Function to visualize hypotheses tested on brms models similar to those made using growthSS outputs.
Source:R/brmViolin.R
brmViolin.RdFunction to visualize hypotheses tested on brms models similar to those made using growthSS outputs.
Arguments
- fit
A brmsfit object or a list of brmsfit objects
- params
A list of parameters to use from the fit. Defaults to NULL in which case all growth model parameters are used.
- hyp
A character string defining the hypothesis to be tested. Defaults to "num/denom > 1.05". The "num" and "denom" names should be kept, but the direction and magnitude can be changed.
- compareX
Which groups in the model should be compared as numerator options? Defaults to NULL in which case a plot will not be made but the data will be returned.
- againstY
Which group in the model should be used as the denominator (typically a control group to compare against)? Defaults to NULL in which case a plot will not be made but the data will be returned.
- group_sep
A regex pattern to match the separation of grouping terms in the models group term (see the formula argument of
growthSS). The default uses "[.]" to break on a single period.- groups_into
A vector of column names to make after groups are split by group_sep. If this or groups_sep are NULL then no groups are assumed.
- x
The variable to be plotted on the x axis (should be from groups_into).
- facet
The variable to be used to facet the ggplot (should be another option from groups_into). If left NULL then the plot will only be faceted by params. Note that with the nature of againstY this faceting is often redundant but it does add labels which are helpful for keeping results organized..
- cores
Optional number of cores to run hypotheses in parallel. Defaults to 1 unless the "mc.cores" option is set.
- returnData
Logical, should data be returned? This is treated as TRUE if a plot will not be generated but otherwise defaults to FALSE.
Value
Returns a ggplot showing a brms model's posterior distributions as violins and filled by posterior probability of some hypothesis.
Examples
# \donttest{
set.seed(123)
simdf <- growthSim(
"logistic",
n = 20, t = 25,
params = list("A" = c(200, 160), "B" = c(13, 11), "C" = c(3, 3.5))
)
ss <- growthSS(
model = "logistic", form = y ~ time | id / group, sigma = "spline",
list("A" = 130, "B" = 10, "C" = 3),
df = simdf, type = "brms"
)
fit <- fitGrowth(ss, backend = "cmdstanr", iter = 500, chains = 1, cores = 1)
#> Start sampling
#> Init values were only set for a subset of parameters.
#> Missing init values for the following parameters:
#> Intercept_sigma, bs_sigma, zs_sigma_1_1, sds_sigma_1, zs_sigma_2_1, sds_sigma_2, Intercept_nu
#>
#> To disable this message use options(cmdstanr_warn_inits = FALSE).
#> Running MCMC with 1 chain...
#>
#> Chain 1 Iteration: 1 / 500 [ 0%] (Warmup)
#> Chain 1 Informational Message: The current Metropolis proposal is about to be rejected because of the following issue:
#> Chain 1 Exception: student_t_lpdf: Scale parameter[1] is inf, but must be positive finite! (in '/tmp/RtmpsXAacj/model-1abc271f9bf5.stan', line 130, column 4 to column 48)
#> Chain 1 If this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,
#> Chain 1 but if this warning occurs often then your model may be either severely ill-conditioned or misspecified.
#> Chain 1
#> Chain 1 Informational Message: The current Metropolis proposal is about to be rejected because of the following issue:
#> Chain 1 Exception: student_t_lpdf: Scale parameter[1] is inf, but must be positive finite! (in '/tmp/RtmpsXAacj/model-1abc271f9bf5.stan', line 130, column 4 to column 48)
#> Chain 1 If this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,
#> Chain 1 but if this warning occurs often then your model may be either severely ill-conditioned or misspecified.
#> Chain 1
#> Chain 1 Informational Message: The current Metropolis proposal is about to be rejected because of the following issue:
#> Chain 1 Exception: student_t_lpdf: Location parameter[1] is -nan, but must be finite! (in '/tmp/RtmpsXAacj/model-1abc271f9bf5.stan', line 130, column 4 to column 48)
#> Chain 1 If this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,
#> Chain 1 but if this warning occurs often then your model may be either severely ill-conditioned or misspecified.
#> Chain 1
#> Chain 1 Informational Message: The current Metropolis proposal is about to be rejected because of the following issue:
#> Chain 1 Exception: student_t_lpdf: Scale parameter[1] is inf, but must be positive finite! (in '/tmp/RtmpsXAacj/model-1abc271f9bf5.stan', line 130, column 4 to column 48)
#> Chain 1 If this warning occurs sporadically, such as for highly constrained variable types like covariance matrices, then the sampler is fine,
#> Chain 1 but if this warning occurs often then your model may be either severely ill-conditioned or misspecified.
#> Chain 1
#> Chain 1 Iteration: 100 / 500 [ 20%] (Warmup)
#> Chain 1 Iteration: 200 / 500 [ 40%] (Warmup)
#> Chain 1 Iteration: 251 / 500 [ 50%] (Sampling)
#> Chain 1 Iteration: 350 / 500 [ 70%] (Sampling)
#> Chain 1 Iteration: 450 / 500 [ 90%] (Sampling)
#> Chain 1 Iteration: 500 / 500 [100%] (Sampling)
#> Chain 1 finished in 27.8 seconds.
brmViolin(fit,
hyp = "num/denom>1.05",
compareX = "a",
againstY = "b", returnData = TRUE
)
#> $plot
#>
#> $data
#> group param variable draw group2 Post.Prob denom discrete_post_prob
#> 1 a A A_a 204.48600 a 1 b A
#> 2 a A A_a 199.78900 a 1 b A
#> 3 a A A_a 202.77600 a 1 b A
#> 4 a A A_a 199.75800 a 1 b A
#> 5 a A A_a 201.80500 a 1 b A
#> 6 a A A_a 199.83000 a 1 b A
#> 7 a A A_a 199.38900 a 1 b A
#> 8 a A A_a 200.36200 a 1 b A
#> 9 a A A_a 202.14100 a 1 b A
#> 10 a A A_a 200.03300 a 1 b A
#> 11 a A A_a 200.68200 a 1 b A
#> 12 a A A_a 200.84600 a 1 b A
#> 13 a A A_a 200.22300 a 1 b A
#> 14 a A A_a 202.16500 a 1 b A
#> 15 a A A_a 200.37300 a 1 b A
#> 16 a A A_a 203.47500 a 1 b A
#> 17 a A A_a 198.15000 a 1 b A
#> 18 a A A_a 200.00400 a 1 b A
#> 19 a A A_a 201.83600 a 1 b A
#> 20 a A A_a 200.94000 a 1 b A
#> 21 a A A_a 201.92100 a 1 b A
#> 22 a A A_a 201.32500 a 1 b A
#> 23 a A A_a 200.09400 a 1 b A
#> 24 a A A_a 200.57400 a 1 b A
#> 25 a A A_a 200.74500 a 1 b A
#> 26 a A A_a 203.32400 a 1 b A
#> 27 a A A_a 201.41300 a 1 b A
#> 28 a A A_a 199.97000 a 1 b A
#> 29 a A A_a 202.93800 a 1 b A
#> 30 a A A_a 203.16500 a 1 b A
#> 31 a A A_a 200.41600 a 1 b A
#> 32 a A A_a 198.88600 a 1 b A
#> 33 a A A_a 202.77100 a 1 b A
#> 34 a A A_a 202.45500 a 1 b A
#> 35 a A A_a 200.69300 a 1 b A
#> 36 a A A_a 202.20600 a 1 b A
#> 37 a A A_a 202.81100 a 1 b A
#> 38 a A A_a 203.34900 a 1 b A
#> 39 a A A_a 202.79000 a 1 b A
#> 40 a A A_a 201.76800 a 1 b A
#> 41 a A A_a 202.10400 a 1 b A
#> 42 a A A_a 199.28900 a 1 b A
#> 43 a A A_a 199.17500 a 1 b A
#> 44 a A A_a 203.98300 a 1 b A
#> 45 a A A_a 203.29900 a 1 b A
#> 46 a A A_a 203.22800 a 1 b A
#> 47 a A A_a 201.00400 a 1 b A
#> 48 a A A_a 201.94600 a 1 b A
#> 49 a A A_a 198.40500 a 1 b A
#> 50 a A A_a 200.25900 a 1 b A
#> 51 a A A_a 201.21100 a 1 b A
#> 52 a A A_a 201.02500 a 1 b A
#> 53 a A A_a 203.11200 a 1 b A
#> 54 a A A_a 202.53600 a 1 b A
#> 55 a A A_a 203.73700 a 1 b A
#> 56 a A A_a 201.63000 a 1 b A
#> 57 a A A_a 202.27900 a 1 b A
#> 58 a A A_a 202.21100 a 1 b A
#> 59 a A A_a 201.80500 a 1 b A
#> 60 a A A_a 201.96100 a 1 b A
#> 61 a A A_a 202.24300 a 1 b A
#> 62 a A A_a 200.94600 a 1 b A
#> 63 a A A_a 203.04900 a 1 b A
#> 64 a A A_a 200.32500 a 1 b A
#> 65 a A A_a 202.54100 a 1 b A
#> 66 a A A_a 201.29200 a 1 b A
#> 67 a A A_a 200.44100 a 1 b A
#> 68 a A A_a 199.76800 a 1 b A
#> 69 a A A_a 199.39300 a 1 b A
#> 70 a A A_a 200.72300 a 1 b A
#> 71 a A A_a 201.27900 a 1 b A
#> 72 a A A_a 200.72200 a 1 b A
#> 73 a A A_a 199.95900 a 1 b A
#> 74 a A A_a 202.61900 a 1 b A
#> 75 a A A_a 201.12900 a 1 b A
#> 76 a A A_a 199.58100 a 1 b A
#> 77 a A A_a 203.00400 a 1 b A
#> 78 a A A_a 203.87900 a 1 b A
#> 79 a A A_a 205.03400 a 1 b A
#> 80 a A A_a 203.54900 a 1 b A
#> 81 a A A_a 203.06900 a 1 b A
#> 82 a A A_a 203.36600 a 1 b A
#> 83 a A A_a 200.91500 a 1 b A
#> 84 a A A_a 203.66500 a 1 b A
#> 85 a A A_a 197.96100 a 1 b A
#> 86 a A A_a 200.63900 a 1 b A
#> 87 a A A_a 200.55600 a 1 b A
#> 88 a A A_a 199.29100 a 1 b A
#> 89 a A A_a 200.93500 a 1 b A
#> 90 a A A_a 202.57500 a 1 b A
#> 91 a A A_a 201.63400 a 1 b A
#> 92 a A A_a 200.02300 a 1 b A
#> 93 a A A_a 202.61700 a 1 b A
#> 94 a A A_a 199.42300 a 1 b A
#> 95 a A A_a 200.52100 a 1 b A
#> 96 a A A_a 204.25300 a 1 b A
#> 97 a A A_a 201.00100 a 1 b A
#> 98 a A A_a 203.40800 a 1 b A
#> 99 a A A_a 198.88700 a 1 b A
#> 100 a A A_a 200.31600 a 1 b A
#> 101 a A A_a 200.51600 a 1 b A
#> 102 a A A_a 200.23700 a 1 b A
#> 103 a A A_a 198.55800 a 1 b A
#> 104 a A A_a 200.83600 a 1 b A
#> 105 a A A_a 200.48400 a 1 b A
#> 106 a A A_a 200.74500 a 1 b A
#> 107 a A A_a 200.89500 a 1 b A
#> 108 a A A_a 200.79200 a 1 b A
#> 109 a A A_a 199.76200 a 1 b A
#> 110 a A A_a 201.22600 a 1 b A
#> 111 a A A_a 199.85800 a 1 b A
#> 112 a A A_a 199.45100 a 1 b A
#> 113 a A A_a 203.69400 a 1 b A
#> 114 a A A_a 198.08700 a 1 b A
#> 115 a A A_a 200.01300 a 1 b A
#> 116 a A A_a 200.89100 a 1 b A
#> 117 a A A_a 200.83300 a 1 b A
#> 118 a A A_a 199.01900 a 1 b A
#> 119 a A A_a 197.98300 a 1 b A
#> 120 a A A_a 199.15600 a 1 b A
#> 121 a A A_a 198.38900 a 1 b A
#> 122 a A A_a 202.18100 a 1 b A
#> 123 a A A_a 201.55800 a 1 b A
#> 124 a A A_a 200.68100 a 1 b A
#> 125 a A A_a 201.90200 a 1 b A
#> 126 a A A_a 202.44500 a 1 b A
#> 127 a A A_a 201.85500 a 1 b A
#> 128 a A A_a 202.46900 a 1 b A
#> 129 a A A_a 200.42600 a 1 b A
#> 130 a A A_a 201.65800 a 1 b A
#> 131 a A A_a 198.54500 a 1 b A
#> 132 a A A_a 200.37800 a 1 b A
#> 133 a A A_a 201.43800 a 1 b A
#> 134 a A A_a 202.73100 a 1 b A
#> 135 a A A_a 203.00200 a 1 b A
#> 136 a A A_a 198.92500 a 1 b A
#> 137 a A A_a 202.15000 a 1 b A
#> 138 a A A_a 201.02000 a 1 b A
#> 139 a A A_a 202.59000 a 1 b A
#> 140 a A A_a 201.16200 a 1 b A
#> 141 a A A_a 200.89100 a 1 b A
#> 142 a A A_a 200.59700 a 1 b A
#> 143 a A A_a 200.71700 a 1 b A
#> 144 a A A_a 201.41600 a 1 b A
#> 145 a A A_a 200.44500 a 1 b A
#> 146 a A A_a 198.82100 a 1 b A
#> 147 a A A_a 201.69100 a 1 b A
#> 148 a A A_a 202.80300 a 1 b A
#> 149 a A A_a 199.89200 a 1 b A
#> 150 a A A_a 198.65300 a 1 b A
#> 151 a A A_a 201.77200 a 1 b A
#> 152 a A A_a 202.12700 a 1 b A
#> 153 a A A_a 201.25900 a 1 b A
#> 154 a A A_a 199.71200 a 1 b A
#> 155 a A A_a 202.39900 a 1 b A
#> 156 a A A_a 202.97600 a 1 b A
#> 157 a A A_a 201.76100 a 1 b A
#> 158 a A A_a 199.44400 a 1 b A
#> 159 a A A_a 201.18100 a 1 b A
#> 160 a A A_a 200.10100 a 1 b A
#> 161 a A A_a 200.37200 a 1 b A
#> 162 a A A_a 201.00000 a 1 b A
#> 163 a A A_a 200.73600 a 1 b A
#> 164 a A A_a 201.88300 a 1 b A
#> 165 a A A_a 201.89000 a 1 b A
#> 166 a A A_a 201.46000 a 1 b A
#> 167 a A A_a 202.16400 a 1 b A
#> 168 a A A_a 201.26200 a 1 b A
#> 169 a A A_a 198.24000 a 1 b A
#> 170 a A A_a 202.48300 a 1 b A
#> 171 a A A_a 201.55900 a 1 b A
#> 172 a A A_a 201.57700 a 1 b A
#> 173 a A A_a 202.80900 a 1 b A
#> 174 a A A_a 199.06400 a 1 b A
#> 175 a A A_a 202.93000 a 1 b A
#> 176 a A A_a 201.91600 a 1 b A
#> 177 a A A_a 200.78300 a 1 b A
#> 178 a A A_a 201.86400 a 1 b A
#> 179 a A A_a 201.49000 a 1 b A
#> 180 a A A_a 202.29300 a 1 b A
#> 181 a A A_a 199.14400 a 1 b A
#> 182 a A A_a 204.13000 a 1 b A
#> 183 a A A_a 200.61200 a 1 b A
#> 184 a A A_a 199.66900 a 1 b A
#> 185 a A A_a 202.22500 a 1 b A
#> 186 a A A_a 198.64100 a 1 b A
#> 187 a A A_a 198.21600 a 1 b A
#> 188 a A A_a 203.02200 a 1 b A
#> 189 a A A_a 201.27700 a 1 b A
#> 190 a A A_a 203.34900 a 1 b A
#> 191 a A A_a 201.41300 a 1 b A
#> 192 a A A_a 199.98900 a 1 b A
#> 193 a A A_a 202.00800 a 1 b A
#> 194 a A A_a 202.72800 a 1 b A
#> 195 a A A_a 202.44300 a 1 b A
#> 196 a A A_a 200.38000 a 1 b A
#> 197 a A A_a 199.56100 a 1 b A
#> 198 a A A_a 201.54400 a 1 b A
#> 199 a A A_a 199.13500 a 1 b A
#> 200 a A A_a 199.42100 a 1 b A
#> 201 a A A_a 201.44100 a 1 b A
#> 202 a A A_a 201.34900 a 1 b A
#> 203 a A A_a 202.39900 a 1 b A
#> 204 a A A_a 201.99200 a 1 b A
#> 205 a A A_a 201.95300 a 1 b A
#> 206 a A A_a 204.04300 a 1 b A
#> 207 a A A_a 201.82300 a 1 b A
#> 208 a A A_a 200.42000 a 1 b A
#> 209 a A A_a 198.15700 a 1 b A
#> 210 a A A_a 200.46500 a 1 b A
#> 211 a A A_a 200.89500 a 1 b A
#> 212 a A A_a 198.61300 a 1 b A
#> 213 a A A_a 199.38300 a 1 b A
#> 214 a A A_a 200.24200 a 1 b A
#> 215 a A A_a 201.26700 a 1 b A
#> 216 a A A_a 203.20200 a 1 b A
#> 217 a A A_a 200.02900 a 1 b A
#> 218 a A A_a 198.65600 a 1 b A
#> 219 a A A_a 199.16600 a 1 b A
#> 220 a A A_a 201.23000 a 1 b A
#> 221 a A A_a 197.88800 a 1 b A
#> 222 a A A_a 201.08800 a 1 b A
#> 223 a A A_a 203.10100 a 1 b A
#> 224 a A A_a 199.73100 a 1 b A
#> 225 a A A_a 202.53500 a 1 b A
#> 226 a A A_a 197.96700 a 1 b A
#> 227 a A A_a 202.83000 a 1 b A
#> 228 a A A_a 198.76900 a 1 b A
#> 229 a A A_a 201.94500 a 1 b A
#> 230 a A A_a 202.84900 a 1 b A
#> 231 a A A_a 201.17700 a 1 b A
#> 232 a A A_a 200.88700 a 1 b A
#> 233 a A A_a 201.25400 a 1 b A
#> 234 a A A_a 198.74500 a 1 b A
#> 235 a A A_a 200.97700 a 1 b A
#> 236 a A A_a 200.95600 a 1 b A
#> 237 a A A_a 198.26100 a 1 b A
#> 238 a A A_a 199.65100 a 1 b A
#> 239 a A A_a 204.59600 a 1 b A
#> 240 a A A_a 198.37100 a 1 b A
#> 241 a A A_a 199.24200 a 1 b A
#> 242 a A A_a 202.58500 a 1 b A
#> 243 a A A_a 203.00900 a 1 b A
#> 244 a A A_a 202.05800 a 1 b A
#> 245 a A A_a 199.24000 a 1 b A
#> 246 a A A_a 200.42200 a 1 b A
#> 247 a A A_a 199.94000 a 1 b A
#> 248 a A A_a 196.83400 a 1 b A
#> 249 a A A_a 199.18900 a 1 b A
#> 250 a A A_a 200.13600 a 1 b A
#> 251 a B B_a 13.03030 a 1 b A
#> 252 a B B_a 12.65640 a 1 b A
#> 253 a B B_a 12.79730 a 1 b A
#> 254 a B B_a 12.62350 a 1 b A
#> 255 a B B_a 12.72880 a 1 b A
#> 256 a B B_a 12.78160 a 1 b A
#> 257 a B B_a 12.67350 a 1 b A
#> 258 a B B_a 12.71130 a 1 b A
#> 259 a B B_a 12.91510 a 1 b A
#> 260 a B B_a 12.77560 a 1 b A
#> 261 a B B_a 12.72470 a 1 b A
#> 262 a B B_a 12.70460 a 1 b A
#> 263 a B B_a 12.72710 a 1 b A
#> 264 a B B_a 12.93840 a 1 b A
#> 265 a B B_a 12.92880 a 1 b A
#> 266 a B B_a 12.81420 a 1 b A
#> 267 a B B_a 12.50850 a 1 b A
#> 268 a B B_a 12.77140 a 1 b A
#> 269 a B B_a 12.91700 a 1 b A
#> 270 a B B_a 12.70560 a 1 b A
#> 271 a B B_a 12.89870 a 1 b A
#> 272 a B B_a 12.77840 a 1 b A
#> 273 a B B_a 12.75330 a 1 b A
#> 274 a B B_a 12.72320 a 1 b A
#> 275 a B B_a 12.78510 a 1 b A
#> 276 a B B_a 12.90690 a 1 b A
#> 277 a B B_a 12.83780 a 1 b A
#> 278 a B B_a 12.80400 a 1 b A
#> 279 a B B_a 12.86630 a 1 b A
#> 280 a B B_a 12.84810 a 1 b A
#> 281 a B B_a 12.78140 a 1 b A
#> 282 a B B_a 12.74080 a 1 b A
#> 283 a B B_a 12.98300 a 1 b A
#> 284 a B B_a 12.95020 a 1 b A
#> 285 a B B_a 12.75350 a 1 b A
#> 286 a B B_a 12.92120 a 1 b A
#> 287 a B B_a 12.87890 a 1 b A
#> 288 a B B_a 12.88760 a 1 b A
#> 289 a B B_a 12.87660 a 1 b A
#> 290 a B B_a 12.88570 a 1 b A
#> 291 a B B_a 12.85720 a 1 b A
#> 292 a B B_a 12.61520 a 1 b A
#> 293 a B B_a 12.59770 a 1 b A
#> 294 a B B_a 12.89440 a 1 b A
#> 295 a B B_a 12.93110 a 1 b A
#> 296 a B B_a 12.92630 a 1 b A
#> 297 a B B_a 12.74970 a 1 b A
#> 298 a B B_a 12.88100 a 1 b A
#> 299 a B B_a 12.68070 a 1 b A
#> 300 a B B_a 12.60020 a 1 b A
#> 301 a B B_a 12.75150 a 1 b A
#> 302 a B B_a 12.67670 a 1 b A
#> 303 a B B_a 12.77600 a 1 b A
#> 304 a B B_a 12.80880 a 1 b A
#> 305 a B B_a 12.84690 a 1 b A
#> 306 a B B_a 12.94900 a 1 b A
#> 307 a B B_a 12.86180 a 1 b A
#> 308 a B B_a 12.85220 a 1 b A
#> 309 a B B_a 12.81560 a 1 b A
#> 310 a B B_a 12.88350 a 1 b A
#> 311 a B B_a 12.96950 a 1 b A
#> 312 a B B_a 12.90160 a 1 b A
#> 313 a B B_a 12.74900 a 1 b A
#> 314 a B B_a 12.72130 a 1 b A
#> 315 a B B_a 12.95530 a 1 b A
#> 316 a B B_a 12.87550 a 1 b A
#> 317 a B B_a 12.81170 a 1 b A
#> 318 a B B_a 12.78980 a 1 b A
#> 319 a B B_a 12.64930 a 1 b A
#> 320 a B B_a 12.79490 a 1 b A
#> 321 a B B_a 12.73280 a 1 b A
#> 322 a B B_a 12.75100 a 1 b A
#> 323 a B B_a 12.70030 a 1 b A
#> 324 a B B_a 12.82350 a 1 b A
#> 325 a B B_a 12.81130 a 1 b A
#> 326 a B B_a 12.67550 a 1 b A
#> 327 a B B_a 12.97220 a 1 b A
#> 328 a B B_a 13.00020 a 1 b A
#> 329 a B B_a 13.12040 a 1 b A
#> 330 a B B_a 13.09240 a 1 b A
#> 331 a B B_a 12.90370 a 1 b A
#> 332 a B B_a 12.82620 a 1 b A
#> 333 a B B_a 12.80290 a 1 b A
#> 334 a B B_a 12.89840 a 1 b A
#> 335 a B B_a 12.65740 a 1 b A
#> 336 a B B_a 12.82370 a 1 b A
#> 337 a B B_a 12.80360 a 1 b A
#> 338 a B B_a 12.70630 a 1 b A
#> 339 a B B_a 12.81460 a 1 b A
#> 340 a B B_a 12.89440 a 1 b A
#> 341 a B B_a 12.80840 a 1 b A
#> 342 a B B_a 12.79330 a 1 b A
#> 343 a B B_a 12.73390 a 1 b A
#> 344 a B B_a 12.77180 a 1 b A
#> 345 a B B_a 12.77060 a 1 b A
#> 346 a B B_a 12.97860 a 1 b A
#> 347 a B B_a 12.86850 a 1 b A
#> 348 a B B_a 12.83710 a 1 b A
#> 349 a B B_a 12.69790 a 1 b A
#> 350 a B B_a 12.73660 a 1 b A
#> 351 a B B_a 12.83670 a 1 b A
#> 352 a B B_a 12.74770 a 1 b A
#> 353 a B B_a 12.70190 a 1 b A
#> 354 a B B_a 12.79830 a 1 b A
#> 355 a B B_a 12.81530 a 1 b A
#> 356 a B B_a 12.79230 a 1 b A
#> 357 a B B_a 12.79310 a 1 b A
#> 358 a B B_a 12.83860 a 1 b A
#> 359 a B B_a 12.72960 a 1 b A
#> 360 a B B_a 12.96250 a 1 b A
#> 361 a B B_a 12.73430 a 1 b A
#> 362 a B B_a 12.79180 a 1 b A
#> 363 a B B_a 12.79290 a 1 b A
#> 364 a B B_a 12.71310 a 1 b A
#> 365 a B B_a 12.77410 a 1 b A
#> 366 a B B_a 12.81230 a 1 b A
#> 367 a B B_a 12.78850 a 1 b A
#> 368 a B B_a 12.55670 a 1 b A
#> 369 a B B_a 12.60420 a 1 b A
#> 370 a B B_a 12.59480 a 1 b A
#> 371 a B B_a 12.72700 a 1 b A
#> 372 a B B_a 13.05210 a 1 b A
#> 373 a B B_a 12.68960 a 1 b A
#> 374 a B B_a 12.76010 a 1 b A
#> 375 a B B_a 12.94210 a 1 b A
#> 376 a B B_a 12.99200 a 1 b A
#> 377 a B B_a 12.79960 a 1 b A
#> 378 a B B_a 12.85560 a 1 b A
#> 379 a B B_a 12.78960 a 1 b A
#> 380 a B B_a 12.72460 a 1 b A
#> 381 a B B_a 12.75960 a 1 b A
#> 382 a B B_a 12.92670 a 1 b A
#> 383 a B B_a 12.72510 a 1 b A
#> 384 a B B_a 12.89920 a 1 b A
#> 385 a B B_a 12.89840 a 1 b A
#> 386 a B B_a 12.63610 a 1 b A
#> 387 a B B_a 12.90260 a 1 b A
#> 388 a B B_a 12.85010 a 1 b A
#> 389 a B B_a 12.90270 a 1 b A
#> 390 a B B_a 12.77740 a 1 b A
#> 391 a B B_a 12.72130 a 1 b A
#> 392 a B B_a 12.81350 a 1 b A
#> 393 a B B_a 12.75480 a 1 b A
#> 394 a B B_a 12.72640 a 1 b A
#> 395 a B B_a 12.79300 a 1 b A
#> 396 a B B_a 12.77200 a 1 b A
#> 397 a B B_a 12.72130 a 1 b A
#> 398 a B B_a 13.01070 a 1 b A
#> 399 a B B_a 12.77890 a 1 b A
#> 400 a B B_a 12.69380 a 1 b A
#> 401 a B B_a 12.83470 a 1 b A
#> 402 a B B_a 12.76900 a 1 b A
#> 403 a B B_a 12.76270 a 1 b A
#> 404 a B B_a 12.65780 a 1 b A
#> 405 a B B_a 12.91190 a 1 b A
#> 406 a B B_a 12.96540 a 1 b A
#> 407 a B B_a 12.79030 a 1 b A
#> 408 a B B_a 12.80430 a 1 b A
#> 409 a B B_a 12.73300 a 1 b A
#> 410 a B B_a 12.76600 a 1 b A
#> 411 a B B_a 12.72540 a 1 b A
#> 412 a B B_a 12.91490 a 1 b A
#> 413 a B B_a 12.84130 a 1 b A
#> 414 a B B_a 12.95920 a 1 b A
#> 415 a B B_a 12.73850 a 1 b A
#> 416 a B B_a 12.73200 a 1 b A
#> 417 a B B_a 12.87490 a 1 b A
#> 418 a B B_a 12.80660 a 1 b A
#> 419 a B B_a 12.63190 a 1 b A
#> 420 a B B_a 12.86500 a 1 b A
#> 421 a B B_a 12.91590 a 1 b A
#> 422 a B B_a 12.80610 a 1 b A
#> 423 a B B_a 12.89340 a 1 b A
#> 424 a B B_a 12.68760 a 1 b A
#> 425 a B B_a 12.97490 a 1 b A
#> 426 a B B_a 12.79970 a 1 b A
#> 427 a B B_a 12.69130 a 1 b A
#> 428 a B B_a 12.74230 a 1 b A
#> 429 a B B_a 12.96330 a 1 b A
#> 430 a B B_a 12.91390 a 1 b A
#> 431 a B B_a 12.73880 a 1 b A
#> 432 a B B_a 12.96670 a 1 b A
#> 433 a B B_a 12.67580 a 1 b A
#> 434 a B B_a 12.79200 a 1 b A
#> 435 a B B_a 12.88990 a 1 b A
#> 436 a B B_a 12.63530 a 1 b A
#> 437 a B B_a 12.59620 a 1 b A
#> 438 a B B_a 12.97420 a 1 b A
#> 439 a B B_a 12.87050 a 1 b A
#> 440 a B B_a 12.87790 a 1 b A
#> 441 a B B_a 12.81690 a 1 b A
#> 442 a B B_a 12.74690 a 1 b A
#> 443 a B B_a 12.84960 a 1 b A
#> 444 a B B_a 12.82570 a 1 b A
#> 445 a B B_a 12.93810 a 1 b A
#> 446 a B B_a 12.77580 a 1 b A
#> 447 a B B_a 12.83680 a 1 b A
#> 448 a B B_a 12.82190 a 1 b A
#> 449 a B B_a 12.76650 a 1 b A
#> 450 a B B_a 12.74720 a 1 b A
#> 451 a B B_a 12.72650 a 1 b A
#> 452 a B B_a 12.91530 a 1 b A
#> 453 a B B_a 12.96190 a 1 b A
#> 454 a B B_a 12.87280 a 1 b A
#> 455 a B B_a 12.85460 a 1 b A
#> 456 a B B_a 12.94540 a 1 b A
#> 457 a B B_a 12.82500 a 1 b A
#> 458 a B B_a 12.66130 a 1 b A
#> 459 a B B_a 12.74090 a 1 b A
#> 460 a B B_a 12.70780 a 1 b A
#> 461 a B B_a 12.81510 a 1 b A
#> 462 a B B_a 12.67440 a 1 b A
#> 463 a B B_a 12.64900 a 1 b A
#> 464 a B B_a 12.74940 a 1 b A
#> 465 a B B_a 12.79110 a 1 b A
#> 466 a B B_a 12.85340 a 1 b A
#> 467 a B B_a 12.82950 a 1 b A
#> 468 a B B_a 12.69190 a 1 b A
#> 469 a B B_a 12.75780 a 1 b A
#> 470 a B B_a 12.82320 a 1 b A
#> 471 a B B_a 12.61740 a 1 b A
#> 472 a B B_a 12.84110 a 1 b A
#> 473 a B B_a 12.86170 a 1 b A
#> 474 a B B_a 12.79880 a 1 b A
#> 475 a B B_a 12.90170 a 1 b A
#> 476 a B B_a 12.71810 a 1 b A
#> 477 a B B_a 12.81600 a 1 b A
#> 478 a B B_a 12.67700 a 1 b A
#> 479 a B B_a 12.97120 a 1 b A
#> 480 a B B_a 12.98980 a 1 b A
#> 481 a B B_a 12.75410 a 1 b A
#> 482 a B B_a 12.91690 a 1 b A
#> 483 a B B_a 12.86520 a 1 b A
#> 484 a B B_a 12.67450 a 1 b A
#> 485 a B B_a 12.81950 a 1 b A
#> 486 a B B_a 12.78530 a 1 b A
#> 487 a B B_a 12.67900 a 1 b A
#> 488 a B B_a 12.72130 a 1 b A
#> 489 a B B_a 12.98950 a 1 b A
#> 490 a B B_a 12.53600 a 1 b A
#> 491 a B B_a 12.81010 a 1 b A
#> 492 a B B_a 12.88250 a 1 b A
#> 493 a B B_a 12.94660 a 1 b A
#> 494 a B B_a 12.80350 a 1 b A
#> 495 a B B_a 12.73600 a 1 b A
#> 496 a B B_a 12.58600 a 1 b A
#> 497 a B B_a 12.57360 a 1 b A
#> 498 a B B_a 12.62130 a 1 b A
#> 499 a B B_a 12.67730 a 1 b A
#> 500 a B B_a 12.73060 a 1 b A
#> 501 a C C_a 3.08781 a 0 b E
#> 502 a C C_a 3.04194 a 0 b E
#> 503 a C C_a 3.03890 a 0 b E
#> 504 a C C_a 2.99089 a 0 b E
#> 505 a C C_a 3.02023 a 0 b E
#> 506 a C C_a 3.02175 a 0 b E
#> 507 a C C_a 3.01957 a 0 b E
#> 508 a C C_a 2.92452 a 0 b E
#> 509 a C C_a 3.06392 a 0 b E
#> 510 a C C_a 3.05472 a 0 b E
#> 511 a C C_a 3.06199 a 0 b E
#> 512 a C C_a 3.01946 a 0 b E
#> 513 a C C_a 3.01275 a 0 b E
#> 514 a C C_a 3.07387 a 0 b E
#> 515 a C C_a 3.05713 a 0 b E
#> 516 a C C_a 3.10925 a 0 b E
#> 517 a C C_a 2.94777 a 0 b E
#> 518 a C C_a 3.01438 a 0 b E
#> 519 a C C_a 3.04839 a 0 b E
#> 520 a C C_a 3.09289 a 0 b E
#> 521 a C C_a 3.02820 a 0 b E
#> 522 a C C_a 3.02087 a 0 b E
#> 523 a C C_a 3.05079 a 0 b E
#> 524 a C C_a 2.99829 a 0 b E
#> 525 a C C_a 3.08330 a 0 b E
#> 526 a C C_a 3.10344 a 0 b E
#> 527 a C C_a 3.06192 a 0 b E
#> 528 a C C_a 3.03853 a 0 b E
#> 529 a C C_a 3.09519 a 0 b E
#> 530 a C C_a 3.08782 a 0 b E
#> 531 a C C_a 3.04977 a 0 b E
#> 532 a C C_a 3.04497 a 0 b E
#> 533 a C C_a 3.09268 a 0 b E
#> 534 a C C_a 3.09208 a 0 b E
#> 535 a C C_a 3.02142 a 0 b E
#> 536 a C C_a 3.07818 a 0 b E
#> 537 a C C_a 3.04349 a 0 b E
#> 538 a C C_a 3.04446 a 0 b E
#> 539 a C C_a 3.09591 a 0 b E
#> 540 a C C_a 3.09148 a 0 b E
#> 541 a C C_a 3.02071 a 0 b E
#> 542 a C C_a 3.03485 a 0 b E
#> 543 a C C_a 2.94641 a 0 b E
#> 544 a C C_a 3.14116 a 0 b E
#> 545 a C C_a 3.09491 a 0 b E
#> 546 a C C_a 3.13127 a 0 b E
#> 547 a C C_a 3.00159 a 0 b E
#> 548 a C C_a 3.04376 a 0 b E
#> 549 a C C_a 2.99921 a 0 b E
#> 550 a C C_a 2.98036 a 0 b E
#> 551 a C C_a 3.06501 a 0 b E
#> 552 a C C_a 3.04911 a 0 b E
#> 553 a C C_a 3.04150 a 0 b E
#> 554 a C C_a 3.11851 a 0 b E
#> 555 a C C_a 3.06584 a 0 b E
#> 556 a C C_a 3.10526 a 0 b E
#> 557 a C C_a 3.10160 a 0 b E
#> 558 a C C_a 3.06812 a 0 b E
#> 559 a C C_a 3.06135 a 0 b E
#> 560 a C C_a 3.08570 a 0 b E
#> 561 a C C_a 3.07738 a 0 b E
#> 562 a C C_a 3.06665 a 0 b E
#> 563 a C C_a 2.98568 a 0 b E
#> 564 a C C_a 3.11040 a 0 b E
#> 565 a C C_a 3.07964 a 0 b E
#> 566 a C C_a 3.11100 a 0 b E
#> 567 a C C_a 3.08917 a 0 b E
#> 568 a C C_a 3.09098 a 0 b E
#> 569 a C C_a 3.05853 a 0 b E
#> 570 a C C_a 2.98133 a 0 b E
#> 571 a C C_a 2.97214 a 0 b E
#> 572 a C C_a 3.09361 a 0 b E
#> 573 a C C_a 3.00186 a 0 b E
#> 574 a C C_a 3.03397 a 0 b E
#> 575 a C C_a 3.02323 a 0 b E
#> 576 a C C_a 3.03236 a 0 b E
#> 577 a C C_a 3.10682 a 0 b E
#> 578 a C C_a 3.13493 a 0 b E
#> 579 a C C_a 3.21349 a 0 b E
#> 580 a C C_a 3.14670 a 0 b E
#> 581 a C C_a 3.13825 a 0 b E
#> 582 a C C_a 3.06009 a 0 b E
#> 583 a C C_a 2.99005 a 0 b E
#> 584 a C C_a 3.05409 a 0 b E
#> 585 a C C_a 3.04234 a 0 b E
#> 586 a C C_a 3.14010 a 0 b E
#> 587 a C C_a 3.03840 a 0 b E
#> 588 a C C_a 2.97830 a 0 b E
#> 589 a C C_a 3.05728 a 0 b E
#> 590 a C C_a 3.07872 a 0 b E
#> 591 a C C_a 2.99697 a 0 b E
#> 592 a C C_a 3.06019 a 0 b E
#> 593 a C C_a 3.04683 a 0 b E
#> 594 a C C_a 3.03902 a 0 b E
#> 595 a C C_a 3.05818 a 0 b E
#> 596 a C C_a 3.08446 a 0 b E
#> 597 a C C_a 3.10624 a 0 b E
#> 598 a C C_a 3.05992 a 0 b E
#> 599 a C C_a 3.02168 a 0 b E
#> 600 a C C_a 2.98093 a 0 b E
#> 601 a C C_a 3.06346 a 0 b E
#> 602 a C C_a 3.07043 a 0 b E
#> 603 a C C_a 3.04620 a 0 b E
#> 604 a C C_a 3.05351 a 0 b E
#> 605 a C C_a 3.03415 a 0 b E
#> 606 a C C_a 3.04358 a 0 b E
#> 607 a C C_a 3.03361 a 0 b E
#> 608 a C C_a 3.06394 a 0 b E
#> 609 a C C_a 3.01509 a 0 b E
#> 610 a C C_a 3.08080 a 0 b E
#> 611 a C C_a 3.03221 a 0 b E
#> 612 a C C_a 3.03745 a 0 b E
#> 613 a C C_a 3.02169 a 0 b E
#> 614 a C C_a 3.00152 a 0 b E
#> 615 a C C_a 2.98802 a 0 b E
#> 616 a C C_a 3.07409 a 0 b E
#> 617 a C C_a 3.06419 a 0 b E
#> 618 a C C_a 2.96607 a 0 b E
#> 619 a C C_a 2.94191 a 0 b E
#> 620 a C C_a 2.93718 a 0 b E
#> 621 a C C_a 2.95027 a 0 b E
#> 622 a C C_a 3.06796 a 0 b E
#> 623 a C C_a 3.07418 a 0 b E
#> 624 a C C_a 3.05388 a 0 b E
#> 625 a C C_a 3.12790 a 0 b E
#> 626 a C C_a 3.05650 a 0 b E
#> 627 a C C_a 3.11259 a 0 b E
#> 628 a C C_a 3.03265 a 0 b E
#> 629 a C C_a 3.02938 a 0 b E
#> 630 a C C_a 3.02850 a 0 b E
#> 631 a C C_a 3.02571 a 0 b E
#> 632 a C C_a 3.11113 a 0 b E
#> 633 a C C_a 2.98644 a 0 b E
#> 634 a C C_a 3.06881 a 0 b E
#> 635 a C C_a 3.10080 a 0 b E
#> 636 a C C_a 2.98634 a 0 b E
#> 637 a C C_a 3.10696 a 0 b E
#> 638 a C C_a 3.06948 a 0 b E
#> 639 a C C_a 3.08405 a 0 b E
#> 640 a C C_a 3.08240 a 0 b E
#> 641 a C C_a 2.99892 a 0 b E
#> 642 a C C_a 3.02803 a 0 b E
#> 643 a C C_a 3.05859 a 0 b E
#> 644 a C C_a 3.03336 a 0 b E
#> 645 a C C_a 3.01580 a 0 b E
#> 646 a C C_a 2.96951 a 0 b E
#> 647 a C C_a 3.06998 a 0 b E
#> 648 a C C_a 3.10540 a 0 b E
#> 649 a C C_a 2.98703 a 0 b E
#> 650 a C C_a 3.02810 a 0 b E
#> 651 a C C_a 3.02505 a 0 b E
#> 652 a C C_a 3.05526 a 0 b E
#> 653 a C C_a 3.05359 a 0 b E
#> 654 a C C_a 2.99076 a 0 b E
#> 655 a C C_a 3.07489 a 0 b E
#> 656 a C C_a 3.14604 a 0 b E
#> 657 a C C_a 3.03869 a 0 b E
#> 658 a C C_a 3.05509 a 0 b E
#> 659 a C C_a 3.04072 a 0 b E
#> 660 a C C_a 3.01368 a 0 b E
#> 661 a C C_a 3.01757 a 0 b E
#> 662 a C C_a 3.10849 a 0 b E
#> 663 a C C_a 3.02683 a 0 b E
#> 664 a C C_a 3.08923 a 0 b E
#> 665 a C C_a 3.05662 a 0 b E
#> 666 a C C_a 3.05891 a 0 b E
#> 667 a C C_a 3.02479 a 0 b E
#> 668 a C C_a 3.05620 a 0 b E
#> 669 a C C_a 2.94271 a 0 b E
#> 670 a C C_a 3.03012 a 0 b E
#> 671 a C C_a 3.11083 a 0 b E
#> 672 a C C_a 3.00614 a 0 b E
#> 673 a C C_a 3.04087 a 0 b E
#> 674 a C C_a 3.05008 a 0 b E
#> 675 a C C_a 3.06286 a 0 b E
#> 676 a C C_a 3.01800 a 0 b E
#> 677 a C C_a 3.07086 a 0 b E
#> 678 a C C_a 3.04356 a 0 b E
#> 679 a C C_a 3.06647 a 0 b E
#> 680 a C C_a 3.06415 a 0 b E
#> 681 a C C_a 2.99605 a 0 b E
#> 682 a C C_a 3.13222 a 0 b E
#> 683 a C C_a 3.03646 a 0 b E
#> 684 a C C_a 3.03597 a 0 b E
#> 685 a C C_a 3.05762 a 0 b E
#> 686 a C C_a 2.95567 a 0 b E
#> 687 a C C_a 2.97030 a 0 b E
#> 688 a C C_a 3.12621 a 0 b E
#> 689 a C C_a 3.12596 a 0 b E
#> 690 a C C_a 3.03233 a 0 b E
#> 691 a C C_a 2.99469 a 0 b E
#> 692 a C C_a 3.08357 a 0 b E
#> 693 a C C_a 3.02691 a 0 b E
#> 694 a C C_a 3.02660 a 0 b E
#> 695 a C C_a 3.16213 a 0 b E
#> 696 a C C_a 2.98164 a 0 b E
#> 697 a C C_a 3.05865 a 0 b E
#> 698 a C C_a 3.07030 a 0 b E
#> 699 a C C_a 3.04829 a 0 b E
#> 700 a C C_a 3.01709 a 0 b E
#> 701 a C C_a 3.05751 a 0 b E
#> 702 a C C_a 3.05737 a 0 b E
#> 703 a C C_a 3.12642 a 0 b E
#> 704 a C C_a 3.07487 a 0 b E
#> 705 a C C_a 3.06694 a 0 b E
#> 706 a C C_a 3.06756 a 0 b E
#> 707 a C C_a 3.01805 a 0 b E
#> 708 a C C_a 2.99405 a 0 b E
#> 709 a C C_a 2.99214 a 0 b E
#> 710 a C C_a 3.05090 a 0 b E
#> 711 a C C_a 2.97702 a 0 b E
#> 712 a C C_a 3.02299 a 0 b E
#> 713 a C C_a 2.97904 a 0 b E
#> 714 a C C_a 3.04441 a 0 b E
#> 715 a C C_a 3.10531 a 0 b E
#> 716 a C C_a 3.05260 a 0 b E
#> 717 a C C_a 3.08242 a 0 b E
#> 718 a C C_a 3.05015 a 0 b E
#> 719 a C C_a 3.01665 a 0 b E
#> 720 a C C_a 3.09680 a 0 b E
#> 721 a C C_a 3.06472 a 0 b E
#> 722 a C C_a 3.01508 a 0 b E
#> 723 a C C_a 3.06118 a 0 b E
#> 724 a C C_a 3.06173 a 0 b E
#> 725 a C C_a 3.00926 a 0 b E
#> 726 a C C_a 3.04754 a 0 b E
#> 727 a C C_a 3.03661 a 0 b E
#> 728 a C C_a 3.05294 a 0 b E
#> 729 a C C_a 3.16262 a 0 b E
#> 730 a C C_a 3.13527 a 0 b E
#> 731 a C C_a 3.04354 a 0 b E
#> 732 a C C_a 3.06628 a 0 b E
#> 733 a C C_a 3.04638 a 0 b E
#> 734 a C C_a 2.99313 a 0 b E
#> 735 a C C_a 3.03961 a 0 b E
#> 736 a C C_a 2.99733 a 0 b E
#> 737 a C C_a 3.01198 a 0 b E
#> 738 a C C_a 3.00291 a 0 b E
#> 739 a C C_a 3.13440 a 0 b E
#> 740 a C C_a 2.88120 a 0 b E
#> 741 a C C_a 3.05430 a 0 b E
#> 742 a C C_a 3.04708 a 0 b E
#> 743 a C C_a 3.14514 a 0 b E
#> 744 a C C_a 3.04818 a 0 b E
#> 745 a C C_a 3.09152 a 0 b E
#> 746 a C C_a 3.02671 a 0 b E
#> 747 a C C_a 2.95477 a 0 b E
#> 748 a C C_a 2.97626 a 0 b E
#> 749 a C C_a 2.95136 a 0 b E
#> 750 a C C_a 3.02125 a 0 b E
#> 751 b A A_b 164.41600 b 0 b E
#> 752 b A A_b 162.78500 b 0 b E
#> 753 b A A_b 165.18700 b 0 b E
#> 754 b A A_b 163.33800 b 0 b E
#> 755 b A A_b 163.88500 b 0 b E
#> 756 b A A_b 165.79400 b 0 b E
#> 757 b A A_b 165.50500 b 0 b E
#> 758 b A A_b 165.14900 b 0 b E
#> 759 b A A_b 162.29100 b 0 b E
#> 760 b A A_b 166.47500 b 0 b E
#> 761 b A A_b 165.73000 b 0 b E
#> 762 b A A_b 161.42800 b 0 b E
#> 763 b A A_b 165.56600 b 0 b E
#> 764 b A A_b 164.08200 b 0 b E
#> 765 b A A_b 164.94600 b 0 b E
#> 766 b A A_b 164.44700 b 0 b E
#> 767 b A A_b 162.64800 b 0 b E
#> 768 b A A_b 163.09300 b 0 b E
#> 769 b A A_b 164.46000 b 0 b E
#> 770 b A A_b 165.54200 b 0 b E
#> 771 b A A_b 162.25500 b 0 b E
#> 772 b A A_b 163.58000 b 0 b E
#> 773 b A A_b 163.12200 b 0 b E
#> 774 b A A_b 164.09900 b 0 b E
#> 775 b A A_b 162.59100 b 0 b E
#> 776 b A A_b 164.71800 b 0 b E
#> 777 b A A_b 163.42900 b 0 b E
#> 778 b A A_b 162.77900 b 0 b E
#> 779 b A A_b 164.75300 b 0 b E
#> 780 b A A_b 166.02100 b 0 b E
#> 781 b A A_b 165.02700 b 0 b E
#> 782 b A A_b 165.74800 b 0 b E
#> 783 b A A_b 162.12300 b 0 b E
#> 784 b A A_b 162.50500 b 0 b E
#> 785 b A A_b 164.12000 b 0 b E
#> 786 b A A_b 162.71400 b 0 b E
#> 787 b A A_b 161.83100 b 0 b E
#> 788 b A A_b 164.02100 b 0 b E
#> 789 b A A_b 164.91100 b 0 b E
#> 790 b A A_b 163.58600 b 0 b E
#> 791 b A A_b 165.93700 b 0 b E
#> 792 b A A_b 163.39000 b 0 b E
#> 793 b A A_b 162.76400 b 0 b E
#> 794 b A A_b 163.34300 b 0 b E
#> 795 b A A_b 163.42300 b 0 b E
#> 796 b A A_b 163.40400 b 0 b E
#> 797 b A A_b 168.36200 b 0 b E
#> 798 b A A_b 161.02100 b 0 b E
#> 799 b A A_b 164.25700 b 0 b E
#> 800 b A A_b 163.58400 b 0 b E
#> 801 b A A_b 163.52500 b 0 b E
#> 802 b A A_b 163.58600 b 0 b E
#> 803 b A A_b 162.36700 b 0 b E
#> 804 b A A_b 165.04200 b 0 b E
#> 805 b A A_b 163.87800 b 0 b E
#> 806 b A A_b 163.28800 b 0 b E
#> 807 b A A_b 165.32200 b 0 b E
#> 808 b A A_b 162.67700 b 0 b E
#> 809 b A A_b 162.25200 b 0 b E
#> 810 b A A_b 165.44300 b 0 b E
#> 811 b A A_b 164.21400 b 0 b E
#> 812 b A A_b 162.24400 b 0 b E
#> 813 b A A_b 163.49900 b 0 b E
#> 814 b A A_b 161.50200 b 0 b E
#> 815 b A A_b 163.32500 b 0 b E
#> 816 b A A_b 162.52300 b 0 b E
#> 817 b A A_b 163.92700 b 0 b E
#> 818 b A A_b 164.28100 b 0 b E
#> 819 b A A_b 166.42400 b 0 b E
#> 820 b A A_b 163.75300 b 0 b E
#> 821 b A A_b 164.19600 b 0 b E
#> 822 b A A_b 163.66200 b 0 b E
#> 823 b A A_b 165.96100 b 0 b E
#> 824 b A A_b 163.45200 b 0 b E
#> 825 b A A_b 164.15700 b 0 b E
#> 826 b A A_b 163.87300 b 0 b E
#> 827 b A A_b 162.75300 b 0 b E
#> 828 b A A_b 163.42700 b 0 b E
#> 829 b A A_b 162.62500 b 0 b E
#> 830 b A A_b 162.96800 b 0 b E
#> 831 b A A_b 162.51500 b 0 b E
#> 832 b A A_b 164.23300 b 0 b E
#> 833 b A A_b 163.46200 b 0 b E
#> 834 b A A_b 166.41900 b 0 b E
#> 835 b A A_b 164.12700 b 0 b E
#> 836 b A A_b 163.77500 b 0 b E
#> 837 b A A_b 164.22300 b 0 b E
#> 838 b A A_b 162.19600 b 0 b E
#> 839 b A A_b 162.55800 b 0 b E
#> 840 b A A_b 161.19900 b 0 b E
#> 841 b A A_b 162.20200 b 0 b E
#> 842 b A A_b 164.89000 b 0 b E
#> 843 b A A_b 164.08900 b 0 b E
#> 844 b A A_b 165.73700 b 0 b E
#> 845 b A A_b 164.02600 b 0 b E
#> 846 b A A_b 162.49700 b 0 b E
#> 847 b A A_b 162.53400 b 0 b E
#> 848 b A A_b 165.02500 b 0 b E
#> 849 b A A_b 163.13000 b 0 b E
#> 850 b A A_b 165.12000 b 0 b E
#> 851 b A A_b 163.79500 b 0 b E
#> 852 b A A_b 166.25600 b 0 b E
#> 853 b A A_b 167.09500 b 0 b E
#> 854 b A A_b 165.49200 b 0 b E
#> 855 b A A_b 165.93700 b 0 b E
#> 856 b A A_b 165.32600 b 0 b E
#> 857 b A A_b 164.97000 b 0 b E
#> 858 b A A_b 162.15800 b 0 b E
#> 859 b A A_b 164.55100 b 0 b E
#> 860 b A A_b 165.49100 b 0 b E
#> 861 b A A_b 161.59000 b 0 b E
#> 862 b A A_b 162.38400 b 0 b E
#> 863 b A A_b 164.20000 b 0 b E
#> 864 b A A_b 163.10400 b 0 b E
#> 865 b A A_b 162.83800 b 0 b E
#> 866 b A A_b 164.34700 b 0 b E
#> 867 b A A_b 163.84600 b 0 b E
#> 868 b A A_b 166.08100 b 0 b E
#> 869 b A A_b 165.06300 b 0 b E
#> 870 b A A_b 163.60700 b 0 b E
#> 871 b A A_b 164.20200 b 0 b E
#> 872 b A A_b 163.63500 b 0 b E
#> 873 b A A_b 166.28600 b 0 b E
#> 874 b A A_b 163.83600 b 0 b E
#> 875 b A A_b 160.81200 b 0 b E
#> 876 b A A_b 163.56200 b 0 b E
#> 877 b A A_b 164.95700 b 0 b E
#> 878 b A A_b 165.26900 b 0 b E
#> 879 b A A_b 164.01800 b 0 b E
#> 880 b A A_b 165.41300 b 0 b E
#> 881 b A A_b 162.59000 b 0 b E
#> 882 b A A_b 162.50400 b 0 b E
#> 883 b A A_b 162.94100 b 0 b E
#> 884 b A A_b 165.76400 b 0 b E
#> 885 b A A_b 163.55300 b 0 b E
#> 886 b A A_b 166.00400 b 0 b E
#> 887 b A A_b 161.83400 b 0 b E
#> 888 b A A_b 165.12000 b 0 b E
#> 889 b A A_b 165.37500 b 0 b E
#> 890 b A A_b 166.24000 b 0 b E
#> 891 b A A_b 165.93800 b 0 b E
#> 892 b A A_b 162.31200 b 0 b E
#> 893 b A A_b 161.47800 b 0 b E
#> 894 b A A_b 166.14700 b 0 b E
#> 895 b A A_b 163.74600 b 0 b E
#> 896 b A A_b 164.30600 b 0 b E
#> 897 b A A_b 163.86100 b 0 b E
#> 898 b A A_b 167.36700 b 0 b E
#> 899 b A A_b 165.96400 b 0 b E
#> 900 b A A_b 163.61400 b 0 b E
#> 901 b A A_b 162.60100 b 0 b E
#> 902 b A A_b 161.88500 b 0 b E
#> 903 b A A_b 159.70300 b 0 b E
#> 904 b A A_b 163.83800 b 0 b E
#> 905 b A A_b 163.69900 b 0 b E
#> 906 b A A_b 165.71400 b 0 b E
#> 907 b A A_b 164.06900 b 0 b E
#> 908 b A A_b 164.51100 b 0 b E
#> 909 b A A_b 166.69800 b 0 b E
#> 910 b A A_b 163.73100 b 0 b E
#> 911 b A A_b 164.22100 b 0 b E
#> 912 b A A_b 163.68700 b 0 b E
#> 913 b A A_b 164.77100 b 0 b E
#> 914 b A A_b 162.30700 b 0 b E
#> 915 b A A_b 163.09100 b 0 b E
#> 916 b A A_b 159.76700 b 0 b E
#> 917 b A A_b 161.43300 b 0 b E
#> 918 b A A_b 164.23300 b 0 b E
#> 919 b A A_b 163.19100 b 0 b E
#> 920 b A A_b 164.21800 b 0 b E
#> 921 b A A_b 166.28500 b 0 b E
#> 922 b A A_b 164.41400 b 0 b E
#> 923 b A A_b 163.84000 b 0 b E
#> 924 b A A_b 163.04600 b 0 b E
#> 925 b A A_b 165.97200 b 0 b E
#> 926 b A A_b 161.07200 b 0 b E
#> 927 b A A_b 162.67400 b 0 b E
#> 928 b A A_b 162.85700 b 0 b E
#> 929 b A A_b 164.40700 b 0 b E
#> 930 b A A_b 164.33600 b 0 b E
#> 931 b A A_b 163.15400 b 0 b E
#> 932 b A A_b 165.23200 b 0 b E
#> 933 b A A_b 166.74000 b 0 b E
#> 934 b A A_b 162.83200 b 0 b E
#> 935 b A A_b 163.75800 b 0 b E
#> 936 b A A_b 161.89100 b 0 b E
#> 937 b A A_b 162.35900 b 0 b E
#> 938 b A A_b 163.13500 b 0 b E
#> 939 b A A_b 162.95900 b 0 b E
#> 940 b A A_b 163.72700 b 0 b E
#> 941 b A A_b 165.50000 b 0 b E
#> 942 b A A_b 162.24900 b 0 b E
#> 943 b A A_b 165.65400 b 0 b E
#> 944 b A A_b 165.13400 b 0 b E
#> 945 b A A_b 163.01500 b 0 b E
#> 946 b A A_b 165.28300 b 0 b E
#> 947 b A A_b 163.09800 b 0 b E
#> 948 b A A_b 163.71100 b 0 b E
#> 949 b A A_b 162.46100 b 0 b E
#> 950 b A A_b 162.90500 b 0 b E
#> 951 b A A_b 164.14100 b 0 b E
#> 952 b A A_b 164.81000 b 0 b E
#> 953 b A A_b 162.89400 b 0 b E
#> 954 b A A_b 164.77800 b 0 b E
#> 955 b A A_b 165.05200 b 0 b E
#> 956 b A A_b 162.41200 b 0 b E
#> 957 b A A_b 162.22000 b 0 b E
#> 958 b A A_b 163.11700 b 0 b E
#> 959 b A A_b 164.63400 b 0 b E
#> 960 b A A_b 163.71400 b 0 b E
#> 961 b A A_b 164.79000 b 0 b E
#> 962 b A A_b 161.72400 b 0 b E
#> 963 b A A_b 162.88800 b 0 b E
#> 964 b A A_b 164.12300 b 0 b E
#> 965 b A A_b 162.43500 b 0 b E
#> 966 b A A_b 160.84700 b 0 b E
#> 967 b A A_b 160.99400 b 0 b E
#> 968 b A A_b 168.28900 b 0 b E
#> 969 b A A_b 166.06300 b 0 b E
#> 970 b A A_b 162.37600 b 0 b E
#> 971 b A A_b 161.87600 b 0 b E
#> 972 b A A_b 163.17700 b 0 b E
#> 973 b A A_b 160.10900 b 0 b E
#> 974 b A A_b 164.96800 b 0 b E
#> 975 b A A_b 167.69900 b 0 b E
#> 976 b A A_b 164.20200 b 0 b E
#> 977 b A A_b 164.92100 b 0 b E
#> 978 b A A_b 165.36600 b 0 b E
#> 979 b A A_b 162.73500 b 0 b E
#> 980 b A A_b 164.89200 b 0 b E
#> 981 b A A_b 166.50000 b 0 b E
#> 982 b A A_b 162.40700 b 0 b E
#> 983 b A A_b 165.86900 b 0 b E
#> 984 b A A_b 163.80900 b 0 b E
#> 985 b A A_b 165.14100 b 0 b E
#> 986 b A A_b 162.07700 b 0 b E
#> 987 b A A_b 162.78100 b 0 b E
#> 988 b A A_b 163.44200 b 0 b E
#> 989 b A A_b 165.26300 b 0 b E
#> 990 b A A_b 167.48400 b 0 b E
#> 991 b A A_b 165.44200 b 0 b E
#> 992 b A A_b 165.37900 b 0 b E
#> 993 b A A_b 163.96800 b 0 b E
#> 994 b A A_b 165.20000 b 0 b E
#> 995 b A A_b 165.99900 b 0 b E
#> 996 b A A_b 163.02500 b 0 b E
#> 997 b A A_b 163.00400 b 0 b E
#> 998 b A A_b 164.17500 b 0 b E
#> 999 b A A_b 164.07200 b 0 b E
#> 1000 b A A_b 165.47600 b 0 b E
#> 1001 b B B_b 10.77060 b 0 b E
#> 1002 b B B_b 10.61030 b 0 b E
#> 1003 b B B_b 10.71750 b 0 b E
#> 1004 b B B_b 10.71210 b 0 b E
#> 1005 b B B_b 10.83250 b 0 b E
#> 1006 b B B_b 10.87390 b 0 b E
#> 1007 b B B_b 10.91190 b 0 b E
#> 1008 b B B_b 10.79180 b 0 b E
#> 1009 b B B_b 10.65700 b 0 b E
#> 1010 b B B_b 10.89230 b 0 b E
#> 1011 b B B_b 10.83140 b 0 b E
#> 1012 b B B_b 10.58310 b 0 b E
#> 1013 b B B_b 10.89990 b 0 b E
#> 1014 b B B_b 10.69290 b 0 b E
#> 1015 b B B_b 10.83090 b 0 b E
#> 1016 b B B_b 10.82570 b 0 b E
#> 1017 b B B_b 10.68460 b 0 b E
#> 1018 b B B_b 10.64700 b 0 b E
#> 1019 b B B_b 10.78130 b 0 b E
#> 1020 b B B_b 10.87210 b 0 b E
#> 1021 b B B_b 10.60200 b 0 b E
#> 1022 b B B_b 10.75720 b 0 b E
#> 1023 b B B_b 10.71380 b 0 b E
#> 1024 b B B_b 10.70740 b 0 b E
#> 1025 b B B_b 10.66880 b 0 b E
#> 1026 b B B_b 10.70740 b 0 b E
#> 1027 b B B_b 10.71340 b 0 b E
#> 1028 b B B_b 10.71440 b 0 b E
#> 1029 b B B_b 10.77270 b 0 b E
#> 1030 b B B_b 10.80660 b 0 b E
#> 1031 b B B_b 10.81430 b 0 b E
#> 1032 b B B_b 10.91230 b 0 b E
#> 1033 b B B_b 10.69150 b 0 b E
#> 1034 b B B_b 10.69300 b 0 b E
#> 1035 b B B_b 10.81920 b 0 b E
#> 1036 b B B_b 10.76450 b 0 b E
#> 1037 b B B_b 10.68330 b 0 b E
#> 1038 b B B_b 10.83260 b 0 b E
#> 1039 b B B_b 10.81550 b 0 b E
#> 1040 b B B_b 10.61710 b 0 b E
#> 1041 b B B_b 10.84900 b 0 b E
#> 1042 b B B_b 10.71970 b 0 b E
#> 1043 b B B_b 10.67670 b 0 b E
#> 1044 b B B_b 10.71980 b 0 b E
#> 1045 b B B_b 10.63820 b 0 b E
#> 1046 b B B_b 10.71410 b 0 b E
#> 1047 b B B_b 11.09750 b 0 b E
#> 1048 b B B_b 10.64550 b 0 b E
#> 1049 b B B_b 10.81300 b 0 b E
#> 1050 b B B_b 10.73440 b 0 b E
#> 1051 b B B_b 10.73310 b 0 b E
#> 1052 b B B_b 10.73660 b 0 b E
#> 1053 b B B_b 10.70400 b 0 b E
#> 1054 b B B_b 10.91300 b 0 b E
#> 1055 b B B_b 10.66270 b 0 b E
#> 1056 b B B_b 10.72270 b 0 b E
#> 1057 b B B_b 10.67430 b 0 b E
#> 1058 b B B_b 10.64580 b 0 b E
#> 1059 b B B_b 10.67830 b 0 b E
#> 1060 b B B_b 10.75100 b 0 b E
#> 1061 b B B_b 10.70410 b 0 b E
#> 1062 b B B_b 10.62450 b 0 b E
#> 1063 b B B_b 10.66300 b 0 b E
#> 1064 b B B_b 10.58610 b 0 b E
#> 1065 b B B_b 10.70520 b 0 b E
#> 1066 b B B_b 10.60140 b 0 b E
#> 1067 b B B_b 10.72750 b 0 b E
#> 1068 b B B_b 10.74080 b 0 b E
#> 1069 b B B_b 10.92380 b 0 b E
#> 1070 b B B_b 10.86630 b 0 b E
#> 1071 b B B_b 10.90280 b 0 b E
#> 1072 b B B_b 10.73140 b 0 b E
#> 1073 b B B_b 10.77270 b 0 b E
#> 1074 b B B_b 10.80590 b 0 b E
#> 1075 b B B_b 10.64260 b 0 b E
#> 1076 b B B_b 10.88640 b 0 b E
#> 1077 b B B_b 10.77500 b 0 b E
#> 1078 b B B_b 10.71210 b 0 b E
#> 1079 b B B_b 10.66670 b 0 b E
#> 1080 b B B_b 10.64450 b 0 b E
#> 1081 b B B_b 10.57820 b 0 b E
#> 1082 b B B_b 10.89470 b 0 b E
#> 1083 b B B_b 10.56770 b 0 b E
#> 1084 b B B_b 10.98660 b 0 b E
#> 1085 b B B_b 10.74000 b 0 b E
#> 1086 b B B_b 10.88220 b 0 b E
#> 1087 b B B_b 10.68860 b 0 b E
#> 1088 b B B_b 10.53310 b 0 b E
#> 1089 b B B_b 10.53520 b 0 b E
#> 1090 b B B_b 10.60600 b 0 b E
#> 1091 b B B_b 10.63520 b 0 b E
#> 1092 b B B_b 10.88370 b 0 b E
#> 1093 b B B_b 10.76580 b 0 b E
#> 1094 b B B_b 10.90390 b 0 b E
#> 1095 b B B_b 10.76350 b 0 b E
#> 1096 b B B_b 10.69340 b 0 b E
#> 1097 b B B_b 10.72810 b 0 b E
#> 1098 b B B_b 10.85850 b 0 b E
#> 1099 b B B_b 10.75640 b 0 b E
#> 1100 b B B_b 10.87080 b 0 b E
#> 1101 b B B_b 10.67790 b 0 b E
#> 1102 b B B_b 11.03220 b 0 b E
#> 1103 b B B_b 10.98160 b 0 b E
#> 1104 b B B_b 10.72540 b 0 b E
#> 1105 b B B_b 10.78580 b 0 b E
#> 1106 b B B_b 10.83820 b 0 b E
#> 1107 b B B_b 10.75810 b 0 b E
#> 1108 b B B_b 10.62140 b 0 b E
#> 1109 b B B_b 10.81870 b 0 b E
#> 1110 b B B_b 10.93070 b 0 b E
#> 1111 b B B_b 10.66320 b 0 b E
#> 1112 b B B_b 10.65740 b 0 b E
#> 1113 b B B_b 10.72790 b 0 b E
#> 1114 b B B_b 10.64110 b 0 b E
#> 1115 b B B_b 10.66230 b 0 b E
#> 1116 b B B_b 10.71080 b 0 b E
#> 1117 b B B_b 10.80280 b 0 b E
#> 1118 b B B_b 10.70880 b 0 b E
#> 1119 b B B_b 10.84500 b 0 b E
#> 1120 b B B_b 10.72300 b 0 b E
#> 1121 b B B_b 10.81290 b 0 b E
#> 1122 b B B_b 10.79770 b 0 b E
#> 1123 b B B_b 10.71930 b 0 b E
#> 1124 b B B_b 10.80230 b 0 b E
#> 1125 b B B_b 10.49370 b 0 b E
#> 1126 b B B_b 10.74460 b 0 b E
#> 1127 b B B_b 10.79710 b 0 b E
#> 1128 b B B_b 10.82410 b 0 b E
#> 1129 b B B_b 10.83900 b 0 b E
#> 1130 b B B_b 10.79120 b 0 b E
#> 1131 b B B_b 10.70270 b 0 b E
#> 1132 b B B_b 10.75380 b 0 b E
#> 1133 b B B_b 10.59340 b 0 b E
#> 1134 b B B_b 10.91480 b 0 b E
#> 1135 b B B_b 10.75960 b 0 b E
#> 1136 b B B_b 10.96610 b 0 b E
#> 1137 b B B_b 10.61740 b 0 b E
#> 1138 b B B_b 10.90300 b 0 b E
#> 1139 b B B_b 10.86460 b 0 b E
#> 1140 b B B_b 10.81200 b 0 b E
#> 1141 b B B_b 10.71250 b 0 b E
#> 1142 b B B_b 10.76010 b 0 b E
#> 1143 b B B_b 10.64010 b 0 b E
#> 1144 b B B_b 10.81930 b 0 b E
#> 1145 b B B_b 10.86880 b 0 b E
#> 1146 b B B_b 10.71260 b 0 b E
#> 1147 b B B_b 10.78300 b 0 b E
#> 1148 b B B_b 10.90430 b 0 b E
#> 1149 b B B_b 10.77060 b 0 b E
#> 1150 b B B_b 10.63060 b 0 b E
#> 1151 b B B_b 10.44200 b 0 b E
#> 1152 b B B_b 10.69750 b 0 b E
#> 1153 b B B_b 10.60790 b 0 b E
#> 1154 b B B_b 10.92200 b 0 b E
#> 1155 b B B_b 10.67960 b 0 b E
#> 1156 b B B_b 10.83280 b 0 b E
#> 1157 b B B_b 10.74700 b 0 b E
#> 1158 b B B_b 10.83170 b 0 b E
#> 1159 b B B_b 10.97170 b 0 b E
#> 1160 b B B_b 10.74810 b 0 b E
#> 1161 b B B_b 10.82750 b 0 b E
#> 1162 b B B_b 10.73020 b 0 b E
#> 1163 b B B_b 10.88050 b 0 b E
#> 1164 b B B_b 10.68050 b 0 b E
#> 1165 b B B_b 10.67330 b 0 b E
#> 1166 b B B_b 10.48900 b 0 b E
#> 1167 b B B_b 10.50450 b 0 b E
#> 1168 b B B_b 10.76540 b 0 b E
#> 1169 b B B_b 10.67760 b 0 b E
#> 1170 b B B_b 10.80330 b 0 b E
#> 1171 b B B_b 10.93270 b 0 b E
#> 1172 b B B_b 10.76980 b 0 b E
#> 1173 b B B_b 10.76790 b 0 b E
#> 1174 b B B_b 10.68160 b 0 b E
#> 1175 b B B_b 10.95850 b 0 b E
#> 1176 b B B_b 10.54280 b 0 b E
#> 1177 b B B_b 10.68930 b 0 b E
#> 1178 b B B_b 10.77030 b 0 b E
#> 1179 b B B_b 10.77530 b 0 b E
#> 1180 b B B_b 10.79740 b 0 b E
#> 1181 b B B_b 10.60350 b 0 b E
#> 1182 b B B_b 10.95460 b 0 b E
#> 1183 b B B_b 10.99130 b 0 b E
#> 1184 b B B_b 10.60520 b 0 b E
#> 1185 b B B_b 10.70910 b 0 b E
#> 1186 b B B_b 10.72290 b 0 b E
#> 1187 b B B_b 10.61980 b 0 b E
#> 1188 b B B_b 10.70880 b 0 b E
#> 1189 b B B_b 10.66820 b 0 b E
#> 1190 b B B_b 10.64010 b 0 b E
#> 1191 b B B_b 10.76880 b 0 b E
#> 1192 b B B_b 10.73060 b 0 b E
#> 1193 b B B_b 10.82380 b 0 b E
#> 1194 b B B_b 10.66940 b 0 b E
#> 1195 b B B_b 10.71500 b 0 b E
#> 1196 b B B_b 10.96440 b 0 b E
#> 1197 b B B_b 10.74710 b 0 b E
#> 1198 b B B_b 10.65810 b 0 b E
#> 1199 b B B_b 10.66070 b 0 b E
#> 1200 b B B_b 10.77480 b 0 b E
#> 1201 b B B_b 10.64290 b 0 b E
#> 1202 b B B_b 10.71320 b 0 b E
#> 1203 b B B_b 10.73470 b 0 b E
#> 1204 b B B_b 10.73980 b 0 b E
#> 1205 b B B_b 10.87200 b 0 b E
#> 1206 b B B_b 10.55350 b 0 b E
#> 1207 b B B_b 10.69340 b 0 b E
#> 1208 b B B_b 10.71780 b 0 b E
#> 1209 b B B_b 10.80680 b 0 b E
#> 1210 b B B_b 10.67400 b 0 b E
#> 1211 b B B_b 10.80220 b 0 b E
#> 1212 b B B_b 10.73210 b 0 b E
#> 1213 b B B_b 10.73800 b 0 b E
#> 1214 b B B_b 10.76720 b 0 b E
#> 1215 b B B_b 10.61560 b 0 b E
#> 1216 b B B_b 10.51030 b 0 b E
#> 1217 b B B_b 10.60570 b 0 b E
#> 1218 b B B_b 10.98430 b 0 b E
#> 1219 b B B_b 10.89380 b 0 b E
#> 1220 b B B_b 10.72970 b 0 b E
#> 1221 b B B_b 10.53640 b 0 b E
#> 1222 b B B_b 10.90830 b 0 b E
#> 1223 b B B_b 10.49470 b 0 b E
#> 1224 b B B_b 10.75570 b 0 b E
#> 1225 b B B_b 11.07860 b 0 b E
#> 1226 b B B_b 10.76260 b 0 b E
#> 1227 b B B_b 10.84580 b 0 b E
#> 1228 b B B_b 10.82570 b 0 b E
#> 1229 b B B_b 10.69820 b 0 b E
#> 1230 b B B_b 10.85270 b 0 b E
#> 1231 b B B_b 10.93860 b 0 b E
#> 1232 b B B_b 10.63010 b 0 b E
#> 1233 b B B_b 10.84990 b 0 b E
#> 1234 b B B_b 10.76330 b 0 b E
#> 1235 b B B_b 10.76130 b 0 b E
#> 1236 b B B_b 10.63970 b 0 b E
#> 1237 b B B_b 10.69870 b 0 b E
#> 1238 b B B_b 10.62760 b 0 b E
#> 1239 b B B_b 10.64170 b 0 b E
#> 1240 b B B_b 10.98400 b 0 b E
#> 1241 b B B_b 10.83580 b 0 b E
#> 1242 b B B_b 10.82350 b 0 b E
#> 1243 b B B_b 10.75190 b 0 b E
#> 1244 b B B_b 10.76710 b 0 b E
#> 1245 b B B_b 10.78050 b 0 b E
#> 1246 b B B_b 10.68580 b 0 b E
#> 1247 b B B_b 10.74650 b 0 b E
#> 1248 b B B_b 10.77820 b 0 b E
#> 1249 b B B_b 10.77090 b 0 b E
#> 1250 b B B_b 10.87130 b 0 b E
#> 1251 b C C_b 3.41664 b 0 b E
#> 1252 b C C_b 3.38597 b 0 b E
#> 1253 b C C_b 3.40434 b 0 b E
#> 1254 b C C_b 3.40936 b 0 b E
#> 1255 b C C_b 3.44746 b 0 b E
#> 1256 b C C_b 3.54407 b 0 b E
#> 1257 b C C_b 3.46474 b 0 b E
#> 1258 b C C_b 3.47323 b 0 b E
#> 1259 b C C_b 3.43814 b 0 b E
#> 1260 b C C_b 3.47341 b 0 b E
#> 1261 b C C_b 3.48958 b 0 b E
#> 1262 b C C_b 3.38589 b 0 b E
#> 1263 b C C_b 3.48647 b 0 b E
#> 1264 b C C_b 3.36359 b 0 b E
#> 1265 b C C_b 3.44936 b 0 b E
#> 1266 b C C_b 3.46581 b 0 b E
#> 1267 b C C_b 3.37932 b 0 b E
#> 1268 b C C_b 3.39280 b 0 b E
#> 1269 b C C_b 3.45809 b 0 b E
#> 1270 b C C_b 3.47464 b 0 b E
#> 1271 b C C_b 3.38476 b 0 b E
#> 1272 b C C_b 3.43855 b 0 b E
#> 1273 b C C_b 3.44196 b 0 b E
#> 1274 b C C_b 3.39262 b 0 b E
#> 1275 b C C_b 3.41241 b 0 b E
#> 1276 b C C_b 3.40089 b 0 b E
#> 1277 b C C_b 3.45151 b 0 b E
#> 1278 b C C_b 3.42003 b 0 b E
#> 1279 b C C_b 3.47022 b 0 b E
#> 1280 b C C_b 3.49003 b 0 b E
#> 1281 b C C_b 3.49868 b 0 b E
#> 1282 b C C_b 3.45820 b 0 b E
#> 1283 b C C_b 3.47576 b 0 b E
#> 1284 b C C_b 3.47417 b 0 b E
#> 1285 b C C_b 3.48997 b 0 b E
#> 1286 b C C_b 3.44510 b 0 b E
#> 1287 b C C_b 3.47032 b 0 b E
#> 1288 b C C_b 3.50339 b 0 b E
#> 1289 b C C_b 3.47776 b 0 b E
#> 1290 b C C_b 3.38482 b 0 b E
#> 1291 b C C_b 3.50056 b 0 b E
#> 1292 b C C_b 3.39893 b 0 b E
#> 1293 b C C_b 3.44949 b 0 b E
#> 1294 b C C_b 3.45749 b 0 b E
#> 1295 b C C_b 3.36639 b 0 b E
#> 1296 b C C_b 3.44527 b 0 b E
#> 1297 b C C_b 3.59585 b 0 b E
#> 1298 b C C_b 3.34775 b 0 b E
#> 1299 b C C_b 3.43347 b 0 b E
#> 1300 b C C_b 3.43107 b 0 b E
#> 1301 b C C_b 3.39183 b 0 b E
#> 1302 b C C_b 3.41941 b 0 b E
#> 1303 b C C_b 3.37752 b 0 b E
#> 1304 b C C_b 3.50409 b 0 b E
#> 1305 b C C_b 3.38481 b 0 b E
#> 1306 b C C_b 3.39484 b 0 b E
#> 1307 b C C_b 3.37305 b 0 b E
#> 1308 b C C_b 3.46038 b 0 b E
#> 1309 b C C_b 3.44709 b 0 b E
#> 1310 b C C_b 3.36396 b 0 b E
#> 1311 b C C_b 3.37152 b 0 b E
#> 1312 b C C_b 3.41539 b 0 b E
#> 1313 b C C_b 3.34967 b 0 b E
#> 1314 b C C_b 3.38610 b 0 b E
#> 1315 b C C_b 3.37954 b 0 b E
#> 1316 b C C_b 3.33267 b 0 b E
#> 1317 b C C_b 3.42742 b 0 b E
#> 1318 b C C_b 3.40670 b 0 b E
#> 1319 b C C_b 3.45953 b 0 b E
#> 1320 b C C_b 3.56329 b 0 b E
#> 1321 b C C_b 3.54409 b 0 b E
#> 1322 b C C_b 3.35403 b 0 b E
#> 1323 b C C_b 3.43254 b 0 b E
#> 1324 b C C_b 3.43701 b 0 b E
#> 1325 b C C_b 3.42180 b 0 b E
#> 1326 b C C_b 3.44718 b 0 b E
#> 1327 b C C_b 3.40914 b 0 b E
#> 1328 b C C_b 3.43133 b 0 b E
#> 1329 b C C_b 3.40268 b 0 b E
#> 1330 b C C_b 3.35021 b 0 b E
#> 1331 b C C_b 3.32087 b 0 b E
#> 1332 b C C_b 3.48222 b 0 b E
#> 1333 b C C_b 3.35085 b 0 b E
#> 1334 b C C_b 3.50337 b 0 b E
#> 1335 b C C_b 3.48177 b 0 b E
#> 1336 b C C_b 3.47300 b 0 b E
#> 1337 b C C_b 3.44553 b 0 b E
#> 1338 b C C_b 3.37016 b 0 b E
#> 1339 b C C_b 3.32759 b 0 b E
#> 1340 b C C_b 3.35204 b 0 b E
#> 1341 b C C_b 3.39629 b 0 b E
#> 1342 b C C_b 3.45020 b 0 b E
#> 1343 b C C_b 3.47971 b 0 b E
#> 1344 b C C_b 3.46177 b 0 b E
#> 1345 b C C_b 3.45833 b 0 b E
#> 1346 b C C_b 3.34271 b 0 b E
#> 1347 b C C_b 3.41948 b 0 b E
#> 1348 b C C_b 3.43285 b 0 b E
#> 1349 b C C_b 3.44135 b 0 b E
#> 1350 b C C_b 3.45282 b 0 b E
#> 1351 b C C_b 3.39117 b 0 b E
#> 1352 b C C_b 3.61348 b 0 b E
#> 1353 b C C_b 3.55602 b 0 b E
#> 1354 b C C_b 3.44323 b 0 b E
#> 1355 b C C_b 3.43883 b 0 b E
#> 1356 b C C_b 3.53214 b 0 b E
#> 1357 b C C_b 3.41279 b 0 b E
#> 1358 b C C_b 3.43796 b 0 b E
#> 1359 b C C_b 3.40325 b 0 b E
#> 1360 b C C_b 3.53203 b 0 b E
#> 1361 b C C_b 3.44998 b 0 b E
#> 1362 b C C_b 3.46398 b 0 b E
#> 1363 b C C_b 3.35895 b 0 b E
#> 1364 b C C_b 3.37093 b 0 b E
#> 1365 b C C_b 3.40792 b 0 b E
#> 1366 b C C_b 3.38030 b 0 b E
#> 1367 b C C_b 3.46986 b 0 b E
#> 1368 b C C_b 3.40538 b 0 b E
#> 1369 b C C_b 3.41936 b 0 b E
#> 1370 b C C_b 3.48038 b 0 b E
#> 1371 b C C_b 3.45011 b 0 b E
#> 1372 b C C_b 3.44175 b 0 b E
#> 1373 b C C_b 3.42152 b 0 b E
#> 1374 b C C_b 3.45649 b 0 b E
#> 1375 b C C_b 3.29299 b 0 b E
#> 1376 b C C_b 3.42716 b 0 b E
#> 1377 b C C_b 3.46675 b 0 b E
#> 1378 b C C_b 3.48377 b 0 b E
#> 1379 b C C_b 3.50100 b 0 b E
#> 1380 b C C_b 3.43844 b 0 b E
#> 1381 b C C_b 3.39699 b 0 b E
#> 1382 b C C_b 3.41267 b 0 b E
#> 1383 b C C_b 3.34385 b 0 b E
#> 1384 b C C_b 3.49034 b 0 b E
#> 1385 b C C_b 3.42924 b 0 b E
#> 1386 b C C_b 3.52061 b 0 b E
#> 1387 b C C_b 3.32101 b 0 b E
#> 1388 b C C_b 3.50770 b 0 b E
#> 1389 b C C_b 3.46364 b 0 b E
#> 1390 b C C_b 3.50730 b 0 b E
#> 1391 b C C_b 3.42043 b 0 b E
#> 1392 b C C_b 3.41749 b 0 b E
#> 1393 b C C_b 3.31532 b 0 b E
#> 1394 b C C_b 3.50429 b 0 b E
#> 1395 b C C_b 3.48375 b 0 b E
#> 1396 b C C_b 3.39463 b 0 b E
#> 1397 b C C_b 3.45033 b 0 b E
#> 1398 b C C_b 3.50749 b 0 b E
#> 1399 b C C_b 3.47536 b 0 b E
#> 1400 b C C_b 3.44651 b 0 b E
#> 1401 b C C_b 3.29981 b 0 b E
#> 1402 b C C_b 3.31452 b 0 b E
#> 1403 b C C_b 3.33804 b 0 b E
#> 1404 b C C_b 3.45289 b 0 b E
#> 1405 b C C_b 3.41500 b 0 b E
#> 1406 b C C_b 3.51398 b 0 b E
#> 1407 b C C_b 3.43729 b 0 b E
#> 1408 b C C_b 3.48108 b 0 b E
#> 1409 b C C_b 3.51688 b 0 b E
#> 1410 b C C_b 3.44422 b 0 b E
#> 1411 b C C_b 3.51111 b 0 b E
#> 1412 b C C_b 3.41363 b 0 b E
#> 1413 b C C_b 3.54090 b 0 b E
#> 1414 b C C_b 3.43886 b 0 b E
#> 1415 b C C_b 3.33917 b 0 b E
#> 1416 b C C_b 3.32271 b 0 b E
#> 1417 b C C_b 3.35079 b 0 b E
#> 1418 b C C_b 3.36734 b 0 b E
#> 1419 b C C_b 3.42764 b 0 b E
#> 1420 b C C_b 3.44513 b 0 b E
#> 1421 b C C_b 3.49946 b 0 b E
#> 1422 b C C_b 3.48275 b 0 b E
#> 1423 b C C_b 3.46686 b 0 b E
#> 1424 b C C_b 3.35839 b 0 b E
#> 1425 b C C_b 3.53912 b 0 b E
#> 1426 b C C_b 3.33383 b 0 b E
#> 1427 b C C_b 3.36311 b 0 b E
#> 1428 b C C_b 3.45660 b 0 b E
#> 1429 b C C_b 3.42315 b 0 b E
#> 1430 b C C_b 3.41310 b 0 b E
#> 1431 b C C_b 3.38830 b 0 b E
#> 1432 b C C_b 3.53135 b 0 b E
#> 1433 b C C_b 3.49198 b 0 b E
#> 1434 b C C_b 3.35270 b 0 b E
#> 1435 b C C_b 3.45268 b 0 b E
#> 1436 b C C_b 3.41264 b 0 b E
#> 1437 b C C_b 3.32751 b 0 b E
#> 1438 b C C_b 3.42604 b 0 b E
#> 1439 b C C_b 3.40212 b 0 b E
#> 1440 b C C_b 3.32487 b 0 b E
#> 1441 b C C_b 3.35425 b 0 b E
#> 1442 b C C_b 3.49921 b 0 b E
#> 1443 b C C_b 3.37695 b 0 b E
#> 1444 b C C_b 3.34735 b 0 b E
#> 1445 b C C_b 3.50317 b 0 b E
#> 1446 b C C_b 3.52559 b 0 b E
#> 1447 b C C_b 3.39140 b 0 b E
#> 1448 b C C_b 3.38970 b 0 b E
#> 1449 b C C_b 3.34964 b 0 b E
#> 1450 b C C_b 3.41906 b 0 b E
#> 1451 b C C_b 3.41077 b 0 b E
#> 1452 b C C_b 3.43577 b 0 b E
#> 1453 b C C_b 3.38891 b 0 b E
#> 1454 b C C_b 3.42722 b 0 b E
#> 1455 b C C_b 3.46326 b 0 b E
#> 1456 b C C_b 3.33482 b 0 b E
#> 1457 b C C_b 3.43418 b 0 b E
#> 1458 b C C_b 3.47081 b 0 b E
#> 1459 b C C_b 3.39076 b 0 b E
#> 1460 b C C_b 3.46085 b 0 b E
#> 1461 b C C_b 3.36652 b 0 b E
#> 1462 b C C_b 3.45880 b 0 b E
#> 1463 b C C_b 3.43733 b 0 b E
#> 1464 b C C_b 3.42010 b 0 b E
#> 1465 b C C_b 3.38968 b 0 b E
#> 1466 b C C_b 3.28960 b 0 b E
#> 1467 b C C_b 3.34971 b 0 b E
#> 1468 b C C_b 3.56409 b 0 b E
#> 1469 b C C_b 3.52770 b 0 b E
#> 1470 b C C_b 3.32477 b 0 b E
#> 1471 b C C_b 3.37876 b 0 b E
#> 1472 b C C_b 3.56837 b 0 b E
#> 1473 b C C_b 3.40458 b 0 b E
#> 1474 b C C_b 3.39997 b 0 b E
#> 1475 b C C_b 3.57661 b 0 b E
#> 1476 b C C_b 3.45324 b 0 b E
#> 1477 b C C_b 3.48680 b 0 b E
#> 1478 b C C_b 3.46092 b 0 b E
#> 1479 b C C_b 3.43479 b 0 b E
#> 1480 b C C_b 3.50434 b 0 b E
#> 1481 b C C_b 3.47158 b 0 b E
#> 1482 b C C_b 3.39886 b 0 b E
#> 1483 b C C_b 3.46932 b 0 b E
#> 1484 b C C_b 3.47568 b 0 b E
#> 1485 b C C_b 3.41433 b 0 b E
#> 1486 b C C_b 3.38087 b 0 b E
#> 1487 b C C_b 3.38572 b 0 b E
#> 1488 b C C_b 3.45851 b 0 b E
#> 1489 b C C_b 3.36629 b 0 b E
#> 1490 b C C_b 3.55493 b 0 b E
#> 1491 b C C_b 3.51329 b 0 b E
#> 1492 b C C_b 3.46050 b 0 b E
#> 1493 b C C_b 3.45115 b 0 b E
#> 1494 b C C_b 3.44653 b 0 b E
#> 1495 b C C_b 3.42615 b 0 b E
#> 1496 b C C_b 3.36170 b 0 b E
#> 1497 b C C_b 3.43559 b 0 b E
#> 1498 b C C_b 3.44158 b 0 b E
#> 1499 b C C_b 3.43279 b 0 b E
#> 1500 b C C_b 3.46621 b 0 b E
#>
# }