# [R] Multiple lon lat points in the map with ggplot2

John Kane jrkrideau at inbox.com
Wed Apr 24 16:56:46 CEST 2013

```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")
#=====================================

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

-----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,

library(ggmap)

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...

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.

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

-----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,
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48.487, 48.462, 48.432, 48.41, 48.407, 48.423, 48.461, 48.52,
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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,
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), A10 = c(58.81, 58.63, 58.445, 58.242, 58.01, 57.755, 57.471,
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53.674, 53.69, 53.689, 53.672, 53.641, 53.6, 53.547, 53.484),
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51.613, 51.408), A15 = c(58.81, 58.6, 58.389, 58.177, 57.966,
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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,

John Kane

> -----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?
>
>

>       [[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]]

> 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.

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