53.647, 53.556, 53.473, 53.394, 53.318, 53.239, 53.158, 53.07, 52.971, 52.859, 52.737, 52.621, 52.53, 52.466), A12 = c(58.81, 58.488, 58.159, 57.831, 57.512, 57.199, 56.891, 56.603, 56.347, 56.121, 55.924, 55.756, 55.614, 55.491, 55.379, 55.28, 55.196, 55.115, 55.022, 54.912, 54.793, 54.674, 54.553, 54.437, 54.338, 54.265, 54.205, 54.144, 54.085, 54.03, 53.982, 53.938, 53.905, 53.887, 53.883, 53.888, 53.897, 53.912, 53.933, 53.956, 53.98, 53.998, 54.003, 53.998, 53.985, 53.963, 53.932, 53.894, 53.852), A13 = c(58.81, 58.489, 58.153, 57.811, 57.478, 57.156, 56.841, 56.539, 56.261, 56.011, 55.793, 55.608, 55.451, 55.317, 55.2, 55.094, 54.999, 54.918, 54.837, 54.738, 54.617, 54.486, 54.359, 54.234, 54.115, 54.016, 53.949, 53.899, 53.851, 53.805, 53.762, 53.722, 53.683, 53.65, 53.626, 53.615, 53.61, 53.61, 53.618, 53.632, 53.651, 53.674, 53.69, 53.689, 53.672, 53.641, 53.6, 53.547, 53.484), A14 = c(58.81, 58.485, 58.164, 57.838, 57.515, 57.205, 56.908, 56.625, 56.355, 56.098, 55.858, 55.637, 55.436, 55.259, 55.111, 54.983, 54.868, 54.755, 54.639, 54.517, 54.385, 54.243, 54.102, 53.973, 53.853, 53.732, 53.613, 53.507, 53.419, 53.348, 53.29, 53.246, 53.208, 53.168, 53.121, 53.076, 53.038, 52.996, 52.927, 52.823, 52.698, 52.566, 52.428, 52.284, 52.134, 51.974, 51.801, 51.613, 51.408), A15 = c(58.81, 58.6, 58.389, 58.177, 57.966, 57.75, 57.523, 57.291, 57.057, 56.819, 56.579, 56.342, 56.119, 55.911, 55.713, 55.522, 55.335, 55.151, 54.969, 54.789, 54.611, 54.437, 54.265, 54.095, 53.931, 53.779, 53.643, 53.517, 53.4, 53.287, 53.183, 53.089, 53.001, 52.911, 52.823, 52.74, 52.668, 52.606, 52.546, 52.48, 52.409, 52.341, 52.28, 52.224, 52.172, 52.124, 52.075, 52.025, 51.969), A16 = c(58.81, 58.585, 58.357, 58.128, 57.899, 57.666, 57.428, 57.185, 56.945, 56.705, 56.463, 56.218, 55.978, 55.756, 55.551, 55.356, 55.169, 54.989, 54.81, 54.627, 54.442, 54.259, 54.084, 53.918, 53.76, 53.612, 53.474, 53.347, 53.229, 53.118, 53.01, 52.908, 52.816, 52.732, 52.645, 52.557, 52.47, 52.39, 52.314, 52.235, 52.148, 52.051, 51.953, 51.864, 51.778, 51.697, 51.623, 51.556, 51.495), A17 = c(58.81, 58.536, 58.245, 57.931, 57.606, 57.284, 56.96, 56.649, 56.37, 56.125, 55.9, 55.68, 55.466, 55.257, 55.049, 54.835, 54.609, 54.371, 54.121, 53.871, 53.628, 53.393, 53.169, 52.964, 52.783, 52.621, 52.471, 52.333, 52.209, 52.101, 52.007, 51.926, 51.859, 51.803, 51.762, 51.737, 51.726, 51.72, 51.709, 51.693, 51.679, 51.671, 51.668, 51.658, 51.636, 51.605, 51.568, 51.525, 51.472 ), A18 = c(58.81, 58.541, 58.268, 57.973, 57.656, 57.331, 57.007, 56.685, 56.381, 56.111, 55.873, 55.653, 55.436, 55.228, 55.022, 54.808, 54.583, 54.347, 54.099, 53.843, 53.589, 53.342, 53.104, 52.881, 52.683, 52.511, 52.359, 52.22, 52.094, 51.982, 51.885, 51.802, 51.732, 51.675, 51.63, 51.598, 51.583, 51.583, 51.586, 51.584, 51.575, 51.568, 51.566, 51.569, 51.568, 51.555, 51.532, 51.503, 51.468), A19 = c(58.81, 58.533, 58.263, 57.987, 57.688, 57.372, 57.048, 56.724, 56.409, 56.115, 55.853, 55.621, 55.404, 55.191, 54.983, 54.771, 54.546, 54.311, 54.067, 53.815, 53.56, 53.307, 53.06, 52.822, 52.605, 52.417, 52.255, 52.114, 51.988, 51.88, 51.787, 51.706, 51.635, 51.575, 51.525, 51.485, 51.458, 51.448, 51.451, 51.459, 51.46, 51.455, 51.45, 51.451, 51.454, 51.452, 51.44, 51.419, 51.391), A20 = c(58.81, 58.523, 58.239, 57.965, 57.685, 57.383, 57.067, 56.748, 56.433, 56.128, 55.846, 55.593, 55.366, 55.148, 54.931, 54.713, 54.488, 54.252, 54.011, 53.765, 53.517, 53.268, 53.02, 52.78, 52.553, 52.35, 52.176, 52.028, 51.903, 51.799, 51.714, 51.643, 51.58, 51.524, 51.474, 51.43, 51.394, 51.369, 51.359, 51.361, 51.367, 51.367, 51.36, 51.354, 51.35, 51.346, 51.337, 51.319, 51.293), A21 = c(58.81, 58.523, 58.224, 57.932, 57.649, 57.359, 57.052, 56.742, 56.431, 56.127, 55.835, 55.564, 55.317, 55.085, 54.858, 54.629, 54.396, 54.158, 53.916, 53.675, 53.435, 53.194, 52.953, 52.717, 52.493, 52.284, 52.1, 51.945, 51.815, 51.707, 51.618, 51.547, 51.49, 51.439, 51.392, 51.349, 51.31, 51.277, 51.254, 51.243, 51.245, 51.249, 51.247, 51.237, 51.225, 51.214, 51.202, 51.185, 51.161 ), A22 = c(58.81, 58.533, 58.232, 57.923, 57.62, 57.324, 57.025, 56.72, 56.414, 56.112, 55.82, 55.541, 55.276, 55.027, 54.785, 54.544, 54.298, 54.049, 53.803, 53.565, 53.329, 53.094, 52.859, 52.632, 52.415, 52.213, 52.029, 51.871, 51.742, 51.635, 51.546, 51.473, 51.414, 51.365, 51.321, 51.28, 51.239, 51.201, 51.167, 51.141, 51.126, 51.123, 51.123, 51.116, 51.102, 51.084, 51.067, 51.049, 51.026), A23 = c(58.81, 58.544, 58.254, 57.941, 57.62, 57.306, 57.001, 56.698, 56.395, 56.094, 55.803, 55.523, 55.249, 54.984, 54.728, 54.473, 54.214, 53.953, 53.701, 53.464, 53.233, 53.001, 52.771, 52.552, 52.348, 52.158, 51.984, 51.832, 51.704, 51.6, 51.514, 51.442, 51.382, 51.332, 51.29, 51.252, 51.215, 51.178, 51.141, 51.105, 51.076, 51.058, 51.049, 51.042, 51.03, 51.01, 50.988, 50.967, 50.945), A24 = c(58.81, 58.54, 58.259, 57.955, 57.629, 57.299, 56.98, 56.671, 56.368, 56.069, 55.777, 55.495, 55.22, 54.946, 54.676, 54.407, 54.136, 53.866, 53.608, 53.369, 53.143, 52.92, 52.702, 52.497, 52.306, 52.13, 51.968, 51.823, 51.695, 51.589, 51.5, 51.426, 51.362, 51.308, 51.262, 51.221, 51.183, 51.146, 51.106, 51.064, 51.023, 50.988, 50.962, 50.945, 50.929, 50.908, 50.879, 50.848, 50.82), A25 = c(58.81, 58.524, 58.24, 57.942, 57.62, 57.284, 56.951, 56.633, 56.325, 56.024, 55.734, 55.451, 55.171, 54.893, 54.611, 54.327, 54.043, 53.766, 53.504, 53.26, 53.036, 52.826, 52.626, 52.436, 52.257, 52.09, 51.936, 51.795, 51.667, 51.553, 51.454, 51.368, 51.293, 51.226, 51.165, 51.11, 51.059, 51.009, 50.957, 50.903, 50.849, 50.797, 50.751, 50.712, 50.679, 50.645, 50.603, 50.551, 50.492 ), A26 = c(58.81, 58.51, 58.215, 57.913, 57.594, 57.258, 56.919, 56.592, 56.279, 55.976, 55.686, 55.407, 55.125, 54.838, 54.545, 54.247, 53.949, 53.663, 53.396, 53.149, 52.923, 52.719, 52.529, 52.347, 52.174, 52.01, 51.858, 51.718, 51.59, 51.471, 51.362, 51.262, 51.171, 51.088, 51.01, 50.933, 50.858, 50.781, 50.7, 50.615, 50.531, 50.454, 50.387, 50.326, 50.267, 50.209, 50.146, 50.069, 49.974), A27 = c(58.81, 58.509, 58.206, 57.901, 57.582, 57.245, 56.904, 56.571, 56.253, 55.948, 55.659, 55.381, 55.104, 54.813, 54.506, 54.192, 53.879, 53.579, 53.299, 53.045, 52.817, 52.609, 52.419, 52.242, 52.072, 51.91, 51.755, 51.611, 51.48, 51.358, 51.242, 51.133, 51.03, 50.935, 50.845, 50.757, 50.669, 50.58, 50.489, 50.396, 50.299, 50.206, 50.127, 50.062, 50.001, 49.936, 49.864, 49.782, 49.689), A28 = c(58.81, 58.523, 58.224, 57.917, 57.602, 57.27, 56.926, 56.59, 56.267, 55.958, 55.665, 55.387, 55.114, 54.83, 54.521, 54.191, 53.86, 53.542, 53.245, 52.976, 52.737, 52.524, 52.328, 52.15, 51.984, 51.822, 51.664, 51.513, 51.372, 51.245, 51.127, 51.014, 50.905, 50.802, 50.706, 50.616, 50.527, 50.434, 50.34, 50.242, 50.141, 50.037, 49.938, 49.857, 49.793, 49.735, 49.672, 49.602, 49.523), A29 = c(58.81, 58.536, 58.254, 57.957, 57.645, 57.323, 56.983, 56.643, 56.316, 56.002, 55.704, 55.421, 55.15, 54.876, 54.582, 54.254, 53.91, 53.58, 53.269, 52.979, 52.717, 52.489, 52.286, 52.1, 51.931, 51.769, 51.61, 51.454, 51.305, 51.169, 51.047, 50.934, 50.824, 50.719, 50.621, 50.529, 50.443, 50.358, 50.268, 50.174, 50.077, 49.976, 49.873, 49.78, 49.705, 49.646, 49.592, 49.532, 49.465), A30 = c(58.81, 58.547, 58.281, 58.003, 57.706, 57.391, 57.064, 56.729, 56.4, 56.084, 55.783, 55.496, 55.218, 54.949, 54.673, 54.368, 54.03, 53.686, 53.361, 53.053, 52.767, 52.512, 52.291, 52.096, 51.917, 51.75, 51.59, 51.431, 51.277, 51.13, 50.997, 50.878, 50.766, 50.66, 50.559, 50.466, 50.38, 50.299, 50.217, 50.131, 50.039, 49.943, 49.846, 49.748, 49.659, 49.589, 49.534, 49.484, 49.427), A31 = c(58.81, 58.553, 58.301, 58.042, 57.765, 57.466, 57.151, 56.83, 56.507, 56.192, 55.892, 55.602, 55.32, 55.046, 54.78, 54.5, 54.191, 53.855, 53.515, 53.193, 52.888, 52.606, 52.356, 52.141, 51.951, 51.774, 51.607, 51.445, 51.286, 51.13, 50.982, 50.849, 50.728, 50.616, 50.508, 50.408, 50.315, 50.228, 50.145, 50.061, 49.973, 49.881, 49.788, 49.694, 49.602, 49.519, 49.453, 49.403, 49.357), A32 = c(58.81, 58.56, 58.316, 58.072, 57.815, 57.536, 57.237, 56.93, 56.621, 56.315, 56.015, 55.728, 55.444, 55.163, 54.891, 54.623, 54.341, 54.031, 53.696, 53.36, 53.039, 52.735, 52.458, 52.212, 52.001, 51.813, 51.634, 51.465, 51.3, 51.138, 50.98, 50.831, 50.695, 50.572, 50.457, 50.347, 50.243, 50.146, 50.056, 49.972, 49.891, 49.806, 49.718, 49.628, 49.54, 49.453, 49.375, 49.315, 49.271 ), A33 = c(58.81, 58.622, 58.387, 58.097, 57.767, 57.416, 57.045, 56.68, 56.339, 56.011, 55.7, 55.411, 55.137, 54.883, 54.652, 54.44, 54.246, 54.069, 53.915, 53.771, 53.616, 53.443, 53.257, 53.076, 52.905, 52.735, 52.552, 52.353, 52.168, 52.026, 51.919, 51.805, 51.648, 51.454, 51.266, 51.112, 50.978, 50.875, 50.789, 50.71, 50.671, 50.676, 50.693, 50.727, 50.785, 50.834, 50.876, 50.941, 51.025), A34 = c(58.81, 58.698, 58.591, 58.488, 58.389, 58.301, 58.224, 58.158, 58.094, 58.034, 57.969, 57.897, 57.819, 57.74, 57.66, 57.578, 57.497, 57.42, 57.35, 57.284, 57.219, 57.154, 57.074, 56.964, 56.821, 56.655, 56.478, 56.289, 56.102, 55.935, 55.789, 55.661, 55.544, 55.437, 55.329, 55.21, 55.083, 54.959, 54.845, 54.739, 54.634, 54.526, 54.415, 54.297, 54.17, 54.032, 53.907, 53.82, 53.768), A35 = c(58.81, 58.693, 58.577, 58.464, 58.353, 58.247, 58.152, 58.07, 57.999, 57.93, 57.862, 57.791, 57.714, 57.633, 57.552, 57.47, 57.386, 57.304, 57.229, 57.162, 57.097, 57.031, 56.961, 56.872, 56.75, 56.595, 56.418, 56.23, 56.036, 55.855, 55.703, 55.572, 55.457, 55.353, 55.258, 55.161, 55.056, 54.943, 54.829, 54.721, 54.615, 54.509, 54.399, 54.285, 54.165, 54.038, 53.908, 53.796, 53.723), A36 = c(58.81, 58.691, 58.571, 58.45, 58.331, 58.213, 58.099, 57.997, 57.911, 57.835, 57.761, 57.685, 57.606, 57.523, 57.44, 57.357, 57.274, 57.189, 57.108, 57.033, 56.963, 56.889, 56.809, 56.72, 56.612, 56.472, 56.307, 56.13, 55.951, 55.777, 55.622, 55.494, 55.383, 55.284, 55.195, 55.111, 55.026, 54.934, 54.832, 54.725, 54.621, 54.519, 54.417, 54.311, 54.199, 54.085, 53.97, 53.852, 53.755), A37 = c(58.81, 58.69, 58.568, 58.444, 58.319, 58.195, 58.068, 57.947, 57.84, 57.751, 57.672, 57.591, 57.508, 57.422, 57.334, 57.249, 57.166, 57.082, 56.998, 56.914, 56.832, 56.749, 56.659, 56.56, 56.451, 56.324, 56.176, 56.014, 55.853, 55.7, 55.556, 55.43, 55.324, 55.232, 55.148, 55.072, 55.002, 54.93, 54.846, 54.747, 54.643, 54.541, 54.443, 54.343, 54.241, 54.143, 54.045, 53.944, 53.84), A38 = c(58.81, 58.684, 58.561, 58.437, 58.31, 58.18, 58.049, 57.916, 57.791, 57.682, 57.59, 57.506, 57.42, 57.33, 57.237, 57.145, 57.059, 56.977, 56.893, 56.805, 56.716, 56.624, 56.527, 56.42, 56.304, 56.178, 56.04, 55.894, 55.752, 55.618, 55.492, 55.374, 55.271, 55.182, 55.104, 55.036, 54.975, 54.916, 54.85, 54.768, 54.671, 54.569, 54.47, 54.373, 54.279, 54.191, 54.11, 54.03, 53.946), A39 = c(58.81, 58.672, 58.544, 58.42, 58.293, 58.162, 58.028, 57.892, 57.757, 57.629, 57.517, 57.423, 57.335, 57.244, 57.147, 57.049, 56.954, 56.867, 56.784, 56.696, 56.604, 56.508, 56.406, 56.295, 56.173, 56.042, 55.908, 55.775, 55.646, 55.525, 55.413, 55.308, 55.21, 55.122, 55.045, 54.982, 54.926, 54.871, 54.816, 54.753, 54.673, 54.578, 54.478, 54.381, 54.292, 54.214, 54.145, 54.087, 54.029 ), A40 = c(58.81, 58.661, 58.521, 58.391, 58.264, 58.135, 58.001, 57.864, 57.728, 57.592, 57.463, 57.351, 57.254, 57.163, 57.067, 56.965, 56.862, 56.764, 56.675, 56.588, 56.497, 56.399, 56.296, 56.184, 56.062, 55.932, 55.804, 55.678, 55.556, 55.441, 55.335, 55.237, 55.146, 55.06, 54.981, 54.913, 54.855, 54.802, 54.748, 54.694, 54.633, 54.555, 54.461, 54.363, 54.276, 54.205, 54.15, 54.109, 54.078), A41 = c(58.81, 58.66, 58.507, 58.365, 58.233, 58.106, 57.975, 57.842, 57.707, 57.573, 57.438, 57.311, 57.2, 57.102, 57.009, 56.91, 56.803, 56.696, 56.595, 56.503, 56.413, 56.318, 56.217, 56.109, 55.993, 55.872, 55.752, 55.633, 55.515, 55.401, 55.293, 55.195, 55.106, 55.021, 54.939, 54.862, 54.794, 54.736, 54.681, 54.625, 54.571, 54.509, 54.431, 54.34, 54.255, 54.186, 54.141, 54.116, 54.104), A42 = c(58.81, 58.667, 58.512, 58.356, 58.212, 58.081, 57.955, 57.827, 57.698, 57.568, 57.439, 57.309, 57.186, 57.077, 56.98, 56.886, 56.785, 56.675, 56.563, 56.459, 56.365, 56.274, 56.178, 56.077, 55.971, 55.862, 55.751, 55.639, 55.527, 55.414, 55.301, 55.196, 55.101, 55.013, 54.927, 54.842, 54.763, 54.691, 54.628, 54.57, 54.511, 54.454, 54.392, 54.316, 54.238, 54.171, 54.126, 54.109, 54.113), A43 = c(58.81, 58.674, 58.524, 58.363, 58.206, 58.061, 57.933, 57.813, 57.693, 57.573, 57.451, 57.33, 57.207, 57.09, 56.986, 56.891, 56.797, 56.695, 56.583, 56.469, 56.363, 56.269, 56.179, 56.085, 55.989, 55.892, 55.791, 55.688, 55.582, 55.473, 55.36, 55.248, 55.142, 55.046, 54.954, 54.863, 54.776, 54.692, 54.615, 54.548, 54.486, 54.423, 54.365, 54.304, 54.234, 54.169, 54.119, 54.095, 54.101), A44 = c(58.81, 58.665, 58.518, 58.358, 58.193, 58.035, 57.895, 57.777, 57.668, 57.559, 57.45, 57.339, 57.228, 57.115, 57.007, 56.909, 56.817, 56.723, 56.621, 56.508, 56.393, 56.288, 56.195, 56.109, 56.021, 55.934, 55.847, 55.755, 55.658, 55.555, 55.448, 55.334, 55.219, 55.112, 55.012, 54.915, 54.821, 54.729, 54.638, 54.555, 54.483, 54.415, 54.348, 54.287, 54.226, 54.163, 54.11, 54.078, 54.073), A45 = c(58.81, 58.602, 58.383, 58.165, 57.954, 57.743, 57.526, 57.306, 57.09, 56.881, 56.675, 56.478, 56.293, 56.119, 55.955, 55.799, 55.653, 55.522, 55.412, 55.324, 55.254, 55.2, 55.16, 55.123, 55.078, 55.026, 54.968, 54.909, 54.847, 54.787, 54.731, 54.677, 54.625, 54.575, 54.529, 54.479, 54.415, 54.341, 54.257, 54.167, 54.074, 53.985, 53.897, 53.81, 53.738, 53.693, 53.673, 53.671, 53.676), A46 = c(58.81, 58.609, 58.385, 58.151, 57.923, 57.706, 57.491, 57.27, 57.048, 56.828, 56.612, 56.4, 56.201, 56.02, 55.856, 55.708, 55.568, 55.432, 55.308, 55.206, 55.125, 55.064, 55.017, 54.985, 54.957, 54.926, 54.892, 54.856, 54.816, 54.774, 54.731, 54.688, 54.644, 54.6, 54.561, 54.531, 54.5, 54.46, 54.413, 54.361, 54.308, 54.254, 54.196, 54.134, 54.067, 54.009, 53.974, 53.962, 53.967 ), A47 = c(58.81, 58.616, 58.394, 58.153, 57.91, 57.675, 57.45, 57.224, 56.994, 56.763, 56.536, 56.318, 56.116, 55.936, 55.778, 55.637, 55.505, 55.374, 55.244, 55.127, 55.031, 54.958, 54.905, 54.867, 54.843, 54.825, 54.807, 54.79, 54.772, 54.75, 54.724, 54.695, 54.662, 54.626, 54.593, 54.569, 54.557, 54.549, 54.536, 54.523, 54.506, 54.484, 54.459, 54.428, 54.389, 54.343, 54.304, 54.283, 54.279), A48 = c(58.81, 58.602, 58.38, 58.133, 57.877, 57.626, 57.381, 57.14, 56.896, 56.649, 56.409, 56.186, 55.984, 55.811, 55.662, 55.528, 55.402, 55.277, 55.15, 55.022, 54.904, 54.808, 54.739, 54.69, 54.655, 54.637, 54.629, 54.624, 54.624, 54.624, 54.617, 54.603, 54.585, 54.563, 54.541, 54.525, 54.525, 54.543, 54.57, 54.595, 54.621, 54.645, 54.661, 54.668, 54.665, 54.654, 54.639, 54.627, 54.629), A49 = c(58.81, 58.573, 58.331, 58.073, 57.801, 57.53, 57.264, 57.002, 56.737, 56.468, 56.21, 55.98, 55.786, 55.622, 55.483, 55.358, 55.239, 55.121, 54.999, 54.874, 54.743, 54.622, 54.528, 54.458, 54.409, 54.377, 54.363, 54.361, 54.363, 54.37, 54.376, 54.377, 54.375, 54.369, 54.36, 54.352, 54.355, 54.379, 54.425, 54.483, 54.539, 54.595, 54.646, 54.687, 54.717, 54.736, 54.751, 54.768, 54.794), A50 = c(58.81, 58.544, 58.271, 57.987, 57.694, 57.399, 57.11, 56.825, 56.539, 56.247, 55.969, 55.735, 55.547, 55.391, 55.258, 55.145, 55.041, 54.937, 54.827, 54.71, 54.589, 54.466, 54.356, 54.269, 54.204, 54.159, 54.132, 54.123, 54.126, 54.134, 54.144, 54.153, 54.159, 54.164, 54.166, 54.165, 54.165, 54.178, 54.216, 54.276, 54.346, 54.415, 54.484, 54.545, 54.592, 54.627, 54.655, 54.687, 54.727), A51 = c(58.81, 58.531, 58.23, 57.92, 57.603, 57.283, 56.967, 56.66, 56.356, 56.05, 55.768, 55.531, 55.339, 55.183, 55.055, 54.946, 54.849, 54.751, 54.647, 54.536, 54.424, 54.311, 54.199, 54.099, 54.022, 53.965, 53.926, 53.905, 53.902, 53.911, 53.925, 53.937, 53.948, 53.959, 53.971, 53.981, 53.99, 53.997, 54.018, 54.064, 54.131, 54.209, 54.287, 54.361, 54.427, 54.478, 54.517, 54.551, 54.592), A52 = c(58.81, 58.531, 58.218, 57.887, 57.552, 57.211, 56.87, 56.538, 56.215, 55.906, 55.633, 55.396, 55.193, 55.028, 54.894, 54.778, 54.669, 54.563, 54.454, 54.339, 54.223, 54.109, 53.999, 53.894, 53.804, 53.736, 53.687, 53.657, 53.647, 53.652, 53.664, 53.678, 53.695, 53.714, 53.741, 53.778, 53.818, 53.852, 53.879, 53.914, 53.97, 54.049, 54.137, 54.222, 54.3, 54.368, 54.423, 54.464, 54.501), A53 = c(58.81, 58.531, 58.218, 57.877, 57.528, 57.178, 56.821, 56.467, 56.124, 55.814, 55.552, 55.327, 55.124, 54.948, 54.801, 54.673, 54.554, 54.436, 54.32, 54.203, 54.086, 53.971, 53.862, 53.76, 53.665, 53.585, 53.527, 53.49, 53.472, 53.471, 53.488, 53.516, 53.546, 53.578, 53.618, 53.67, 53.728, 53.784, 53.83, 53.868, 53.916, 53.986, 54.074, 54.17, 54.264, 54.354, 54.436, 54.505, 54.561 ), A54 = c(58.81, 58.52, 58.206, 57.864, 57.509, 57.151, 56.791, 56.426, 56.065, 55.75, 55.498, 55.287, 55.1, 54.927, 54.769, 54.629, 54.5, 54.376, 54.255, 54.138, 54.024, 53.912, 53.807, 53.71, 53.62, 53.537, 53.469, 53.426, 53.402, 53.399, 53.417, 53.454, 53.501, 53.551, 53.601, 53.656, 53.719, 53.785, 53.845, 53.897, 53.944, 54.001, 54.08, 54.177, 54.283, 54.389, 54.49, 54.584, 54.669), A55 = c(58.81, 58.501, 58.176, 57.831, 57.473, 57.11, 56.748, 56.382, 56.02, 55.706, 55.458, 55.257, 55.086, 54.928, 54.773, 54.621, 54.479, 54.348, 54.224, 54.107, 53.994, 53.886, 53.784, 53.691, 53.606, 53.527, 53.458, 53.408, 53.381, 53.375, 53.391, 53.428, 53.484, 53.55, 53.617, 53.682, 53.746, 53.815, 53.883, 53.945, 54.001, 54.056, 54.121, 54.208, 54.313, 54.428, 54.539, 54.647, 54.748), A56 = c(58.81, 58.481, 58.139, 57.783, 57.42, 57.053, 56.688, 56.323, 55.973, 55.671, 55.428, 55.233, 55.072, 54.929, 54.786, 54.633, 54.48, 54.339, 54.211, 54.096, 53.987, 53.883, 53.785, 53.694, 53.612, 53.537, 53.473, 53.421, 53.387, 53.378, 53.39, 53.423, 53.475, 53.548, 53.631, 53.712, 53.786, 53.856, 53.927, 53.994, 54.056, 54.116, 54.178, 54.251, 54.344, 54.455, 54.572, 54.686, 54.795), A57 = c(58.81, 58.479, 58.12, 57.752, 57.382, 57.01, 56.639, 56.272, 55.936, 55.655, 55.424, 55.234, 55.077, 54.941, 54.806, 54.66, 54.506, 54.355, 54.219, 54.102, 53.997, 53.897, 53.802, 53.713, 53.631, 53.558, 53.498, 53.451, 53.416, 53.402, 53.412, 53.442, 53.49, 53.56, 53.652, 53.753, 53.844, 53.923, 53.994, 54.064, 54.13, 54.195, 54.262, 54.334, 54.416, 54.516, 54.63, 54.751, 54.866), A58 = c(58.81, 58.691, 58.562, 58.418, 58.257, 58.087, 57.918, 57.754, 57.595, 57.438, 57.282, 57.126, 56.971, 56.815, 56.658, 56.501, 56.348, 56.198, 56.05, 55.902, 55.756, 55.618, 55.497, 55.393, 55.305, 55.23, 55.169, 55.123, 55.085, 55.05, 55.013, 54.974, 54.934, 54.897, 54.86, 54.813, 54.75, 54.669, 54.58, 54.491, 54.403, 54.324, 54.256, 54.199, 54.142, 54.073, 53.99, 53.919, 53.875), A59 = c(58.81, 58.66, 58.421, 58.069, 57.624, 57.146, 56.664, 56.158, 55.658, 55.231, 54.889, 54.611, 54.381, 54.193, 54.035, 53.894, 53.766, 53.652, 53.557, 53.479, 53.416, 53.365, 53.326, 53.3, 53.29, 53.294, 53.309, 53.332, 53.363, 53.396, 53.423, 53.445, 53.464, 53.482, 53.499, 53.521, 53.554, 53.597, 53.64, 53.673, 53.699, 53.724, 53.752, 53.786, 53.823, 53.86, 53.896, 53.93, 53.958), A60 = c(58.81, 58.665, 58.503, 58.32, 58.117, 57.903, 57.682, 57.457, 57.23, 57.002, 56.775, 56.554, 56.346, 56.144, 55.942, 55.747, 55.569, 55.415, 55.281, 55.158, 55.039, 54.919, 54.801, 54.691, 54.586, 54.487, 54.396, 54.314, 54.237, 54.161, 54.086, 54.022, 53.978, 53.958, 53.96, 53.98, 54.017, 54.082, 54.155, 54.212, 54.29, 54.415, 54.574, 54.776, 55.018, 55.27, 55.537, 55.823, 56.114 ), A61 = c(58.81, 58.732, 58.662, 58.596, 58.539, 58.497, 58.475, 58.476, 58.491, 58.508, 58.529, 58.546, 58.55, 58.544, 58.526, 58.496, 58.452, 58.397, 58.331, 58.251, 58.155, 58.044, 57.917, 57.784, 57.648, 57.506, 57.356, 57.197, 57.029, 56.852, 56.663, 56.468, 56.282, 56.11, 55.949, 55.792, 55.639, 55.492, 55.36, 55.246, 55.144, 55.047, 54.949, 54.846, 54.746, 54.651, 54.561, 54.476, 54.396), A62 = c(58.81, 58.553, 58.213, 57.817, 57.373, 56.907, 56.471, 56.074, 55.731, 55.447, 55.211, 55.013, 54.844, 54.69, 54.551, 54.426, 54.317, 54.225, 54.144, 54.066, 53.994, 53.926, 53.859, 53.788, 53.722, 53.66, 53.584, 53.505, 53.434, 53.363, 53.292, 53.22, 53.143, 53.065, 52.992, 52.923, 52.852, 52.774, 52.69, 52.604, 52.518, 52.433, 52.343, 52.242, 52.129, 52.01, 51.899, 51.793, 51.68), A63 = c(58.81, 58.632, 58.4, 58.097, 57.748, 57.371, 56.952, 56.508, 56.074, 55.675, 55.322, 55.008, 54.713, 54.413, 54.102, 53.798, 53.523, 53.284, 53.073, 52.884, 52.714, 52.56, 52.423, 52.3, 52.189, 52.088, 51.997, 51.914, 51.838, 51.772, 51.716, 51.668, 51.62, 51.561, 51.494, 51.426, 51.363, 51.304, 51.243, 51.175, 51.099, 51.021, 50.944, 50.862, 50.776, 50.693, 50.613, 50.539, 50.484), A64 = c(58.81, 58.567, 58.325, 58.074, 57.814, 57.549, 57.285, 57.031, 56.782, 56.532, 56.289, 56.07, 55.878, 55.703, 55.539, 55.384, 55.239, 55.096, 54.945, 54.781, 54.594, 54.379, 54.151, 53.929, 53.727, 53.549, 53.393, 53.257, 53.133, 53.014, 52.891, 52.771, 52.668, 52.589, 52.534, 52.512, 52.528, 52.578, 52.653, 52.755, 52.893, 53.051, 53.22, 53.426, 53.665, 53.924, 54.22, 54.511, 54.804), A65 = c(58.81, 58.55, 58.296, 58.042, 57.78, 57.513, 57.245, 56.982, 56.728, 56.478, 56.236, 56.02, 55.827, 55.649, 55.479, 55.315, 55.16, 55.016, 54.873, 54.715, 54.541, 54.345, 54.13, 53.913, 53.709, 53.53, 53.376, 53.249, 53.145, 53.059, 52.977, 52.887, 52.79, 52.702, 52.636, 52.589, 52.574, 52.599, 52.663, 52.755, 52.871, 53.025, 53.191, 53.358, 53.569, 53.815, 54.087, 54.395, 54.702), A66 = c(58.81, 58.533, 58.259, 57.992, 57.727, 57.458, 57.185, 56.91, 56.641, 56.382, 56.14, 55.922, 55.727, 55.542, 55.362, 55.186, 55.017, 54.856, 54.701, 54.54, 54.367, 54.182, 53.984, 53.783, 53.593, 53.419, 53.267, 53.139, 53.038, 52.963, 52.91, 52.864, 52.811, 52.751, 52.689, 52.637, 52.604, 52.596, 52.623, 52.694, 52.784, 52.887, 53.031, 53.189, 53.339, 53.514, 53.715, 53.949, 54.235), A67 = c(58.81, 58.523, 58.23, 57.941, 57.664, 57.394, 57.12, 56.839, 56.556, 56.285, 56.036, 55.815, 55.617, 55.426, 55.236, 55.05, 54.869, 54.693, 54.519, 54.342, 54.159, 53.974, 53.795, 53.623, 53.455, 53.297, 53.154, 53.034, 52.935, 52.858, 52.801, 52.766, 52.738, 52.709, 52.676, 52.634, 52.592, 52.563, 52.55, 52.556, 52.596, 52.649, 52.692, 52.763, 52.842, 52.904, 53.009, 53.141, 53.24 ), A68 = c(58.81, 58.522, 58.219, 57.91, 57.614, 57.336, 57.063, 56.785, 56.497, 56.214, 55.959, 55.736, 55.536, 55.344, 55.148, 54.952, 54.761, 54.572, 54.383, 54.192, 53.997, 53.808, 53.636, 53.483, 53.341, 53.205, 53.077, 52.958, 52.848, 52.751, 52.668, 52.6, 52.548, 52.503, 52.451, 52.393, 52.33, 52.263, 52.195, 52.121, 52.039, 51.963, 51.892, 51.824, 51.756, 51.689, 51.619, 51.535, 51.464), A69 = c(58.81, 58.521, 58.218, 57.9, 57.587, 57.298, 57.021, 56.747, 56.465, 56.182, 55.921, 55.694, 55.493, 55.301, 55.107, 54.908, 54.71, 54.514, 54.315, 54.115, 53.918, 53.725, 53.545, 53.384, 53.244, 53.118, 52.998, 52.884, 52.777, 52.679, 52.591, 52.513, 52.443, 52.384, 52.334, 52.285, 52.232, 52.177, 52.127, 52.078, 52.021, 51.952, 51.877, 51.808, 51.741, 51.667, 51.603, 51.545, 51.478), A70 = c(58.81, 58.521, 58.219, 57.903, 57.585, 57.285, 57.005, 56.733, 56.457, 56.186, 55.93, 55.699, 55.495, 55.303, 55.111, 54.916, 54.718, 54.519, 54.32, 54.119, 53.921, 53.727, 53.536, 53.355, 53.195, 53.057, 52.934, 52.815, 52.701, 52.595, 52.502, 52.422, 52.352, 52.289, 52.237, 52.194, 52.158, 52.127, 52.103, 52.086, 52.071, 52.049, 52.012, 51.962, 51.905, 51.843, 51.769, 51.701, 51.65), A71 = c(58.81, 58.596, 58.357, 58.094, 57.82, 57.558, 57.314, 57.083, 56.847, 56.601, 56.349, 56.092, 55.843, 55.63, 55.464, 55.339, 55.239, 55.152, 55.075, 55.012, 54.964, 54.931, 54.907, 54.889, 54.881, 54.879, 54.881, 54.892, 54.906, 54.92, 54.934, 54.953, 54.988, 55.041, 55.105, 55.174, 55.248, 55.334, 55.436, 55.553, 55.669, 55.77, 55.852, 55.925, 56.003, 56.085, 56.175, 56.279, 56.401 ), A72 = c(58.81, 58.668, 58.515, 58.352, 58.174, 57.976, 57.754, 57.517, 57.28, 57.034, 56.766, 56.477, 56.183, 55.905, 55.647, 55.409, 55.187, 54.977, 54.776, 54.581, 54.39, 54.198, 53.996, 53.786, 53.587, 53.406, 53.241, 53.085, 52.93, 52.775, 52.616, 52.45, 52.283, 52.122, 51.975, 51.838, 51.709, 51.589, 51.486, 51.391, 51.296, 51.201, 51.11, 51.027, 50.951, 50.871, 50.776, 50.666, 50.534), A73 = c(58.81, 58.668, 58.514, 58.35, 58.17, 57.97, 57.746, 57.507, 57.262, 57.022, 56.769, 56.491, 56.212, 55.946, 55.698, 55.468, 55.25, 55.043, 54.844, 54.649, 54.457, 54.267, 54.074, 53.875, 53.678, 53.494, 53.329, 53.182, 53.039, 52.892, 52.742, 52.588, 52.428, 52.267, 52.112, 51.969, 51.835, 51.709, 51.593, 51.492, 51.397, 51.301, 51.205, 51.113, 51.028, 50.949, 50.868, 50.774, 50.664), A74 = c(58.81, 58.658, 58.504, 58.337, 58.157, 57.957, 57.734, 57.49, 57.239, 56.99, 56.74, 56.474, 56.2, 55.939, 55.698, 55.475, 55.265, 55.066, 54.875, 54.686, 54.494, 54.302, 54.11, 53.919, 53.73, 53.549, 53.382, 53.232, 53.094, 52.959, 52.818, 52.675, 52.528, 52.377, 52.224, 52.077, 51.941, 51.814, 51.694, 51.585, 51.49, 51.402, 51.313, 51.224, 51.137, 51.057, 50.984, 50.908, 50.821), A75 = c(58.81, 58.641, 58.476, 58.306, 58.122, 57.921, 57.698, 57.454, 57.196, 56.937, 56.676, 56.407, 56.133, 55.871, 55.635, 55.421, 55.222, 55.035, 54.857, 54.679, 54.494, 54.303, 54.11, 53.92, 53.738, 53.565, 53.399, 53.247, 53.108, 52.977, 52.846, 52.711, 52.573, 52.433, 52.291, 52.148, 52.012, 51.886, 51.765, 51.65, 51.547, 51.457, 51.374, 51.29, 51.205, 51.123, 51.047, 50.978, 50.909), A76 = c(58.81, 58.624, 58.442, 58.26, 58.069, 57.862, 57.636, 57.392, 57.135, 56.869, 56.597, 56.317, 56.026, 55.755, 55.52, 55.313, 55.128, 54.953, 54.784, 54.61, 54.428, 54.235, 54.031, 53.828, 53.638, 53.461, 53.294, 53.135, 52.987, 52.845, 52.705, 52.563, 52.418, 52.271, 52.124, 51.976, 51.833, 51.695, 51.563, 51.432, 51.306, 51.194, 51.097, 51.007, 50.914, 50.819, 50.722, 50.628, 50.535), A77 = c(58.81, 58.658, 58.498, 58.33, 58.138, 57.911, 57.659, 57.395, 57.126, 56.846, 56.555, 56.259, 55.972, 55.707, 55.461, 55.228, 55.016, 54.818, 54.621, 54.418, 54.197, 53.952, 53.701, 53.459, 53.23, 53.011, 52.796, 52.584, 52.379, 52.186, 52.009, 51.844, 51.683, 51.527, 51.371, 51.207, 51.031, 50.85, 50.674, 50.502, 50.341, 50.196, 50.071, 49.951, 49.821, 49.683, 49.553, 49.445, 49.357), A78 = c(58.81, 58.664, 58.491, 58.309, 58.117, 57.903, 57.66, 57.402, 57.136, 56.863, 56.576, 56.281, 55.995, 55.737, 55.504, 55.282, 55.069, 54.866, 54.668, 54.465, 54.247, 54.008, 53.757, 53.515, 53.29, 53.082, 52.881, 52.679, 52.479, 52.288, 52.111, 51.95, 51.798, 51.648, 51.501, 51.351, 51.194, 51.027, 50.854, 50.683, 50.511, 50.343, 50.184, 50.037, 49.891, 49.737, 49.579, 49.431, 49.306 ), A79 = c(58.81, 58.688, 58.524, 58.332, 58.131, 57.92, 57.691, 57.441, 57.184, 56.919, 56.643, 56.355, 56.07, 55.81, 55.58, 55.369, 55.163, 54.963, 54.768, 54.572, 54.366, 54.143, 53.903, 53.664, 53.44, 53.235, 53.045, 52.861, 52.676, 52.494, 52.319, 52.158, 52.012, 51.875, 51.739, 51.603, 51.465, 51.321, 51.17, 51.012, 50.854, 50.697, 50.541, 50.392, 50.248, 50.1, 49.932, 49.753, 49.586), A80 = c(58.81, 58.713, 58.576, 58.396, 58.189, 57.974, 57.751, 57.515, 57.266, 57.011, 56.749, 56.471, 56.191, 55.926, 55.689, 55.48, 55.285, 55.093, 54.903, 54.715, 54.522, 54.317, 54.098, 53.866, 53.643, 53.438, 53.255, 53.086, 52.922, 52.756, 52.591, 52.434, 52.288, 52.157, 52.035, 51.914, 51.793, 51.671, 51.545, 51.415, 51.28, 51.141, 51, 50.863, 50.736, 50.615, 50.493, 50.357, 50.207), A81 = c(58.81, 58.711, 58.6, 58.45, 58.258, 58.042, 57.817, 57.589, 57.353, 57.106, 56.855, 56.592, 56.32, 56.05, 55.802, 55.586, 55.396, 55.215, 55.037, 54.86, 54.68, 54.493, 54.294, 54.083, 53.864, 53.656, 53.471, 53.308, 53.16, 53.017, 52.872, 52.727, 52.588, 52.461, 52.346, 52.238, 52.131, 52.024, 51.918, 51.813, 51.707, 51.598, 51.485, 51.371, 51.257, 51.148, 51.042, 50.935, 50.819), A82 = c(58.81, 58.684, 58.572, 58.45, 58.288, 58.087, 57.864, 57.637, 57.409, 57.174, 56.931, 56.68, 56.416, 56.143, 55.883, 55.651, 55.454, 55.281, 55.118, 54.956, 54.79, 54.618, 54.437, 54.243, 54.035, 53.822, 53.619, 53.437, 53.276, 53.129, 52.987, 52.843, 52.699, 52.562, 52.435, 52.32, 52.212, 52.106, 52, 51.894, 51.789, 51.683, 51.574, 51.46, 51.345, 51.23, 51.12, 51.015, 50.908), A83 = c(58.81, 58.728, 58.611, 58.459, 58.261, 58.018, 57.738, 57.424, 57.094, 56.779, 56.497, 56.237, 55.975, 55.727, 55.497, 55.282, 55.078, 54.884, 54.698, 54.518, 54.35, 54.195, 54.053, 53.917, 53.784, 53.656, 53.535, 53.418, 53.304, 53.194, 53.089, 52.986, 52.894, 52.82, 52.761, 52.715, 52.686, 52.675, 52.669, 52.663, 52.663, 52.659, 52.649, 52.645, 52.632, 52.598, 52.561, 52.534, 52.511), A84 = c(58.81, 58.628, 58.427, 58.197, 57.94, 57.667, 57.392, 57.12, 56.85, 56.571, 56.28, 55.998, 55.75, 55.532, 55.339, 55.169, 55.016, 54.869, 54.715, 54.56, 54.413, 54.28, 54.159, 54.045, 53.937, 53.833, 53.735, 53.641, 53.548, 53.459, 53.374, 53.293, 53.23, 53.198, 53.199, 53.218, 53.239, 53.262, 53.292, 53.337, 53.397, 53.467, 53.542, 53.623, 53.705, 53.786, 53.864, 53.943, 54.023), A85 = c(58.81, 58.626, 58.427, 58.202, 57.947, 57.674, 57.4, 57.128, 56.858, 56.58, 56.289, 56.001, 55.744, 55.523, 55.323, 55.142, 54.98, 54.832, 54.685, 54.531, 54.377, 54.232, 54.1, 53.98, 53.868, 53.762, 53.66, 53.56, 53.463, 53.366, 53.27, 53.178, 53.089, 53.017, 52.979, 52.977, 52.994, 53.014, 53.035, 53.065, 53.107, 53.165, 53.234, 53.306, 53.383, 53.461, 53.536, 53.607, 53.676 ), A86 = c(58.81, 58.625, 58.427, 58.206, 57.954, 57.682, 57.41, 57.142, 56.875, 56.6, 56.311, 56.018, 55.753, 55.525, 55.324, 55.137, 54.966, 54.812, 54.666, 54.518, 54.364, 54.211, 54.067, 53.936, 53.817, 53.708, 53.601, 53.497, 53.394, 53.292, 53.189, 53.087, 52.987, 52.891, 52.814, 52.771, 52.762, 52.774, 52.791, 52.814, 52.846, 52.891, 52.951, 53.019, 53.089, 53.161, 53.235, 53.305, 53.368), A87 = c(58.81, 58.649, 58.456, 58.245, 58.004, 57.735, 57.461, 57.193, 56.931, 56.663, 56.379, 56.084, 55.804, 55.561, 55.351, 55.163, 54.986, 54.822, 54.672, 54.527, 54.378, 54.223, 54.069, 53.925, 53.794, 53.677, 53.566, 53.458, 53.35, 53.243, 53.134, 53.025, 52.916, 52.812, 52.712, 52.63, 52.581, 52.566, 52.573, 52.589, 52.615, 52.652, 52.703, 52.769, 52.843, 52.917, 52.99, 53.063, 53.131), A88 = c(58.81, 58.698, 58.535, 58.337, 58.118, 57.869, 57.599, 57.327, 57.067, 56.809, 56.538, 56.252, 55.957, 55.686, 55.455, 55.255, 55.074, 54.903, 54.744, 54.596, 54.453, 54.305, 54.149, 53.994, 53.849, 53.718, 53.601, 53.49, 53.381, 53.272, 53.163, 53.052, 52.941, 52.832, 52.728, 52.626, 52.541, 52.489, 52.47, 52.474, 52.489, 52.516, 52.555, 52.608, 52.676, 52.752, 52.828, 52.903, 52.976), A89 = c(58.81, 58.805, 58.774, 58.714, 58.623, 58.498, 58.343, 58.171, 57.989, 57.797, 57.593, 57.375, 57.144, 56.909, 56.681, 56.473, 56.282, 56.099, 55.926, 55.767, 55.621, 55.487, 55.367, 55.264, 55.162, 55.042, 54.903, 54.751, 54.596, 54.442, 54.291, 54.142, 53.995, 53.846, 53.697, 53.549, 53.407, 53.273, 53.151, 53.038, 52.925, 52.805, 52.68, 52.552, 52.421, 52.291, 52.169, 52.057, 51.945), A90 = c(58.81, 58.855, 58.934, 59.054, 59.203, 59.371, 59.558, 59.767, 59.996, 60.233, 60.455, 60.651, 60.823, 60.976, 61.11, 61.219, 61.306, 61.375, 61.427, 61.471, 61.515, 61.558, 61.595, 61.621, 61.632, 61.627, 61.602, 61.559, 61.503, 61.437, 61.357, 61.26, 61.145, 61.01, 60.868, 60.73, 60.589, 60.439, 60.285, 60.139, 60.007, 59.877, 59.742, 59.579, 59.378, 59.151, 58.912, 58.663, 58.407), B1 = c(17.39, 17.58, 17.828, 18.154, 18.508, 18.902, 19.389, 19.878, 20.282, 20.608, 20.88, 21.121, 21.337, 21.53, 21.709, 21.884, 22.031, 22.136, 22.206, 22.251, 22.277, 22.283, 22.29, 22.326, 22.396, 22.486, 22.584, 22.691, 22.802, 22.909, 23.009, 23.109, 23.211, 23.315, 23.416, 23.511, 23.602, 23.701, 23.821, 23.963, 24.13, 24.323, 24.543, 24.779, 25.017, 25.253, 25.487, 25.723, 25.966), B2 = c(17.39, 17.791, 18.174, 18.545, 18.918, 19.304, 19.716, 20.144, 20.569, 20.984, 21.397, 21.825, 22.268, 22.711, 23.146, 23.571, 23.98, 24.359, 24.696, 24.99, 25.264, 25.53, 25.783, 26.021, 26.232, 26.41, 26.569, 26.73, 26.9, 27.067, 27.215, 27.343, 27.457, 27.566, 27.674, 27.767, 27.831, 27.867, 27.891, 27.919, 27.95, 27.995, 28.066, 28.16, 28.272, 28.393, 28.52, 28.639, 28.738 ), B3 = c(17.39, 17.799, 18.203, 18.616, 19.039, 19.468, 19.911, 20.368, 20.815, 21.244, 21.668, 22.092, 22.526, 22.963, 23.387, 23.796, 24.188, 24.56, 24.902, 25.209, 25.486, 25.744, 25.994, 26.237, 26.463, 26.662, 26.828, 26.98, 27.138, 27.308, 27.474, 27.62, 27.744, 27.853, 27.961, 28.069, 28.164, 28.23, 28.267, 28.29, 28.315, 28.343, 28.385, 28.451, 28.541, 28.645, 28.754, 28.864, 28.966), B4 = c(17.39, 17.806, 18.212, 18.645, 19.113, 19.591, 20.073, 20.557, 21.027, 21.472, 21.904, 22.333, 22.76, 23.192, 23.62, 24.025, 24.406, 24.766, 25.104, 25.419, 25.708, 25.974, 26.223, 26.466, 26.705, 26.928, 27.121, 27.279, 27.425, 27.578, 27.744, 27.907, 28.05, 28.169, 28.275, 28.381, 28.486, 28.576, 28.635, 28.661, 28.669, 28.679, 28.69, 28.717, 28.768, 28.842, 28.93, 29.018, 29.105), B5 = c(17.39, 17.713, 18.077, 18.442, 18.783, 19.147, 19.513, 19.835, 20.121, 20.402, 20.705, 21.032, 21.359, 21.657, 21.926, 22.156, 22.351, 22.543, 22.744, 22.953, 23.158, 23.36, 23.553, 23.719, 23.856, 23.965, 24.031, 24.046, 24.017, 23.953, 23.844, 23.68, 23.475, 23.318, 23.25, 23.242, 23.24, 23.218, 23.186, 23.153, 23.138, 23.16, 23.215, 23.294, 23.397, 23.536, 23.718, 23.94, 24.2), B6 = c(17.39, 17.684, 18.013, 18.381, 18.755, 19.128, 19.525, 19.908, 20.247, 20.555, 20.854, 21.164, 21.489, 21.805, 22.089, 22.348, 22.582, 22.802, 23.029, 23.263, 23.496, 23.72, 23.936, 24.139, 24.306, 24.437, 24.542, 24.612, 24.64, 24.641, 24.617, 24.566, 24.471, 24.309, 24.129, 24.004, 23.955, 23.936, 23.899, 23.851, 23.813, 23.806, 23.843, 23.927, 24.045, 24.187, 24.367, 24.607, 24.905 ), B7 = c(17.39, 17.669, 17.962, 18.291, 18.654, 19.035, 19.418, 19.815, 20.199, 20.539, 20.841, 21.13, 21.432, 21.744, 22.043, 22.306, 22.547, 22.777, 23.007, 23.247, 23.491, 23.725, 23.949, 24.161, 24.348, 24.492, 24.601, 24.688, 24.737, 24.752, 24.749, 24.727, 24.671, 24.56, 24.388, 24.211, 24.097, 24.056, 24.033, 23.989, 23.939, 23.901, 23.894, 23.938, 24.032, 24.157, 24.304, 24.493, 24.743), B8 = c(17.39, 17.666, 17.937, 18.226, 18.547, 18.904, 19.276, 19.645, 20.027, 20.399, 20.721, 21.005, 21.281, 21.572, 21.869, 22.141, 22.373, 22.597, 22.828, 23.063, 23.307, 23.548, 23.779, 23.997, 24.197, 24.365, 24.484, 24.568, 24.629, 24.654, 24.65, 24.631, 24.584, 24.489, 24.333, 24.117, 23.916, 23.786, 23.719, 23.67, 23.605, 23.536, 23.479, 23.447, 23.456, 23.505, 23.58, 23.666, 23.769), B9 = c(17.39, 17.663, 17.923, 18.184, 18.465, 18.779, 19.124, 19.473, 19.82, 20.186, 20.536, 20.832, 21.098, 21.363, 21.639, 21.912, 22.155, 22.366, 22.585, 22.818, 23.057, 23.3, 23.539, 23.766, 23.977, 24.163, 24.311, 24.41, 24.473, 24.509, 24.51, 24.489, 24.451, 24.376, 24.24, 24.039, 23.801, 23.598, 23.455, 23.36, 23.28, 23.194, 23.112, 23.038, 22.986, 22.962, 22.969, 22.998, 23.043), B10 = c(17.39, 17.696, 17.994, 18.266, 18.502, 18.719, 18.954, 19.228, 19.538, 19.869, 20.212, 20.564, 20.893, 21.168, 21.399, 21.603, 21.795, 21.982, 22.166, 22.334, 22.468, 22.565, 22.629, 22.664, 22.684, 22.702, 22.717, 22.728, 22.722, 22.684, 22.61, 22.498, 22.346, 22.154, 21.919, 21.642, 21.333, 21.004, 20.655, 20.287, 19.899, 19.49, 19.08, 18.687, 18.312, 17.962, 17.632, 17.318, 17.024), B11 = c(17.39, 17.676, 17.934, 18.161, 18.38, 18.607, 18.836, 19.08, 19.338, 19.598, 19.851, 20.09, 20.307, 20.494, 20.647, 20.774, 20.883, 20.979, 21.06, 21.119, 21.153, 21.166, 21.154, 21.113, 21.044, 20.95, 20.834, 20.7, 20.557, 20.411, 20.259, 20.109, 19.97, 19.837, 19.702, 19.558, 19.401, 19.216, 18.993, 18.732, 18.436, 18.115, 17.776, 17.445, 17.148, 16.88, 16.62, 16.358, 16.1), B12 = c(17.39, 17.684, 17.968, 18.222, 18.455, 18.686, 18.943, 19.235, 19.549, 19.866, 20.176, 20.48, 20.786, 21.101, 21.431, 21.779, 22.148, 22.533, 22.928, 23.332, 23.748, 24.182, 24.643, 25.126, 25.619, 26.118, 26.614, 27.092, 27.543, 27.983, 28.431, 28.887, 29.328, 29.729, 30.096, 30.426, 30.717, 30.972, 31.194, 31.383, 31.541, 31.677, 31.798, 31.908, 31.995, 32.046, 32.062, 32.05, 32.013), B13 = c(17.39, 17.623, 17.871, 18.105, 18.324, 18.518, 18.714, 18.952, 19.228, 19.519, 19.814, 20.107, 20.397, 20.69, 20.993, 21.312, 21.65, 22.013, 22.394, 22.786, 23.188, 23.601, 24.035, 24.501, 24.999, 25.514, 26.037, 26.552, 27.04, 27.495, 27.938, 28.39, 28.852, 29.305, 29.727, 30.122, 30.485, 30.81, 31.099, 31.354, 31.577, 31.77, 31.936, 32.079, 32.202, 32.3, 32.367, 32.409, 32.431 ), B14 = c(17.39, 17.63, 17.894, 18.171, 18.447, 18.723, 19.012, 19.304, 19.594, 19.898, 20.207, 20.506, 20.801, 21.108, 21.433, 21.768, 22.102, 22.433, 22.769, 23.132, 23.541, 23.996, 24.486, 24.993, 25.505, 26.023, 26.557, 27.108, 27.668, 28.231, 28.793, 29.35, 29.911, 30.478, 31.028, 31.535, 32, 32.425, 32.807, 33.143, 33.451, 33.751, 34.042, 34.303, 34.513, 34.67, 34.802, 34.936, 35.074), B15 = c(17.39, 17.718, 18.01, 18.242, 18.41, 18.566, 18.762, 18.99, 19.234, 19.482, 19.732, 19.983, 20.237, 20.498, 20.756, 21, 21.234, 21.453, 21.656, 21.842, 22.024, 22.217, 22.43, 22.656, 22.886, 23.115, 23.355, 23.612, 23.883, 24.152, 24.411, 24.667, 24.933, 25.222, 25.534, 25.867, 26.215, 26.573, 26.934, 27.296, 27.659, 28.022, 28.377, 28.719, 29.056, 29.405, 29.763, 30.13, 30.503), B16 = c(17.39, 17.707, 18.01, 18.274, 18.48, 18.631, 18.774, 18.948, 19.147, 19.362, 19.581, 19.801, 20.02, 20.243, 20.473, 20.696, 20.904, 21.097, 21.278, 21.449, 21.609, 21.77, 21.947, 22.148, 22.362, 22.576, 22.786, 23.006, 23.25, 23.516, 23.781, 24.03, 24.269, 24.517, 24.789, 25.085, 25.399, 25.726, 26.06, 26.397, 26.731, 27.064, 27.393, 27.717, 28.029, 28.34, 28.663, 28.997, 29.339), B17 = c(17.39, 17.56, 17.786, 18.042, 18.316, 18.617, 18.953, 19.299, 19.629, 19.954, 20.253, 20.507, 20.723, 20.907, 21.05, 21.148, 21.211, 21.248, 21.248, 21.231, 21.237, 21.275, 21.322, 21.351, 21.357, 21.349, 21.334, 21.303, 21.272, 21.262, 21.275, 21.296, 21.31, 21.319, 21.333, 21.362, 21.411, 21.482, 21.575, 21.69, 21.83, 22.002, 22.205, 22.431, 22.666, 22.912, 23.17, 23.44, 23.713 ), B18 = c(17.39, 17.586, 17.784, 18.027, 18.291, 18.574, 18.888, 19.227, 19.568, 19.896, 20.214, 20.497, 20.736, 20.944, 21.117, 21.243, 21.319, 21.357, 21.361, 21.335, 21.317, 21.332, 21.38, 21.433, 21.463, 21.468, 21.455, 21.428, 21.381, 21.331, 21.301, 21.292, 21.29, 21.282, 21.27, 21.261, 21.266, 21.287, 21.332, 21.405, 21.504, 21.631, 21.791, 21.983, 22.197, 22.419, 22.651, 22.897, 23.159), B19 = c(17.39, 17.667, 17.893, 18.122, 18.386, 18.661, 18.951, 19.266, 19.599, 19.935, 20.254, 20.551, 20.811, 21.034, 21.229, 21.385, 21.486, 21.539, 21.552, 21.542, 21.528, 21.53, 21.564, 21.623, 21.681, 21.715, 21.722, 21.71, 21.679, 21.623, 21.564, 21.524, 21.504, 21.491, 21.471, 21.446, 21.424, 21.416, 21.423, 21.455, 21.518, 21.609, 21.732, 21.886, 22.074, 22.284, 22.503, 22.73, 22.97), B20 = c(17.39, 17.748, 18.041, 18.302, 18.568, 18.853, 19.138, 19.429, 19.74, 20.068, 20.392, 20.69, 20.959, 21.193, 21.393, 21.561, 21.684, 21.756, 21.781, 21.788, 21.801, 21.813, 21.839, 21.889, 21.956, 22.015, 22.05, 22.059, 22.044, 22.006, 21.945, 21.882, 21.839, 21.816, 21.8, 21.776, 21.745, 21.717, 21.704, 21.709, 21.74, 21.802, 21.895, 22.021, 22.179, 22.371, 22.585, 22.808, 23.038), B21 = c(17.39, 17.779, 18.139, 18.452, 18.748, 19.049, 19.358, 19.65, 19.937, 20.242, 20.555, 20.857, 21.129, 21.365, 21.566, 21.732, 21.86, 21.94, 21.979, 22.009, 22.047, 22.089, 22.126, 22.171, 22.231, 22.296, 22.35, 22.381, 22.387, 22.371, 22.333, 22.274, 22.213, 22.17, 22.146, 22.128, 22.1, 22.063, 22.026, 22.005, 22.001, 22.024, 22.083, 22.178, 22.307, 22.47, 22.666, 22.885, 23.109), B22 = c(17.39, 17.764, 18.144, 18.507, 18.84, 19.168, 19.503, 19.824, 20.114, 20.397, 20.693, 20.989, 21.265, 21.507, 21.711, 21.875, 22, 22.078, 22.125, 22.172, 22.23, 22.297, 22.36, 22.416, 22.473, 22.536, 22.595, 22.636, 22.654, 22.651, 22.63, 22.59, 22.532, 22.473, 22.43, 22.404, 22.383, 22.35, 22.306, 22.263, 22.233, 22.22, 22.235, 22.288, 22.381, 22.51, 22.674, 22.873, 23.093), B23 = c(17.39, 17.749, 18.11, 18.484, 18.851, 19.201, 19.56, 19.91, 20.228, 20.516, 20.797, 21.082, 21.358, 21.61, 21.829, 22.001, 22.125, 22.208, 22.265, 22.32, 22.384, 22.463, 22.546, 22.62, 22.684, 22.746, 22.805, 22.849, 22.871, 22.876, 22.864, 22.837, 22.794, 22.736, 22.676, 22.631, 22.602, 22.575, 22.534, 22.478, 22.422, 22.382, 22.358, 22.363, 22.408, 22.495, 22.62, 22.78, 22.976), B24 = c(17.39, 17.739, 18.082, 18.436, 18.807, 19.18, 19.548, 19.915, 20.26, 20.576, 20.864, 21.14, 21.413, 21.672, 21.909, 22.107, 22.247, 22.341, 22.422, 22.493, 22.562, 22.642, 22.731, 22.817, 22.895, 22.964, 23.027, 23.077, 23.105, 23.116, 23.114, 23.102, 23.078, 23.039, 22.986, 22.932, 22.89, 22.862, 22.832, 22.786, 22.723, 22.659, 22.614, 22.588, 22.592, 22.638, 22.727, 22.854, 23.012 ), B25 = c(17.39, 17.737, 18.069, 18.403, 18.757, 19.13, 19.508, 19.881, 20.244, 20.586, 20.899, 21.184, 21.454, 21.715, 21.965, 22.19, 22.363, 22.488, 22.594, 22.696, 22.784, 22.865, 22.951, 23.043, 23.135, 23.221, 23.3, 23.365, 23.41, 23.431, 23.439, 23.444, 23.448, 23.447, 23.43, 23.396, 23.358, 23.331, 23.316, 23.303, 23.281, 23.252, 23.229, 23.222, 23.231, 23.267, 23.344, 23.463, 23.617), B26 = c(17.39, 17.734, 18.062, 18.386, 18.724, 19.084, 19.46, 19.838, 20.209, 20.57, 20.906, 21.209, 21.485, 21.747, 22.003, 22.246, 22.459, 22.631, 22.778, 22.909, 23.027, 23.123, 23.214, 23.312, 23.418, 23.527, 23.627, 23.715, 23.787, 23.836, 23.86, 23.877, 23.905, 23.949, 23.992, 24.013, 24.012, 24.006, 24.014, 24.036, 24.066, 24.101, 24.142, 24.192, 24.248, 24.308, 24.388, 24.507, 24.666), B27 = c(17.39, 17.702, 18.026, 18.346, 18.676, 19.023, 19.388, 19.766, 20.144, 20.516, 20.867, 21.186, 21.474, 21.744, 22.004, 22.251, 22.487, 22.709, 22.903, 23.073, 23.215, 23.331, 23.435, 23.541, 23.655, 23.776, 23.887, 23.987, 24.082, 24.163, 24.218, 24.248, 24.277, 24.325, 24.393, 24.46, 24.502, 24.521, 24.535, 24.564, 24.605, 24.657, 24.717, 24.786, 24.861, 24.934, 25.005, 25.091, 25.212), B28 = c(17.39, 17.651, 17.953, 18.268, 18.594, 18.935, 19.29, 19.66, 20.039, 20.417, 20.779, 21.112, 21.415, 21.694, 21.96, 22.212, 22.449, 22.692, 22.931, 23.141, 23.309, 23.441, 23.558, 23.672, 23.792, 23.909, 24.019, 24.124, 24.223, 24.319, 24.403, 24.46, 24.491, 24.52, 24.572, 24.649, 24.729, 24.785, 24.818, 24.846, 24.888, 24.944, 25.011, 25.086, 25.17, 25.258, 25.342, 25.419, 25.507), B29 = c(17.39, 17.599, 17.87, 18.17, 18.488, 18.828, 19.178, 19.54, 19.911, 20.29, 20.662, 21.011, 21.328, 21.618, 21.889, 22.146, 22.385, 22.616, 22.862, 23.107, 23.306, 23.457, 23.584, 23.703, 23.822, 23.931, 24.033, 24.133, 24.231, 24.325, 24.418, 24.498, 24.548, 24.573, 24.6, 24.651, 24.728, 24.811, 24.871, 24.909, 24.942, 24.989, 25.048, 25.115, 25.191, 25.277, 25.365, 25.447, 25.523), B30 = c(17.39, 17.59, 17.827, 18.11, 18.42, 18.754, 19.106, 19.466, 19.83, 20.201, 20.576, 20.94, 21.276, 21.582, 21.86, 22.121, 22.361, 22.582, 22.806, 23.052, 23.285, 23.462, 23.604, 23.727, 23.846, 23.949, 24.042, 24.131, 24.223, 24.315, 24.405, 24.49, 24.558, 24.599, 24.62, 24.644, 24.693, 24.77, 24.853, 24.916, 24.956, 24.992, 25.039, 25.096, 25.163, 25.238, 25.322, 25.408, 25.489), B31 = c(17.39, 17.615, 17.848, 18.113, 18.417, 18.745, 19.095, 19.459, 19.823, 20.188, 20.558, 20.929, 21.285, 21.613, 21.908, 22.174, 22.419, 22.641, 22.851, 23.07, 23.306, 23.52, 23.685, 23.822, 23.944, 24.049, 24.139, 24.223, 24.306, 24.394, 24.485, 24.568, 24.644, 24.705, 24.742, 24.76, 24.785, 24.838, 24.923, 25.016, 25.088, 25.135, 25.175, 25.227, 25.292, 25.368, 25.45, 25.54, 25.631 ), B32 = c(17.39, 17.64, 17.893, 18.16, 18.454, 18.778, 19.126, 19.492, 19.863, 20.23, 20.597, 20.964, 21.329, 21.679, 22, 22.284, 22.535, 22.764, 22.973, 23.175, 23.391, 23.614, 23.812, 23.97, 24.107, 24.223, 24.317, 24.398, 24.475, 24.554, 24.642, 24.727, 24.803, 24.874, 24.932, 24.967, 24.986, 25.015, 25.078, 25.178, 25.283, 25.362, 25.415, 25.463, 25.525, 25.602, 25.691, 25.784, 25.881), B33 = c(17.39, 17.975, 18.49, 18.937, 19.338, 19.7, 20.052, 20.388, 20.675, 20.906, 21.089, 21.237, 21.355, 21.43, 21.442, 21.39, 21.283, 21.123, 20.9, 20.636, 20.351, 20.028, 19.689, 19.348, 18.995, 18.652, 18.311, 17.927, 17.504, 17.058, 16.578, 16.063, 15.52, 14.953, 14.348, 13.669, 12.909, 12.092, 11.274, 10.485, 9.753, 9.064, 8.38, 7.657, 6.906, 6.152, 5.375, 4.614, 3.92), B34 = c(17.39, 17.433, 17.492, 17.569, 17.662, 17.766, 17.88, 17.983, 18.054, 18.094, 18.132, 18.192, 18.274, 18.361, 18.439, 18.511, 18.592, 18.691, 18.807, 18.926, 19.04, 19.151, 19.262, 19.373, 19.481, 19.604, 19.759, 19.946, 20.17, 20.427, 20.701, 20.972, 21.228, 21.478, 21.735, 22.012, 22.301, 22.597, 22.901, 23.21, 23.515, 23.804, 24.076, 24.353, 24.657, 24.988, 25.345, 25.723, 26.11), B35 = c(17.39, 17.426, 17.47, 17.532, 17.614, 17.712, 17.822, 17.944, 18.053, 18.131, 18.178, 18.226, 18.298, 18.396, 18.502, 18.602, 18.698, 18.802, 18.922, 19.056, 19.193, 19.329, 19.465, 19.593, 19.713, 19.832, 19.972, 20.149, 20.364, 20.613, 20.881, 21.158, 21.431, 21.695, 21.954, 22.217, 22.49, 22.768, 23.052, 23.346, 23.652, 23.957, 24.256, 24.551, 24.857, 25.19, 25.557, 25.953, 26.361 ), B36 = c(17.39, 17.428, 17.466, 17.512, 17.576, 17.661, 17.765, 17.881, 18.007, 18.119, 18.199, 18.254, 18.313, 18.401, 18.518, 18.647, 18.772, 18.895, 19.024, 19.167, 19.318, 19.468, 19.611, 19.755, 19.896, 20.037, 20.187, 20.364, 20.577, 20.821, 21.087, 21.366, 21.651, 21.935, 22.21, 22.471, 22.728, 22.989, 23.254, 23.527, 23.813, 24.116, 24.433, 24.755, 25.076, 25.408, 25.771, 26.171, 26.6), B37 = c(17.39, 17.43, 17.472, 17.512, 17.559, 17.626, 17.715, 17.823, 17.943, 18.069, 18.179, 18.264, 18.328, 18.4, 18.504, 18.642, 18.796, 18.947, 19.096, 19.245, 19.394, 19.541, 19.686, 19.833, 19.99, 20.155, 20.327, 20.516, 20.727, 20.965, 21.225, 21.505, 21.796, 22.095, 22.388, 22.664, 22.924, 23.177, 23.432, 23.691, 23.958, 24.246, 24.567, 24.911, 25.263, 25.607, 25.961, 26.348, 26.776), B38 = c(17.39, 17.432, 17.48, 17.527, 17.568, 17.615, 17.684, 17.778, 17.893, 18.016, 18.141, 18.252, 18.341, 18.414, 18.5, 18.622, 18.782, 18.959, 19.128, 19.285, 19.435, 19.583, 19.727, 19.873, 20.029, 20.204, 20.394, 20.595, 20.807, 21.038, 21.288, 21.562, 21.859, 22.166, 22.474, 22.771, 23.05, 23.308, 23.558, 23.811, 24.068, 24.345, 24.655, 25.007, 25.385, 25.761, 26.125, 26.497, 26.906), B39 = c(17.39, 17.436, 17.489, 17.544, 17.596, 17.638, 17.685, 17.759, 17.863, 17.985, 18.112, 18.235, 18.346, 18.44, 18.524, 18.624, 18.764, 18.94, 19.128, 19.302, 19.465, 19.619, 19.77, 19.913, 20.061, 20.229, 20.419, 20.623, 20.835, 21.061, 21.305, 21.569, 21.862, 22.179, 22.498, 22.814, 23.115, 23.394, 23.652, 23.903, 24.16, 24.434, 24.738, 25.083, 25.472, 25.88, 26.276, 26.658, 27.051), B40 = c(17.39, 17.44, 17.501, 17.566, 17.629, 17.685, 17.727, 17.781, 17.869, 17.984, 18.112, 18.24, 18.362, 18.473, 18.573, 18.667, 18.779, 18.928, 19.114, 19.308, 19.49, 19.659, 19.82, 19.974, 20.12, 20.271, 20.443, 20.635, 20.842, 21.063, 21.301, 21.561, 21.847, 22.165, 22.498, 22.825, 23.142, 23.443, 23.723, 23.985, 24.246, 24.523, 24.828, 25.171, 25.556, 25.98, 26.411, 26.826, 27.224), B41 = c(17.39, 17.453, 17.522, 17.599, 17.676, 17.746, 17.806, 17.86, 17.931, 18.033, 18.156, 18.288, 18.416, 18.536, 18.647, 18.751, 18.85, 18.967, 19.123, 19.315, 19.516, 19.704, 19.879, 20.045, 20.203, 20.349, 20.499, 20.671, 20.864, 21.074, 21.303, 21.556, 21.838, 22.148, 22.48, 22.818, 23.146, 23.464, 23.768, 24.054, 24.33, 24.611, 24.919, 25.265, 25.649, 26.066, 26.51, 26.957, 27.384), B42 = c(17.39, 17.476, 17.56, 17.648, 17.74, 17.828, 17.907, 17.98, 18.051, 18.137, 18.247, 18.374, 18.507, 18.635, 18.752, 18.86, 18.963, 19.064, 19.186, 19.345, 19.54, 19.745, 19.936, 20.115, 20.284, 20.441, 20.584, 20.732, 20.902, 21.096, 21.312, 21.553, 21.823, 22.122, 22.439, 22.775, 23.116, 23.447, 23.769, 24.079, 24.379, 24.675, 24.984, 25.326, 25.705, 26.117, 26.556, 27.018, 27.475 ), B43 = c(17.39, 17.498, 17.605, 17.711, 17.818, 17.925, 18.026, 18.121, 18.211, 18.296, 18.39, 18.505, 18.633, 18.765, 18.89, 19.003, 19.105, 19.205, 19.306, 19.429, 19.589, 19.785, 19.989, 20.18, 20.359, 20.525, 20.678, 20.816, 20.96, 21.128, 21.324, 21.546, 21.795, 22.075, 22.377, 22.694, 23.031, 23.375, 23.709, 24.035, 24.356, 24.674, 24.99, 25.322, 25.688, 26.089, 26.523, 26.984, 27.457), B44 = c(17.39, 17.518, 17.65, 17.781, 17.912, 18.041, 18.166, 18.285, 18.398, 18.503, 18.598, 18.699, 18.816, 18.944, 19.074, 19.195, 19.301, 19.396, 19.492, 19.592, 19.715, 19.874, 20.067, 20.267, 20.454, 20.628, 20.788, 20.934, 21.067, 21.205, 21.37, 21.567, 21.793, 22.049, 22.331, 22.628, 22.943, 23.28, 23.625, 23.962, 24.297, 24.633, 24.97, 25.307, 25.66, 26.05, 26.475, 26.934, 27.413), B45 = c(17.39, 17.608, 17.836, 18.063, 18.285, 18.504, 18.722, 18.931, 19.145, 19.378, 19.628, 19.881, 20.123, 20.343, 20.55, 20.756, 20.96, 21.168, 21.389, 21.625, 21.872, 22.119, 22.364, 22.596, 22.809, 23.007, 23.208, 23.424, 23.651, 23.881, 24.104, 24.322, 24.536, 24.745, 24.951, 25.156, 25.363, 25.571, 25.796, 26.055, 26.351, 26.689, 27.072, 27.491, 27.939, 28.414, 28.911, 29.416, 29.915), B46 = c(17.39, 17.61, 17.849, 18.1, 18.346, 18.585, 18.82, 19.049, 19.27, 19.5, 19.754, 20.025, 20.295, 20.544, 20.766, 20.972, 21.176, 21.38, 21.595, 21.831, 22.088, 22.355, 22.619, 22.879, 23.125, 23.351, 23.559, 23.764, 23.977, 24.196, 24.417, 24.637, 24.86, 25.085, 25.31, 25.536, 25.761, 25.984, 26.204, 26.435, 26.697, 26.988, 27.313, 27.676, 28.081, 28.523, 28.992, 29.482, 29.982), B47 = c(17.39, 17.612, 17.849, 18.11, 18.378, 18.638, 18.893, 19.146, 19.391, 19.638, 19.901, 20.184, 20.474, 20.754, 21.004, 21.222, 21.424, 21.629, 21.842, 22.072, 22.325, 22.594, 22.865, 23.128, 23.384, 23.629, 23.858, 24.074, 24.287, 24.503, 24.722, 24.944, 25.171, 25.404, 25.641, 25.88, 26.122, 26.361, 26.592, 26.817, 27.048, 27.298, 27.56, 27.844, 28.164, 28.522, 28.914, 29.33, 29.765), B48 = c(17.39, 17.621, 17.858, 18.116, 18.394, 18.675, 18.949, 19.225, 19.501, 19.779, 20.068, 20.369, 20.675, 20.975, 21.252, 21.496, 21.715, 21.926, 22.148, 22.384, 22.635, 22.9, 23.171, 23.439, 23.7, 23.958, 24.211, 24.455, 24.695, 24.934, 25.172, 25.407, 25.646, 25.894, 26.148, 26.405, 26.665, 26.932, 27.194, 27.44, 27.672, 27.9, 28.129, 28.36, 28.607, 28.885, 29.194, 29.532, 29.89), B49 = c(17.39, 17.634, 17.879, 18.137, 18.413, 18.705, 19, 19.296, 19.599, 19.911, 20.233, 20.558, 20.875, 21.176, 21.467, 21.742, 21.994, 22.227, 22.458, 22.697, 22.946, 23.204, 23.469, 23.736, 24.002, 24.267, 24.534, 24.803, 25.072, 25.342, 25.609, 25.872, 26.132, 26.396, 26.669, 26.951, 27.242, 27.54, 27.844, 28.137, 28.406, 28.658, 28.9, 29.136, 29.365, 29.605, 29.872, 30.169, 30.481 ), B50 = c(17.39, 17.646, 17.905, 18.169, 18.443, 18.735, 19.043, 19.359, 19.681, 20.019, 20.366, 20.698, 21.013, 21.315, 21.609, 21.898, 22.173, 22.428, 22.662, 22.89, 23.126, 23.373, 23.628, 23.885, 24.141, 24.396, 24.657, 24.928, 25.205, 25.483, 25.767, 26.056, 26.339, 26.615, 26.899, 27.199, 27.509, 27.831, 28.163, 28.505, 28.834, 29.133, 29.409, 29.67, 29.92, 30.158, 30.402, 30.669, 30.957), B51 = c(17.39, 17.66, 17.93, 18.207, 18.486, 18.775, 19.084, 19.407, 19.742, 20.094, 20.44, 20.764, 21.072, 21.374, 21.671, 21.959, 22.24, 22.51, 22.762, 22.996, 23.224, 23.461, 23.71, 23.966, 24.222, 24.475, 24.724, 24.98, 25.241, 25.511, 25.79, 26.085, 26.387, 26.686, 26.981, 27.288, 27.611, 27.945, 28.293, 28.661, 29.046, 29.416, 29.746, 30.048, 30.327, 30.583, 30.818, 31.055, 31.313), B52 = c(17.39, 17.675, 17.956, 18.244, 18.538, 18.831, 19.137, 19.465, 19.809, 20.161, 20.502, 20.819, 21.119, 21.415, 21.708, 21.996, 22.28, 22.566, 22.848, 23.113, 23.362, 23.607, 23.864, 24.136, 24.417, 24.698, 24.973, 25.243, 25.513, 25.787, 26.071, 26.374, 26.697, 27.027, 27.349, 27.659, 27.968, 28.288, 28.621, 28.977, 29.364, 29.775, 30.168, 30.514, 30.824, 31.103, 31.349, 31.565, 31.778), B53 = c(17.39, 17.69, 17.98, 18.275, 18.582, 18.893, 19.208, 19.542, 19.901, 20.258, 20.594, 20.911, 21.208, 21.49, 21.77, 22.052, 22.337, 22.624, 22.919, 23.211, 23.487, 23.749, 24.009, 24.284, 24.583, 24.898, 25.211, 25.511, 25.802, 26.095, 26.393, 26.706, 27.042, 27.401, 27.762, 28.105, 28.433, 28.76, 29.097, 29.442, 29.807, 30.199, 30.605, 30.983, 31.311, 31.598, 31.849, 32.062, 32.242), B54 = c(17.39, 17.693, 17.991, 18.291, 18.607, 18.936, 19.274, 19.627, 20.002, 20.373, 20.715, 21.033, 21.332, 21.608, 21.874, 22.142, 22.416, 22.696, 22.981, 23.275, 23.567, 23.844, 24.109, 24.38, 24.673, 24.995, 25.33, 25.653, 25.963, 26.265, 26.568, 26.877, 27.204, 27.553, 27.918, 28.277, 28.618, 28.949, 29.281, 29.622, 29.966, 30.323, 30.693, 31.06, 31.394, 31.679, 31.93, 32.147, 32.328), B55 = c(17.39, 17.69, 17.993, 18.299, 18.62, 18.964, 19.328, 19.71, 20.108, 20.491, 20.843, 21.167, 21.468, 21.747, 22.008, 22.262, 22.522, 22.788, 23.061, 23.339, 23.628, 23.915, 24.191, 24.464, 24.747, 25.055, 25.39, 25.73, 26.058, 26.37, 26.671, 26.976, 27.29, 27.62, 27.967, 28.319, 28.662, 28.99, 29.313, 29.641, 29.975, 30.3, 30.62, 30.943, 31.258, 31.541, 31.782, 31.997, 32.187), B56 = c(17.39, 17.689, 18.003, 18.32, 18.649, 18.999, 19.381, 19.795, 20.218, 20.616, 20.978, 21.309, 21.613, 21.895, 22.16, 22.41, 22.655, 22.905, 23.159, 23.417, 23.684, 23.962, 24.244, 24.524, 24.806, 25.099, 25.414, 25.751, 26.093, 26.418, 26.724, 27.023, 27.328, 27.643, 27.97, 28.302, 28.635, 28.959, 29.273, 29.587, 29.9, 30.204, 30.488, 30.763, 31.037, 31.303, 31.54, 31.744, 31.933 ), B57 = c(17.39, 17.707, 18.032, 18.372, 18.717, 19.073, 19.464, 19.901, 20.346, 20.758, 21.127, 21.461, 21.766, 22.053, 22.324, 22.581, 22.823, 23.059, 23.296, 23.535, 23.779, 24.035, 24.31, 24.6, 24.893, 25.189, 25.492, 25.814, 26.156, 26.498, 26.822, 27.132, 27.439, 27.753, 28.072, 28.39, 28.705, 29.015, 29.32, 29.616, 29.906, 30.187, 30.448, 30.682, 30.901, 31.118, 31.326, 31.514, 31.682), B58 = c(17.39, 17.222, 17.095, 17.024, 17.004, 17.021, 17.063, 17.133, 17.232, 17.354, 17.497, 17.663, 17.849, 18.047, 18.267, 18.519, 18.801, 19.096, 19.386, 19.669, 19.956, 20.252, 20.544, 20.836, 21.131, 21.432, 21.733, 22.031, 22.331, 22.621, 22.886, 23.121, 23.34, 23.554, 23.76, 23.963, 24.173, 24.395, 24.643, 24.932, 25.27, 25.633, 25.991, 26.339, 26.689, 27.071, 27.483, 27.909, 28.347), B59 = c(17.39, 17.863, 18.425, 19.065, 19.713, 20.264, 20.667, 20.893, 20.996, 21.084, 21.174, 21.243, 21.258, 21.212, 21.141, 21.089, 21.058, 21.043, 21.043, 21.06, 21.081, 21.098, 21.113, 21.133, 21.166, 21.211, 21.255, 21.281, 21.293, 21.297, 21.302, 21.307, 21.306, 21.295, 21.273, 21.238, 21.19, 21.126, 21.038, 20.923, 20.783, 20.649, 20.543, 20.465, 20.406, 20.358, 20.321, 20.303, 20.308), B60 = c(17.39, 17.616, 17.837, 18.067, 18.318, 18.59, 18.872, 19.147, 19.411, 19.673, 19.92, 20.128, 20.301, 20.455, 20.606, 20.751, 20.879, 20.985, 21.07, 21.137, 21.193, 21.24, 21.263, 21.248, 21.199, 21.11, 20.981, 20.817, 20.629, 20.428, 20.223, 20.002, 19.731, 19.394, 18.991, 18.529, 17.995, 17.414, 16.845, 16.308, 15.803, 15.333, 14.903, 14.515, 14.17, 13.876, 13.681, 13.628, 13.713), B61 = c(17.39, 17.466, 17.489, 17.464, 17.402, 17.32, 17.23, 17.138, 17.061, 17.01, 16.98, 16.974, 16.99, 17.029, 17.084, 17.155, 17.24, 17.338, 17.449, 17.577, 17.725, 17.894, 18.089, 18.302, 18.52, 18.741, 18.967, 19.2, 19.443, 19.688, 19.922, 20.144, 20.341, 20.508, 20.652, 20.785, 20.916, 21.044, 21.159, 21.254, 21.333, 21.4, 21.458, 21.506, 21.534, 21.53, 21.497, 21.428, 21.316), B62 = c(17.39, 18.114, 18.811, 19.426, 19.935, 20.363, 20.687, 20.903, 21.033, 21.091, 21.099, 21.072, 20.997, 20.853, 20.643, 20.383, 20.096, 19.798, 19.503, 19.214, 18.926, 18.632, 18.318, 17.985, 17.634, 17.281, 16.949, 16.637, 16.337, 16.054, 15.788, 15.537, 15.3, 15.08, 14.883, 14.704, 14.517, 14.299, 14.049, 13.785, 13.53, 13.287, 13.033, 12.74, 12.404, 12.035, 11.644, 11.206, 10.696), B63 = c(17.39, 17.818, 18.255, 18.717, 19.14, 19.489, 19.819, 20.14, 20.432, 20.73, 21.076, 21.411, 21.687, 21.92, 22.128, 22.317, 22.475, 22.582, 22.627, 22.617, 22.581, 22.543, 22.502, 22.454, 22.394, 22.322, 22.234, 22.129, 22.012, 21.888, 21.761, 21.624, 21.474, 21.313, 21.143, 20.963, 20.765, 20.546, 20.309, 20.058, 19.804, 19.549, 19.291, 19.028, 18.752, 18.461, 18.158, 17.84, 17.49 ), B64 = c(17.39, 17.649, 17.923, 18.189, 18.46, 18.726, 18.979, 19.228, 19.48, 19.739, 20.012, 20.289, 20.545, 20.766, 20.942, 21.07, 21.152, 21.181, 21.151, 21.07, 20.963, 20.841, 20.693, 20.532, 20.373, 20.206, 20.024, 19.822, 19.585, 19.311, 19.008, 18.682, 18.345, 17.998, 17.624, 17.215, 16.783, 16.339, 15.85, 15.297, 14.712, 14.089, 13.417, 12.709, 11.964, 11.209, 10.464, 9.688, 8.938), B65 = c(17.39, 17.619, 17.904, 18.209, 18.506, 18.803, 19.093, 19.375, 19.651, 19.926, 20.208, 20.5, 20.776, 21.013, 21.205, 21.35, 21.452, 21.51, 21.522, 21.488, 21.412, 21.311, 21.196, 21.063, 20.931, 20.805, 20.664, 20.504, 20.319, 20.088, 19.809, 19.496, 19.157, 18.807, 18.452, 18.079, 17.673, 17.235, 16.779, 16.275, 15.702, 15.094, 14.442, 13.744, 13.016, 12.254, 11.492, 10.736, 9.949), B66 = c(17.39, 17.588, 17.851, 18.167, 18.497, 18.817, 19.138, 19.456, 19.764, 20.064, 20.363, 20.659, 20.948, 21.207, 21.422, 21.59, 21.713, 21.801, 21.856, 21.874, 21.849, 21.785, 21.695, 21.605, 21.521, 21.44, 21.354, 21.249, 21.125, 20.986, 20.814, 20.589, 20.302, 19.958, 19.588, 19.219, 18.846, 18.445, 18.001, 17.534, 17.025, 16.444, 15.81, 15.133, 14.424, 13.703, 12.951, 12.193, 11.479), B67 = c(17.39, 17.568, 17.807, 18.112, 18.456, 18.803, 19.144, 19.487, 19.828, 20.159, 20.478, 20.781, 21.072, 21.35, 21.599, 21.805, 21.963, 22.084, 22.179, 22.249, 22.288, 22.287, 22.251, 22.2, 22.15, 22.101, 22.047, 21.978, 21.883, 21.767, 21.633, 21.476, 21.278, 21.021, 20.7, 20.333, 19.942, 19.536, 19.113, 18.653, 18.157, 17.626, 17.04, 16.397, 15.704, 14.958, 14.174, 13.391, 12.586 ), B68 = c(17.39, 17.556, 17.778, 18.068, 18.415, 18.779, 19.14, 19.5, 19.864, 20.224, 20.566, 20.882, 21.175, 21.456, 21.731, 21.982, 22.187, 22.349, 22.481, 22.592, 22.685, 22.753, 22.789, 22.795, 22.782, 22.759, 22.722, 22.668, 22.588, 22.48, 22.36, 22.239, 22.112, 21.961, 21.769, 21.528, 21.245, 20.93, 20.583, 20.209, 19.803, 19.351, 18.862, 18.345, 17.792, 17.228, 16.656, 16.027, 15.327), B69 = c(17.39, 17.545, 17.756, 18.033, 18.379, 18.762, 19.142, 19.518, 19.901, 20.281, 20.643, 20.974, 21.274, 21.557, 21.836, 22.113, 22.364, 22.57, 22.737, 22.881, 23.01, 23.125, 23.219, 23.284, 23.319, 23.331, 23.324, 23.295, 23.239, 23.158, 23.047, 22.924, 22.803, 22.684, 22.55, 22.385, 22.182, 21.946, 21.676, 21.365, 21.013, 20.629, 20.215, 19.748, 19.234, 18.689, 18.125, 17.561, 16.986), B70 = c(17.39, 17.545, 17.746, 18.015, 18.358, 18.754, 19.164, 19.565, 19.963, 20.36, 20.737, 21.081, 21.392, 21.68, 21.958, 22.235, 22.507, 22.752, 22.954, 23.125, 23.278, 23.416, 23.545, 23.656, 23.736, 23.78, 23.793, 23.781, 23.745, 23.689, 23.61, 23.507, 23.389, 23.269, 23.148, 23.017, 22.865, 22.68, 22.457, 22.194, 21.893, 21.561, 21.196, 20.79, 20.334, 19.816, 19.251, 18.67, 18.081), B71 = c(17.39, 17.606, 17.845, 18.112, 18.375, 18.613, 18.83, 19.038, 19.249, 19.461, 19.671, 19.882, 20.091, 20.298, 20.506, 20.716, 20.931, 21.15, 21.372, 21.602, 21.848, 22.112, 22.397, 22.703, 23.03, 23.358, 23.668, 23.955, 24.221, 24.466, 24.692, 24.922, 25.176, 25.45, 25.722, 25.975, 26.203, 26.4, 26.558, 26.673, 26.748, 26.791, 26.808, 26.819, 26.841, 26.87, 26.872, 26.816, 26.697 ), B72 = c(17.39, 17.638, 17.891, 18.143, 18.391, 18.646, 18.885, 19.098, 19.323, 19.556, 19.775, 19.999, 20.252, 20.524, 20.779, 21.006, 21.208, 21.379, 21.527, 21.662, 21.79, 21.92, 22.062, 22.219, 22.381, 22.531, 22.669, 22.797, 22.915, 23.021, 23.116, 23.203, 23.281, 23.361, 23.458, 23.572, 23.697, 23.826, 23.963, 24.102, 24.237, 24.368, 24.502, 24.645, 24.796, 24.955, 25.124, 25.303, 25.472), B73 = c(17.39, 17.627, 17.872, 18.122, 18.371, 18.621, 18.869, 19.097, 19.32, 19.575, 19.842, 20.101, 20.376, 20.67, 20.953, 21.196, 21.402, 21.581, 21.733, 21.866, 21.992, 22.117, 22.247, 22.389, 22.544, 22.703, 22.855, 23.004, 23.145, 23.275, 23.392, 23.499, 23.598, 23.687, 23.782, 23.899, 24.038, 24.188, 24.341, 24.5, 24.661, 24.815, 24.964, 25.111, 25.26, 25.412, 25.573, 25.752, 25.949), B74 = c(17.39, 17.618, 17.855, 18.1, 18.346, 18.59, 18.826, 19.051, 19.268, 19.5, 19.774, 20.07, 20.37, 20.685, 20.993, 21.262, 21.485, 21.671, 21.832, 21.969, 22.093, 22.214, 22.338, 22.471, 22.614, 22.769, 22.925, 23.076, 23.224, 23.369, 23.504, 23.63, 23.748, 23.857, 23.956, 24.062, 24.191, 24.338, 24.493, 24.654, 24.825, 24.997, 25.162, 25.32, 25.475, 25.631, 25.787, 25.951, 26.132), B75 = c(17.39, 17.609, 17.837, 18.078, 18.322, 18.56, 18.783, 18.99, 19.187, 19.39, 19.626, 19.921, 20.253, 20.579, 20.896, 21.187, 21.437, 21.642, 21.813, 21.961, 22.088, 22.206, 22.325, 22.451, 22.588, 22.734, 22.89, 23.047, 23.2, 23.348, 23.49, 23.62, 23.743, 23.859, 23.965, 24.062, 24.164, 24.286, 24.421, 24.567, 24.721, 24.885, 25.052, 25.213, 25.367, 25.518, 25.671, 25.824, 25.985 ), B76 = c(17.39, 17.6, 17.817, 18.051, 18.294, 18.531, 18.744, 18.932, 19.108, 19.279, 19.47, 19.716, 20.04, 20.382, 20.687, 20.981, 21.253, 21.485, 21.676, 21.838, 21.98, 22.104, 22.219, 22.34, 22.473, 22.618, 22.773, 22.939, 23.108, 23.268, 23.416, 23.553, 23.683, 23.809, 23.929, 24.039, 24.129, 24.211, 24.308, 24.42, 24.543, 24.672, 24.809, 24.946, 25.076, 25.196, 25.312, 25.427, 25.54), B77 = c(17.39, 17.657, 17.931, 18.216, 18.492, 18.736, 18.942, 19.136, 19.342, 19.564, 19.795, 20.036, 20.299, 20.558, 20.795, 21.02, 21.24, 21.459, 21.668, 21.871, 22.074, 22.272, 22.459, 22.639, 22.815, 22.984, 23.137, 23.273, 23.404, 23.538, 23.676, 23.815, 23.947, 24.064, 24.157, 24.218, 24.24, 24.247, 24.27, 24.311, 24.353, 24.379, 24.39, 24.403, 24.433, 24.479, 24.537, 24.603, 24.681), B78 = c(17.39, 17.648, 17.914, 18.192, 18.482, 18.759, 18.995, 19.195, 19.388, 19.597, 19.83, 20.081, 20.345, 20.613, 20.866, 21.104, 21.331, 21.553, 21.769, 21.971, 22.165, 22.352, 22.537, 22.719, 22.894, 23.065, 23.23, 23.377, 23.51, 23.642, 23.781, 23.931, 24.083, 24.227, 24.354, 24.457, 24.526, 24.558, 24.576, 24.608, 24.655, 24.702, 24.735, 24.757, 24.785, 24.836, 24.906, 24.989, 25.079), B79 = c(17.39, 17.635, 17.887, 18.154, 18.434, 18.724, 18.99, 19.214, 19.411, 19.606, 19.822, 20.065, 20.328, 20.589, 20.845, 21.093, 21.328, 21.556, 21.777, 21.99, 22.186, 22.369, 22.546, 22.726, 22.902, 23.07, 23.232, 23.386, 23.526, 23.655, 23.784, 23.922, 24.07, 24.22, 24.363, 24.496, 24.609, 24.692, 24.74, 24.771, 24.81, 24.866, 24.922, 24.964, 24.992, 25.024, 25.079, 25.161, 25.26 ), B80 = c(17.39, 17.623, 17.858, 18.108, 18.376, 18.655, 18.933, 19.185, 19.401, 19.597, 19.796, 20.019, 20.268, 20.526, 20.778, 21.026, 21.268, 21.499, 21.725, 21.944, 22.151, 22.341, 22.517, 22.688, 22.864, 23.036, 23.196, 23.349, 23.492, 23.624, 23.745, 23.866, 23.998, 24.14, 24.286, 24.431, 24.57, 24.694, 24.794, 24.864, 24.921, 24.982, 25.051, 25.119, 25.172, 25.212, 25.257, 25.318, 25.395), B81 = c(17.39, 17.594, 17.812, 18.04, 18.288, 18.556, 18.824, 19.083, 19.322, 19.533, 19.73, 19.933, 20.16, 20.41, 20.662, 20.902, 21.14, 21.374, 21.6, 21.819, 22.032, 22.234, 22.418, 22.59, 22.759, 22.933, 23.102, 23.257, 23.402, 23.538, 23.664, 23.778, 23.894, 24.022, 24.16, 24.302, 24.443, 24.583, 24.714, 24.824, 24.911, 24.987, 25.067, 25.153, 25.236, 25.303, 25.356, 25.41, 25.482), B82 = c(17.39, 17.545, 17.718, 17.918, 18.138, 18.385, 18.642, 18.888, 19.129, 19.357, 19.562, 19.757, 19.965, 20.197, 20.444, 20.683, 20.911, 21.14, 21.364, 21.579, 21.787, 21.992, 22.188, 22.368, 22.537, 22.707, 22.882, 23.052, 23.208, 23.354, 23.492, 23.618, 23.734, 23.851, 23.978, 24.116, 24.258, 24.399, 24.539, 24.669, 24.779, 24.865, 24.94, 25.019, 25.104, 25.186, 25.252, 25.302, 25.355), B83 = c(17.39, 17.779, 18.115, 18.45, 18.78, 19.093, 19.376, 19.638, 19.891, 20.153, 20.44, 20.725, 20.978, 21.183, 21.343, 21.479, 21.592, 21.684, 21.763, 21.829, 21.874, 21.887, 21.862, 21.807, 21.73, 21.63, 21.52, 21.412, 21.305, 21.205, 21.117, 21.041, 20.95, 20.819, 20.649, 20.434, 20.174, 19.868, 19.547, 19.23, 18.911, 18.571, 18.192, 17.758, 17.324, 16.931, 16.563, 16.194, 15.832 ), B84 = c(17.39, 17.522, 17.683, 17.895, 18.169, 18.471, 18.771, 19.074, 19.384, 19.711, 20.057, 20.413, 20.76, 21.085, 21.385, 21.666, 21.938, 22.204, 22.463, 22.714, 22.943, 23.144, 23.315, 23.464, 23.598, 23.718, 23.819, 23.894, 23.945, 23.991, 24.045, 24.109, 24.169, 24.212, 24.238, 24.242, 24.221, 24.177, 24.098, 23.973, 23.801, 23.593, 23.363, 23.108, 22.841, 22.573, 22.305, 22.034, 21.762), B85 = c(17.39, 17.508, 17.644, 17.815, 18.044, 18.329, 18.639, 18.952, 19.268, 19.598, 19.948, 20.309, 20.656, 20.985, 21.287, 21.567, 21.834, 22.092, 22.347, 22.597, 22.835, 23.054, 23.246, 23.411, 23.555, 23.687, 23.807, 23.907, 23.983, 24.036, 24.084, 24.141, 24.209, 24.275, 24.326, 24.361, 24.375, 24.365, 24.332, 24.265, 24.155, 23.996, 23.798, 23.573, 23.321, 23.056, 22.791, 22.528, 22.264), B86 = c(17.39, 17.494, 17.612, 17.752, 17.934, 18.168, 18.456, 18.775, 19.096, 19.424, 19.772, 20.14, 20.496, 20.827, 21.135, 21.417, 21.681, 21.933, 22.181, 22.427, 22.667, 22.896, 23.106, 23.292, 23.456, 23.602, 23.735, 23.856, 23.959, 24.037, 24.093, 24.142, 24.204, 24.276, 24.344, 24.399, 24.44, 24.461, 24.459, 24.435, 24.377, 24.275, 24.127, 23.937, 23.716, 23.466, 23.201, 22.938, 22.679), B87 = c(17.39, 17.466, 17.567, 17.685, 17.829, 18.013, 18.245, 18.536, 18.859, 19.182, 19.518, 19.882, 20.247, 20.588, 20.907, 21.201, 21.471, 21.722, 21.964, 22.204, 22.444, 22.678, 22.899, 23.105, 23.291, 23.457, 23.606, 23.743, 23.867, 23.973, 24.055, 24.114, 24.168, 24.234, 24.308, 24.38, 24.441, 24.491, 24.522, 24.529, 24.512, 24.46, 24.362, 24.216, 24.028, 23.807, 23.553, 23.284, 23.015), B88 = c(17.39, 17.425, 17.498, 17.598, 17.715, 17.859, 18.04, 18.271, 18.564, 18.886, 19.205, 19.544, 19.911, 20.27, 20.602, 20.913, 21.2, 21.462, 21.706, 21.942, 22.178, 22.414, 22.643, 22.861, 23.065, 23.253, 23.421, 23.572, 23.712, 23.839, 23.948, 24.033, 24.096, 24.154, 24.223, 24.3, 24.374, 24.44, 24.496, 24.534, 24.547, 24.535, 24.487, 24.393, 24.252, 24.069, 23.852, 23.602, 23.333), B89 = c(17.39, 17.686, 17.963, 18.22, 18.469, 18.72, 18.961, 19.176, 19.37, 19.542, 19.688, 19.808, 19.922, 20.06, 20.228, 20.401, 20.556, 20.693, 20.811, 20.91, 20.993, 21.051, 21.076, 21.068, 21.041, 21.007, 20.961, 20.919, 20.904, 20.918, 20.949, 20.983, 21.012, 21.051, 21.118, 21.216, 21.332, 21.452, 21.575, 21.711, 21.87, 22.05, 22.245, 22.45, 22.671, 22.892, 23.094, 23.278, 23.455), B90 = c(17.39, 17.45, 17.549, 17.686, 17.847, 18.018, 18.199, 18.38, 18.548, 18.705, 18.861, 19.014, 19.157, 19.288, 19.408, 19.519, 19.614, 19.689, 19.748, 19.783, 19.784, 19.749, 19.676, 19.57, 19.43, 19.278, 19.137, 19.011, 18.886, 18.743, 18.581, 18.41, 18.25, 18.104, 17.959, 17.799, 17.632, 17.468, 17.312, 17.172, 17.001, 16.752, 16.421, 16.056, 15.717, 15.386, 15.052, 14.722, 14.376 )), .Names = c("A1", "A2", "A3", "A4", "A5", "A6", "A7", "A8", "A9", "A10", "A11", "A12", "A13", "A14", "A15", "A16", "A17", "A18", "A19", "A20", "A21", "A22", "A23", "A24", "A25", "A26", "A27", "A28", "A29", "A30", "A31", "A32", "A33", "A34", "A35", "A36", "A37", "A38", "A39", "A40", "A41", "A42", "A43", "A44", "A45", "A46", "A47", "A48", "A49", "A50", "A51", "A52", "A53", "A54", "A55", "A56", "A57", "A58", "A59", "A60", "A61", "A62", "A63", "A64", "A65", "A66", "A67", "A68", "A69", "A70", "A71", "A72", "A73", "A74", "A75", "A76", "A77", "A78", "A79", "A80", "A81", "A82", "A83", "A84", "A85", "A86", "A87", "A88", "A89", "A90", "B1", "B2", "B3", "B4", "B5", "B6", "B7", "B8", "B9", "B10", "B11", "B12", "B13", "B14", "B15", "B16", "B17", "B18", "B19", "B20", "B21", "B22", "B23", "B24", "B25", "B26", "B27", "B28", "B29", "B30", "B31", "B32", "B33", "B34", "B35", "B36", "B37", "B38", "B39", "B40", "B41", "B42", "B43", "B44", "B45", "B46", "B47", "B48", "B49", "B50", "B51", "B52", "B53", "B54", "B55", "B56", "B57", "B58", "B59", "B60", "B61", "B62", "B63", "B64", "B65", "B66", "B67", "B68", "B69", "B70", "B71", "B72", "B73", "B74", "B75", "B76", "B77", "B78", "B79", "B80", "B81", "B82", "B83", "B84", "B85", "B86", "B87", "B88", "B89", "B90"), row.names = c(1L, 4L, 7L, 10L, 13L, 16L, 19L, 22L, 25L, 28L, 31L, 34L, 37L, 40L, 43L, 46L, 49L, 52L, 55L, 58L, 61L, 64L, 67L, 70L, 73L, 76L, 79L, 82L, 85L, 88L, 91L, 94L, 97L, 100L, 103L, 106L, 109L, 112L, 115L, 118L, 121L, 124L, 127L, 130L, 133L, 136L, 139L, 142L, 145L), class = "data.frame") 2013/4/23 John Kane <[22]jrkrideau at inbox.com> Your data frame does not make any sense. Please supply some sample data In a better form.. The easiest way to supply data is to use the dput() function. Example with your file named "testfile": dput(testfile) Then copy the output and paste into your email. For large data sets, you can just supply a representative sample. Usually, dput(head(testfile, 100)) will be sufficient. John Kane Kingston ON Canada > -----Original Message----- > From: [23]simolas2008 at gmail.com > Sent: Mon, 22 Apr 2013 15:20:09 +0200 > To: [24]r-help at r-project.org > Subject: [R] Multiple lon lat points in the map with ggplot2 > > Hello R users, > > For the last few days I am struggling with the following task: > > > my data.frame: > A1 A2 A3 B1 B2 > B3 > 58.81 53.292 54.501 13.013 17.39 19.407 56.02 56.251 54.033 20.099 > 13.15 > 10.411 55.376 53.099 57.625 13.396 21.031 13.22 58.584 53.194 54.218 > 13.038 16.854 19.289 55.7 55.921 53.847 19.942 13.153 9.828 55.093 > 52.934 > 57.393 12.675 20.804 13.222 58.374 53.114 53.949 13.085 16.274 19.177 > 55.394 55.592 53.687 19.804 13.121 9.245 54.807 52.785 57.134 12.053 > 20.612 > 13.2 58.183 53.049 53.701 13.129 15.615 19.065 55.094 55.255 53.542 > 19.672 > 13.071 8.701 54.521 52.652 56.864 11.493 20.442 13.159 58.007 52.994 > 53.481 13.168 14.9 18.949 54.796 54.901 53.409 19.537 13.027 8.159 > 54.257 > 52.534 56.572 10.954 20.273 13.101 57.827 52.951 53.282 13.199 14.157 > 18.826 > I load a map with command: > > p<-ggmap(map) > > But when I want to add points from my data.frame with for loop (A1 is x1, > B1 is y1, A2 is x2, B2 is y2 and so on): > > for (num in 1:ncol(my data.frame)) { p<-p+addlinetoplot(my data.frame, > varx > = sprintf("B%s",num), vary = sprintf("A%s",num)) } > > Using not too many columns (up to 30) everything works fine. But when I > want to plot over 100 columns - computer stalls and memory runs out > suggesting to do memory.size() etc.. > > here addlinetoplot is a function: > > addlinetoplot <- function(dataset, varx, vary) { > list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", > size=3)) > } > > In my opinion the problem lays under " p<-p+addlinetoplot".... > > So, is there any other way to add multiple points for x's and y's in > ggplot2? > > Thank you in advance. > > [[alternative HTML version deleted]] > > ______________________________________________ > [25]R-help at r-project.org mailing list > [26]https://stat.ethz.ch/mailman/listinfo/r-help [[27]https://stat.ethz.ch/mailman/listinfo/r-help] [[28]https://stat.ethz.ch/mailman/listinfo/r-help [[29]https://stat.ethz.ch/mailman/listinfo/r-help]] [[30]https://stat.ethz.ch/mailman/listinfo/r-help [[31]https://stat.ethz.ch/mailman/listinfo/r-help] [[32]https://stat.ethz.ch/mailman/listinfo/r-help [[33]https://stat.ethz.ch/mailman/listinfo/r-help]]] > PLEASE do read the posting guide > [34]http://www.R-project.org/posting-guide.html [[35]http://www.R-project.org/posting-guide.html] [[36]http://www.R-project.org/posting-guide.html [[37]http://www.R-project.org/posting-guide.html]] [[38]http://www.R-project.org/posting-guide.html [[39]http://www.R-project.org/posting-guide.html] [[40]http://www.R-project.org/posting-guide.html [[41]http://www.R-project.org/posting-guide.html]]] > and provide commented, minimal, self-contained, reproducible code. ____________________________________________________________ FREE 3D MARINE AQUARIUM SCREENSAVER - Watch dolphins, sharks & orcas on your desktop! Check it out at [42]http://www.inbox.com/marineaquarium [[43]http://www.inbox.com/marineaquarium] [[44]http://www.inbox.com/marineaquarium [[45]http://www.inbox.com/marineaquarium]] [[46]http://www.inbox.com/marineaquarium [[47]http://www.inbox.com/marineaquarium] [[48]http://www.inbox.com/marineaquarium [[49]http://www.inbox.com/marineaquarium]]] -- Simonas Kecorius ____________________________________________________________ FREE 3D MARINE AQUARIUM SCREENSAVER - Watch dolphins, sharks & orcas on your desktop! Check it out at [50]http://www.inbox.com/marineaquarium [[51]http://www.inbox.com/marineaquarium] [[52]http://www.inbox.com/marineaquarium [[53]http://www.inbox.com/marineaquarium]] -- Simonas Kecorius ____________________________________________________________ GET FREE SMILEYS FOR YOUR IM & EMAIL - Learn more at [54]http://www.inbox.com/smileys [[55]http://www.inbox.com/smileys] Works with AIM?, MSN? Messenger, Yahoo!? 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Check it out at [58]www.inbox.com/marineaquarium References 1. mailto:jrkrideau at inbox.com 2. mailto:simolas2008 at gmail.com 3. mailto:jrkrideau at inbox.com 4. mailto:jrkrideau at inbox.com 5. mailto:simolas2008 at gmail.com 6. mailto:jrkrideau at inbox.com 7. http://data.frame.with.As/ 8. http://data.frame.with.As/ 9. http://data.frame.with.As/ 10. http://data.frame.with.As/ 11. mailto:jrkrideau at inbox.com 12. https://github.com/hadley/devtools/wiki/Reproducibility 13. https://github.com/hadley/devtools/wiki/Reproducibility 14. https://github.com/hadley/devtools/wiki/Reproducibility 15. https://github.com/hadley/devtools/wiki/Reproducibility 16. http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example 17. http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example 18. http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example 19. http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example 20. mailto:simolas2008 at gmail.com 21. mailto:jrkrideau at inbox.com 22. mailto:jrkrideau at inbox.com 23. mailto:simolas2008 at gmail.com 24. mailto:r-help at r-project.org 25. mailto:R-help at r-project.org 26. https://stat.ethz.ch/mailman/listinfo/r-help 27. https://stat.ethz.ch/mailman/listinfo/r-help 28. https://stat.ethz.ch/mailman/listinfo/r-help 29. https://stat.ethz.ch/mailman/listinfo/r-help 30. https://stat.ethz.ch/mailman/listinfo/r-help 31. https://stat.ethz.ch/mailman/listinfo/r-help 32. https://stat.ethz.ch/mailman/listinfo/r-help 33. https://stat.ethz.ch/mailman/listinfo/r-help] 34. http://www.R-project.org/posting-guide.html 35. http://www.R-project.org/posting-guide.html 36. http://www.R-project.org/posting-guide.html 37. http://www.R-project.org/posting-guide.html 38. http://www.R-project.org/posting-guide.html 39. http://www.R-project.org/posting-guide.html 40. http://www.R-project.org/posting-guide.html 41. http://www.R-project.org/posting-guide.html] 42. http://www.inbox.com/marineaquarium 43. http://www.inbox.com/marineaquarium 44. http://www.inbox.com/marineaquarium 45. http://www.inbox.com/marineaquarium 46. http://www.inbox.com/marineaquarium 47. http://www.inbox.com/marineaquarium 48. http://www.inbox.com/marineaquarium 49. http://www.inbox.com/marineaquarium] 50. http://www.inbox.com/marineaquarium 51. http://www.inbox.com/marineaquarium 52. http://www.inbox.com/marineaquarium 53. http://www.inbox.com/marineaquarium 54. http://www.inbox.com/smileys 55. http://www.inbox.com/smileys 56. http://www.inbox.com/photosharing 57. http://www.inbox.com/marineaquarium 58. http://www.inbox.com/marineaquarium
Excellent.? Ignore my last message then. John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 18:10:51 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Dear John, Finally! aa ? <- ?dd1[, 1:90] bb ? <- ?dd1[, 91:180] maa ?<- ?melt(aa) mbb ?<- ?melt(bb) dat2 ?<- ?data.frame(maa, mbb[,2]) names(dat2) ?<- ?c('series', "lat", "lon") head(dat2) ? mapImageData<-get_googlemap(c( lon=21, lat=55), zoom=5) ? mapPoints <- ggmap(mapImageData) + ? ? ? ? ?geom_point(data = dat2, aes(lon, lat, colour = series)) ? mapImageData worked perfectly! I will make some adjustments and it would be just fine! Thanks a lot! R community proves it again to be the strongest around the world. ? Appreciate it so much! 2013/4/24 John Kane <jrkrideau at inbox.com> Simonas, You are sending in HTML. Could you switch to plain text? ?That it the mailing list standard and it makes it easier to comment, etc. In any case does something like this do what you want? Note that I have changed the zoom considerably. With your data set as dd1 ##-------------------------------------------------------- aa ? <- ?dd1[, 1:90] bb ? <- ?dd1[, 91:180] maa ?<- ?melt(aa) mbb ?<- ?melt(bb) dat2 ?<- ?data.frame(maa, mbb[,2]) names(dat2) ?<- ?c('series', "lat", "lon") head(dat2) ? mapImageData<-get_googlemap(c(lon=21, lat=55), zoom=5) ? mapPoints <- ggmap(mapImageData) + ? ? ? ? ?geom_point(data = dat2, aes(lon, lat, colour = series)) ? mapImageData #--------------- John Kane Kingston ON Canada -----Original Message----- From: simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 17:10:48 +0200 To: jrkrideau at inbox.com Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Dear John, we can simplify this map plot problem to something like this: suppose a data.frame with columns x1, x2, x3, x4, x5...........x100, y1, y2, y3, y4, y5, ........., y100. The data does not matter, suppose its a random numbers, lets keep map not important for this moment. Now the problem is - Suppose I already have a plot which I made with ggplot. And I am willing to add all that data.frame points with ggplot to an existing plot? Does this make it more clear? 2013/4/24 John Kane <jrkrideau at inbox.com> ? ? ? ? This is still not a completely reproducable example since I cannot get the loop to work but I wonder if your melt() idea might be useful? ?I really don't know much about ggmap but what happens if we transfrom the data to give you a data.frame with an identifier and the lat and lon ?one long format ?# Using your data as dd1 ?#==================================== ?Split data into lat and lon (i.e. A and B groups) ?aa ? <- ?dd1[, 1:90] ?bb ? <- ?dd1[, 91:180] ?# Melt the data frames ?maa ?<- ?melt(aa) ?mbb ?<- ?melt(bb) ?# Create new data.frame with A1, A2 etc as the series identifier. ?dat2 ?<- ?data.frame(maa, mbb[,2]) ?names(dat2) ?<- ?c('series', "lat", "lon") ?head(dat2) ?#==================================== ?Does this help at all? ?If not I could post the data at mediafire and perhaps others could have a look at the probem ?John Kane ?Kingston ON Canada ?-----Original Message----- ?From: simolas2008 at gmail.com Sent: Wed, 24 Apr 2013 08:16:59 +0200 ?To: jrkrideau at inbox.com ?Subject: Re: [R] Multiple lon lat points in the map with ggplot2 Hey John, ?I read a map from Google as follows : ?library(ggmap) ?mapImageData<-get_googlemap(c(lon=21, lat=55), zoom=15) ?save(mapImageData, file="savedMap.rad") ?Then I load a saved map: load(file="savedMap.rad") ?I attach the file to p: p<-ggmap(map) ?I create function witch adds a point to an existing map: addlinetoplot<-function(dataset, vatx,vary) { ?list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", size=3)) } ?Then I create data.frame as I sent to you. A1, A2, A3............A90, B1, B2, B3............B90. Where A's are the latitude and B's are the longitude. Because for plotting you need x and y, so A1 and B1 represents first x1 and y1. A2 and B2 represents second x2 and y2 etc. I can manage to plot the dataset with such for loop: for (i in i:90)? {p <- p+addlinetoplot(data.frame.with.As [http://data.frame.with.As] [http://data.frame.with.As [http://data.frame.with.As]] [http://data.frame.with.As [http://data.frame.with.As] [http://data.frame.with.As [http://data.frame.with.As]]] and Bs, varx=sprintf("B%s",i), vary=sprintf("A%s", i)) } ?Then you look this plot with just typing p and enter. ?The problem is, that this for loop works with i as small as 30. When I do i = 50, or 90, the computer stalls, memory usage rises as Batman, and everything stops... So my guess would be, that the part p<-p+add...... loops and overloads the memory, because it saves the whole map again and again to itself. ?So my question was: is there any other way to add points to the graph with ggplot2, when my data.frame looks like I have already posted here (A1, A2.......A90, B1, B2,......,B90 (here A1 and B1 would by x1,y1, A2, B2 - x2,y2 and so on)) ?In some forums I saw a magic function melt() from e package "reshape". I tried out, but I did not what I wanted... ?Any your advices would be highly appreciated. ?2013/4/23 John Kane <jrkrideau at inbox.com> ?? ? ? ? Thanks for the data. I really don't know much about ggmaps so ?I am probably not much help but I'd suggest supplying some more information. ?At the moment we don't have a true reproducible example. ?See https://github.com/hadley/devtools/wiki/Reproducibility [https://github.com/hadley/devtools/wiki/Reproducibility] [https://github.com/hadley/devtools/wiki/Reproducibility [https://github.com/hadley/devtools/wiki/Reproducibility]] [https://github.com/hadley/devtools/wiki/Reproducibility [https://github.com/hadley/devtools/wiki/Reproducibility] [https://github.com/hadley/devtools/wiki/Reproducibility [https://github.com/hadley/devtools/wiki/Reproducibility]]] ???http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example] [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example]] [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example] [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example [http://stackoverflow.com/questions/5963269/how-to-make-a-great-r-reproducible-example]]] ?for some suggestions. ??I suspect that we need the map specified p<-ggmap(map) is not particularly informative. ???What is addlinetoplot()? I don't see it in ggplot2 or ggmap. ?Is it a custom function of some kind? ??John Kane ??Kingston ON Canada ??-----Original Message----- ??From: simolas2008 at gmail.com ?Sent: Tue, 23 Apr 2013 16:52:11 +0200 ??To: jrkrideau at inbox.com ??Subject: Re: [R] Multiple lon lat points in the map with ggplot2 ??? ? ? ? structure(list(A1 = c(58.81, 58.453, 58.085, 57.68, 57.266, 56.883, ??56.556, 56.277, 56.025, 55.796, 55.589, 55.409, 55.259, 55.126, ??54.999, 54.876, 54.756, 54.641, 54.535, 54.423, 54.287, 54.128, ??53.961, 53.807, 53.665, 53.536, 53.424, 53.329, 53.233, 53.123, ??53, 52.873, 52.752, 52.637, 52.522, 52.398, 52.265, 52.127, 51.99, ??51.853, 51.717, 51.588, 51.47, 51.359, 51.242, 51.122, 51.004, ??50.894, 50.794), A2 = c(58.81, 58.407, 57.998, 57.59, 57.171, ??56.746, 56.335, 55.95, 55.59, 55.24, 54.88, 54.503, 54.11, 53.711, ??53.321, 52.941, 52.558, 52.17, 51.775, 51.378, 50.997, 50.647, ??50.328, 50.045, 49.803, 49.597, 49.417, 49.254, 49.104, 48.972, ??48.861, 48.77, 48.694, 48.633, 48.587, 48.552, 48.525, 48.506, ??48.487, 48.462, 48.432, 48.41, 48.407, 48.423, 48.461, 48.52, ??48.6, 48.704, 48.836), A3 = c(58.81, 58.412, 57.998, 57.575, ??57.146, 56.724, 56.322, 55.949, 55.608, 55.279, 54.938, 54.568, ??54.17, 53.766, 53.374, 52.993, 52.612, 52.226, 51.838, 51.454, ??51.081, 50.728, 50.406, 50.119, 49.869, 49.653, 49.464, 49.295, ??49.142, 49.006, 48.892, 48.798, 48.721, 48.658, 48.611, 48.58, ??48.563, 48.557, 48.56, 48.564, 48.562, 48.553, 48.551, 48.569, ??48.606, 48.665, 48.741, 48.836, 48.953), A4 = c(58.81, 58.418, ??58.01, 57.585, 57.152, 56.731, 56.336, 55.974, 55.644, 55.332, ??55.015, 54.671, 54.284, 53.875, 53.478, 53.094, 52.716, 52.336, ??51.957, 51.584, 51.222, 50.87, 50.543, 50.253, 49.999, 49.778, ??49.585, 49.417, 49.271, 49.14, 49.027, 48.933, 48.858, 48.799, ??48.755, 48.729, 48.721, 48.728, 48.746, 48.775, 48.801, 48.817, ??48.822, 48.832, 48.862, 48.914, 48.986, 49.074, 49.178), A5 = c(58.81, ??58.493, 58.15, 57.795, 57.453, 57.12, 56.791, 56.457, 56.129, ??55.812, 55.509, 55.212, 54.92, 54.626, 54.328, 54.021, 53.703, ??53.387, 53.08, 52.779, 52.484, 52.186, 51.877, 51.548, 51.199, ??50.837, 50.466, 50.095, 49.744, 49.437, 49.149, 48.838, 48.497, ??48.177, 47.887, 47.592, 47.289, 46.996, 46.719, 46.448, 46.165, ??45.872, 45.602, 45.375, 45.178, 45.001, 44.848, 44.716, 44.608 ??), A6 = c(58.81, 58.497, 58.164, 57.806, 57.448, 57.105, 56.782, ??56.474, 56.169, 55.877, 55.595, 55.314, 55.03, 54.738, 54.439, ??54.134, 53.821, 53.504, 53.192, 52.885, 52.581, 52.283, 51.982, ??51.662, 51.315, 50.949, 50.573, 50.189, 49.814, 49.472, 49.178, ??48.9, 48.583, 48.204, 47.81, 47.444, 47.096, 46.766, 46.471, ??46.204, 45.94, 45.668, 45.395, 45.145, 44.936, 44.764, 44.618, ??44.494, 44.391), A7 = c(58.81, 58.504, 58.181, 57.838, 57.479, ??57.123, 56.791, 56.486, 56.197, 55.915, 55.648, 55.385, 55.114, ??54.832, 54.536, 54.234, 53.929, 53.622, 53.313, 53.008, 52.704, ??52.401, 52.105, 51.803, 51.474, 51.12, 50.75, 50.37, 49.987, ??49.622, 49.299, 49.025, 48.754, 48.432, 48.044, 47.648, 47.289, ??46.942, 46.616, 46.327, 46.062, 45.803, 45.539, 45.275, 45.033, ??44.834, 44.674, 44.538, 44.423), A8 = c(58.81, 58.512, 58.201, ??57.872, 57.528, 57.175, 56.832, 56.517, 56.227, 55.953, 55.689, ??55.436, 55.183, 54.917, 54.634, 54.339, 54.042, 53.745, 53.445, ??53.141, 52.839, 52.538, 52.238, 51.946, 51.643, 51.312, 50.959, ??50.591, 50.216, 49.843, 49.496, 49.192, 48.932, 48.67, 48.353, ??47.975, 47.601, 47.261, 46.931, 46.622, 46.347, 46.095, 45.843, ??45.582, 45.314, 45.066, 44.859, 44.695, 44.558), A9 = c(58.81, ??58.52, 58.22, 57.906, 57.578, 57.239, 56.896, 56.571, 56.272, ??55.995, 55.734, 55.481, 55.237, 54.991, 54.726, 54.444, 54.156, ??53.868, 53.578, 53.283, 52.984, 52.686, 52.387, 52.093, 51.802, ??51.498, 51.168, 50.819, 50.456, 50.088, 49.727, 49.396, 49.11, ??48.865, 48.614, 48.306, 47.951, 47.604, 47.281, 46.968, 46.672, ??46.403, 46.154, 45.906, 45.644, 45.372, 45.117, 44.901, 44.721 ??), A10 = c(58.81, 58.63, 58.445, 58.242, 58.01, 57.755, 57.471, ??57.153, 56.821, 56.501, 56.211, 55.945, 55.696, 55.456, 55.215, ??54.973, 54.722, 54.46, 54.194, 53.931, 53.673, 53.426, 53.189, ??52.959, 52.729, 52.497, 52.266, 52.04, 51.828, 51.631, 51.452, ??51.292, 51.153, 51.035, 50.933, 50.852, 50.783, 50.712, 50.626, ??50.528, 50.425, 50.311, 50.181, 50.035, 49.876, 49.714, 49.563, ??49.423, 49.272), A11 = c(58.81, 58.669, 58.526, 58.374, 58.216, ??58.052, 57.879, 57.702, 57.524, 57.346, 57.176, 57.016, 56.863, ??56.712, 56.558, 56.397, 56.229, 56.058, 55.887, 55.721, 55.562, ??55.411, 55.268, 55.132, 55.005, 54.882, 54.755, 54.623, 54.486, ??54.349, 54.22, 54.098, 53.978, 53.86, 53.749, 53.647, 53.556, ??53.473, 53.394, 53.318, 53.239, 53.158, 53.07, 52.971, 52.859, ??52.737, 52.621, 52.53, 52.466), A12 = c(58.81, 58.488, 58.159, ??57.831, 57.512, 57.199, 56.891, 56.603, 56.347, 56.121, 55.924, ??55.756, 55.614, 55.491, 55.379, 55.28, 55.196, 55.115, 55.022, ??54.912, 54.793, 54.674, 54.553, 54.437, 54.338, 54.265, 54.205, ??54.144, 54.085, 54.03, 53.982, 53.938, 53.905, 53.887, 53.883, ??53.888, 53.897, 53.912, 53.933, 53.956, 53.98, 53.998, 54.003, ??53.998, 53.985, 53.963, 53.932, 53.894, 53.852), A13 = c(58.81, ??58.489, 58.153, 57.811, 57.478, 57.156, 56.841, 56.539, 56.261, ??56.011, 55.793, 55.608, 55.451, 55.317, 55.2, 55.094, 54.999, ??54.918, 54.837, 54.738, 54.617, 54.486, 54.359, 54.234, 54.115, ??54.016, 53.949, 53.899, 53.851, 53.805, 53.762, 53.722, 53.683, ??53.65, 53.626, 53.615, 53.61, 53.61, 53.618, 53.632, 53.651, ??53.674, 53.69, 53.689, 53.672, 53.641, 53.6, 53.547, 53.484), ??? ? A14 = c(58.81, 58.485, 58.164, 57.838, 57.515, 57.205, 56.908, ??? ? 56.625, 56.355, 56.098, 55.858, 55.637, 55.436, 55.259, 55.111, ??? ? 54.983, 54.868, 54.755, 54.639, 54.517, 54.385, 54.243, 54.102, ??? ? 53.973, 53.853, 53.732, 53.613, 53.507, 53.419, 53.348, 53.29, ??? ? 53.246, 53.208, 53.168, 53.121, 53.076, 53.038, 52.996, 52.927, ??? ? 52.823, 52.698, 52.566, 52.428, 52.284, 52.134, 51.974, 51.801, ??? ? 51.613, 51.408), A15 = c(58.81, 58.6, 58.389, 58.177, 57.966, ??? ? 57.75, 57.523, 57.291, 57.057, 56.819, 56.579, 56.342, 56.119, ??? ? 55.911, 55.713, 55.522, 55.335, 55.151, 54.969, 54.789, 54.611, ??? ? 54.437, 54.265, 54.095, 53.931, 53.779, 53.643, 53.517, 53.4, ??? ? 53.287, 53.183, 53.089, 53.001, 52.911, 52.823, 52.74, 52.668, ??? ? 52.606, 52.546, 52.48, 52.409, 52.341, 52.28, 52.224, 52.172, ??? ? 52.124, 52.075, 52.025, 51.969), A16 = c(58.81, 58.585, 58.357, ??? ? 58.128, 57.899, 57.666, 57.428, 57.185, 56.945, 56.705, 56.463, ??? ? 56.218, 55.978, 55.756, 55.551, 55.356, 55.169, 54.989, 54.81, ??? ? 54.627, 54.442, 54.259, 54.084, 53.918, 53.76, 53.612, 53.474, ??? ? 53.347, 53.229, 53.118, 53.01, 52.908, 52.816, 52.732, 52.645, ??? ? 52.557, 52.47, 52.39, 52.314, 52.235, 52.148, 52.051, 51.953, ??? ? 51.864, 51.778, 51.697, 51.623, 51.556, 51.495), A17 = c(58.81, ??? ? 58.536, 58.245, 57.931, 57.606, 57.284, 56.96, 56.649, 56.37, ??? ? 56.125, 55.9, 55.68, 55.466, 55.257, 55.049, 54.835, 54.609, ??? ? 54.371, 54.121, 53.871, 53.628, 53.393, 53.169, 52.964, 52.783, ??? ? 52.621, 52.471, 52.333, 52.209, 52.101, 52.007, 51.926, 51.859, ??? ? 51.803, 51.762, 51.737, 51.726, 51.72, 51.709, 51.693, 51.679, ??? ? 51.671, 51.668, 51.658, 51.636, 51.605, 51.568, 51.525, 51.472 ??? ? ), A18 = c(58.81, 58.541, 58.268, 57.973, 57.656, 57.331, ??? ? 57.007, 56.685, 56.381, 56.111, 55.873, 55.653, 55.436, 55.228, ??? ? 55.022, 54.808, 54.583, 54.347, 54.099, 53.843, 53.589, 53.342, ??? ? 53.104, 52.881, 52.683, 52.511, 52.359, 52.22, 52.094, 51.982, ??? ? 51.885, 51.802, 51.732, 51.675, 51.63, 51.598, 51.583, 51.583, ??? ? 51.586, 51.584, 51.575, 51.568, 51.566, 51.569, 51.568, 51.555, ??? ? 51.532, 51.503, 51.468), A19 = c(58.81, 58.533, 58.263, 57.987, ??? ? 57.688, 57.372, 57.048, 56.724, 56.409, 56.115, 55.853, 55.621, ??? ? 55.404, 55.191, 54.983, 54.771, 54.546, 54.311, 54.067, 53.815, ??? ? 53.56, 53.307, 53.06, 52.822, 52.605, 52.417, 52.255, 52.114, ??? ? 51.988, 51.88, 51.787, 51.706, 51.635, 51.575, 51.525, 51.485, ??? ? 51.458, 51.448, 51.451, 51.459, 51.46, 51.455, 51.45, 51.451, ??? ? 51.454, 51.452, 51.44, 51.419, 51.391), A20 = c(58.81, 58.523, ??? ? 58.239, 57.965, 57.685, 57.383, 57.067, 56.748, 56.433, 56.128, ??? ? 55.846, 55.593, 55.366, 55.148, 54.931, 54.713, 54.488, 54.252, ??? ? 54.011, 53.765, 53.517, 53.268, 53.02, 52.78, 52.553, 52.35, ??? ? 52.176, 52.028, 51.903, 51.799, 51.714, 51.643, 51.58, 51.524, ??? ? 51.474, 51.43, 51.394, 51.369, 51.359, 51.361, 51.367, 51.367, ??? ? 51.36, 51.354, 51.35, 51.346, 51.337, 51.319, 51.293), A21 = c(58.81, ??? ? 58.523, 58.224, 57.932, 57.649, 57.359, 57.052, 56.742, 56.431, ??? ? 56.127, 55.835, 55.564, 55.317, 55.085, 54.858, 54.629, 54.396, ??? ? 54.158, 53.916, 53.675, 53.435, 53.194, 52.953, 52.717, 52.493, ??? ? 52.284, 52.1, 51.945, 51.815, 51.707, 51.618, 51.547, 51.49, ??? ? 51.439, 51.392, 51.349, 51.31, 51.277, 51.254, 51.243, 51.245, ??? ? 51.249, 51.247, 51.237, 51.225, 51.214, 51.202, 51.185, 51.161 ??? ? ), A22 = c(58.81, 58.533, 58.232, 57.923, 57.62, 57.324, ??? ? 57.025, 56.72, 56.414, 56.112, 55.82, 55.541, 55.276, 55.027, ??? ? 54.785, 54.544, 54.298, 54.049, 53.803, 53.565, 53.329, 53.094, ??? ? 52.859, 52.632, 52.415, 52.213, 52.029, 51.871, 51.742, 51.635, ??? ? 51.546, 51.473, 51.414, 51.365, 51.321, 51.28, 51.239, 51.201, ??? ? 51.167, 51.141, 51.126, 51.123, 51.123, 51.116, 51.102, 51.084, ??? ? 51.067, 51.049, 51.026), A23 = c(58.81, 58.544, 58.254, 57.941, ??? ? 57.62, 57.306, 57.001, 56.698, 56.395, 56.094, 55.803, 55.523, ??? ? 55.249, 54.984, 54.728, 54.473, 54.214, 53.953, 53.701, 53.464, ??? ? 53.233, 53.001, 52.771, 52.552, 52.348, 52.158, 51.984, 51.832, ??? ? 51.704, 51.6, 51.514, 51.442, 51.382, 51.332, 51.29, 51.252, ??? ? 51.215, 51.178, 51.141, 51.105, 51.076, 51.058, 51.049, 51.042, ??? ? 51.03, 51.01, 50.988, 50.967, 50.945), A24 = c(58.81, 58.54, ??? ? 58.259, 57.955, 57.629, 57.299, 56.98, 56.671, 56.368, 56.069, ??? ? 55.777, 55.495, 55.22, 54.946, 54.676, 54.407, 54.136, 53.866, ??? ? 53.608, 53.369, 53.143, 52.92, 52.702, 52.497, 52.306, 52.13, ??? ? 51.968, 51.823, 51.695, 51.589, 51.5, 51.426, 51.362, 51.308, ??? ? 51.262, 51.221, 51.183, 51.146, 51.106, 51.064, 51.023, 50.988, ??? ? 50.962, 50.945, 50.929, 50.908, 50.879, 50.848, 50.82), A25 = c(58.81, ??? ? 58.524, 58.24, 57.942, 57.62, 57.284, 56.951, 56.633, 56.325, ??? ? 56.024, 55.734, 55.451, 55.171, 54.893, 54.611, 54.327, 54.043, ??? ? 53.766, 53.504, 53.26, 53.036, 52.826, 52.626, 52.436, 52.257, ??? ? 52.09, 51.936, 51.795, 51.667, 51.553, 51.454, 51.368, 51.293, ??? ? 51.226, 51.165, 51.11, 51.059, 51.009, 50.957, 50.903, 50.849, ??? ? 50.797, 50.751, 50.712, 50.679, 50.645, 50.603, 50.551, 50.492 ??? ? ), A26 = c(58.81, 58.51, 58.215, 57.913, 57.594, 57.258, ??? ? 56.919, 56.592, 56.279, 55.976, 55.686, 55.407, 55.125, 54.838, ??? ? 54.545, 54.247, 53.949, 53.663, 53.396, 53.149, 52.923, 52.719, ??? ? 52.529, 52.347, 52.174, 52.01, 51.858, 51.718, 51.59, 51.471, ??? ? 51.362, 51.262, 51.171, 51.088, 51.01, 50.933, 50.858, 50.781, ??? ? 50.7, 50.615, 50.531, 50.454, 50.387, 50.326, 50.267, 50.209, ??? ? 50.146, 50.069, 49.974), A27 = c(58.81, 58.509, 58.206, 57.901, ??? ? 57.582, 57.245, 56.904, 56.571, 56.253, 55.948, 55.659, 55.381, ??? ? 55.104, 54.813, 54.506, 54.192, 53.879, 53.579, 53.299, 53.045, ??? ? 52.817, 52.609, 52.419, 52.242, 52.072, 51.91, 51.755, 51.611, ??? ? 51.48, 51.358, 51.242, 51.133, 51.03, 50.935, 50.845, 50.757, ??? ? 50.669, 50.58, 50.489, 50.396, 50.299, 50.206, 50.127, 50.062, ??? ? 50.001, 49.936, 49.864, 49.782, 49.689), A28 = c(58.81, 58.523, ??? ? 58.224, 57.917, 57.602, 57.27, 56.926, 56.59, 56.267, 55.958, ??? ? 55.665, 55.387, 55.114, 54.83, 54.521, 54.191, 53.86, 53.542, ??? ? 53.245, 52.976, 52.737, 52.524, 52.328, 52.15, 51.984, 51.822, ??? ? 51.664, 51.513, 51.372, 51.245, 51.127, 51.014, 50.905, 50.802, ??? ? 50.706, 50.616, 50.527, 50.434, 50.34, 50.242, 50.141, 50.037, ??? ? 49.938, 49.857, 49.793, 49.735, 49.672, 49.602, 49.523), ??? ? A29 = c(58.81, 58.536, 58.254, 57.957, 57.645, 57.323, 56.983, ??? ? 56.643, 56.316, 56.002, 55.704, 55.421, 55.15, 54.876, 54.582, ??? ? 54.254, 53.91, 53.58, 53.269, 52.979, 52.717, 52.489, 52.286, ??? ? 52.1, 51.931, 51.769, 51.61, 51.454, 51.305, 51.169, 51.047, ??? ? 50.934, 50.824, 50.719, 50.621, 50.529, 50.443, 50.358, 50.268, ??? ? 50.174, 50.077, 49.976, 49.873, 49.78, 49.705, 49.646, 49.592, ??? ? 49.532, 49.465), A30 = c(58.81, 58.547, 58.281, 58.003, 57.706, ??? ? 57.391, 57.064, 56.729, 56.4, 56.084, 55.783, 55.496, 55.218, ??? ? 54.949, 54.673, 54.368, 54.03, 53.686, 53.361, 53.053, 52.767, ??? ? 52.512, 52.291, 52.096, 51.917, 51.75, 51.59, 51.431, 51.277, ??? ? 51.13, 50.997, 50.878, 50.766, 50.66, 50.559, 50.466, 50.38, ??? ? 50.299, 50.217, 50.131, 50.039, 49.943, 49.846, 49.748, 49.659, ??? ? 49.589, 49.534, 49.484, 49.427), A31 = c(58.81, 58.553, 58.301, ??? ? 58.042, 57.765, 57.466, 57.151, 56.83, 56.507, 56.192, 55.892, ??? ? 55.602, 55.32, 55.046, 54.78, 54.5, 54.191, 53.855, 53.515, ??? ? 53.193, 52.888, 52.606, 52.356, 52.141, 51.951, 51.774, 51.607, ??? ? 51.445, 51.286, 51.13, 50.982, 50.849, 50.728, 50.616, 50.508, ??? ? 50.408, 50.315, 50.228, 50.145, 50.061, 49.973, 49.881, 49.788, ??? ? 49.694, 49.602, 49.519, 49.453, 49.403, 49.357), A32 = c(58.81, ??? ? 58.56, 58.316, 58.072, 57.815, 57.536, 57.237, 56.93, 56.621, ??? ? 56.315, 56.015, 55.728, 55.444, 55.163, 54.891, 54.623, 54.341, ??? ? 54.031, 53.696, 53.36, 53.039, 52.735, 52.458, 52.212, 52.001, ??? ? 51.813, 51.634, 51.465, 51.3, 51.138, 50.98, 50.831, 50.695, ??? ? 50.572, 50.457, 50.347, 50.243, 50.146, 50.056, 49.972, 49.891, ??? ? 49.806, 49.718, 49.628, 49.54, 49.453, 49.375, 49.315, 49.271 ??? ? ), A33 = c(58.81, 58.622, 58.387, 58.097, 57.767, 57.416, ??? ? 57.045, 56.68, 56.339, 56.011, 55.7, 55.411, 55.137, 54.883, ??? ? 54.652, 54.44, 54.246, 54.069, 53.915, 53.771, 53.616, 53.443, ??? ? 53.257, 53.076, 52.905, 52.735, 52.552, 52.353, 52.168, 52.026, ??? ? 51.919, 51.805, 51.648, 51.454, 51.266, 51.112, 50.978, 50.875, ??? ? 50.789, 50.71, 50.671, 50.676, 50.693, 50.727, 50.785, 50.834, ??? ? 50.876, 50.941, 51.025), A34 = c(58.81, 58.698, 58.591, 58.488, ??? ? 58.389, 58.301, 58.224, 58.158, 58.094, 58.034, 57.969, 57.897, ??? ? 57.819, 57.74, 57.66, 57.578, 57.497, 57.42, 57.35, 57.284, ??? ? 57.219, 57.154, 57.074, 56.964, 56.821, 56.655, 56.478, 56.289, ??? ? 56.102, 55.935, 55.789, 55.661, 55.544, 55.437, 55.329, 55.21, ??? ? 55.083, 54.959, 54.845, 54.739, 54.634, 54.526, 54.415, 54.297, ??? ? 54.17, 54.032, 53.907, 53.82, 53.768), A35 = c(58.81, 58.693, ??? ? 58.577, 58.464, 58.353, 58.247, 58.152, 58.07, 57.999, 57.93, ??? ? 57.862, 57.791, 57.714, 57.633, 57.552, 57.47, 57.386, 57.304, ??? ? 57.229, 57.162, 57.097, 57.031, 56.961, 56.872, 56.75, 56.595, ??? ? 56.418, 56.23, 56.036, 55.855, 55.703, 55.572, 55.457, 55.353, ??? ? 55.258, 55.161, 55.056, 54.943, 54.829, 54.721, 54.615, 54.509, ??? ? 54.399, 54.285, 54.165, 54.038, 53.908, 53.796, 53.723), ??? ? A36 = c(58.81, 58.691, 58.571, 58.45, 58.331, 58.213, 58.099, ??? ? 57.997, 57.911, 57.835, 57.761, 57.685, 57.606, 57.523, 57.44, ??? ? 57.357, 57.274, 57.189, 57.108, 57.033, 56.963, 56.889, 56.809, ??? ? 56.72, 56.612, 56.472, 56.307, 56.13, 55.951, 55.777, 55.622, ??? ? 55.494, 55.383, 55.284, 55.195, 55.111, 55.026, 54.934, 54.832, ??? ? 54.725, 54.621, 54.519, 54.417, 54.311, 54.199, 54.085, 53.97, ??? ? 53.852, 53.755), A37 = c(58.81, 58.69, 58.568, 58.444, 58.319, ??? ? 58.195, 58.068, 57.947, 57.84, 57.751, 57.672, 57.591, 57.508, ??? ? 57.422, 57.334, 57.249, 57.166, 57.082, 56.998, 56.914, 56.832, ??? ? 56.749, 56.659, 56.56, 56.451, 56.324, 56.176, 56.014, 55.853, ??? ? 55.7, 55.556, 55.43, 55.324, 55.232, 55.148, 55.072, 55.002, ??? ? 54.93, 54.846, 54.747, 54.643, 54.541, 54.443, 54.343, 54.241, ??? ? 54.143, 54.045, 53.944, 53.84), A38 = c(58.81, 58.684, 58.561, ??? ? 58.437, 58.31, 58.18, 58.049, 57.916, 57.791, 57.682, 57.59, ??? ? 57.506, 57.42, 57.33, 57.237, 57.145, 57.059, 56.977, 56.893, ??? ? 56.805, 56.716, 56.624, 56.527, 56.42, 56.304, 56.178, 56.04, ??? ? 55.894, 55.752, 55.618, 55.492, 55.374, 55.271, 55.182, 55.104, ??? ? 55.036, 54.975, 54.916, 54.85, 54.768, 54.671, 54.569, 54.47, ??? ? 54.373, 54.279, 54.191, 54.11, 54.03, 53.946), A39 = c(58.81, ??? ? 58.672, 58.544, 58.42, 58.293, 58.162, 58.028, 57.892, 57.757, ??? ? 57.629, 57.517, 57.423, 57.335, 57.244, 57.147, 57.049, 56.954, ??? ? 56.867, 56.784, 56.696, 56.604, 56.508, 56.406, 56.295, 56.173, ??? ? 56.042, 55.908, 55.775, 55.646, 55.525, 55.413, 55.308, 55.21, ??? ? 55.122, 55.045, 54.982, 54.926, 54.871, 54.816, 54.753, 54.673, ??? ? 54.578, 54.478, 54.381, 54.292, 54.214, 54.145, 54.087, 54.029 ??? ? ), A40 = c(58.81, 58.661, 58.521, 58.391, 58.264, 58.135, ??? ? 58.001, 57.864, 57.728, 57.592, 57.463, 57.351, 57.254, 57.163, ??? ? 57.067, 56.965, 56.862, 56.764, 56.675, 56.588, 56.497, 56.399, ??? ? 56.296, 56.184, 56.062, 55.932, 55.804, 55.678, 55.556, 55.441, ??? ? 55.335, 55.237, 55.146, 55.06, 54.981, 54.913, 54.855, 54.802, ??? ? 54.748, 54.694, 54.633, 54.555, 54.461, 54.363, 54.276, 54.205, ??? ? 54.15, 54.109, 54.078), A41 = c(58.81, 58.66, 58.507, 58.365, ??? ? 58.233, 58.106, 57.975, 57.842, 57.707, 57.573, 57.438, 57.311, ??? ? 57.2, 57.102, 57.009, 56.91, 56.803, 56.696, 56.595, 56.503, ??? ? 56.413, 56.318, 56.217, 56.109, 55.993, 55.872, 55.752, 55.633, ??? ? 55.515, 55.401, 55.293, 55.195, 55.106, 55.021, 54.939, 54.862, ??? ? 54.794, 54.736, 54.681, 54.625, 54.571, 54.509, 54.431, 54.34, ??? ? 54.255, 54.186, 54.141, 54.116, 54.104), A42 = c(58.81, 58.667, ??? ? 58.512, 58.356, 58.212, 58.081, 57.955, 57.827, 57.698, 57.568, ??? ? 57.439, 57.309, 57.186, 57.077, 56.98, 56.886, 56.785, 56.675, ??? ? 56.563, 56.459, 56.365, 56.274, 56.178, 56.077, 55.971, 55.862, ??? ? 55.751, 55.639, 55.527, 55.414, 55.301, 55.196, 55.101, 55.013, ??? ? 54.927, 54.842, 54.763, 54.691, 54.628, 54.57, 54.511, 54.454, ??? ? 54.392, 54.316, 54.238, 54.171, 54.126, 54.109, 54.113), ??? ? A43 = c(58.81, 58.674, 58.524, 58.363, 58.206, 58.061, 57.933, ??? ? 57.813, 57.693, 57.573, 57.451, 57.33, 57.207, 57.09, 56.986, ??? ? 56.891, 56.797, 56.695, 56.583, 56.469, 56.363, 56.269, 56.179, ??? ? 56.085, 55.989, 55.892, 55.791, 55.688, 55.582, 55.473, 55.36, ??? ? 55.248, 55.142, 55.046, 54.954, 54.863, 54.776, 54.692, 54.615, ??? ? 54.548, 54.486, 54.423, 54.365, 54.304, 54.234, 54.169, 54.119, ??? ? 54.095, 54.101), A44 = c(58.81, 58.665, 58.518, 58.358, 58.193, ??? ? 58.035, 57.895, 57.777, 57.668, 57.559, 57.45, 57.339, 57.228, ??? ? 57.115, 57.007, 56.909, 56.817, 56.723, 56.621, 56.508, 56.393, ??? ? 56.288, 56.195, 56.109, 56.021, 55.934, 55.847, 55.755, 55.658, ??? ? 55.555, 55.448, 55.334, 55.219, 55.112, 55.012, 54.915, 54.821, ??? ? 54.729, 54.638, 54.555, 54.483, 54.415, 54.348, 54.287, 54.226, ??? ? 54.163, 54.11, 54.078, 54.073), A45 = c(58.81, 58.602, 58.383, ??? ? 58.165, 57.954, 57.743, 57.526, 57.306, 57.09, 56.881, 56.675, ??? ? 56.478, 56.293, 56.119, 55.955, 55.799, 55.653, 55.522, 55.412, ??? ? 55.324, 55.254, 55.2, 55.16, 55.123, 55.078, 55.026, 54.968, ??? ? 54.909, 54.847, 54.787, 54.731, 54.677, 54.625, 54.575, 54.529, ??? ? 54.479, 54.415, 54.341, 54.257, 54.167, 54.074, 53.985, 53.897, ??? ? 53.81, 53.738, 53.693, 53.673, 53.671, 53.676), A46 = c(58.81, ??? ? 58.609, 58.385, 58.151, 57.923, 57.706, 57.491, 57.27, 57.048, ??? ? 56.828, 56.612, 56.4, 56.201, 56.02, 55.856, 55.708, 55.568, ??? ? 55.432, 55.308, 55.206, 55.125, 55.064, 55.017, 54.985, 54.957, ??? ? 54.926, 54.892, 54.856, 54.816, 54.774, 54.731, 54.688, 54.644, ??? ? 54.6, 54.561, 54.531, 54.5, 54.46, 54.413, 54.361, 54.308, ??? ? 54.254, 54.196, 54.134, 54.067, 54.009, 53.974, 53.962, 53.967 ??? ? ), A47 = c(58.81, 58.616, 58.394, 58.153, 57.91, 57.675, ??? ? 57.45, 57.224, 56.994, 56.763, 56.536, 56.318, 56.116, 55.936, ??? ? 55.778, 55.637, 55.505, 55.374, 55.244, 55.127, 55.031, 54.958, ??? ? 54.905, 54.867, 54.843, 54.825, 54.807, 54.79, 54.772, 54.75, ??? ? 54.724, 54.695, 54.662, 54.626, 54.593, 54.569, 54.557, 54.549, ??? ? 54.536, 54.523, 54.506, 54.484, 54.459, 54.428, 54.389, 54.343, ??? ? 54.304, 54.283, 54.279), A48 = c(58.81, 58.602, 58.38, 58.133, ??? ? 57.877, 57.626, 57.381, 57.14, 56.896, 56.649, 56.409, 56.186, ??? ? 55.984, 55.811, 55.662, 55.528, 55.402, 55.277, 55.15, 55.022, ??? ? 54.904, 54.808, 54.739, 54.69, 54.655, 54.637, 54.629, 54.624, ??? ? 54.624, 54.624, 54.617, 54.603, 54.585, 54.563, 54.541, 54.525, ??? ? 54.525, 54.543, 54.57, 54.595, 54.621, 54.645, 54.661, 54.668, ??? ? 54.665, 54.654, 54.639, 54.627, 54.629), A49 = c(58.81, 58.573, ??? ? 58.331, 58.073, 57.801, 57.53, 57.264, 57.002, 56.737, 56.468, ??? ? 56.21, 55.98, 55.786, 55.622, 55.483, 55.358, 55.239, 55.121, ??? ? 54.999, 54.874, 54.743, 54.622, 54.528, 54.458, 54.409, 54.377, ??? ? 54.363, 54.361, 54.363, 54.37, 54.376, 54.377, 54.375, 54.369, ??? ? 54.36, 54.352, 54.355, 54.379, 54.425, 54.483, 54.539, 54.595, ??? ? 54.646, 54.687, 54.717, 54.736, 54.751, 54.768, 54.794), ??? ? A50 = c(58.81, 58.544, 58.271, 57.987, 57.694, 57.399, 57.11, ??? ? 56.825, 56.539, 56.247, 55.969, 55.735, 55.547, 55.391, 55.258, ??? ? 55.145, 55.041, 54.937, 54.827, 54.71, 54.589, 54.466, 54.356, ??? ? 54.269, 54.204, 54.159, 54.132, 54.123, 54.126, 54.134, 54.144, ??? ? 54.153, 54.159, 54.164, 54.166, 54.165, 54.165, 54.178, 54.216, ??? ? 54.276, 54.346, 54.415, 54.484, 54.545, 54.592, 54.627, 54.655, ??? ? 54.687, 54.727), A51 = c(58.81, 58.531, 58.23, 57.92, 57.603, ??? ? 57.283, 56.967, 56.66, 56.356, 56.05, 55.768, 55.531, 55.339, ??? ? 55.183, 55.055, 54.946, 54.849, 54.751, 54.647, 54.536, 54.424, ??? ? 54.311, 54.199, 54.099, 54.022, 53.965, 53.926, 53.905, 53.902, ??? ? 53.911, 53.925, 53.937, 53.948, 53.959, 53.971, 53.981, 53.99, ??? ? 53.997, 54.018, 54.064, 54.131, 54.209, 54.287, 54.361, 54.427, ??? ? 54.478, 54.517, 54.551, 54.592), A52 = c(58.81, 58.531, 58.218, ??? ? 57.887, 57.552, 57.211, 56.87, 56.538, 56.215, 55.906, 55.633, ??? ? 55.396, 55.193, 55.028, 54.894, 54.778, 54.669, 54.563, 54.454, ??? ? 54.339, 54.223, 54.109, 53.999, 53.894, 53.804, 53.736, 53.687, ??? ? 53.657, 53.647, 53.652, 53.664, 53.678, 53.695, 53.714, 53.741, ??? ? 53.778, 53.818, 53.852, 53.879, 53.914, 53.97, 54.049, 54.137, ??? ? 54.222, 54.3, 54.368, 54.423, 54.464, 54.501), A53 = c(58.81, ??? ? 58.531, 58.218, 57.877, 57.528, 57.178, 56.821, 56.467, 56.124, ??? ? 55.814, 55.552, 55.327, 55.124, 54.948, 54.801, 54.673, 54.554, ??? ? 54.436, 54.32, 54.203, 54.086, 53.971, 53.862, 53.76, 53.665, ??? ? 53.585, 53.527, 53.49, 53.472, 53.471, 53.488, 53.516, 53.546, ??? ? 53.578, 53.618, 53.67, 53.728, 53.784, 53.83, 53.868, 53.916, ??? ? 53.986, 54.074, 54.17, 54.264, 54.354, 54.436, 54.505, 54.561 ??? ? ), A54 = c(58.81, 58.52, 58.206, 57.864, 57.509, 57.151, ??? ? 56.791, 56.426, 56.065, 55.75, 55.498, 55.287, 55.1, 54.927, ??? ? 54.769, 54.629, 54.5, 54.376, 54.255, 54.138, 54.024, 53.912, ??? ? 53.807, 53.71, 53.62, 53.537, 53.469, 53.426, 53.402, 53.399, ??? ? 53.417, 53.454, 53.501, 53.551, 53.601, 53.656, 53.719, 53.785, ??? ? 53.845, 53.897, 53.944, 54.001, 54.08, 54.177, 54.283, 54.389, ??? ? 54.49, 54.584, 54.669), A55 = c(58.81, 58.501, 58.176, 57.831, ??? ? 57.473, 57.11, 56.748, 56.382, 56.02, 55.706, 55.458, 55.257, ??? ? 55.086, 54.928, 54.773, 54.621, 54.479, 54.348, 54.224, 54.107, ??? ? 53.994, 53.886, 53.784, 53.691, 53.606, 53.527, 53.458, 53.408, ??? ? 53.381, 53.375, 53.391, 53.428, 53.484, 53.55, 53.617, 53.682, ??? ? 53.746, 53.815, 53.883, 53.945, 54.001, 54.056, 54.121, 54.208, ??? ? 54.313, 54.428, 54.539, 54.647, 54.748), A56 = c(58.81, 58.481, ??? ? 58.139, 57.783, 57.42, 57.053, 56.688, 56.323, 55.973, 55.671, ??? ? 55.428, 55.233, 55.072, 54.929, 54.786, 54.633, 54.48, 54.339, ??? ? 54.211, 54.096, 53.987, 53.883, 53.785, 53.694, 53.612, 53.537, ??? ? 53.473, 53.421, 53.387, 53.378, 53.39, 53.423, 53.475, 53.548, ??? ? 53.631, 53.712, 53.786, 53.856, 53.927, 53.994, 54.056, 54.116, ??? ? 54.178, 54.251, 54.344, 54.455, 54.572, 54.686, 54.795), ??? ? A57 = c(58.81, 58.479, 58.12, 57.752, 57.382, 57.01, 56.639, ??? ? 56.272, 55.936, 55.655, 55.424, 55.234, 55.077, 54.941, 54.806, ??? ? 54.66, 54.506, 54.355, 54.219, 54.102, 53.997, 53.897, 53.802, ??? ? 53.713, 53.631, 53.558, 53.498, 53.451, 53.416, 53.402, 53.412, ??? ? 53.442, 53.49, 53.56, 53.652, 53.753, 53.844, 53.923, 53.994, ??? ? 54.064, 54.13, 54.195, 54.262, 54.334, 54.416, 54.516, 54.63, ??? ? 54.751, 54.866), A58 = c(58.81, 58.691, 58.562, 58.418, 58.257, ??? ? 58.087, 57.918, 57.754, 57.595, 57.438, 57.282, 57.126, 56.971, ??? ? 56.815, 56.658, 56.501, 56.348, 56.198, 56.05, 55.902, 55.756, ??? ? 55.618, 55.497, 55.393, 55.305, 55.23, 55.169, 55.123, 55.085, ??? ? 55.05, 55.013, 54.974, 54.934, 54.897, 54.86, 54.813, 54.75, ??? ? 54.669, 54.58, 54.491, 54.403, 54.324, 54.256, 54.199, 54.142, ??? ? 54.073, 53.99, 53.919, 53.875), A59 = c(58.81, 58.66, 58.421, ??? ? 58.069, 57.624, 57.146, 56.664, 56.158, 55.658, 55.231, 54.889, ??? ? 54.611, 54.381, 54.193, 54.035, 53.894, 53.766, 53.652, 53.557, ??? ? 53.479, 53.416, 53.365, 53.326, 53.3, 53.29, 53.294, 53.309, ??? ? 53.332, 53.363, 53.396, 53.423, 53.445, 53.464, 53.482, 53.499, ??? ? 53.521, 53.554, 53.597, 53.64, 53.673, 53.699, 53.724, 53.752, ??? ? 53.786, 53.823, 53.86, 53.896, 53.93, 53.958), A60 = c(58.81, ??? ? 58.665, 58.503, 58.32, 58.117, 57.903, 57.682, 57.457, 57.23, ??? ? 57.002, 56.775, 56.554, 56.346, 56.144, 55.942, 55.747, 55.569, ??? ? 55.415, 55.281, 55.158, 55.039, 54.919, 54.801, 54.691, 54.586, ??? ? 54.487, 54.396, 54.314, 54.237, 54.161, 54.086, 54.022, 53.978, ??? ? 53.958, 53.96, 53.98, 54.017, 54.082, 54.155, 54.212, 54.29, ??? ? 54.415, 54.574, 54.776, 55.018, 55.27, 55.537, 55.823, 56.114 ??? ? ), A61 = c(58.81, 58.732, 58.662, 58.596, 58.539, 58.497, ??? ? 58.475, 58.476, 58.491, 58.508, 58.529, 58.546, 58.55, 58.544, ??? ? 58.526, 58.496, 58.452, 58.397, 58.331, 58.251, 58.155, 58.044, ??? ? 57.917, 57.784, 57.648, 57.506, 57.356, 57.197, 57.029, 56.852, ??? ? 56.663, 56.468, 56.282, 56.11, 55.949, 55.792, 55.639, 55.492, ??? ? 55.36, 55.246, 55.144, 55.047, 54.949, 54.846, 54.746, 54.651, ??? ? 54.561, 54.476, 54.396), A62 = c(58.81, 58.553, 58.213, 57.817, ??? ? 57.373, 56.907, 56.471, 56.074, 55.731, 55.447, 55.211, 55.013, ??? ? 54.844, 54.69, 54.551, 54.426, 54.317, 54.225, 54.144, 54.066, ??? ? 53.994, 53.926, 53.859, 53.788, 53.722, 53.66, 53.584, 53.505, ??? ? 53.434, 53.363, 53.292, 53.22, 53.143, 53.065, 52.992, 52.923, ??? ? 52.852, 52.774, 52.69, 52.604, 52.518, 52.433, 52.343, 52.242, ??? ? 52.129, 52.01, 51.899, 51.793, 51.68), A63 = c(58.81, 58.632, ??? ? 58.4, 58.097, 57.748, 57.371, 56.952, 56.508, 56.074, 55.675, ??? ? 55.322, 55.008, 54.713, 54.413, 54.102, 53.798, 53.523, 53.284, ??? ? 53.073, 52.884, 52.714, 52.56, 52.423, 52.3, 52.189, 52.088, ??? ? 51.997, 51.914, 51.838, 51.772, 51.716, 51.668, 51.62, 51.561, ??? ? 51.494, 51.426, 51.363, 51.304, 51.243, 51.175, 51.099, 51.021, ??? ? 50.944, 50.862, 50.776, 50.693, 50.613, 50.539, 50.484), ??? ? A64 = c(58.81, 58.567, 58.325, 58.074, 57.814, 57.549, 57.285, ??? ? 57.031, 56.782, 56.532, 56.289, 56.07, 55.878, 55.703, 55.539, ??? ? 55.384, 55.239, 55.096, 54.945, 54.781, 54.594, 54.379, 54.151, ??? ? 53.929, 53.727, 53.549, 53.393, 53.257, 53.133, 53.014, 52.891, ??? ? 52.771, 52.668, 52.589, 52.534, 52.512, 52.528, 52.578, 52.653, ??? ? 52.755, 52.893, 53.051, 53.22, 53.426, 53.665, 53.924, 54.22, ??? ? 54.511, 54.804), A65 = c(58.81, 58.55, 58.296, 58.042, 57.78, ??? ? 57.513, 57.245, 56.982, 56.728, 56.478, 56.236, 56.02, 55.827, ??? ? 55.649, 55.479, 55.315, 55.16, 55.016, 54.873, 54.715, 54.541, ??? ? 54.345, 54.13, 53.913, 53.709, 53.53, 53.376, 53.249, 53.145, ??? ? 53.059, 52.977, 52.887, 52.79, 52.702, 52.636, 52.589, 52.574, ??? ? 52.599, 52.663, 52.755, 52.871, 53.025, 53.191, 53.358, 53.569, ??? ? 53.815, 54.087, 54.395, 54.702), A66 = c(58.81, 58.533, 58.259, ??? ? 57.992, 57.727, 57.458, 57.185, 56.91, 56.641, 56.382, 56.14, ??? ? 55.922, 55.727, 55.542, 55.362, 55.186, 55.017, 54.856, 54.701, ??? ? 54.54, 54.367, 54.182, 53.984, 53.783, 53.593, 53.419, 53.267, ??? ? 53.139, 53.038, 52.963, 52.91, 52.864, 52.811, 52.751, 52.689, ??? ? 52.637, 52.604, 52.596, 52.623, 52.694, 52.784, 52.887, 53.031, ??? ? 53.189, 53.339, 53.514, 53.715, 53.949, 54.235), A67 = c(58.81, ??? ? 58.523, 58.23, 57.941, 57.664, 57.394, 57.12, 56.839, 56.556, ??? ? 56.285, 56.036, 55.815, 55.617, 55.426, 55.236, 55.05, 54.869, ??? ? 54.693, 54.519, 54.342, 54.159, 53.974, 53.795, 53.623, 53.455, ??? ? 53.297, 53.154, 53.034, 52.935, 52.858, 52.801, 52.766, 52.738, ??? ? 52.709, 52.676, 52.634, 52.592, 52.563, 52.55, 52.556, 52.596, ??? ? 52.649, 52.692, 52.763, 52.842, 52.904, 53.009, 53.141, 53.24 ??? ? ), A68 = c(58.81, 58.522, 58.219, 57.91, 57.614, 57.336, ??? ? 57.063, 56.785, 56.497, 56.214, 55.959, 55.736, 55.536, 55.344, ??? ? 55.148, 54.952, 54.761, 54.572, 54.383, 54.192, 53.997, 53.808, ??? ? 53.636, 53.483, 53.341, 53.205, 53.077, 52.958, 52.848, 52.751, ??? ? 52.668, 52.6, 52.548, 52.503, 52.451, 52.393, 52.33, 52.263, ??? ? 52.195, 52.121, 52.039, 51.963, 51.892, 51.824, 51.756, 51.689, ??? ? 51.619, 51.535, 51.464), A69 = c(58.81, 58.521, 58.218, 57.9, ??? ? 57.587, 57.298, 57.021, 56.747, 56.465, 56.182, 55.921, 55.694, ??? ? 55.493, 55.301, 55.107, 54.908, 54.71, 54.514, 54.315, 54.115, ??? ? 53.918, 53.725, 53.545, 53.384, 53.244, 53.118, 52.998, 52.884, ??? ? 52.777, 52.679, 52.591, 52.513, 52.443, 52.384, 52.334, 52.285, ??? ? 52.232, 52.177, 52.127, 52.078, 52.021, 51.952, 51.877, 51.808, ??? ? 51.741, 51.667, 51.603, 51.545, 51.478), A70 = c(58.81, 58.521, ??? ? 58.219, 57.903, 57.585, 57.285, 57.005, 56.733, 56.457, 56.186, ??? ? 55.93, 55.699, 55.495, 55.303, 55.111, 54.916, 54.718, 54.519, ??? ? 54.32, 54.119, 53.921, 53.727, 53.536, 53.355, 53.195, 53.057, ??? ? 52.934, 52.815, 52.701, 52.595, 52.502, 52.422, 52.352, 52.289, ??? ? 52.237, 52.194, 52.158, 52.127, 52.103, 52.086, 52.071, 52.049, ??? ? 52.012, 51.962, 51.905, 51.843, 51.769, 51.701, 51.65), A71 = c(58.81, ??? ? 58.596, 58.357, 58.094, 57.82, 57.558, 57.314, 57.083, 56.847, ??? ? 56.601, 56.349, 56.092, 55.843, 55.63, 55.464, 55.339, 55.239, ??? ? 55.152, 55.075, 55.012, 54.964, 54.931, 54.907, 54.889, 54.881, ??? ? 54.879, 54.881, 54.892, 54.906, 54.92, 54.934, 54.953, 54.988, ??? ? 55.041, 55.105, 55.174, 55.248, 55.334, 55.436, 55.553, 55.669, ??? ? 55.77, 55.852, 55.925, 56.003, 56.085, 56.175, 56.279, 56.401 ??? ? ), A72 = c(58.81, 58.668, 58.515, 58.352, 58.174, 57.976, ??? ? 57.754, 57.517, 57.28, 57.034, 56.766, 56.477, 56.183, 55.905, ??? ? 55.647, 55.409, 55.187, 54.977, 54.776, 54.581, 54.39, 54.198, ??? ? 53.996, 53.786, 53.587, 53.406, 53.241, 53.085, 52.93, 52.775, ??? ? 52.616, 52.45, 52.283, 52.122, 51.975, 51.838, 51.709, 51.589, ??? ? 51.486, 51.391, 51.296, 51.201, 51.11, 51.027, 50.951, 50.871, ??? ? 50.776, 50.666, 50.534), A73 = c(58.81, 58.668, 58.514, 58.35, ??? ? 58.17, 57.97, 57.746, 57.507, 57.262, 57.022, 56.769, 56.491, ??? ? 56.212, 55.946, 55.698, 55.468, 55.25, 55.043, 54.844, 54.649, ??? ? 54.457, 54.267, 54.074, 53.875, 53.678, 53.494, 53.329, 53.182, ??? ? 53.039, 52.892, 52.742, 52.588, 52.428, 52.267, 52.112, 51.969, ??? ? 51.835, 51.709, 51.593, 51.492, 51.397, 51.301, 51.205, 51.113, ??? ? 51.028, 50.949, 50.868, 50.774, 50.664), A74 = c(58.81, 58.658, ??? ? 58.504, 58.337, 58.157, 57.957, 57.734, 57.49, 57.239, 56.99, ??? ? 56.74, 56.474, 56.2, 55.939, 55.698, 55.475, 55.265, 55.066, ??? ? 54.875, 54.686, 54.494, 54.302, 54.11, 53.919, 53.73, 53.549, ??? ? 53.382, 53.232, 53.094, 52.959, 52.818, 52.675, 52.528, 52.377, ??? ? 52.224, 52.077, 51.941, 51.814, 51.694, 51.585, 51.49, 51.402, ??? ? 51.313, 51.224, 51.137, 51.057, 50.984, 50.908, 50.821), ??? ? A75 = c(58.81, 58.641, 58.476, 58.306, 58.122, 57.921, 57.698, ??? ? 57.454, 57.196, 56.937, 56.676, 56.407, 56.133, 55.871, 55.635, ??? ? 55.421, 55.222, 55.035, 54.857, 54.679, 54.494, 54.303, 54.11, ??? ? 53.92, 53.738, 53.565, 53.399, 53.247, 53.108, 52.977, 52.846, ??? ? 52.711, 52.573, 52.433, 52.291, 52.148, 52.012, 51.886, 51.765, ??? ? 51.65, 51.547, 51.457, 51.374, 51.29, 51.205, 51.123, 51.047, ??? ? 50.978, 50.909), A76 = c(58.81, 58.624, 58.442, 58.26, 58.069, ??? ? 57.862, 57.636, 57.392, 57.135, 56.869, 56.597, 56.317, 56.026, ??? ? 55.755, 55.52, 55.313, 55.128, 54.953, 54.784, 54.61, 54.428, ??? ? 54.235, 54.031, 53.828, 53.638, 53.461, 53.294, 53.135, 52.987, ??? ? 52.845, 52.705, 52.563, 52.418, 52.271, 52.124, 51.976, 51.833, ??? ? 51.695, 51.563, 51.432, 51.306, 51.194, 51.097, 51.007, 50.914, ??? ? 50.819, 50.722, 50.628, 50.535), A77 = c(58.81, 58.658, 58.498, ??? ? 58.33, 58.138, 57.911, 57.659, 57.395, 57.126, 56.846, 56.555, ??? ? 56.259, 55.972, 55.707, 55.461, 55.228, 55.016, 54.818, 54.621, ??? ? 54.418, 54.197, 53.952, 53.701, 53.459, 53.23, 53.011, 52.796, ??? ? 52.584, 52.379, 52.186, 52.009, 51.844, 51.683, 51.527, 51.371, ??? ? 51.207, 51.031, 50.85, 50.674, 50.502, 50.341, 50.196, 50.071, ??? ? 49.951, 49.821, 49.683, 49.553, 49.445, 49.357), A78 = c(58.81, ??? ? 58.664, 58.491, 58.309, 58.117, 57.903, 57.66, 57.402, 57.136, ??? ? 56.863, 56.576, 56.281, 55.995, 55.737, 55.504, 55.282, 55.069, ??? ? 54.866, 54.668, 54.465, 54.247, 54.008, 53.757, 53.515, 53.29, ??? ? 53.082, 52.881, 52.679, 52.479, 52.288, 52.111, 51.95, 51.798, ??? ? 51.648, 51.501, 51.351, 51.194, 51.027, 50.854, 50.683, 50.511, ??? ? 50.343, 50.184, 50.037, 49.891, 49.737, 49.579, 49.431, 49.306 ??? ? ), A79 = c(58.81, 58.688, 58.524, 58.332, 58.131, 57.92, ??? ? 57.691, 57.441, 57.184, 56.919, 56.643, 56.355, 56.07, 55.81, ??? ? 55.58, 55.369, 55.163, 54.963, 54.768, 54.572, 54.366, 54.143, ??? ? 53.903, 53.664, 53.44, 53.235, 53.045, 52.861, 52.676, 52.494, ??? ? 52.319, 52.158, 52.012, 51.875, 51.739, 51.603, 51.465, 51.321, ??? ? 51.17, 51.012, 50.854, 50.697, 50.541, 50.392, 50.248, 50.1, ??? ? 49.932, 49.753, 49.586), A80 = c(58.81, 58.713, 58.576, 58.396, ??? ? 58.189, 57.974, 57.751, 57.515, 57.266, 57.011, 56.749, 56.471, ??? ? 56.191, 55.926, 55.689, 55.48, 55.285, 55.093, 54.903, 54.715, ??? ? 54.522, 54.317, 54.098, 53.866, 53.643, 53.438, 53.255, 53.086, ??? ? 52.922, 52.756, 52.591, 52.434, 52.288, 52.157, 52.035, 51.914, ??? ? 51.793, 51.671, 51.545, 51.415, 51.28, 51.141, 51, 50.863, ??? ? 50.736, 50.615, 50.493, 50.357, 50.207), A81 = c(58.81, 58.711, ??? ? 58.6, 58.45, 58.258, 58.042, 57.817, 57.589, 57.353, 57.106, ??? ? 56.855, 56.592, 56.32, 56.05, 55.802, 55.586, 55.396, 55.215, ??? ? 55.037, 54.86, 54.68, 54.493, 54.294, 54.083, 53.864, 53.656, ??? ? 53.471, 53.308, 53.16, 53.017, 52.872, 52.727, 52.588, 52.461, ??? ? 52.346, 52.238, 52.131, 52.024, 51.918, 51.813, 51.707, 51.598, ??? ? 51.485, 51.371, 51.257, 51.148, 51.042, 50.935, 50.819), ??? ? A82 = c(58.81, 58.684, 58.572, 58.45, 58.288, 58.087, 57.864, ??? ? 57.637, 57.409, 57.174, 56.931, 56.68, 56.416, 56.143, 55.883, ??? ? 55.651, 55.454, 55.281, 55.118, 54.956, 54.79, 54.618, 54.437, ??? ? 54.243, 54.035, 53.822, 53.619, 53.437, 53.276, 53.129, 52.987, ??? ? 52.843, 52.699, 52.562, 52.435, 52.32, 52.212, 52.106, 52, ??? ? 51.894, 51.789, 51.683, 51.574, 51.46, 51.345, 51.23, 51.12, ??? ? 51.015, 50.908), A83 = c(58.81, 58.728, 58.611, 58.459, 58.261, ??? ? 58.018, 57.738, 57.424, 57.094, 56.779, 56.497, 56.237, 55.975, ??? ? 55.727, 55.497, 55.282, 55.078, 54.884, 54.698, 54.518, 54.35, ??? ? 54.195, 54.053, 53.917, 53.784, 53.656, 53.535, 53.418, 53.304, ??? ? 53.194, 53.089, 52.986, 52.894, 52.82, 52.761, 52.715, 52.686, ??? ? 52.675, 52.669, 52.663, 52.663, 52.659, 52.649, 52.645, 52.632, ??? ? 52.598, 52.561, 52.534, 52.511), A84 = c(58.81, 58.628, 58.427, ??? ? 58.197, 57.94, 57.667, 57.392, 57.12, 56.85, 56.571, 56.28, ??? ? 55.998, 55.75, 55.532, 55.339, 55.169, 55.016, 54.869, 54.715, ??? ? 54.56, 54.413, 54.28, 54.159, 54.045, 53.937, 53.833, 53.735, ??? ? 53.641, 53.548, 53.459, 53.374, 53.293, 53.23, 53.198, 53.199, ??? ? 53.218, 53.239, 53.262, 53.292, 53.337, 53.397, 53.467, 53.542, ??? ? 53.623, 53.705, 53.786, 53.864, 53.943, 54.023), A85 = c(58.81, ??? ? 58.626, 58.427, 58.202, 57.947, 57.674, 57.4, 57.128, 56.858, ??? ? 56.58, 56.289, 56.001, 55.744, 55.523, 55.323, 55.142, 54.98, ??? ? 54.832, 54.685, 54.531, 54.377, 54.232, 54.1, 53.98, 53.868, ??? ? 53.762, 53.66, 53.56, 53.463, 53.366, 53.27, 53.178, 53.089, ??? ? 53.017, 52.979, 52.977, 52.994, 53.014, 53.035, 53.065, 53.107, ??? ? 53.165, 53.234, 53.306, 53.383, 53.461, 53.536, 53.607, 53.676 ??? ? ), A86 = c(58.81, 58.625, 58.427, 58.206, 57.954, 57.682, ??? ? 57.41, 57.142, 56.875, 56.6, 56.311, 56.018, 55.753, 55.525, ??? ? 55.324, 55.137, 54.966, 54.812, 54.666, 54.518, 54.364, 54.211, ??? ? 54.067, 53.936, 53.817, 53.708, 53.601, 53.497, 53.394, 53.292, ??? ? 53.189, 53.087, 52.987, 52.891, 52.814, 52.771, 52.762, 52.774, ??? ? 52.791, 52.814, 52.846, 52.891, 52.951, 53.019, 53.089, 53.161, ??? ? 53.235, 53.305, 53.368), A87 = c(58.81, 58.649, 58.456, 58.245, ??? ? 58.004, 57.735, 57.461, 57.193, 56.931, 56.663, 56.379, 56.084, ??? ? 55.804, 55.561, 55.351, 55.163, 54.986, 54.822, 54.672, 54.527, ??? ? 54.378, 54.223, 54.069, 53.925, 53.794, 53.677, 53.566, 53.458, ??? ? 53.35, 53.243, 53.134, 53.025, 52.916, 52.812, 52.712, 52.63, ??? ? 52.581, 52.566, 52.573, 52.589, 52.615, 52.652, 52.703, 52.769, ??? ? 52.843, 52.917, 52.99, 53.063, 53.131), A88 = c(58.81, 58.698, ??? ? 58.535, 58.337, 58.118, 57.869, 57.599, 57.327, 57.067, 56.809, ??? ? 56.538, 56.252, 55.957, 55.686, 55.455, 55.255, 55.074, 54.903, ??? ? 54.744, 54.596, 54.453, 54.305, 54.149, 53.994, 53.849, 53.718, ??? ? 53.601, 53.49, 53.381, 53.272, 53.163, 53.052, 52.941, 52.832, ??? ? 52.728, 52.626, 52.541, 52.489, 52.47, 52.474, 52.489, 52.516, ??? ? 52.555, 52.608, 52.676, 52.752, 52.828, 52.903, 52.976), ??? ? A89 = c(58.81, 58.805, 58.774, 58.714, 58.623, 58.498, 58.343, ??? ? 58.171, 57.989, 57.797, 57.593, 57.375, 57.144, 56.909, 56.681, ??? ? 56.473, 56.282, 56.099, 55.926, 55.767, 55.621, 55.487, 55.367, ??? ? 55.264, 55.162, 55.042, 54.903, 54.751, 54.596, 54.442, 54.291, ??? ? 54.142, 53.995, 53.846, 53.697, 53.549, 53.407, 53.273, 53.151, ??? ? 53.038, 52.925, 52.805, 52.68, 52.552, 52.421, 52.291, 52.169, ??? ? 52.057, 51.945), A90 = c(58.81, 58.855, 58.934, 59.054, 59.203, ??? ? 59.371, 59.558, 59.767, 59.996, 60.233, 60.455, 60.651, 60.823, ??? ? 60.976, 61.11, 61.219, 61.306, 61.375, 61.427, 61.471, 61.515, ??? ? 61.558, 61.595, 61.621, 61.632, 61.627, 61.602, 61.559, 61.503, ??? ? 61.437, 61.357, 61.26, 61.145, 61.01, 60.868, 60.73, 60.589, ??? ? 60.439, 60.285, 60.139, 60.007, 59.877, 59.742, 59.579, 59.378, ??? ? 59.151, 58.912, 58.663, 58.407), B1 = c(17.39, 17.58, 17.828, ??? ? 18.154, 18.508, 18.902, 19.389, 19.878, 20.282, 20.608, 20.88, ??? ? 21.121, 21.337, 21.53, 21.709, 21.884, 22.031, 22.136, 22.206, ??? ? 22.251, 22.277, 22.283, 22.29, 22.326, 22.396, 22.486, 22.584, ??? ? 22.691, 22.802, 22.909, 23.009, 23.109, 23.211, 23.315, 23.416, ??? ? 23.511, 23.602, 23.701, 23.821, 23.963, 24.13, 24.323, 24.543, ??? ? 24.779, 25.017, 25.253, 25.487, 25.723, 25.966), B2 = c(17.39, ??? ? 17.791, 18.174, 18.545, 18.918, 19.304, 19.716, 20.144, 20.569, ??? ? 20.984, 21.397, 21.825, 22.268, 22.711, 23.146, 23.571, 23.98, ??? ? 24.359, 24.696, 24.99, 25.264, 25.53, 25.783, 26.021, 26.232, ??? ? 26.41, 26.569, 26.73, 26.9, 27.067, 27.215, 27.343, 27.457, ??? ? 27.566, 27.674, 27.767, 27.831, 27.867, 27.891, 27.919, 27.95, ??? ? 27.995, 28.066, 28.16, 28.272, 28.393, 28.52, 28.639, 28.738 ??? ? ), B3 = c(17.39, 17.799, 18.203, 18.616, 19.039, 19.468, ??? ? 19.911, 20.368, 20.815, 21.244, 21.668, 22.092, 22.526, 22.963, ??? ? 23.387, 23.796, 24.188, 24.56, 24.902, 25.209, 25.486, 25.744, ??? ? 25.994, 26.237, 26.463, 26.662, 26.828, 26.98, 27.138, 27.308, ??? ? 27.474, 27.62, 27.744, 27.853, 27.961, 28.069, 28.164, 28.23, ??? ? 28.267, 28.29, 28.315, 28.343, 28.385, 28.451, 28.541, 28.645, ??? ? 28.754, 28.864, 28.966), B4 = c(17.39, 17.806, 18.212, 18.645, ??? ? 19.113, 19.591, 20.073, 20.557, 21.027, 21.472, 21.904, 22.333, ??? ? 22.76, 23.192, 23.62, 24.025, 24.406, 24.766, 25.104, 25.419, ??? ? 25.708, 25.974, 26.223, 26.466, 26.705, 26.928, 27.121, 27.279, ??? ? 27.425, 27.578, 27.744, 27.907, 28.05, 28.169, 28.275, 28.381, ??? ? 28.486, 28.576, 28.635, 28.661, 28.669, 28.679, 28.69, 28.717, ??? ? 28.768, 28.842, 28.93, 29.018, 29.105), B5 = c(17.39, 17.713, ??? ? 18.077, 18.442, 18.783, 19.147, 19.513, 19.835, 20.121, 20.402, ??? ? 20.705, 21.032, 21.359, 21.657, 21.926, 22.156, 22.351, 22.543, ??? ? 22.744, 22.953, 23.158, 23.36, 23.553, 23.719, 23.856, 23.965, ??? ? 24.031, 24.046, 24.017, 23.953, 23.844, 23.68, 23.475, 23.318, ??? ? 23.25, 23.242, 23.24, 23.218, 23.186, 23.153, 23.138, 23.16, ??? ? 23.215, 23.294, 23.397, 23.536, 23.718, 23.94, 24.2), B6 = c(17.39, ??? ? 17.684, 18.013, 18.381, 18.755, 19.128, 19.525, 19.908, 20.247, ??? ? 20.555, 20.854, 21.164, 21.489, 21.805, 22.089, 22.348, 22.582, ??? ? 22.802, 23.029, 23.263, 23.496, 23.72, 23.936, 24.139, 24.306, ??? ? 24.437, 24.542, 24.612, 24.64, 24.641, 24.617, 24.566, 24.471, ??? ? 24.309, 24.129, 24.004, 23.955, 23.936, 23.899, 23.851, 23.813, ??? ? 23.806, 23.843, 23.927, 24.045, 24.187, 24.367, 24.607, 24.905 ??? ? ), B7 = c(17.39, 17.669, 17.962, 18.291, 18.654, 19.035, ??? ? 19.418, 19.815, 20.199, 20.539, 20.841, 21.13, 21.432, 21.744, ??? ? 22.043, 22.306, 22.547, 22.777, 23.007, 23.247, 23.491, 23.725, ??? ? 23.949, 24.161, 24.348, 24.492, 24.601, 24.688, 24.737, 24.752, ??? ? 24.749, 24.727, 24.671, 24.56, 24.388, 24.211, 24.097, 24.056, ??? ? 24.033, 23.989, 23.939, 23.901, 23.894, 23.938, 24.032, 24.157, ??? ? 24.304, 24.493, 24.743), B8 = c(17.39, 17.666, 17.937, 18.226, ??? ? 18.547, 18.904, 19.276, 19.645, 20.027, 20.399, 20.721, 21.005, ??? ? 21.281, 21.572, 21.869, 22.141, 22.373, 22.597, 22.828, 23.063, ??? ? 23.307, 23.548, 23.779, 23.997, 24.197, 24.365, 24.484, 24.568, ??? ? 24.629, 24.654, 24.65, 24.631, 24.584, 24.489, 24.333, 24.117, ??? ? 23.916, 23.786, 23.719, 23.67, 23.605, 23.536, 23.479, 23.447, ??? ? 23.456, 23.505, 23.58, 23.666, 23.769), B9 = c(17.39, 17.663, ??? ? 17.923, 18.184, 18.465, 18.779, 19.124, 19.473, 19.82, 20.186, ??? ? 20.536, 20.832, 21.098, 21.363, 21.639, 21.912, 22.155, 22.366, ??? ? 22.585, 22.818, 23.057, 23.3, 23.539, 23.766, 23.977, 24.163, ??? ? 24.311, 24.41, 24.473, 24.509, 24.51, 24.489, 24.451, 24.376, ??? ? 24.24, 24.039, 23.801, 23.598, 23.455, 23.36, 23.28, 23.194, ??? ? 23.112, 23.038, 22.986, 22.962, 22.969, 22.998, 23.043), ??? ? B10 = c(17.39, 17.696, 17.994, 18.266, 18.502, 18.719, 18.954, ??? ? 19.228, 19.538, 19.869, 20.212, 20.564, 20.893, 21.168, 21.399, ??? ? 21.603, 21.795, 21.982, 22.166, 22.334, 22.468, 22.565, 22.629, ??? ? 22.664, 22.684, 22.702, 22.717, 22.728, 22.722, 22.684, 22.61, ??? ? 22.498, 22.346, 22.154, 21.919, 21.642, 21.333, 21.004, 20.655, ??? ? 20.287, 19.899, 19.49, 19.08, 18.687, 18.312, 17.962, 17.632, ??? ? 17.318, 17.024), B11 = c(17.39, 17.676, 17.934, 18.161, 18.38, ??? ? 18.607, 18.836, 19.08, 19.338, 19.598, 19.851, 20.09, 20.307, ??? ? 20.494, 20.647, 20.774, 20.883, 20.979, 21.06, 21.119, 21.153, ??? ? 21.166, 21.154, 21.113, 21.044, 20.95, 20.834, 20.7, 20.557, ??? ? 20.411, 20.259, 20.109, 19.97, 19.837, 19.702, 19.558, 19.401, ??? ? 19.216, 18.993, 18.732, 18.436, 18.115, 17.776, 17.445, 17.148, ??? ? 16.88, 16.62, 16.358, 16.1), B12 = c(17.39, 17.684, 17.968, ??? ? 18.222, 18.455, 18.686, 18.943, 19.235, 19.549, 19.866, 20.176, ??? ? 20.48, 20.786, 21.101, 21.431, 21.779, 22.148, 22.533, 22.928, ??? ? 23.332, 23.748, 24.182, 24.643, 25.126, 25.619, 26.118, 26.614, ??? ? 27.092, 27.543, 27.983, 28.431, 28.887, 29.328, 29.729, 30.096, ??? ? 30.426, 30.717, 30.972, 31.194, 31.383, 31.541, 31.677, 31.798, ??? ? 31.908, 31.995, 32.046, 32.062, 32.05, 32.013), B13 = c(17.39, ??? ? 17.623, 17.871, 18.105, 18.324, 18.518, 18.714, 18.952, 19.228, ??? ? 19.519, 19.814, 20.107, 20.397, 20.69, 20.993, 21.312, 21.65, ??? ? 22.013, 22.394, 22.786, 23.188, 23.601, 24.035, 24.501, 24.999, ??? ? 25.514, 26.037, 26.552, 27.04, 27.495, 27.938, 28.39, 28.852, ??? ? 29.305, 29.727, 30.122, 30.485, 30.81, 31.099, 31.354, 31.577, ??? ? 31.77, 31.936, 32.079, 32.202, 32.3, 32.367, 32.409, 32.431 ??? ? ), B14 = c(17.39, 17.63, 17.894, 18.171, 18.447, 18.723, ??? ? 19.012, 19.304, 19.594, 19.898, 20.207, 20.506, 20.801, 21.108, ??? ? 21.433, 21.768, 22.102, 22.433, 22.769, 23.132, 23.541, 23.996, ??? ? 24.486, 24.993, 25.505, 26.023, 26.557, 27.108, 27.668, 28.231, ??? ? 28.793, 29.35, 29.911, 30.478, 31.028, 31.535, 32, 32.425, ??? ? 32.807, 33.143, 33.451, 33.751, 34.042, 34.303, 34.513, 34.67, ??? ? 34.802, 34.936, 35.074), B15 = c(17.39, 17.718, 18.01, 18.242, ??? ? 18.41, 18.566, 18.762, 18.99, 19.234, 19.482, 19.732, 19.983, ??? ? 20.237, 20.498, 20.756, 21, 21.234, 21.453, 21.656, 21.842, ??? ? 22.024, 22.217, 22.43, 22.656, 22.886, 23.115, 23.355, 23.612, ??? ? 23.883, 24.152, 24.411, 24.667, 24.933, 25.222, 25.534, 25.867, ??? ? 26.215, 26.573, 26.934, 27.296, 27.659, 28.022, 28.377, 28.719, ??? ? 29.056, 29.405, 29.763, 30.13, 30.503), B16 = c(17.39, 17.707, ??? ? 18.01, 18.274, 18.48, 18.631, 18.774, 18.948, 19.147, 19.362, ??? ? 19.581, 19.801, 20.02, 20.243, 20.473, 20.696, 20.904, 21.097, ??? ? 21.278, 21.449, 21.609, 21.77, 21.947, 22.148, 22.362, 22.576, ??? ? 22.786, 23.006, 23.25, 23.516, 23.781, 24.03, 24.269, 24.517, ??? ? 24.789, 25.085, 25.399, 25.726, 26.06, 26.397, 26.731, 27.064, ??? ? 27.393, 27.717, 28.029, 28.34, 28.663, 28.997, 29.339), B17 = c(17.39, ??? ? 17.56, 17.786, 18.042, 18.316, 18.617, 18.953, 19.299, 19.629, ??? ? 19.954, 20.253, 20.507, 20.723, 20.907, 21.05, 21.148, 21.211, ??? ? 21.248, 21.248, 21.231, 21.237, 21.275, 21.322, 21.351, 21.357, ??? ? 21.349, 21.334, 21.303, 21.272, 21.262, 21.275, 21.296, 21.31, ??? ? 21.319, 21.333, 21.362, 21.411, 21.482, 21.575, 21.69, 21.83, ??? ? 22.002, 22.205, 22.431, 22.666, 22.912, 23.17, 23.44, 23.713 ??? ? ), B18 = c(17.39, 17.586, 17.784, 18.027, 18.291, 18.574, ??? ? 18.888, 19.227, 19.568, 19.896, 20.214, 20.497, 20.736, 20.944, ??? ? 21.117, 21.243, 21.319, 21.357, 21.361, 21.335, 21.317, 21.332, ??? ? 21.38, 21.433, 21.463, 21.468, 21.455, 21.428, 21.381, 21.331, ??? ? 21.301, 21.292, 21.29, 21.282, 21.27, 21.261, 21.266, 21.287, ??? ? 21.332, 21.405, 21.504, 21.631, 21.791, 21.983, 22.197, 22.419, ??? ? 22.651, 22.897, 23.159), B19 = c(17.39, 17.667, 17.893, 18.122, ??? ? 18.386, 18.661, 18.951, 19.266, 19.599, 19.935, 20.254, 20.551, ??? ? 20.811, 21.034, 21.229, 21.385, 21.486, 21.539, 21.552, 21.542, ??? ? 21.528, 21.53, 21.564, 21.623, 21.681, 21.715, 21.722, 21.71, ??? ? 21.679, 21.623, 21.564, 21.524, 21.504, 21.491, 21.471, 21.446, ??? ? 21.424, 21.416, 21.423, 21.455, 21.518, 21.609, 21.732, 21.886, ??? ? 22.074, 22.284, 22.503, 22.73, 22.97), B20 = c(17.39, 17.748, ??? ? 18.041, 18.302, 18.568, 18.853, 19.138, 19.429, 19.74, 20.068, ??? ? 20.392, 20.69, 20.959, 21.193, 21.393, 21.561, 21.684, 21.756, ??? ? 21.781, 21.788, 21.801, 21.813, 21.839, 21.889, 21.956, 22.015, ??? ? 22.05, 22.059, 22.044, 22.006, 21.945, 21.882, 21.839, 21.816, ??? ? 21.8, 21.776, 21.745, 21.717, 21.704, 21.709, 21.74, 21.802, ??? ? 21.895, 22.021, 22.179, 22.371, 22.585, 22.808, 23.038), ??? ? B21 = c(17.39, 17.779, 18.139, 18.452, 18.748, 19.049, 19.358, ??? ? 19.65, 19.937, 20.242, 20.555, 20.857, 21.129, 21.365, 21.566, ??? ? 21.732, 21.86, 21.94, 21.979, 22.009, 22.047, 22.089, 22.126, ??? ? 22.171, 22.231, 22.296, 22.35, 22.381, 22.387, 22.371, 22.333, ??? ? 22.274, 22.213, 22.17, 22.146, 22.128, 22.1, 22.063, 22.026, ??? ? 22.005, 22.001, 22.024, 22.083, 22.178, 22.307, 22.47, 22.666, ??? ? 22.885, 23.109), B22 = c(17.39, 17.764, 18.144, 18.507, 18.84, ??? ? 19.168, 19.503, 19.824, 20.114, 20.397, 20.693, 20.989, 21.265, ??? ? 21.507, 21.711, 21.875, 22, 22.078, 22.125, 22.172, 22.23, ??? ? 22.297, 22.36, 22.416, 22.473, 22.536, 22.595, 22.636, 22.654, ??? ? 22.651, 22.63, 22.59, 22.532, 22.473, 22.43, 22.404, 22.383, ??? ? 22.35, 22.306, 22.263, 22.233, 22.22, 22.235, 22.288, 22.381, ??? ? 22.51, 22.674, 22.873, 23.093), B23 = c(17.39, 17.749, 18.11, ??? ? 18.484, 18.851, 19.201, 19.56, 19.91, 20.228, 20.516, 20.797, ??? ? 21.082, 21.358, 21.61, 21.829, 22.001, 22.125, 22.208, 22.265, ??? ? 22.32, 22.384, 22.463, 22.546, 22.62, 22.684, 22.746, 22.805, ??? ? 22.849, 22.871, 22.876, 22.864, 22.837, 22.794, 22.736, 22.676, ??? ? 22.631, 22.602, 22.575, 22.534, 22.478, 22.422, 22.382, 22.358, ??? ? 22.363, 22.408, 22.495, 22.62, 22.78, 22.976), B24 = c(17.39, ??? ? 17.739, 18.082, 18.436, 18.807, 19.18, 19.548, 19.915, 20.26, ??? ? 20.576, 20.864, 21.14, 21.413, 21.672, 21.909, 22.107, 22.247, ??? ? 22.341, 22.422, 22.493, 22.562, 22.642, 22.731, 22.817, 22.895, ??? ? 22.964, 23.027, 23.077, 23.105, 23.116, 23.114, 23.102, 23.078, ??? ? 23.039, 22.986, 22.932, 22.89, 22.862, 22.832, 22.786, 22.723, ??? ? 22.659, 22.614, 22.588, 22.592, 22.638, 22.727, 22.854, 23.012 ??? ? ), B25 = c(17.39, 17.737, 18.069, 18.403, 18.757, 19.13, ??? ? 19.508, 19.881, 20.244, 20.586, 20.899, 21.184, 21.454, 21.715, ??? ? 21.965, 22.19, 22.363, 22.488, 22.594, 22.696, 22.784, 22.865, ??? ? 22.951, 23.043, 23.135, 23.221, 23.3, 23.365, 23.41, 23.431, ??? ? 23.439, 23.444, 23.448, 23.447, 23.43, 23.396, 23.358, 23.331, ??? ? 23.316, 23.303, 23.281, 23.252, 23.229, 23.222, 23.231, 23.267, ??? ? 23.344, 23.463, 23.617), B26 = c(17.39, 17.734, 18.062, 18.386, ??? ? 18.724, 19.084, 19.46, 19.838, 20.209, 20.57, 20.906, 21.209, ??? ? 21.485, 21.747, 22.003, 22.246, 22.459, 22.631, 22.778, 22.909, ??? ? 23.027, 23.123, 23.214, 23.312, 23.418, 23.527, 23.627, 23.715, ??? ? 23.787, 23.836, 23.86, 23.877, 23.905, 23.949, 23.992, 24.013, ??? ? 24.012, 24.006, 24.014, 24.036, 24.066, 24.101, 24.142, 24.192, ??? ? 24.248, 24.308, 24.388, 24.507, 24.666), B27 = c(17.39, 17.702, ??? ? 18.026, 18.346, 18.676, 19.023, 19.388, 19.766, 20.144, 20.516, ??? ? 20.867, 21.186, 21.474, 21.744, 22.004, 22.251, 22.487, 22.709, ??? ? 22.903, 23.073, 23.215, 23.331, 23.435, 23.541, 23.655, 23.776, ??? ? 23.887, 23.987, 24.082, 24.163, 24.218, 24.248, 24.277, 24.325, ??? ? 24.393, 24.46, 24.502, 24.521, 24.535, 24.564, 24.605, 24.657, ??? ? 24.717, 24.786, 24.861, 24.934, 25.005, 25.091, 25.212), ??? ? B28 = c(17.39, 17.651, 17.953, 18.268, 18.594, 18.935, 19.29, ??? ? 19.66, 20.039, 20.417, 20.779, 21.112, 21.415, 21.694, 21.96, ??? ? 22.212, 22.449, 22.692, 22.931, 23.141, 23.309, 23.441, 23.558, ??? ? 23.672, 23.792, 23.909, 24.019, 24.124, 24.223, 24.319, 24.403, ??? ? 24.46, 24.491, 24.52, 24.572, 24.649, 24.729, 24.785, 24.818, ??? ? 24.846, 24.888, 24.944, 25.011, 25.086, 25.17, 25.258, 25.342, ??? ? 25.419, 25.507), B29 = c(17.39, 17.599, 17.87, 18.17, 18.488, ??? ? 18.828, 19.178, 19.54, 19.911, 20.29, 20.662, 21.011, 21.328, ??? ? 21.618, 21.889, 22.146, 22.385, 22.616, 22.862, 23.107, 23.306, ??? ? 23.457, 23.584, 23.703, 23.822, 23.931, 24.033, 24.133, 24.231, ??? ? 24.325, 24.418, 24.498, 24.548, 24.573, 24.6, 24.651, 24.728, ??? ? 24.811, 24.871, 24.909, 24.942, 24.989, 25.048, 25.115, 25.191, ??? ? 25.277, 25.365, 25.447, 25.523), B30 = c(17.39, 17.59, 17.827, ??? ? 18.11, 18.42, 18.754, 19.106, 19.466, 19.83, 20.201, 20.576, ??? ? 20.94, 21.276, 21.582, 21.86, 22.121, 22.361, 22.582, 22.806, ??? ? 23.052, 23.285, 23.462, 23.604, 23.727, 23.846, 23.949, 24.042, ??? ? 24.131, 24.223, 24.315, 24.405, 24.49, 24.558, 24.599, 24.62, ??? ? 24.644, 24.693, 24.77, 24.853, 24.916, 24.956, 24.992, 25.039, ??? ? 25.096, 25.163, 25.238, 25.322, 25.408, 25.489), B31 = c(17.39, ??? ? 17.615, 17.848, 18.113, 18.417, 18.745, 19.095, 19.459, 19.823, ??? ? 20.188, 20.558, 20.929, 21.285, 21.613, 21.908, 22.174, 22.419, ??? ? 22.641, 22.851, 23.07, 23.306, 23.52, 23.685, 23.822, 23.944, ??? ? 24.049, 24.139, 24.223, 24.306, 24.394, 24.485, 24.568, 24.644, ??? ? 24.705, 24.742, 24.76, 24.785, 24.838, 24.923, 25.016, 25.088, ??? ? 25.135, 25.175, 25.227, 25.292, 25.368, 25.45, 25.54, 25.631 ??? ? ), B32 = c(17.39, 17.64, 17.893, 18.16, 18.454, 18.778, 19.126, ??? ? 19.492, 19.863, 20.23, 20.597, 20.964, 21.329, 21.679, 22, ??? ? 22.284, 22.535, 22.764, 22.973, 23.175, 23.391, 23.614, 23.812, ??? ? 23.97, 24.107, 24.223, 24.317, 24.398, 24.475, 24.554, 24.642, ??? ? 24.727, 24.803, 24.874, 24.932, 24.967, 24.986, 25.015, 25.078, ??? ? 25.178, 25.283, 25.362, 25.415, 25.463, 25.525, 25.602, 25.691, ??? ? 25.784, 25.881), B33 = c(17.39, 17.975, 18.49, 18.937, 19.338, ??? ? 19.7, 20.052, 20.388, 20.675, 20.906, 21.089, 21.237, 21.355, ??? ? 21.43, 21.442, 21.39, 21.283, 21.123, 20.9, 20.636, 20.351, ??? ? 20.028, 19.689, 19.348, 18.995, 18.652, 18.311, 17.927, 17.504, ??? ? 17.058, 16.578, 16.063, 15.52, 14.953, 14.348, 13.669, 12.909, ??? ? 12.092, 11.274, 10.485, 9.753, 9.064, 8.38, 7.657, 6.906, ??? ? 6.152, 5.375, 4.614, 3.92), B34 = c(17.39, 17.433, 17.492, ??? ? 17.569, 17.662, 17.766, 17.88, 17.983, 18.054, 18.094, 18.132, ??? ? 18.192, 18.274, 18.361, 18.439, 18.511, 18.592, 18.691, 18.807, ??? ? 18.926, 19.04, 19.151, 19.262, 19.373, 19.481, 19.604, 19.759, ??? ? 19.946, 20.17, 20.427, 20.701, 20.972, 21.228, 21.478, 21.735, ??? ? 22.012, 22.301, 22.597, 22.901, 23.21, 23.515, 23.804, 24.076, ??? ? 24.353, 24.657, 24.988, 25.345, 25.723, 26.11), B35 = c(17.39, ??? ? 17.426, 17.47, 17.532, 17.614, 17.712, 17.822, 17.944, 18.053, ??? ? 18.131, 18.178, 18.226, 18.298, 18.396, 18.502, 18.602, 18.698, ??? ? 18.802, 18.922, 19.056, 19.193, 19.329, 19.465, 19.593, 19.713, ??? ? 19.832, 19.972, 20.149, 20.364, 20.613, 20.881, 21.158, 21.431, ??? ? 21.695, 21.954, 22.217, 22.49, 22.768, 23.052, 23.346, 23.652, ??? ? 23.957, 24.256, 24.551, 24.857, 25.19, 25.557, 25.953, 26.361 ??? ? ), B36 = c(17.39, 17.428, 17.466, 17.512, 17.576, 17.661, ??? ? 17.765, 17.881, 18.007, 18.119, 18.199, 18.254, 18.313, 18.401, ??? ? 18.518, 18.647, 18.772, 18.895, 19.024, 19.167, 19.318, 19.468, ??? ? 19.611, 19.755, 19.896, 20.037, 20.187, 20.364, 20.577, 20.821, ??? ? 21.087, 21.366, 21.651, 21.935, 22.21, 22.471, 22.728, 22.989, ??? ? 23.254, 23.527, 23.813, 24.116, 24.433, 24.755, 25.076, 25.408, ??? ? 25.771, 26.171, 26.6), B37 = c(17.39, 17.43, 17.472, 17.512, ??? ? 17.559, 17.626, 17.715, 17.823, 17.943, 18.069, 18.179, 18.264, ??? ? 18.328, 18.4, 18.504, 18.642, 18.796, 18.947, 19.096, 19.245, ??? ? 19.394, 19.541, 19.686, 19.833, 19.99, 20.155, 20.327, 20.516, ??? ? 20.727, 20.965, 21.225, 21.505, 21.796, 22.095, 22.388, 22.664, ??? ? 22.924, 23.177, 23.432, 23.691, 23.958, 24.246, 24.567, 24.911, ??? ? 25.263, 25.607, 25.961, 26.348, 26.776), B38 = c(17.39, 17.432, ??? ? 17.48, 17.527, 17.568, 17.615, 17.684, 17.778, 17.893, 18.016, ??? ? 18.141, 18.252, 18.341, 18.414, 18.5, 18.622, 18.782, 18.959, ??? ? 19.128, 19.285, 19.435, 19.583, 19.727, 19.873, 20.029, 20.204, ??? ? 20.394, 20.595, 20.807, 21.038, 21.288, 21.562, 21.859, 22.166, ??? ? 22.474, 22.771, 23.05, 23.308, 23.558, 23.811, 24.068, 24.345, ??? ? 24.655, 25.007, 25.385, 25.761, 26.125, 26.497, 26.906), ??? ? B39 = c(17.39, 17.436, 17.489, 17.544, 17.596, 17.638, 17.685, ??? ? 17.759, 17.863, 17.985, 18.112, 18.235, 18.346, 18.44, 18.524, ??? ? 18.624, 18.764, 18.94, 19.128, 19.302, 19.465, 19.619, 19.77, ??? ? 19.913, 20.061, 20.229, 20.419, 20.623, 20.835, 21.061, 21.305, ??? ? 21.569, 21.862, 22.179, 22.498, 22.814, 23.115, 23.394, 23.652, ??? ? 23.903, 24.16, 24.434, 24.738, 25.083, 25.472, 25.88, 26.276, ??? ? 26.658, 27.051), B40 = c(17.39, 17.44, 17.501, 17.566, 17.629, ??? ? 17.685, 17.727, 17.781, 17.869, 17.984, 18.112, 18.24, 18.362, ??? ? 18.473, 18.573, 18.667, 18.779, 18.928, 19.114, 19.308, 19.49, ??? ? 19.659, 19.82, 19.974, 20.12, 20.271, 20.443, 20.635, 20.842, ??? ? 21.063, 21.301, 21.561, 21.847, 22.165, 22.498, 22.825, 23.142, ??? ? 23.443, 23.723, 23.985, 24.246, 24.523, 24.828, 25.171, 25.556, ??? ? 25.98, 26.411, 26.826, 27.224), B41 = c(17.39, 17.453, 17.522, ??? ? 17.599, 17.676, 17.746, 17.806, 17.86, 17.931, 18.033, 18.156, ??? ? 18.288, 18.416, 18.536, 18.647, 18.751, 18.85, 18.967, 19.123, ??? ? 19.315, 19.516, 19.704, 19.879, 20.045, 20.203, 20.349, 20.499, ??? ? 20.671, 20.864, 21.074, 21.303, 21.556, 21.838, 22.148, 22.48, ??? ? 22.818, 23.146, 23.464, 23.768, 24.054, 24.33, 24.611, 24.919, ??? ? 25.265, 25.649, 26.066, 26.51, 26.957, 27.384), B42 = c(17.39, ??? ? 17.476, 17.56, 17.648, 17.74, 17.828, 17.907, 17.98, 18.051, ??? ? 18.137, 18.247, 18.374, 18.507, 18.635, 18.752, 18.86, 18.963, ??? ? 19.064, 19.186, 19.345, 19.54, 19.745, 19.936, 20.115, 20.284, ??? ? 20.441, 20.584, 20.732, 20.902, 21.096, 21.312, 21.553, 21.823, ??? ? 22.122, 22.439, 22.775, 23.116, 23.447, 23.769, 24.079, 24.379, ??? ? 24.675, 24.984, 25.326, 25.705, 26.117, 26.556, 27.018, 27.475 ??? ? ), B43 = c(17.39, 17.498, 17.605, 17.711, 17.818, 17.925, ??? ? 18.026, 18.121, 18.211, 18.296, 18.39, 18.505, 18.633, 18.765, ??? ? 18.89, 19.003, 19.105, 19.205, 19.306, 19.429, 19.589, 19.785, ??? ? 19.989, 20.18, 20.359, 20.525, 20.678, 20.816, 20.96, 21.128, ??? ? 21.324, 21.546, 21.795, 22.075, 22.377, 22.694, 23.031, 23.375, ??? ? 23.709, 24.035, 24.356, 24.674, 24.99, 25.322, 25.688, 26.089, ??? ? 26.523, 26.984, 27.457), B44 = c(17.39, 17.518, 17.65, 17.781, ??? ? 17.912, 18.041, 18.166, 18.285, 18.398, 18.503, 18.598, 18.699, ??? ? 18.816, 18.944, 19.074, 19.195, 19.301, 19.396, 19.492, 19.592, ??? ? 19.715, 19.874, 20.067, 20.267, 20.454, 20.628, 20.788, 20.934, ??? ? 21.067, 21.205, 21.37, 21.567, 21.793, 22.049, 22.331, 22.628, ??? ? 22.943, 23.28, 23.625, 23.962, 24.297, 24.633, 24.97, 25.307, ??? ? 25.66, 26.05, 26.475, 26.934, 27.413), B45 = c(17.39, 17.608, ??? ? 17.836, 18.063, 18.285, 18.504, 18.722, 18.931, 19.145, 19.378, ??? ? 19.628, 19.881, 20.123, 20.343, 20.55, 20.756, 20.96, 21.168, ??? ? 21.389, 21.625, 21.872, 22.119, 22.364, 22.596, 22.809, 23.007, ??? ? 23.208, 23.424, 23.651, 23.881, 24.104, 24.322, 24.536, 24.745, ??? ? 24.951, 25.156, 25.363, 25.571, 25.796, 26.055, 26.351, 26.689, ??? ? 27.072, 27.491, 27.939, 28.414, 28.911, 29.416, 29.915), ??? ? B46 = c(17.39, 17.61, 17.849, 18.1, 18.346, 18.585, 18.82, ??? ? 19.049, 19.27, 19.5, 19.754, 20.025, 20.295, 20.544, 20.766, ??? ? 20.972, 21.176, 21.38, 21.595, 21.831, 22.088, 22.355, 22.619, ??? ? 22.879, 23.125, 23.351, 23.559, 23.764, 23.977, 24.196, 24.417, ??? ? 24.637, 24.86, 25.085, 25.31, 25.536, 25.761, 25.984, 26.204, ??? ? 26.435, 26.697, 26.988, 27.313, 27.676, 28.081, 28.523, 28.992, ??? ? 29.482, 29.982), B47 = c(17.39, 17.612, 17.849, 18.11, 18.378, ??? ? 18.638, 18.893, 19.146, 19.391, 19.638, 19.901, 20.184, 20.474, ??? ? 20.754, 21.004, 21.222, 21.424, 21.629, 21.842, 22.072, 22.325, ??? ? 22.594, 22.865, 23.128, 23.384, 23.629, 23.858, 24.074, 24.287, ??? ? 24.503, 24.722, 24.944, 25.171, 25.404, 25.641, 25.88, 26.122, ??? ? 26.361, 26.592, 26.817, 27.048, 27.298, 27.56, 27.844, 28.164, ??? ? 28.522, 28.914, 29.33, 29.765), B48 = c(17.39, 17.621, 17.858, ??? ? 18.116, 18.394, 18.675, 18.949, 19.225, 19.501, 19.779, 20.068, ??? ? 20.369, 20.675, 20.975, 21.252, 21.496, 21.715, 21.926, 22.148, ??? ? 22.384, 22.635, 22.9, 23.171, 23.439, 23.7, 23.958, 24.211, ??? ? 24.455, 24.695, 24.934, 25.172, 25.407, 25.646, 25.894, 26.148, ??? ? 26.405, 26.665, 26.932, 27.194, 27.44, 27.672, 27.9, 28.129, ??? ? 28.36, 28.607, 28.885, 29.194, 29.532, 29.89), B49 = c(17.39, ??? ? 17.634, 17.879, 18.137, 18.413, 18.705, 19, 19.296, 19.599, ??? ? 19.911, 20.233, 20.558, 20.875, 21.176, 21.467, 21.742, 21.994, ??? ? 22.227, 22.458, 22.697, 22.946, 23.204, 23.469, 23.736, 24.002, ??? ? 24.267, 24.534, 24.803, 25.072, 25.342, 25.609, 25.872, 26.132, ??? ? 26.396, 26.669, 26.951, 27.242, 27.54, 27.844, 28.137, 28.406, ??? ? 28.658, 28.9, 29.136, 29.365, 29.605, 29.872, 30.169, 30.481 ??? ? ), B50 = c(17.39, 17.646, 17.905, 18.169, 18.443, 18.735, ??? ? 19.043, 19.359, 19.681, 20.019, 20.366, 20.698, 21.013, 21.315, ??? ? 21.609, 21.898, 22.173, 22.428, 22.662, 22.89, 23.126, 23.373, ??? ? 23.628, 23.885, 24.141, 24.396, 24.657, 24.928, 25.205, 25.483, ??? ? 25.767, 26.056, 26.339, 26.615, 26.899, 27.199, 27.509, 27.831, ??? ? 28.163, 28.505, 28.834, 29.133, 29.409, 29.67, 29.92, 30.158, ??? ? 30.402, 30.669, 30.957), B51 = c(17.39, 17.66, 17.93, 18.207, ??? ? 18.486, 18.775, 19.084, 19.407, 19.742, 20.094, 20.44, 20.764, ??? ? 21.072, 21.374, 21.671, 21.959, 22.24, 22.51, 22.762, 22.996, ??? ? 23.224, 23.461, 23.71, 23.966, 24.222, 24.475, 24.724, 24.98, ??? ? 25.241, 25.511, 25.79, 26.085, 26.387, 26.686, 26.981, 27.288, ??? ? 27.611, 27.945, 28.293, 28.661, 29.046, 29.416, 29.746, 30.048, ??? ? 30.327, 30.583, 30.818, 31.055, 31.313), B52 = c(17.39, 17.675, ??? ? 17.956, 18.244, 18.538, 18.831, 19.137, 19.465, 19.809, 20.161, ??? ? 20.502, 20.819, 21.119, 21.415, 21.708, 21.996, 22.28, 22.566, ??? ? 22.848, 23.113, 23.362, 23.607, 23.864, 24.136, 24.417, 24.698, ??? ? 24.973, 25.243, 25.513, 25.787, 26.071, 26.374, 26.697, 27.027, ??? ? 27.349, 27.659, 27.968, 28.288, 28.621, 28.977, 29.364, 29.775, ??? ? 30.168, 30.514, 30.824, 31.103, 31.349, 31.565, 31.778), ??? ? B53 = c(17.39, 17.69, 17.98, 18.275, 18.582, 18.893, 19.208, ??? ? 19.542, 19.901, 20.258, 20.594, 20.911, 21.208, 21.49, 21.77, ??? ? 22.052, 22.337, 22.624, 22.919, 23.211, 23.487, 23.749, 24.009, ??? ? 24.284, 24.583, 24.898, 25.211, 25.511, 25.802, 26.095, 26.393, ??? ? 26.706, 27.042, 27.401, 27.762, 28.105, 28.433, 28.76, 29.097, ??? ? 29.442, 29.807, 30.199, 30.605, 30.983, 31.311, 31.598, 31.849, ??? ? 32.062, 32.242), B54 = c(17.39, 17.693, 17.991, 18.291, 18.607, ??? ? 18.936, 19.274, 19.627, 20.002, 20.373, 20.715, 21.033, 21.332, ??? ? 21.608, 21.874, 22.142, 22.416, 22.696, 22.981, 23.275, 23.567, ??? ? 23.844, 24.109, 24.38, 24.673, 24.995, 25.33, 25.653, 25.963, ??? ? 26.265, 26.568, 26.877, 27.204, 27.553, 27.918, 28.277, 28.618, ??? ? 28.949, 29.281, 29.622, 29.966, 30.323, 30.693, 31.06, 31.394, ??? ? 31.679, 31.93, 32.147, 32.328), B55 = c(17.39, 17.69, 17.993, ??? ? 18.299, 18.62, 18.964, 19.328, 19.71, 20.108, 20.491, 20.843, ??? ? 21.167, 21.468, 21.747, 22.008, 22.262, 22.522, 22.788, 23.061, ??? ? 23.339, 23.628, 23.915, 24.191, 24.464, 24.747, 25.055, 25.39, ??? ? 25.73, 26.058, 26.37, 26.671, 26.976, 27.29, 27.62, 27.967, ??? ? 28.319, 28.662, 28.99, 29.313, 29.641, 29.975, 30.3, 30.62, ??? ? 30.943, 31.258, 31.541, 31.782, 31.997, 32.187), B56 = c(17.39, ??? ? 17.689, 18.003, 18.32, 18.649, 18.999, 19.381, 19.795, 20.218, ??? ? 20.616, 20.978, 21.309, 21.613, 21.895, 22.16, 22.41, 22.655, ??? ? 22.905, 23.159, 23.417, 23.684, 23.962, 24.244, 24.524, 24.806, ??? ? 25.099, 25.414, 25.751, 26.093, 26.418, 26.724, 27.023, 27.328, ??? ? 27.643, 27.97, 28.302, 28.635, 28.959, 29.273, 29.587, 29.9, ??? ? 30.204, 30.488, 30.763, 31.037, 31.303, 31.54, 31.744, 31.933 ??? ? ), B57 = c(17.39, 17.707, 18.032, 18.372, 18.717, 19.073, ??? ? 19.464, 19.901, 20.346, 20.758, 21.127, 21.461, 21.766, 22.053, ??? ? 22.324, 22.581, 22.823, 23.059, 23.296, 23.535, 23.779, 24.035, ??? ? 24.31, 24.6, 24.893, 25.189, 25.492, 25.814, 26.156, 26.498, ??? ? 26.822, 27.132, 27.439, 27.753, 28.072, 28.39, 28.705, 29.015, ??? ? 29.32, 29.616, 29.906, 30.187, 30.448, 30.682, 30.901, 31.118, ??? ? 31.326, 31.514, 31.682), B58 = c(17.39, 17.222, 17.095, 17.024, ??? ? 17.004, 17.021, 17.063, 17.133, 17.232, 17.354, 17.497, 17.663, ??? ? 17.849, 18.047, 18.267, 18.519, 18.801, 19.096, 19.386, 19.669, ??? ? 19.956, 20.252, 20.544, 20.836, 21.131, 21.432, 21.733, 22.031, ??? ? 22.331, 22.621, 22.886, 23.121, 23.34, 23.554, 23.76, 23.963, ??? ? 24.173, 24.395, 24.643, 24.932, 25.27, 25.633, 25.991, 26.339, ??? ? 26.689, 27.071, 27.483, 27.909, 28.347), B59 = c(17.39, 17.863, ??? ? 18.425, 19.065, 19.713, 20.264, 20.667, 20.893, 20.996, 21.084, ??? ? 21.174, 21.243, 21.258, 21.212, 21.141, 21.089, 21.058, 21.043, ??? ? 21.043, 21.06, 21.081, 21.098, 21.113, 21.133, 21.166, 21.211, ??? ? 21.255, 21.281, 21.293, 21.297, 21.302, 21.307, 21.306, 21.295, ??? ? 21.273, 21.238, 21.19, 21.126, 21.038, 20.923, 20.783, 20.649, ??? ? 20.543, 20.465, 20.406, 20.358, 20.321, 20.303, 20.308), ??? ? B60 = c(17.39, 17.616, 17.837, 18.067, 18.318, 18.59, 18.872, ??? ? 19.147, 19.411, 19.673, 19.92, 20.128, 20.301, 20.455, 20.606, ??? ? 20.751, 20.879, 20.985, 21.07, 21.137, 21.193, 21.24, 21.263, ??? ? 21.248, 21.199, 21.11, 20.981, 20.817, 20.629, 20.428, 20.223, ??? ? 20.002, 19.731, 19.394, 18.991, 18.529, 17.995, 17.414, 16.845, ??? ? 16.308, 15.803, 15.333, 14.903, 14.515, 14.17, 13.876, 13.681, ??? ? 13.628, 13.713), B61 = c(17.39, 17.466, 17.489, 17.464, 17.402, ??? ? 17.32, 17.23, 17.138, 17.061, 17.01, 16.98, 16.974, 16.99, ??? ? 17.029, 17.084, 17.155, 17.24, 17.338, 17.449, 17.577, 17.725, ??? ? 17.894, 18.089, 18.302, 18.52, 18.741, 18.967, 19.2, 19.443, ??? ? 19.688, 19.922, 20.144, 20.341, 20.508, 20.652, 20.785, 20.916, ??? ? 21.044, 21.159, 21.254, 21.333, 21.4, 21.458, 21.506, 21.534, ??? ? 21.53, 21.497, 21.428, 21.316), B62 = c(17.39, 18.114, 18.811, ??? ? 19.426, 19.935, 20.363, 20.687, 20.903, 21.033, 21.091, 21.099, ??? ? 21.072, 20.997, 20.853, 20.643, 20.383, 20.096, 19.798, 19.503, ??? ? 19.214, 18.926, 18.632, 18.318, 17.985, 17.634, 17.281, 16.949, ??? ? 16.637, 16.337, 16.054, 15.788, 15.537, 15.3, 15.08, 14.883, ??? ? 14.704, 14.517, 14.299, 14.049, 13.785, 13.53, 13.287, 13.033, ??? ? 12.74, 12.404, 12.035, 11.644, 11.206, 10.696), B63 = c(17.39, ??? ? 17.818, 18.255, 18.717, 19.14, 19.489, 19.819, 20.14, 20.432, ??? ? 20.73, 21.076, 21.411, 21.687, 21.92, 22.128, 22.317, 22.475, ??? ? 22.582, 22.627, 22.617, 22.581, 22.543, 22.502, 22.454, 22.394, ??? ? 22.322, 22.234, 22.129, 22.012, 21.888, 21.761, 21.624, 21.474, ??? ? 21.313, 21.143, 20.963, 20.765, 20.546, 20.309, 20.058, 19.804, ??? ? 19.549, 19.291, 19.028, 18.752, 18.461, 18.158, 17.84, 17.49 ??? ? ), B64 = c(17.39, 17.649, 17.923, 18.189, 18.46, 18.726, ??? ? 18.979, 19.228, 19.48, 19.739, 20.012, 20.289, 20.545, 20.766, ??? ? 20.942, 21.07, 21.152, 21.181, 21.151, 21.07, 20.963, 20.841, ??? ? 20.693, 20.532, 20.373, 20.206, 20.024, 19.822, 19.585, 19.311, ??? ? 19.008, 18.682, 18.345, 17.998, 17.624, 17.215, 16.783, 16.339, ??? ? 15.85, 15.297, 14.712, 14.089, 13.417, 12.709, 11.964, 11.209, ??? ? 10.464, 9.688, 8.938), B65 = c(17.39, 17.619, 17.904, 18.209, ??? ? 18.506, 18.803, 19.093, 19.375, 19.651, 19.926, 20.208, 20.5, ??? ? 20.776, 21.013, 21.205, 21.35, 21.452, 21.51, 21.522, 21.488, ??? ? 21.412, 21.311, 21.196, 21.063, 20.931, 20.805, 20.664, 20.504, ??? ? 20.319, 20.088, 19.809, 19.496, 19.157, 18.807, 18.452, 18.079, ??? ? 17.673, 17.235, 16.779, 16.275, 15.702, 15.094, 14.442, 13.744, ??? ? 13.016, 12.254, 11.492, 10.736, 9.949), B66 = c(17.39, 17.588, ??? ? 17.851, 18.167, 18.497, 18.817, 19.138, 19.456, 19.764, 20.064, ??? ? 20.363, 20.659, 20.948, 21.207, 21.422, 21.59, 21.713, 21.801, ??? ? 21.856, 21.874, 21.849, 21.785, 21.695, 21.605, 21.521, 21.44, ??? ? 21.354, 21.249, 21.125, 20.986, 20.814, 20.589, 20.302, 19.958, ??? ? 19.588, 19.219, 18.846, 18.445, 18.001, 17.534, 17.025, 16.444, ??? ? 15.81, 15.133, 14.424, 13.703, 12.951, 12.193, 11.479), B67 = c(17.39, ??? ? 17.568, 17.807, 18.112, 18.456, 18.803, 19.144, 19.487, 19.828, ??? ? 20.159, 20.478, 20.781, 21.072, 21.35, 21.599, 21.805, 21.963, ??? ? 22.084, 22.179, 22.249, 22.288, 22.287, 22.251, 22.2, 22.15, ??? ? 22.101, 22.047, 21.978, 21.883, 21.767, 21.633, 21.476, 21.278, ??? ? 21.021, 20.7, 20.333, 19.942, 19.536, 19.113, 18.653, 18.157, ??? ? 17.626, 17.04, 16.397, 15.704, 14.958, 14.174, 13.391, 12.586 ??? ? ), B68 = c(17.39, 17.556, 17.778, 18.068, 18.415, 18.779, ??? ? 19.14, 19.5, 19.864, 20.224, 20.566, 20.882, 21.175, 21.456, ??? ? 21.731, 21.982, 22.187, 22.349, 22.481, 22.592, 22.685, 22.753, ??? ? 22.789, 22.795, 22.782, 22.759, 22.722, 22.668, 22.588, 22.48, ??? ? 22.36, 22.239, 22.112, 21.961, 21.769, 21.528, 21.245, 20.93, ??? ? 20.583, 20.209, 19.803, 19.351, 18.862, 18.345, 17.792, 17.228, ??? ? 16.656, 16.027, 15.327), B69 = c(17.39, 17.545, 17.756, 18.033, ??? ? 18.379, 18.762, 19.142, 19.518, 19.901, 20.281, 20.643, 20.974, ??? ? 21.274, 21.557, 21.836, 22.113, 22.364, 22.57, 22.737, 22.881, ??? ? 23.01, 23.125, 23.219, 23.284, 23.319, 23.331, 23.324, 23.295, ??? ? 23.239, 23.158, 23.047, 22.924, 22.803, 22.684, 22.55, 22.385, ??? ? 22.182, 21.946, 21.676, 21.365, 21.013, 20.629, 20.215, 19.748, ??? ? 19.234, 18.689, 18.125, 17.561, 16.986), B70 = c(17.39, 17.545, ??? ? 17.746, 18.015, 18.358, 18.754, 19.164, 19.565, 19.963, 20.36, ??? ? 20.737, 21.081, 21.392, 21.68, 21.958, 22.235, 22.507, 22.752, ??? ? 22.954, 23.125, 23.278, 23.416, 23.545, 23.656, 23.736, 23.78, ??? ? 23.793, 23.781, 23.745, 23.689, 23.61, 23.507, 23.389, 23.269, ??? ? 23.148, 23.017, 22.865, 22.68, 22.457, 22.194, 21.893, 21.561, ??? ? 21.196, 20.79, 20.334, 19.816, 19.251, 18.67, 18.081), B71 = c(17.39, ??? ? 17.606, 17.845, 18.112, 18.375, 18.613, 18.83, 19.038, 19.249, ??? ? 19.461, 19.671, 19.882, 20.091, 20.298, 20.506, 20.716, 20.931, ??? ? 21.15, 21.372, 21.602, 21.848, 22.112, 22.397, 22.703, 23.03, ??? ? 23.358, 23.668, 23.955, 24.221, 24.466, 24.692, 24.922, 25.176, ??? ? 25.45, 25.722, 25.975, 26.203, 26.4, 26.558, 26.673, 26.748, ??? ? 26.791, 26.808, 26.819, 26.841, 26.87, 26.872, 26.816, 26.697 ??? ? ), B72 = c(17.39, 17.638, 17.891, 18.143, 18.391, 18.646, ??? ? 18.885, 19.098, 19.323, 19.556, 19.775, 19.999, 20.252, 20.524, ??? ? 20.779, 21.006, 21.208, 21.379, 21.527, 21.662, 21.79, 21.92, ??? ? 22.062, 22.219, 22.381, 22.531, 22.669, 22.797, 22.915, 23.021, ??? ? 23.116, 23.203, 23.281, 23.361, 23.458, 23.572, 23.697, 23.826, ??? ? 23.963, 24.102, 24.237, 24.368, 24.502, 24.645, 24.796, 24.955, ??? ? 25.124, 25.303, 25.472), B73 = c(17.39, 17.627, 17.872, 18.122, ??? ? 18.371, 18.621, 18.869, 19.097, 19.32, 19.575, 19.842, 20.101, ??? ? 20.376, 20.67, 20.953, 21.196, 21.402, 21.581, 21.733, 21.866, ??? ? 21.992, 22.117, 22.247, 22.389, 22.544, 22.703, 22.855, 23.004, ??? ? 23.145, 23.275, 23.392, 23.499, 23.598, 23.687, 23.782, 23.899, ??? ? 24.038, 24.188, 24.341, 24.5, 24.661, 24.815, 24.964, 25.111, ??? ? 25.26, 25.412, 25.573, 25.752, 25.949), B74 = c(17.39, 17.618, ??? ? 17.855, 18.1, 18.346, 18.59, 18.826, 19.051, 19.268, 19.5, ??? ? 19.774, 20.07, 20.37, 20.685, 20.993, 21.262, 21.485, 21.671, ??? ? 21.832, 21.969, 22.093, 22.214, 22.338, 22.471, 22.614, 22.769, ??? ? 22.925, 23.076, 23.224, 23.369, 23.504, 23.63, 23.748, 23.857, ??? ? 23.956, 24.062, 24.191, 24.338, 24.493, 24.654, 24.825, 24.997, ??? ? 25.162, 25.32, 25.475, 25.631, 25.787, 25.951, 26.132), B75 = c(17.39, ??? ? 17.609, 17.837, 18.078, 18.322, 18.56, 18.783, 18.99, 19.187, ??? ? 19.39, 19.626, 19.921, 20.253, 20.579, 20.896, 21.187, 21.437, ??? ? 21.642, 21.813, 21.961, 22.088, 22.206, 22.325, 22.451, 22.588, ??? ? 22.734, 22.89, 23.047, 23.2, 23.348, 23.49, 23.62, 23.743, ??? ? 23.859, 23.965, 24.062, 24.164, 24.286, 24.421, 24.567, 24.721, ??? ? 24.885, 25.052, 25.213, 25.367, 25.518, 25.671, 25.824, 25.985 ??? ? ), B76 = c(17.39, 17.6, 17.817, 18.051, 18.294, 18.531, 18.744, ??? ? 18.932, 19.108, 19.279, 19.47, 19.716, 20.04, 20.382, 20.687, ??? ? 20.981, 21.253, 21.485, 21.676, 21.838, 21.98, 22.104, 22.219, ??? ? 22.34, 22.473, 22.618, 22.773, 22.939, 23.108, 23.268, 23.416, ??? ? 23.553, 23.683, 23.809, 23.929, 24.039, 24.129, 24.211, 24.308, ??? ? 24.42, 24.543, 24.672, 24.809, 24.946, 25.076, 25.196, 25.312, ??? ? 25.427, 25.54), B77 = c(17.39, 17.657, 17.931, 18.216, 18.492, ??? ? 18.736, 18.942, 19.136, 19.342, 19.564, 19.795, 20.036, 20.299, ??? ? 20.558, 20.795, 21.02, 21.24, 21.459, 21.668, 21.871, 22.074, ??? ? 22.272, 22.459, 22.639, 22.815, 22.984, 23.137, 23.273, 23.404, ??? ? 23.538, 23.676, 23.815, 23.947, 24.064, 24.157, 24.218, 24.24, ??? ? 24.247, 24.27, 24.311, 24.353, 24.379, 24.39, 24.403, 24.433, ??? ? 24.479, 24.537, 24.603, 24.681), B78 = c(17.39, 17.648, 17.914, ??? ? 18.192, 18.482, 18.759, 18.995, 19.195, 19.388, 19.597, 19.83, ??? ? 20.081, 20.345, 20.613, 20.866, 21.104, 21.331, 21.553, 21.769, ??? ? 21.971, 22.165, 22.352, 22.537, 22.719, 22.894, 23.065, 23.23, ??? ? 23.377, 23.51, 23.642, 23.781, 23.931, 24.083, 24.227, 24.354, ??? ? 24.457, 24.526, 24.558, 24.576, 24.608, 24.655, 24.702, 24.735, ??? ? 24.757, 24.785, 24.836, 24.906, 24.989, 25.079), B79 = c(17.39, ??? ? 17.635, 17.887, 18.154, 18.434, 18.724, 18.99, 19.214, 19.411, ??? ? 19.606, 19.822, 20.065, 20.328, 20.589, 20.845, 21.093, 21.328, ??? ? 21.556, 21.777, 21.99, 22.186, 22.369, 22.546, 22.726, 22.902, ??? ? 23.07, 23.232, 23.386, 23.526, 23.655, 23.784, 23.922, 24.07, ??? ? 24.22, 24.363, 24.496, 24.609, 24.692, 24.74, 24.771, 24.81, ??? ? 24.866, 24.922, 24.964, 24.992, 25.024, 25.079, 25.161, 25.26 ??? ? ), B80 = c(17.39, 17.623, 17.858, 18.108, 18.376, 18.655, ??? ? 18.933, 19.185, 19.401, 19.597, 19.796, 20.019, 20.268, 20.526, ??? ? 20.778, 21.026, 21.268, 21.499, 21.725, 21.944, 22.151, 22.341, ??? ? 22.517, 22.688, 22.864, 23.036, 23.196, 23.349, 23.492, 23.624, ??? ? 23.745, 23.866, 23.998, 24.14, 24.286, 24.431, 24.57, 24.694, ??? ? 24.794, 24.864, 24.921, 24.982, 25.051, 25.119, 25.172, 25.212, ??? ? 25.257, 25.318, 25.395), B81 = c(17.39, 17.594, 17.812, 18.04, ??? ? 18.288, 18.556, 18.824, 19.083, 19.322, 19.533, 19.73, 19.933, ??? ? 20.16, 20.41, 20.662, 20.902, 21.14, 21.374, 21.6, 21.819, ??? ? 22.032, 22.234, 22.418, 22.59, 22.759, 22.933, 23.102, 23.257, ??? ? 23.402, 23.538, 23.664, 23.778, 23.894, 24.022, 24.16, 24.302, ??? ? 24.443, 24.583, 24.714, 24.824, 24.911, 24.987, 25.067, 25.153, ??? ? 25.236, 25.303, 25.356, 25.41, 25.482), B82 = c(17.39, 17.545, ??? ? 17.718, 17.918, 18.138, 18.385, 18.642, 18.888, 19.129, 19.357, ??? ? 19.562, 19.757, 19.965, 20.197, 20.444, 20.683, 20.911, 21.14, ??? ? 21.364, 21.579, 21.787, 21.992, 22.188, 22.368, 22.537, 22.707, ??? ? 22.882, 23.052, 23.208, 23.354, 23.492, 23.618, 23.734, 23.851, ??? ? 23.978, 24.116, 24.258, 24.399, 24.539, 24.669, 24.779, 24.865, ??? ? 24.94, 25.019, 25.104, 25.186, 25.252, 25.302, 25.355), B83 = c(17.39, ??? ? 17.779, 18.115, 18.45, 18.78, 19.093, 19.376, 19.638, 19.891, ??? ? 20.153, 20.44, 20.725, 20.978, 21.183, 21.343, 21.479, 21.592, ??? ? 21.684, 21.763, 21.829, 21.874, 21.887, 21.862, 21.807, 21.73, ??? ? 21.63, 21.52, 21.412, 21.305, 21.205, 21.117, 21.041, 20.95, ??? ? 20.819, 20.649, 20.434, 20.174, 19.868, 19.547, 19.23, 18.911, ??? ? 18.571, 18.192, 17.758, 17.324, 16.931, 16.563, 16.194, 15.832 ??? ? ), B84 = c(17.39, 17.522, 17.683, 17.895, 18.169, 18.471, ??? ? 18.771, 19.074, 19.384, 19.711, 20.057, 20.413, 20.76, 21.085, ??? ? 21.385, 21.666, 21.938, 22.204, 22.463, 22.714, 22.943, 23.144, ??? ? 23.315, 23.464, 23.598, 23.718, 23.819, 23.894, 23.945, 23.991, ??? ? 24.045, 24.109, 24.169, 24.212, 24.238, 24.242, 24.221, 24.177, ??? ? 24.098, 23.973, 23.801, 23.593, 23.363, 23.108, 22.841, 22.573, ??? ? 22.305, 22.034, 21.762), B85 = c(17.39, 17.508, 17.644, 17.815, ??? ? 18.044, 18.329, 18.639, 18.952, 19.268, 19.598, 19.948, 20.309, ??? ? 20.656, 20.985, 21.287, 21.567, 21.834, 22.092, 22.347, 22.597, ??? ? 22.835, 23.054, 23.246, 23.411, 23.555, 23.687, 23.807, 23.907, ??? ? 23.983, 24.036, 24.084, 24.141, 24.209, 24.275, 24.326, 24.361, ??? ? 24.375, 24.365, 24.332, 24.265, 24.155, 23.996, 23.798, 23.573, ??? ? 23.321, 23.056, 22.791, 22.528, 22.264), B86 = c(17.39, 17.494, ??? ? 17.612, 17.752, 17.934, 18.168, 18.456, 18.775, 19.096, 19.424, ??? ? 19.772, 20.14, 20.496, 20.827, 21.135, 21.417, 21.681, 21.933, ??? ? 22.181, 22.427, 22.667, 22.896, 23.106, 23.292, 23.456, 23.602, ??? ? 23.735, 23.856, 23.959, 24.037, 24.093, 24.142, 24.204, 24.276, ??? ? 24.344, 24.399, 24.44, 24.461, 24.459, 24.435, 24.377, 24.275, ??? ? 24.127, 23.937, 23.716, 23.466, 23.201, 22.938, 22.679), ??? ? B87 = c(17.39, 17.466, 17.567, 17.685, 17.829, 18.013, 18.245, ??? ? 18.536, 18.859, 19.182, 19.518, 19.882, 20.247, 20.588, 20.907, ??? ? 21.201, 21.471, 21.722, 21.964, 22.204, 22.444, 22.678, 22.899, ??? ? 23.105, 23.291, 23.457, 23.606, 23.743, 23.867, 23.973, 24.055, ??? ? 24.114, 24.168, 24.234, 24.308, 24.38, 24.441, 24.491, 24.522, ??? ? 24.529, 24.512, 24.46, 24.362, 24.216, 24.028, 23.807, 23.553, ??? ? 23.284, 23.015), B88 = c(17.39, 17.425, 17.498, 17.598, 17.715, ??? ? 17.859, 18.04, 18.271, 18.564, 18.886, 19.205, 19.544, 19.911, ??? ? 20.27, 20.602, 20.913, 21.2, 21.462, 21.706, 21.942, 22.178, ??? ? 22.414, 22.643, 22.861, 23.065, 23.253, 23.421, 23.572, 23.712, ??? ? 23.839, 23.948, 24.033, 24.096, 24.154, 24.223, 24.3, 24.374, ??? ? 24.44, 24.496, 24.534, 24.547, 24.535, 24.487, 24.393, 24.252, ??? ? 24.069, 23.852, 23.602, 23.333), B89 = c(17.39, 17.686, 17.963, ??? ? 18.22, 18.469, 18.72, 18.961, 19.176, 19.37, 19.542, 19.688, ??? ? 19.808, 19.922, 20.06, 20.228, 20.401, 20.556, 20.693, 20.811, ??? ? 20.91, 20.993, 21.051, 21.076, 21.068, 21.041, 21.007, 20.961, ??? ? 20.919, 20.904, 20.918, 20.949, 20.983, 21.012, 21.051, 21.118, ??? ? 21.216, 21.332, 21.452, 21.575, 21.711, 21.87, 22.05, 22.245, ??? ? 22.45, 22.671, 22.892, 23.094, 23.278, 23.455), B90 = c(17.39, ??? ? 17.45, 17.549, 17.686, 17.847, 18.018, 18.199, 18.38, 18.548, ??? ? 18.705, 18.861, 19.014, 19.157, 19.288, 19.408, 19.519, 19.614, ??? ? 19.689, 19.748, 19.783, 19.784, 19.749, 19.676, 19.57, 19.43, ??? ? 19.278, 19.137, 19.011, 18.886, 18.743, 18.581, 18.41, 18.25, ??? ? 18.104, 17.959, 17.799, 17.632, 17.468, 17.312, 17.172, 17.001, ??? ? 16.752, 16.421, 16.056, 15.717, 15.386, 15.052, 14.722, 14.376 ??? ? )), .Names = c("A1", "A2", "A3", "A4", "A5", "A6", "A7", ??"A8", "A9", "A10", "A11", "A12", "A13", "A14", "A15", "A16", ??"A17", "A18", "A19", "A20", "A21", "A22", "A23", "A24", "A25", ??"A26", "A27", "A28", "A29", "A30", "A31", "A32", "A33", "A34", ??"A35", "A36", "A37", "A38", "A39", "A40", "A41", "A42", "A43", ??"A44", "A45", "A46", "A47", "A48", "A49", "A50", "A51", "A52", ??"A53", "A54", "A55", "A56", "A57", "A58", "A59", "A60", "A61", ??"A62", "A63", "A64", "A65", "A66", "A67", "A68", "A69", "A70", ??"A71", "A72", "A73", "A74", "A75", "A76", "A77", "A78", "A79", ??"A80", "A81", "A82", "A83", "A84", "A85", "A86", "A87", "A88", ??"A89", "A90", "B1", "B2", "B3", "B4", "B5", "B6", "B7", "B8", ??"B9", "B10", "B11", "B12", "B13", "B14", "B15", "B16", "B17", ??"B18", "B19", "B20", "B21", "B22", "B23", "B24", "B25", "B26", ??"B27", "B28", "B29", "B30", "B31", "B32", "B33", "B34", "B35", ??"B36", "B37", "B38", "B39", "B40", "B41", "B42", "B43", "B44", ??"B45", "B46", "B47", "B48", "B49", "B50", "B51", "B52", "B53", ??"B54", "B55", "B56", "B57", "B58", "B59", "B60", "B61", "B62", ??"B63", "B64", "B65", "B66", "B67", "B68", "B69", "B70", "B71", ??"B72", "B73", "B74", "B75", "B76", "B77", "B78", "B79", "B80", ??"B81", "B82", "B83", "B84", "B85", "B86", "B87", "B88", "B89", ??"B90"), row.names = c(1L, 4L, 7L, 10L, 13L, 16L, 19L, 22L, 25L, ??28L, 31L, 34L, 37L, 40L, 43L, 46L, 49L, 52L, 55L, 58L, 61L, 64L, ??67L, 70L, 73L, 76L, 79L, 82L, 85L, 88L, 91L, 94L, 97L, 100L, ??103L, 106L, 109L, 112L, 115L, 118L, 121L, 124L, 127L, 130L, 133L, ??136L, 139L, 142L, 145L), class = "data.frame") ??2013/4/23 John Kane <jrkrideau at inbox.com> ??? ? ? ? Your data frame does not make any sense. ???Please supply some sample data In a better form.. ????The easiest way to supply data ?is to use the dput() function. ???? Example with your file named "testfile": ???dput(testfile) ???Then copy the output and paste into your email. ?For large data sets, you can just supply a representative sample. ?Usually, ???dput(head(testfile, 100)) will be sufficient. ???John Kane ???Kingston ON Canada ???> -----Original Message----- ???> From: simolas2008 at gmail.com ???> Sent: Mon, 22 Apr 2013 15:20:09 +0200 ???> To: r-help at r-project.org ???> Subject: [R] Multiple lon lat points in the map with ggplot2 ???> ???> Hello R users, ???> ???> For the last few days I am struggling with the following task: ???> ???> ???> my data.frame: ???> ? ? ? ? ?A1 ? ? ? ? ? ?A2 ? ? ? ? ? ?A3 ? ? ? ? ? ? B1 ? ? ? ? ? ? B2 ???> ? ? ? ? ? B3 ???> ?58.81 53.292 54.501 13.013 17.39 19.407 ?56.02 56.251 54.033 20.099 ???> 13.15 ???> 10.411 ?55.376 53.099 57.625 13.396 21.031 13.22 ?58.584 53.194 54.218 ???> 13.038 16.854 19.289 ?55.7 55.921 53.847 19.942 13.153 9.828 ?55.093 ???> 52.934 ???> 57.393 12.675 20.804 13.222 ?58.374 53.114 53.949 13.085 16.274 19.177 ???> 55.394 55.592 53.687 19.804 13.121 9.245 ?54.807 52.785 57.134 12.053 ???> 20.612 ???> 13.2 ?58.183 53.049 53.701 13.129 15.615 19.065 ?55.094 55.255 53.542 ???> 19.672 ???> 13.071 8.701 ?54.521 52.652 56.864 11.493 20.442 13.159 ?58.007 52.994 ???> 53.481 13.168 14.9 18.949 ?54.796 54.901 53.409 19.537 13.027 8.159 ???> 54.257 ???> 52.534 56.572 10.954 20.273 13.101 ?57.827 52.951 53.282 13.199 14.157 ???> 18.826 ???> I ?load a map with command: ???> ???> p<-ggmap(map) ???> ???> But when I want to add points from my data.frame with for loop (A1 is x1, ???> B1 is y1, A2 is x2, B2 is y2 and so on): ???> ???> for (num in 1:ncol(my data.frame)) { p<-p+addlinetoplot(my data.frame, ???> varx ???> = sprintf("B%s",num), vary = sprintf("A%s",num)) } ???> ???> Using not too many columns (up to 30) everything works fine. But when I ???> want to plot over 100 columns - computer stalls and memory runs out ???> suggesting to do memory.size() etc.. ???> ???> here addlinetoplot is a function: ???> ???> addlinetoplot <- function(dataset, varx, vary) { ???> list(geom_point(data=dataset, aes_string(x=varx, y=vary), color="yellow", ???> size=3)) ???> } ???> ???> In my opinion the problem lays under " p<-p+addlinetoplot".... ???> ???> So, is there any other way to add multiple points for x's and y's in ???> ggplot2? ???> ???> Thank you in advance. ???> ??> ? ? ? 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