Visualize high dimensionality sensitivity analysis data in R

r

#1

Hello,

Does anybody know if there is R package for visualizing high dimensionality sensitivity analysis data? Something similar to savvy for Python

Thank you!


#2

I found ggstatsplot which can produce the 3rd plot but not the other two


#3

For the third plot, in addition to ggstatsplot, you can directly create a heatmap using geom_tile.

I don't have experience with this sort of multivariate sensitivity analysis, but you can create the second graph with the ggraph package. Below is an example with fake data. If you can put your sensitivity data into a form like the graph object created below, then you can plot it with ggraph. I haven't used ggraph much, so I'm not sure if I'm even referencing the attributes correctly in creating the graph, but hopefully this will help get you started.

For the first plot, it looks like you could create it with geom_bar, geom_errorbar, and coord_polar, but it would help if you provided some sample data to plot.

library(igraph)
library(ggraph)

# Create a graph of ten nodes with all nodes connected
g = make_graph(c(combn(LETTERS[1:10], 2)))

# Set edge weights and node sizes and add them to the graph as attributes
set.seed(2)
edge.wt = runif(length(E(g)), 0,1)
node.size = runif(length(V(g)), 1,4)

g = g %>% 
  set_edge_attr("weight", value=ifelse(edge.wt > 0.5, edge.wt^4, 0)) %>% 
  set_vertex_attr("size", value=node.size)

ggraph(g, layout = 'linear', circular = TRUE) + 
  geom_edge_arc(aes(edge_width=E(g)$weight), colour=hcl(120,100,60)) + 
  geom_node_point(aes(size=V(g)$size), colour=hcl(120,100,40)) +
  geom_node_text(aes(label=V(g)$name), colour="white") +
  coord_fixed() +
  theme_void() +
  scale_edge_width_continuous(range=c(0,2)) +
  scale_size_continuous(range=c(2,8), limits=c(0,5), breaks=1:4) +
  guides(size=FALSE, edge_width=FALSE)

Rplot04

UPDATE: Here's an attempt at the first plot, using one of the data sets @RuReady linked to:


library(tidyverse)
d = read_delim("analysis_heavy_aliphatic-C-O.txt", n_max=410, delim=" ")

# Convert data to long format
dl = d %>% select(Parameter, S1, ST) %>% 
  gather(key, value, S1, ST) %>% 
  left_join(
    d %>% select(Parameter, S1=S1_conf, ST=ST_conf) %>% 
      gather(key, conf, S1, ST) 
  )

# Set up data for plotting
pdat = dl %>% group_by(Parameter) %>%  
  filter(any(value>0.05)) %>% 
  ungroup %>% 
  mutate(key = fct_relevel(key, "S1", after=Inf)) %>% 
  arrange(key)

ggplot(pdat, aes(Parameter)) +
  geom_hline(yintercept=xgrid, colour="grey80", size=0.3) +
  geom_segment(data=data.frame(x=unique(pdat$Parameter), y=0, yend=0.33),
               aes(x=x, xend=x, y, yend=yend), colour='grey30', size=0.3,
               position=position_nudge(x=0.5)) +
  geom_segment(data=data.frame(x=0.5), x=0.5, xend=0.5, y=0, yend=.33, colour='grey30', size=0.3) +
  geom_col(aes(y=value, fill=key), width=0.5, position="identity") +
  geom_errorbar(aes(ymin=value - conf, ymax=value + conf, colour=key), 
                position=position_dodge(0.2), width=0.2) +
  geom_text(aes(label=Parameter, y=0.36), size=3, colour="grey30") +
  annotate(y=xgrid, x=0, label=xgrid, geom="text", size=3) +
  coord_polar(start=-2*pi/17 * 0.5) + 
  scale_y_continuous(limits=c(-0.2, 0.36), expand=c(0,0)) +
  expand_limits(y=-0.1, x=-0.5) +
  theme_bw() + 
  theme(panel.grid.major=element_blank(),
        axis.text=element_blank(),
        legend.title=element_blank(),
        panel.border=element_blank(),
        axis.ticks=element_blank(),
        axis.title=element_blank(), 
        legend.position=c(0.5,0.5),
        plot.background=element_rect(colour=NA)) +
  labs(fill="", colour="") + 
  scale_fill_manual(values=hcl(c(15,195), 100, 70)) +
  scale_colour_manual(values=hcl(c(15,195), 100, 40))

This might look better with dodged bars instead of overlapped bars. I've included only the altered lines of code below. The rest is the same.

  geom_col(aes(y=value, fill=key), width=0.8, position=position_dodge(0.8)) +
  geom_errorbar(aes(ymin=value - conf, ymax=value + conf, colour=key), 
                 position=position_dodge(0.8), width=0.2) +


#4

Thank you Joel! That looks great.

As for sample data, you can use any of these files to create the 1st plot

For example, this is a small part of https://raw.githubusercontent.com/houghb/savvy/master/ligpy_sensitivity_analysis_results/analysis_CO2.txt

Parameter S1 S1_conf ST ST_conf
Tmax 0.006377 0.011396 0.012125 0.001522
h -0.003460 0.005043 0.001879 0.000295
Carbon 0.261259 0.070256 0.374673 0.030614
Hydrogen 0.399070 0.090330 0.481860 0.036445
k0 -0.002863 0.003816 0.001039 0.000281
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k2 0.000348 0.004057 0.001169 0.000189
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k4 -0.000061 0.000749 0.000047 0.000012
k5 -0.000521 0.001571 0.000233 0.000068
k6 0.005954 0.007692 0.004421 0.000961
k7 -0.001205 0.003521 0.001426 0.000494
k8 -0.008791 0.006693 0.003329 0.000636
k9 -0.001009 0.003104 0.000649 0.000146
k10 0.001620 0.003006 0.000841 0.001563
k11 0.000006 0.000035 0.000000 0.000000
k12 0.000057 0.001064 0.000084 0.000032
k13 0.000249 0.000468 0.000042 0.000084
k14 0.000210 0.001069 0.000071 0.000017
k15 0.001468 0.002735 0.000512 0.000169
k16 0.000229 0.000296 0.000007 0.000002
k17 -0.000913 0.002395 0.000457 0.000133
k18 -0.000075 0.000236 0.000005 0.000002
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k20 -0.000120 0.000426 0.000013 0.000006
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k339 0.000441 0.001207 0.000112 0.000150
k340 0.000445 0.001431 0.000130 0.000063
k341 0.000180 0.000309 0.000006 0.000002
k342 -0.000006 0.000021 0.000000 0.000000
k343 0.000004 0.000007 0.000000 0.000000
k344 0.000000 0.000000 0.000000 0.000000
k345 0.000001 0.000003 0.000000 0.000000
k346 0.000000 0.000001 0.000000 0.000000
k347 0.000500 0.001008 0.000257 0.000518
k348 0.000489 0.000986 0.000246 0.000496
k349 0.000008 0.000014 0.000000 0.000000
k350 -0.000001 0.000005 0.000000 0.000000
k351 0.000001 0.000202 0.000005 0.000001
k352 0.000499 0.001010 0.000258 0.000520
k353 -0.000053 0.000051 0.000000 0.000000
k354 0.000090 0.000249 0.000005 0.000004
k355 0.000000 0.000003 0.000000 0.000000
k356 0.000041 0.000071 0.000001 0.000000
k357 -0.000012 0.000026 0.000000 0.000000
k358 0.000294 0.000311 0.000008 0.000003
k359 -0.000010 0.000040 0.000000 0.000000
k360 -0.000030 0.000135 0.000002 0.000001
k361 -0.000073 0.000684 0.000038 0.000012
k362 0.000035 0.000211 0.000005 0.000002
k363 0.000003 0.000006 0.000000 0.000000
k364 0.000001 0.000001 0.000000 0.000000
k365 -0.000004 0.000006 0.000000 0.000000
k366 -0.000000 0.000000 0.000000 0.000000
k367 0.000000 0.000000 0.000000 0.000000
k368 0.000000 0.000000 0.000000 0.000000
k369 0.000000 0.000000 0.000000 0.000000
k370 0.000001 0.000001 0.000000 0.000000
k371 0.000500 0.001008 0.000257 0.000518
k372 -0.000002 0.000007 0.000000 0.000000
k373 0.000219 0.000449 0.000041 0.000084
k374 -0.000006 0.000009 0.000000 0.000000
k375 -0.000001 0.000002 0.000000 0.000000
k376 0.000000 0.000001 0.000000 0.000000
k377 -0.000002 0.000012 0.000000 0.000000
k378 0.000005 0.000010 0.000000 0.000000
k379 -0.000001 0.000002 0.000000 0.000000
k380 0.000000 0.000000 0.000000 0.000000
k381 0.000219 0.000449 0.000041 0.000084
k382 -0.000022 0.000024 0.000000 0.000000
k383 0.000066 0.000128 0.000000 0.000000
k384 0.000000 0.000000 0.000000 0.000000
k385 -0.000006 0.000029 0.000000 0.000000
k386 0.000025 0.000041 0.000000 0.000000
k387 0.000001 0.000001 0.000000 0.000000
k388 0.000004 0.000003 0.000000 0.000000
k389 -0.000007 0.000010 0.000000 0.000000
k390 0.000000 0.000000 0.000000 0.000000
k391 -0.000041 0.000059 0.000000 0.000000
k392 0.000033 0.000045 0.000000 0.000000
k393 0.000012 0.000594 0.000041 0.000039
k394 0.000005 0.000025 0.000000 0.000000
k395 0.000000 0.000000 0.000000 0.000000
k396 -0.000023 0.000275 0.000007 0.000003
k397 0.000001 0.000012 0.000000 0.000000
k398 0.000103 0.000226 0.000009 0.000008
k399 -0.000069 0.000133 0.000001 0.000001
k400 0.000008 0.000504 0.000019 0.000011
k401 -0.000010 0.000043 0.000000 0.000000
k402 0.000135 0.000251 0.000007 0.000003
k403 0.000089 0.000976 0.000092 0.000022
k404 0.000039 0.000155 0.000002 0.000001
k405 -0.000006 0.000013 0.000000 0.000000

Parameter_1 Parameter_2 S2 S2_conf
Tmax h -0.000405 0.019624
Tmax Carbon 0.001104 0.019910
Tmax Hydrogen 0.001816 0.021081
Tmax k0 -0.000369 0.019607
Tmax k1 -0.000236 0.019635
Tmax k2 -0.000276 0.019609
Tmax k3 -0.000169 0.019632
Tmax k4 -0.000355 0.019636
Tmax k5 -0.000426 0.019637
Tmax k6 -0.000215 0.019671
Tmax k7 -0.000320 0.019619
Tmax k8 -0.000321 0.019611
Tmax k9 -0.000231 0.019639
Tmax k10 -0.000459 0.019645
Tmax k11 -0.000336 0.019637
Tmax k12 -0.000298 0.019632
Tmax k13 -0.000336 0.019637
Tmax k14 -0.000343 0.019643
Tmax k15 -0.000486 0.019665
Tmax k16 -0.000331 0.019637
Tmax k17 -0.000417 0.019635
Tmax k18 -0.000333 0.019637
Tmax k19 -0.000338 0.019637
Tmax k20 -0.000342 0.019636
Tmax k21 -0.000305 0.019640
Tmax k22 -0.000336 0.019638
Tmax k23 -0.000314 0.019632
Tmax k24 -0.000336 0.019636
Tmax k25 -0.000337 0.019637
Tmax k26 -0.000355 0.019638
Tmax k27 -0.000337 0.019637
Tmax k28 -0.000039 0.019583
Tmax k29 -0.000312 0.019646
Tmax k30 -0.000209 0.019645
Tmax k31 0.000249 0.019623
Tmax k32 -0.000320 0.019638
Tmax k33 -0.000339 0.019638
Tmax k34 -0.000065 0.019658
Tmax k35 -0.000404 0.019639
Tmax k36 -0.000338 0.019637
Tmax k37 -0.000337 0.019637
Tmax k38 -0.000176 0.019664
Tmax k39 -0.000344 0.019641
Tmax k40 -0.000338 0.019637
Tmax k41 -0.000343 0.019637
Tmax k42 -0.000368 0.019653
Tmax k43 -0.000340 0.019637
Tmax k44 -0.000338 0.019637
Tmax k45 -0.000340 0.019637
Tmax k46 -0.000351 0.019631
Tmax k47 -0.000335 0.019637
Tmax k48 -0.000164 0.019716
Tmax k49 -0.000300 0.019626
Tmax k50 -0.000416 0.019772
Tmax k51 -0.000426 0.019646
Tmax k52 -0.000403 0.020262
Tmax k53 -0.000522 0.019744
Tmax k54 -0.000292 0.019653
Tmax k55 -0.000683 0.019594
Tmax k56 -0.000399 0.019619
Tmax k57 0.000033 0.019810
Tmax k58 -0.000248 0.019650
Tmax k59 -0.000338 0.019637
Tmax k60 -0.000338 0.019637
Tmax k61 -0.000402 0.019634
Tmax k62 -0.000334 0.019637
Tmax k63 -0.000327 0.019638
Tmax k64 -0.000337 0.019637
Tmax k65 -0.000338 0.019637
Tmax k66 -0.000338 0.019637
Tmax k67 -0.000338 0.019637
Tmax k68 -0.000288 0.019640
Tmax k69 -0.000289 0.019628
Tmax k70 -0.000552 0.019627
Tmax k71 -0.000334 0.019637
Tmax k72 -0.000338 0.019637
Tmax k73 -0.000328 0.019636
Tmax k74 -0.000338 0.019637
Tmax k75 -0.000342 0.019638
Tmax k76 -0.000338 0.019637
Tmax k77 -0.000338 0.019637
Tmax k78 -0.000331 0.019640
Tmax k79 -0.000312 0.019636
Tmax k80 -0.000314 0.019636
Tmax k81 -0.000231 0.019625
Tmax k82 -0.000729 0.019616
Tmax k83 -0.000327 0.019632
Tmax k84 -0.000338 0.019637
Tmax k85 -0.000338 0.019637
Tmax k86 -0.000322 0.019642
Tmax k87 -0.000343 0.019637
Tmax k88 -0.000338 0.019637
Tmax k89 -0.000337 0.019637
Tmax k90 -0.000338 0.019637
Tmax k91 -0.000337 0.019637
Tmax k92 -0.000344 0.019640
Tmax k93 -0.000338 0.019637
Tmax k94 -0.000338 0.019637
Tmax k95 -0.000338 0.019637
Tmax k96 -0.000338 0.019637
Tmax k97 -0.000338 0.019637
Tmax k98 -0.000338 0.019637
Tmax k99 -0.000338 0.019637
Tmax k100 -0.000338 0.019637
Tmax k101 -0.000329 0.019635
Tmax k102 -0.000338 0.019637
Tmax k103 -0.000338 0.019637
Tmax k104 -0.000380 0.019658
Tmax k105 -0.000038 0.019605
Tmax k106 -0.000290 0.019579
Tmax k107 -0.000288 0.019677
Tmax k108 -0.000330 0.019619
Tmax k109 -0.000260 0.019638
Tmax k110 -0.000076 0.019634
Tmax k111 -0.000338 0.019637
Tmax k112 -0.000338 0.019637
Tmax k113 -0.000338 0.019637
Tmax k114 -0.000338 0.019637
Tmax k115 -0.000280 0.019640
Tmax k116 -0.000338 0.019637
Tmax k117 -0.000347 0.019637
Tmax k118 -0.000353 0.019636
Tmax k119 -0.000309 0.019637
Tmax k120 -0.000337 0.019637
Tmax k121 -0.000345 0.019638
Tmax k122 -0.000338 0.019637
Tmax k123 -0.000338 0.019637
Tmax k124 -0.000331 0.019640
Tmax k125 -0.000338 0.019637
Tmax k126 -0.000338 0.019637
Tmax k127 -0.000330 0.019638
Tmax k128 -0.000338 0.019637
Tmax k129 -0.000341 0.019638
Tmax k130 -0.000460 0.019645
Tmax k131 -0.000338 0.019637
Tmax k132 -0.000338 0.019637
Tmax k133 -0.000338 0.019637
Tmax k134 -0.000338 0.019637
Tmax k135 -0.000338 0.019637
Tmax k136 -0.000341 0.019637
Tmax k137 -0.000338 0.019637
Tmax k138 -0.000341 0.019642
Tmax k139 -0.000327 0.019640
Tmax k140 -0.000287 0.019633
Tmax k141 -0.000338 0.019637
Tmax k142 -0.000342 0.019635
Tmax k143 -0.000338 0.019637
Tmax k144 -0.000338 0.019637
Tmax k145 -0.000338 0.019637
Tmax k146 -0.000337 0.019637
Tmax k147 -0.000339 0.019637
Tmax k148 -0.000336 0.019637
Tmax k149 -0.000338 0.019637
Tmax k150 -0.000350 0.019637
Tmax k151 -0.000338 0.019637
Tmax k152 -0.000338 0.019637
Tmax k153 -0.000338 0.019637
Tmax k154 -0.000338 0.019637
Tmax k155 -0.000338 0.019637
Tmax k156 -0.000337 0.019637
Tmax k157 -0.000332 0.019636
Tmax k158 -0.000338 0.019637
Tmax k159 -0.000355 0.019634
Tmax k160 -0.000322 0.019634
Tmax k161 -0.000361 0.019648
Tmax k162 -0.000335 0.019637
Tmax k163 -0.000294 0.019630
Tmax k164 -0.000338 0.019637
Tmax k165 -0.000460 0.019645
Tmax k166 -0.000337 0.019637
Tmax k167 -0.000339 0.019637
Tmax k168 -0.000336 0.019637
Tmax k169 -0.000325 0.019637
Tmax k170 -0.000336 0.019637
Tmax k171 -0.000345 0.019636
Tmax k172 -0.000336 0.019638
Tmax k173 -0.000338 0.019637
Tmax k174 -0.000338 0.019637
Tmax k175 -0.000337 0.019637
Tmax k176 -0.000338 0.019637
Tmax k177 -0.000338 0.019637
Tmax k178 -0.000337 0.019641
Tmax k179 -0.000347 0.019636
Tmax k180 -0.000338 0.019638
Tmax k181 -0.000441 0.019656
Tmax k182 -0.000338 0.019637
Tmax k183 -0.000336 0.019637
Tmax k184 -0.000338 0.019638
Tmax k185 -0.000343 0.019638
Tmax k186 -0.000339 0.019637
Tmax k187 -0.000338 0.019637
Tmax k188 -0.000334 0.019638
Tmax k189 -0.000335 0.019637
Tmax k190 -0.000328 0.019638
Tmax k191 -0.000337 0.019636
Tmax k192 -0.000122 0.019650
Tmax k193 -0.000315 0.019651
Tmax k194 -0.000338 0.019637
Tmax k195 -0.000338 0.019637
Tmax k196 -0.000337 0.019637
Tmax k197 -0.000338 0.019637
Tmax k198 -0.000337 0.019637
Tmax k199 -0.000343 0.019637
Tmax k200 -0.000345 0.019637
Tmax k201 -0.000342 0.019637
Tmax k202 -0.000338 0.019637
Tmax k203 -0.000564 0.019663
Tmax k204 -0.000349 0.019640
Tmax k205 -0.000321 0.019635
Tmax k206 -0.000337 0.019637
Tmax k207 -0.000335 0.019637
Tmax k208 -0.000337 0.019637
Tmax k209 -0.000334 0.019637
Tmax k210 -0.000338 0.019637
Tmax k211 -0.000328 0.019638
Tmax k212 -0.000334 0.019637
Tmax k213 -0.000336 0.019634
Tmax k214 -0.000338 0.019642
Tmax k215 -0.000340 0.019637
Tmax k216 -0.000338 0.019637
Tmax k217 -0.000338 0.019637
Tmax k218 -0.000338 0.019637
Tmax k219 -0.000338 0.019637
Tmax k220 -0.000338 0.019637
Tmax k221 -0.000338 0.019637
Tmax k222 -0.000338 0.019637
Tmax k223 -0.000339 0.019637
Tmax k224 -0.000337 0.019637
Tmax k225 -0.000334 0.019637
Tmax k226 -0.000336 0.019637
Tmax k227 -0.000338 0.019637
Tmax k228 -0.000338 0.019637
Tmax k229 -0.000338 0.019637
Tmax k230 -0.000337 0.019637
Tmax k231 -0.000338 0.019637
Tmax k232 -0.000336 0.019637
Tmax k233 -0.000348 0.019637
Tmax k234 -0.000335 0.019637
Tmax k235 -0.000351 0.019637
Tmax k236 -0.000337 0.019637
Tmax k237 -0.000338 0.019637
Tmax k238 -0.000337 0.019637
Tmax k239 -0.000338 0.019637
Tmax k240 -0.000337 0.019637
Tmax k241 -0.000338 0.019637
Tmax k242 -0.000337 0.019637
Tmax k243 -0.000338 0.019637
Tmax k244 -0.000328 0.019637
Tmax k245 -0.000339 0.019638
Tmax k246 -0.000337 0.019637
Tmax k247 -0.000329 0.019638
Tmax k248 -0.000335 0.019637
Tmax k249 -0.000338 0.019637
Tmax k250 -0.000338 0.019637
Tmax k251 -0.000338 0.019637
Tmax k252 -0.000337 0.019637
Tmax k253 -0.000339 0.019637
Tmax k254 -0.000334 0.019638
Tmax k255 -0.000336 0.019637
Tmax k256 -0.000336 0.019637
Tmax k257 -0.000338 0.019637
Tmax k258 -0.000338 0.019637
Tmax k259 -0.000337 0.019637
Tmax k260 -0.000338 0.019637
Tmax k261 -0.000338 0.019637
Tmax k262 -0.000335 0.019637
Tmax k263 -0.000338 0.019637
Tmax k264 -0.000337 0.019637
Tmax k265 -0.000323 0.019637
Tmax k266 -0.000331 0.019640
Tmax k267 -0.000340 0.019638
Tmax k268 -0.000346 0.019637
Tmax k269 -0.000338 0.019637
Tmax k270 -0.000339 0.019637
Tmax k271 -0.000338 0.019637
Tmax k272 -0.000339 0.019637
Tmax k273 -0.000338 0.019637
Tmax k274 -0.000336 0.019638
Tmax k275 -0.000335 0.019637
Tmax k276 -0.000329 0.019650
Tmax k277 -0.000347 0.019638
Tmax k278 -0.000337 0.019637
Tmax k279 -0.000338 0.019637
Tmax k280 -0.000338 0.019637
Tmax k281 -0.000339 0.019637
Tmax k282 -0.000338 0.019637
Tmax k283 -0.000337 0.019637
Tmax k284 -0.000331 0.019640
Tmax k285 -0.000338 0.019637
Tmax k286 -0.000336 0.019637
Tmax k287 -0.000337 0.019637
Tmax k288 -0.000430 0.019644
Tmax k289 -0.000338 0.019637
Tmax k290 -0.000342 0.019638
Tmax k291 -0.000363 0.019627
Tmax k292 -0.000337 0.019637
Tmax k293 -0.000348 0.019639
Tmax k294 -0.000337 0.019638
Tmax k295 -0.000447 0.019629
Tmax k296 -0.000340 0.019638
Tmax k297 -0.000352 0.019638
Tmax k298 -0.000024 0.019736
Tmax k299 -0.000337 0.019637
Tmax k300 -0.000337 0.019637
Tmax k301 -0.000337 0.019637
Tmax k302 -0.000338 0.019637
Tmax k303 -0.000338 0.019637
Tmax k304 -0.000338 0.019637
Tmax k305 -0.000338 0.019637
Tmax k306 -0.000338 0.019637
Tmax k307 -0.000340 0.019637
Tmax k308 -0.000337 0.019637
Tmax k309 -0.000316 0.019637
Tmax k310 -0.000339 0.019637
Tmax k311 -0.000340 0.019638
Tmax k312 -0.000361 0.019639
Tmax k313 -0.000338 0.019637
Tmax k314 -0.000344 0.019640
Tmax k315 -0.000338 0.019637
Tmax k316 -0.000326 0.019634
Tmax k317 -0.000339 0.019637
Tmax k318 -0.000324 0.019642
Tmax k319 -0.000370 0.019640
Tmax k320 -0.000332 0.019636
Tmax k321 -0.000338 0.019637
Tmax k322 -0.000338 0.019637
Tmax k323 -0.000339 0.019637
Tmax k324 -0.000338 0.019637
Tmax k325 -0.000338 0.019637
Tmax k326 -0.000337 0.019637
Tmax k327 -0.000338 0.019637
Tmax k328 -0.000344 0.019637
Tmax k329 -0.000340 0.019637
Tmax k330 -0.000323 0.019637
Tmax k331 -0.000338 0.019637
Tmax k332 -0.000336 0.019637
Tmax k333 -0.000343 0.019638
Tmax k334 -0.000338 0.019637
Tmax k335 -0.000338 0.019637
Tmax k336 -0.000340 0.019637
Tmax k337 -0.000343 0.019636
Tmax k338 -0.000338 0.019637
Tmax k339 -0.000337 0.019639
Tmax k340 -0.000325 0.019631
Tmax k341 -0.000337 0.019637
Tmax k342 -0.000338 0.019637
Tmax k343 -0.000337 0.019637
Tmax k344 -0.000338 0.019637
Tmax k345 -0.000338 0.019637
Tmax k346 -0.000338 0.019637
Tmax k347 -0.000338 0.019637
Tmax k348 -0.000338 0.019637
Tmax k349 -0.000338 0.019637
Tmax k350 -0.000338 0.019637
Tmax k351 -0.000351 0.019637
Tmax k352 -0.000339 0.019637
Tmax k353 -0.000341 0.019637
Tmax k354 -0.000342 0.019638
Tmax k355 -0.000338 0.019637
Tmax k356 -0.000336 0.019638
Tmax k357 -0.000338 0.019637
Tmax k358 -0.000343 0.019637
Tmax k359 -0.000339 0.019637
Tmax k360 -0.000338 0.019637
Tmax k361 -0.000344 0.019640
Tmax k362 -0.000339 0.019638
Tmax k363 -0.000338 0.019637
Tmax k364 -0.000338 0.019637
Tmax k365 -0.000338 0.019637
Tmax k366 -0.000338 0.019637
Tmax k367 -0.000338 0.019637
Tmax k368 -0.000338 0.019637
Tmax k369 -0.000338 0.019637
Tmax k370 -0.000338 0.019637
Tmax k371 -0.000338 0.019637
Tmax k372 -0.000338 0.019637
Tmax k373 -0.000338 0.019637
Tmax k374 -0.000338 0.019637
Tmax k375 -0.000338 0.019637
Tmax k376 -0.000338 0.019637
Tmax k377 -0.000338 0.019637
Tmax k378 -0.000338 0.019637
Tmax k379 -0.000338 0.019637
Tmax k380 -0.000338 0.019637
Tmax k381 -0.000338 0.019637
Tmax k382 -0.000338 0.019637
Tmax k383 -0.000331 0.019640
Tmax k384 -0.000338 0.019637
Tmax k385 -0.000336 0.019637
Tmax k386 -0.000335 0.019637
Tmax k387 -0.000338 0.019637
Tmax k388 -0.000338 0.019637
Tmax k389 -0.000338 0.019637
Tmax k390 -0.000338 0.019637
Tmax k391 -0.000335 0.019637
Tmax k392 -0.000337 0.019637
Tmax k393 -0.000332 0.019639
Tmax k394 -0.000338 0.019637
Tmax k395 -0.000338 0.019637
Tmax k396 -0.000329 0.019638
Tmax k397 -0.000337 0.019637
Tmax k398 -0.000314 0.019638
Tmax k399 -0.000342 0.019638
Tmax k400 -0.000340 0.019637
Tmax k401 -0.000338 0.019637
Tmax k402 -0.000334 0.019636
Tmax k403 -0.000331 0.019636
Tmax k404 -0.000342 0.019637
Tmax k405 -0.000338 0.019637


#5

That's amazing! Thank you very much @joels!


#6

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