# gene_data |> #where A,B, and C are indicator variables
# ggplot() +
# aes(dims = dims(A:C)) +
# geom_venn() # Warn without
# y talk
# ggplot() +
# aes(dims = dims(A:B)) +
# geom_venn()
library(tidyverse)
genes <- paste("gene", 1:1000, sep="")
x <- list(A = sample(genes,300),
B = sample(genes,525),
C = sample(genes,440),
D = sample(genes, 50))
ggVennDiagram::ggVennDiagram(x = x)
layer_data(i = 1) |>
ggplot() +
aes(x,y, group = group, fill = fill) +
geom_polygon()
library(ggVennDiagram)
##
## Attaching package: 'ggVennDiagram'
## The following object is masked from 'package:tidyr':
##
## unite
# three dimension Venn plot
ggVennDiagram(x[1:3],label = "none")
layer_data(i = 1) |>
# filter(fill == "#132B43") |>
ggplot() +
aes(x,y, label = group,
fill = group, group = group) +
geom_text() +
coord_equal() +
geom_polygon()
Experiment
gene_data <- tribble(~A, ~B, ~C,
T, T, F,
T, T, T,
T, F, T)
library(tidyverse)
df_conditions_inclusion_list <- function(df){
conditions <- df |> names()
conditions
out <- list()
for(i in 1:length(conditions)){
out[[i]] <- which(df[conditions[i]] |> pull())
}
out
}
compute_panel_venn <- function(data, scales){
df <- data |>
df_conditions_inclusion_list() |>
Venn() |>
process_data(shape_id = NULL)
left_join(ggVennDiagram:::get_shape_regionedge(df),
ggVennDiagram:::venn_region(df)) |>
rename(x = X,
y = Y,
group = id)
}
compute_panel_venn_label <- function(data, scales){
df <- data |>
df_conditions_inclusion_list() |> ## dims go here
Venn() |>
process_data(shape_id = NULL)
left_join(ggVennDiagram:::get_shape_regionedge(df),
ggVennDiagram:::venn_regionlabel(df)) |>
rename(x = X,
y = Y,
group = id)
}
gene_data |>
compute_panel_venn() |>
ggplot() +
aes(x, y, group = group) +
geom_point()
## Joining with `by = join_by(id)`
gene_data |>
compute_panel_venn() |>
ggplot() +
aes(x,y, group = group, fill = group) +
geom_polygon()
## Joining with `by = join_by(id)`
gene_data |>
compute_panel_venn_label()
## Joining with `by = join_by(id, X, Y)`
## group x y name item count
## 1 1 1.889084e+00 3.5258134538 <NA> NULL NA
## 2 1 1.998059e+00 3.4628970787 <NA> NULL NA
## 3 1 1.784320e+00 3.3302794185 <NA> NULL NA
## 4 1 1.577561e+00 3.1830473621 <NA> NULL NA
## 5 1 1.380557e+00 3.0229982974 <NA> NULL NA
## 6 1 1.194100e+00 2.8507766855 <NA> NULL NA
## 7 1 1.018942e+00 2.6670760021 <NA> NULL NA
## 8 1 8.557876e-01 2.4726359449 <NA> NULL NA
## 9 1 7.052937e-01 2.2682394555 <NA> NULL NA
## 10 1 5.680663e-01 2.0547095663 <NA> NULL NA
## 11 1 4.446582e-01 1.8329060869 <NA> NULL NA
## 12 1 3.355662e-01 1.6037221416 <NA> NULL NA
## 13 1 2.412295e-01 1.3680805733 <NA> NULL NA
## 14 1 1.620281e-01 1.1269302274 <NA> NULL NA
## 15 1 9.828085e-02 0.8812421311 <NA> NULL NA
## 16 1 5.024445e-02 0.6320055839 <NA> NULL NA
## 17 1 1.811231e-02 0.3802241732 <NA> NULL NA
## 18 1 2.013830e-03 0.1269117340 <NA> NULL NA
## 19 1 2.013830e-03 -0.1269117340 <NA> NULL NA
## 20 1 1.811231e-02 -0.3802241732 <NA> NULL NA
## 21 1 3.554863e-02 -0.5168518997 <NA> NULL NA
## 22 1 -8.881784e-16 -0.5358983849 <NA> NULL NA
## 23 1 -2.156803e-01 -0.6697205815 <NA> NULL NA
## 24 1 -4.224387e-01 -0.8169526379 <NA> NULL NA
## 25 1 -6.194429e-01 -0.9770017026 <NA> NULL NA
## 26 1 -8.058996e-01 -1.1492233145 <NA> NULL NA
## 27 1 -9.810578e-01 -1.3329239979 <NA> NULL NA
## 28 1 -1.144212e+00 -1.5273640551 <NA> NULL NA
## 29 1 -1.294706e+00 -1.7317605445 <NA> NULL NA
## 30 1 -1.431934e+00 -1.9452904337 <NA> NULL NA
## 31 1 -1.555342e+00 -2.1670939131 <NA> NULL NA
## 32 1 -1.664434e+00 -2.3962778584 <NA> NULL NA
## 33 1 -1.758770e+00 -2.6319194267 <NA> NULL NA
## 34 1 -1.837972e+00 -2.8730697726 <NA> NULL NA
## 35 1 -1.901719e+00 -3.1187578689 <NA> NULL NA
## 36 1 -1.949756e+00 -3.3679944161 <NA> NULL NA
## 37 1 -1.964451e+00 -3.4831481003 <NA> NULL NA
## 38 1 -2.000000e+00 -3.4641016151 <NA> NULL NA
## 39 1 -2.215680e+00 -3.3302794185 <NA> NULL NA
## 40 1 -2.422439e+00 -3.1830473621 <NA> NULL NA
## 41 1 -2.619443e+00 -3.0229982974 <NA> NULL NA
## 42 1 -2.805900e+00 -2.8507766855 <NA> NULL NA
## 43 1 -2.981058e+00 -2.6670760021 <NA> NULL NA
## 44 1 -3.144212e+00 -2.4726359449 <NA> NULL NA
## 45 1 -3.294706e+00 -2.2682394555 <NA> NULL NA
## 46 1 -3.431934e+00 -2.0547095663 <NA> NULL NA
## 47 1 -3.555342e+00 -1.8329060869 <NA> NULL NA
## 48 1 -3.664434e+00 -1.6037221416 <NA> NULL NA
## 49 1 -3.758770e+00 -1.3680805733 <NA> NULL NA
## 50 1 -3.837972e+00 -1.1269302274 <NA> NULL NA
## 51 1 -3.901719e+00 -0.8812421311 <NA> NULL NA
## 52 1 -3.949756e+00 -0.6320055839 <NA> NULL NA
## 53 1 -3.981888e+00 -0.3802241732 <NA> NULL NA
## 54 1 -3.997986e+00 -0.1269117340 <NA> NULL NA
## 55 1 -3.997986e+00 0.1269117340 <NA> NULL NA
## 56 1 -3.981888e+00 0.3802241732 <NA> NULL NA
## 57 1 -3.949756e+00 0.6320055839 <NA> NULL NA
## 58 1 -3.901719e+00 0.8812421311 <NA> NULL NA
## 59 1 -3.837972e+00 1.1269302274 <NA> NULL NA
## 60 1 -3.758770e+00 1.3680805733 <NA> NULL NA
## 61 1 -3.664434e+00 1.6037221416 <NA> NULL NA
## 62 1 -3.555342e+00 1.8329060869 <NA> NULL NA
## 63 1 -3.431934e+00 2.0547095663 <NA> NULL NA
## 64 1 -3.294706e+00 2.2682394555 <NA> NULL NA
## 65 1 -3.144212e+00 2.4726359449 <NA> NULL NA
## 66 1 -2.981058e+00 2.6670760021 <NA> NULL NA
## 67 1 -2.805900e+00 2.8507766855 <NA> NULL NA
## 68 1 -2.619443e+00 3.0229982974 <NA> NULL NA
## 69 1 -2.422439e+00 3.1830473621 <NA> NULL NA
## 70 1 -2.215680e+00 3.3302794185 <NA> NULL NA
## 71 1 -2.000000e+00 3.4641016151 <NA> NULL NA
## 72 1 -1.776266e+00 3.5839750972 <NA> NULL NA
## 73 1 -1.545381e+00 3.6894171764 <NA> NULL NA
## 74 1 -1.308272e+00 3.7800032749 <NA> NULL NA
## 75 1 -1.065895e+00 3.8553686342 <NA> NULL NA
## 76 1 -8.192267e-01 3.9152097849 <NA> NULL NA
## 77 1 -5.692594e-01 3.9592857675 <NA> NULL NA
## 78 1 -3.169998e-01 3.9874191038 <NA> NULL NA
## 79 1 -6.346386e-02 3.9994965107 <NA> NULL NA
## 80 1 1.903277e-01 3.9954693567 <NA> NULL NA
## 81 1 4.433528e-01 3.9753538578 <NA> NULL NA
## 82 1 6.945927e-01 3.9392310120 <NA> NULL NA
## 83 1 9.430357e-01 3.8872462733 <NA> NULL NA
## 84 1 1.187682e+00 3.8196089658 <NA> NULL NA
## 85 1 1.427545e+00 3.7365914411 <NA> NULL NA
## 86 1 1.661660e+00 3.6385279814 <NA> NULL NA
## 87 1 1.889084e+00 3.5258134538 <NA> NULL NA
## 88 2 8.000000e+00 0.0000000000 <NA> NULL NA
## 89 2 7.991947e+00 -0.2536956786 <NA> NULL NA
## 90 2 7.967819e+00 -0.5063698143 <NA> NULL NA
## 91 2 7.927715e+00 -0.7570049774 <NA> NULL NA
## 92 2 7.871795e+00 -1.0045919487 <NA> NULL NA
## 93 2 7.800284e+00 -1.2481337828 <NA> NULL NA
## 94 2 7.713472e+00 -1.4866498226 <NA> NULL NA
## 95 2 7.611706e+00 -1.7191796484 <NA> NULL NA
## 96 2 7.495398e+00 -1.9447869444 <NA> NULL NA
## 97 2 7.365014e+00 -2.1625632698 <NA> NULL NA
## 98 2 7.221081e+00 -2.3716317162 <NA> NULL NA
## 99 2 7.064178e+00 -2.5711504387 <NA> NULL NA
## 100 2 6.894936e+00 -2.7603160459 <NA> NULL NA
## 101 2 6.714038e+00 -2.9383668346 <NA> NULL NA
## 102 2 6.522211e+00 -3.1045858572 <NA> NULL NA
## 103 2 6.320228e+00 -3.2583038082 <NA> NULL NA
## 104 2 6.108902e+00 -3.3989017198 <NA> NULL NA
## 105 2 5.965875e+00 -3.4814784194 <NA> NULL NA
## 106 2 5.927715e+00 -3.2429950226 <NA> NULL NA
## 107 2 5.871795e+00 -2.9954080513 <NA> NULL NA
## 108 2 5.800284e+00 -2.7518662172 <NA> NULL NA
## 109 2 5.713472e+00 -2.5133501774 <NA> NULL NA
## 110 2 5.611706e+00 -2.2808203516 <NA> NULL NA
## 111 2 5.495398e+00 -2.0552130556 <NA> NULL NA
## 112 2 5.365014e+00 -1.8374367302 <NA> NULL NA
## 113 2 5.221081e+00 -1.6283682838 <NA> NULL NA
## 114 2 5.064178e+00 -1.4288495613 <NA> NULL NA
## 115 2 4.894936e+00 -1.2396839541 <NA> NULL NA
## 116 2 4.714038e+00 -1.0616331654 <NA> NULL NA
## 117 2 4.522211e+00 -0.8954141428 <NA> NULL NA
## 118 2 4.320228e+00 -0.7416961918 <NA> NULL NA
## 119 2 4.108902e+00 -0.6010982802 <NA> NULL NA
## 120 2 3.965875e+00 -0.5185215806 <NA> NULL NA
## 121 2 3.967819e+00 -0.5063698143 <NA> NULL NA
## 122 2 3.991947e+00 -0.2536956786 <NA> NULL NA
## 123 2 4.000000e+00 0.0000000000 <NA> NULL NA
## 124 2 3.991947e+00 0.2536956786 <NA> NULL NA
## 125 2 3.967819e+00 0.5063698143 <NA> NULL NA
## 126 2 3.927715e+00 0.7570049774 <NA> NULL NA
## 127 2 3.871795e+00 1.0045919487 <NA> NULL NA
## 128 2 3.800284e+00 1.2481337828 <NA> NULL NA
## 129 2 3.713472e+00 1.4866498226 <NA> NULL NA
## 130 2 3.611706e+00 1.7191796484 <NA> NULL NA
## 131 2 3.495398e+00 1.9447869444 <NA> NULL NA
## 132 2 3.365014e+00 2.1625632698 <NA> NULL NA
## 133 2 3.221081e+00 2.3716317162 <NA> NULL NA
## 134 2 3.064178e+00 2.5711504387 <NA> NULL NA
## 135 2 2.894936e+00 2.7603160459 <NA> NULL NA
## 136 2 2.714038e+00 2.9383668346 <NA> NULL NA
## 137 2 2.522211e+00 3.1045858572 <NA> NULL NA
## 138 2 2.320228e+00 3.2583038082 <NA> NULL NA
## 139 2 2.108902e+00 3.3989017198 <NA> NULL NA
## 140 2 1.998059e+00 3.4628970787 <NA> NULL NA
## 141 2 2.000000e+00 3.4641016151 <NA> NULL NA
## 142 2 2.223734e+00 3.5839750972 <NA> NULL NA
## 143 2 2.454619e+00 3.6894171764 <NA> NULL NA
## 144 2 2.691728e+00 3.7800032749 <NA> NULL NA
## 145 2 2.934105e+00 3.8553686342 <NA> NULL NA
## 146 2 3.180773e+00 3.9152097849 <NA> NULL NA
## 147 2 3.430741e+00 3.9592857675 <NA> NULL NA
## 148 2 3.683000e+00 3.9874191038 <NA> NULL NA
## 149 2 3.936536e+00 3.9994965107 <NA> NULL NA
## 150 2 4.190328e+00 3.9954693567 <NA> NULL NA
## 151 2 4.443353e+00 3.9753538578 <NA> NULL NA
## 152 2 4.694593e+00 3.9392310120 <NA> NULL NA
## 153 2 4.943036e+00 3.8872462733 <NA> NULL NA
## 154 2 5.187682e+00 3.8196089658 <NA> NULL NA
## 155 2 5.427545e+00 3.7365914411 <NA> NULL NA
## 156 2 5.661660e+00 3.6385279814 <NA> NULL NA
## 157 2 5.889084e+00 3.5258134538 <NA> NULL NA
## 158 2 6.108902e+00 3.3989017198 <NA> NULL NA
## 159 2 6.320228e+00 3.2583038082 <NA> NULL NA
## 160 2 6.522211e+00 3.1045858572 <NA> NULL NA
## 161 2 6.714038e+00 2.9383668346 <NA> NULL NA
## 162 2 6.894936e+00 2.7603160459 <NA> NULL NA
## 163 2 7.064178e+00 2.5711504387 <NA> NULL NA
## 164 2 7.221081e+00 2.3716317162 <NA> NULL NA
## 165 2 7.365014e+00 2.1625632698 <NA> NULL NA
## 166 2 7.495398e+00 1.9447869444 <NA> NULL NA
## 167 2 7.611706e+00 1.7191796484 <NA> NULL NA
## 168 2 7.713472e+00 1.4866498226 <NA> NULL NA
## 169 2 7.800284e+00 1.2481337828 <NA> NULL NA
## 170 2 7.871795e+00 1.0045919487 <NA> NULL NA
## 171 2 7.927715e+00 0.7570049774 <NA> NULL NA
## 172 2 7.967819e+00 0.5063698143 <NA> NULL NA
## 173 2 7.991947e+00 0.2536956786 <NA> NULL NA
## 174 2 8.000000e+00 0.0000000000 <NA> NULL NA
## 175 3 6.000000e+00 -4.0000000000 <NA> NULL NA
## 176 3 5.991947e+00 -4.2536956786 <NA> NULL NA
## 177 3 5.967819e+00 -4.5063698143 <NA> NULL NA
## 178 3 5.927715e+00 -4.7570049774 <NA> NULL NA
## 179 3 5.871795e+00 -5.0045919487 <NA> NULL NA
## 180 3 5.800284e+00 -5.2481337828 <NA> NULL NA
## 181 3 5.713472e+00 -5.4866498226 <NA> NULL NA
## 182 3 5.611706e+00 -5.7191796484 <NA> NULL NA
## 183 3 5.495398e+00 -5.9447869444 <NA> NULL NA
## 184 3 5.365014e+00 -6.1625632698 <NA> NULL NA
## 185 3 5.221081e+00 -6.3716317162 <NA> NULL NA
## 186 3 5.064178e+00 -6.5711504387 <NA> NULL NA
## 187 3 4.894936e+00 -6.7603160459 <NA> NULL NA
## 188 3 4.714038e+00 -6.9383668346 <NA> NULL NA
## 189 3 4.522211e+00 -7.1045858572 <NA> NULL NA
## 190 3 4.320228e+00 -7.2583038082 <NA> NULL NA
## 191 3 4.108902e+00 -7.3989017198 <NA> NULL NA
## 192 3 3.889084e+00 -7.5258134538 <NA> NULL NA
## 193 3 3.661660e+00 -7.6385279814 <NA> NULL NA
## 194 3 3.427545e+00 -7.7365914411 <NA> NULL NA
## 195 3 3.187682e+00 -7.8196089658 <NA> NULL NA
## 196 3 2.943036e+00 -7.8872462733 <NA> NULL NA
## 197 3 2.694593e+00 -7.9392310120 <NA> NULL NA
## 198 3 2.443353e+00 -7.9753538578 <NA> NULL NA
## 199 3 2.190328e+00 -7.9954693567 <NA> NULL NA
## 200 3 1.936536e+00 -7.9994965107 <NA> NULL NA
## 201 3 1.683000e+00 -7.9874191038 <NA> NULL NA
## 202 3 1.430741e+00 -7.9592857675 <NA> NULL NA
## 203 3 1.180773e+00 -7.9152097849 <NA> NULL NA
## 204 3 9.341047e-01 -7.8553686342 <NA> NULL NA
## 205 3 6.917281e-01 -7.7800032749 <NA> NULL NA
## 206 3 4.546195e-01 -7.6894171764 <NA> NULL NA
## 207 3 2.237335e-01 -7.5839750972 <NA> NULL NA
## 208 3 1.554312e-15 -7.4641016151 <NA> NULL NA
## 209 3 -2.156803e-01 -7.3302794185 <NA> NULL NA
## 210 3 -4.224387e-01 -7.1830473621 <NA> NULL NA
## 211 3 -6.194429e-01 -7.0229982974 <NA> NULL NA
## 212 3 -8.058996e-01 -6.8507766855 <NA> NULL NA
## 213 3 -9.810578e-01 -6.6670760021 <NA> NULL NA
## 214 3 -1.144212e+00 -6.4726359449 <NA> NULL NA
## 215 3 -1.294706e+00 -6.2682394555 <NA> NULL NA
## 216 3 -1.431934e+00 -6.0547095663 <NA> NULL NA
## 217 3 -1.555342e+00 -5.8329060869 <NA> NULL NA
## 218 3 -1.664434e+00 -5.6037221416 <NA> NULL NA
## 219 3 -1.758770e+00 -5.3680805733 <NA> NULL NA
## 220 3 -1.837972e+00 -5.1269302274 <NA> NULL NA
## 221 3 -1.901719e+00 -4.8812421311 <NA> NULL NA
## 222 3 -1.949756e+00 -4.6320055839 <NA> NULL NA
## 223 3 -1.981888e+00 -4.3802241732 <NA> NULL NA
## 224 3 -1.997986e+00 -4.1269117340 <NA> NULL NA
## 225 3 -1.997986e+00 -3.8730882660 <NA> NULL NA
## 226 3 -1.981888e+00 -3.6197758268 <NA> NULL NA
## 227 3 -1.964451e+00 -3.4831481003 <NA> NULL NA
## 228 3 -1.776266e+00 -3.5839750972 <NA> NULL NA
## 229 3 -1.545381e+00 -3.6894171764 <NA> NULL NA
## 230 3 -1.308272e+00 -3.7800032749 <NA> NULL NA
## 231 3 -1.065895e+00 -3.8553686342 <NA> NULL NA
## 232 3 -8.192267e-01 -3.9152097849 <NA> NULL NA
## 233 3 -5.692594e-01 -3.9592857675 <NA> NULL NA
## 234 3 -3.169998e-01 -3.9874191038 <NA> NULL NA
## 235 3 -6.346386e-02 -3.9994965107 <NA> NULL NA
## 236 3 1.903277e-01 -3.9954693567 <NA> NULL NA
## 237 3 4.433528e-01 -3.9753538578 <NA> NULL NA
## 238 3 6.945927e-01 -3.9392310120 <NA> NULL NA
## 239 3 9.430357e-01 -3.8872462733 <NA> NULL NA
## 240 3 1.187682e+00 -3.8196089658 <NA> NULL NA
## 241 3 1.427545e+00 -3.7365914411 <NA> NULL NA
## 242 3 1.661660e+00 -3.6385279814 <NA> NULL NA
## 243 3 1.889084e+00 -3.5258134538 <NA> NULL NA
## 244 3 1.998059e+00 -3.4628970787 <NA> NULL NA
## 245 3 2.000000e+00 -3.4641016151 <NA> NULL NA
## 246 3 2.223734e+00 -3.5839750972 <NA> NULL NA
## 247 3 2.454619e+00 -3.6894171764 <NA> NULL NA
## 248 3 2.691728e+00 -3.7800032749 <NA> NULL NA
## 249 3 2.934105e+00 -3.8553686342 <NA> NULL NA
## 250 3 3.180773e+00 -3.9152097849 <NA> NULL NA
## 251 3 3.430741e+00 -3.9592857675 <NA> NULL NA
## 252 3 3.683000e+00 -3.9874191038 <NA> NULL NA
## 253 3 3.936536e+00 -3.9994965107 <NA> NULL NA
## 254 3 4.190328e+00 -3.9954693567 <NA> NULL NA
## 255 3 4.443353e+00 -3.9753538578 <NA> NULL NA
## 256 3 4.694593e+00 -3.9392310120 <NA> NULL NA
## 257 3 4.943036e+00 -3.8872462733 <NA> NULL NA
## 258 3 5.187682e+00 -3.8196089658 <NA> NULL NA
## 259 3 5.427545e+00 -3.7365914411 <NA> NULL NA
## 260 3 5.661660e+00 -3.6385279814 <NA> NULL NA
## 261 3 5.889084e+00 -3.5258134538 <NA> NULL NA
## 262 3 5.965875e+00 -3.4814784194 <NA> NULL NA
## 263 3 5.967819e+00 -3.4936301857 <NA> NULL NA
## 264 3 5.991947e+00 -3.7463043214 <NA> NULL NA
## 265 3 6.000000e+00 -4.0000000000 <NA> NULL NA
## 266 1/2 2.320228e+00 3.2583038082 <NA> NULL NA
## 267 1/2 2.522211e+00 3.1045858572 <NA> NULL NA
## 268 1/2 2.714038e+00 2.9383668346 <NA> NULL NA
## 269 1/2 2.894936e+00 2.7603160459 <NA> NULL NA
## 270 1/2 3.064178e+00 2.5711504387 <NA> NULL NA
## 271 1/2 3.221081e+00 2.3716317162 <NA> NULL NA
## 272 1/2 3.365014e+00 2.1625632698 <NA> NULL NA
## 273 1/2 3.495398e+00 1.9447869444 <NA> NULL NA
## 274 1/2 3.611706e+00 1.7191796484 <NA> NULL NA
## 275 1/2 3.713472e+00 1.4866498226 <NA> NULL NA
## 276 1/2 3.800284e+00 1.2481337828 <NA> NULL NA
## 277 1/2 3.871795e+00 1.0045919487 <NA> NULL NA
## 278 1/2 3.927715e+00 0.7570049774 <NA> NULL NA
## 279 1/2 3.967819e+00 0.5063698143 <NA> NULL NA
## 280 1/2 3.991947e+00 0.2536956786 <NA> NULL NA
## 281 1/2 4.000000e+00 0.0000000000 <NA> NULL NA
## 282 1/2 3.991947e+00 -0.2536956786 <NA> NULL NA
## 283 1/2 3.967819e+00 -0.5063698143 <NA> NULL NA
## 284 1/2 3.965875e+00 -0.5185215806 <NA> NULL NA
## 285 1/2 3.889084e+00 -0.4741865462 <NA> NULL NA
## 286 1/2 3.661660e+00 -0.3614720186 <NA> NULL NA
## 287 1/2 3.427545e+00 -0.2634085589 <NA> NULL NA
## 288 1/2 3.187682e+00 -0.1803910342 <NA> NULL NA
## 289 1/2 2.943036e+00 -0.1127537267 <NA> NULL NA
## 290 1/2 2.694593e+00 -0.0607689880 <NA> NULL NA
## 291 1/2 2.443353e+00 -0.0246461422 <NA> NULL NA
## 292 1/2 2.190328e+00 -0.0045306433 <NA> NULL NA
## 293 1/2 1.936536e+00 -0.0005034893 <NA> NULL NA
## 294 1/2 1.683000e+00 -0.0125808962 <NA> NULL NA
## 295 1/2 1.430741e+00 -0.0407142325 <NA> NULL NA
## 296 1/2 1.180773e+00 -0.0847902151 <NA> NULL NA
## 297 1/2 9.341047e-01 -0.1446313658 <NA> NULL NA
## 298 1/2 6.917281e-01 -0.2199967251 <NA> NULL NA
## 299 1/2 4.546195e-01 -0.3105828236 <NA> NULL NA
## 300 1/2 2.237335e-01 -0.4160249028 <NA> NULL NA
## 301 1/2 3.554863e-02 -0.5168518997 <NA> NULL NA
## 302 1/2 1.811231e-02 -0.3802241732 <NA> NULL NA
## 303 1/2 2.013830e-03 -0.1269117340 <NA> NULL NA
## 304 1/2 2.013830e-03 0.1269117340 <NA> NULL NA
## 305 1/2 1.811231e-02 0.3802241732 <NA> NULL NA
## 306 1/2 5.024445e-02 0.6320055839 <NA> NULL NA
## 307 1/2 9.828085e-02 0.8812421311 <NA> NULL NA
## 308 1/2 1.620281e-01 1.1269302274 <NA> NULL NA
## 309 1/2 2.412295e-01 1.3680805733 <NA> NULL NA
## 310 1/2 3.355662e-01 1.6037221416 <NA> NULL NA
## 311 1/2 4.446582e-01 1.8329060869 <NA> NULL NA
## 312 1/2 5.680663e-01 2.0547095663 <NA> NULL NA
## 313 1/2 7.052937e-01 2.2682394555 <NA> NULL NA
## 314 1/2 8.557876e-01 2.4726359449 <NA> NULL NA
## 315 1/2 1.018942e+00 2.6670760021 <NA> NULL NA
## 316 1/2 1.194100e+00 2.8507766855 <NA> NULL NA
## 317 1/2 1.380557e+00 3.0229982974 <NA> NULL NA
## 318 1/2 1.577561e+00 3.1830473621 <NA> NULL NA
## 319 1/2 1.784320e+00 3.3302794185 <NA> NULL NA
## 320 1/2 1.998059e+00 3.4628970787 <NA> NULL NA
## 321 1/2 2.108902e+00 3.3989017198 <NA> NULL NA
## 322 1/2 2.320228e+00 3.2583038082 <NA> NULL NA
## 323 1/3 1.889084e+00 -3.5258134538 <NA> NULL NA
## 324 1/3 1.661660e+00 -3.6385279814 <NA> NULL NA
## 325 1/3 1.427545e+00 -3.7365914411 <NA> NULL NA
## 326 1/3 1.187682e+00 -3.8196089658 <NA> NULL NA
## 327 1/3 9.430357e-01 -3.8872462733 <NA> NULL NA
## 328 1/3 6.945927e-01 -3.9392310120 <NA> NULL NA
## 329 1/3 4.433528e-01 -3.9753538578 <NA> NULL NA
## 330 1/3 1.903277e-01 -3.9954693567 <NA> NULL NA
## 331 1/3 -6.346386e-02 -3.9994965107 <NA> NULL NA
## 332 1/3 -3.169998e-01 -3.9874191038 <NA> NULL NA
## 333 1/3 -5.692594e-01 -3.9592857675 <NA> NULL NA
## 334 1/3 -8.192267e-01 -3.9152097849 <NA> NULL NA
## 335 1/3 -1.065895e+00 -3.8553686342 <NA> NULL NA
## 336 1/3 -1.308272e+00 -3.7800032749 <NA> NULL NA
## 337 1/3 -1.545381e+00 -3.6894171764 <NA> NULL NA
## 338 1/3 -1.776266e+00 -3.5839750972 <NA> NULL NA
## 339 1/3 -1.964451e+00 -3.4831481003 <NA> NULL NA
## 340 1/3 -1.949756e+00 -3.3679944161 <NA> NULL NA
## 341 1/3 -1.901719e+00 -3.1187578689 <NA> NULL NA
## 342 1/3 -1.837972e+00 -2.8730697726 <NA> NULL NA
## 343 1/3 -1.758770e+00 -2.6319194267 <NA> NULL NA
## 344 1/3 -1.664434e+00 -2.3962778584 <NA> NULL NA
## 345 1/3 -1.555342e+00 -2.1670939131 <NA> NULL NA
## 346 1/3 -1.431934e+00 -1.9452904337 <NA> NULL NA
## 347 1/3 -1.294706e+00 -1.7317605445 <NA> NULL NA
## 348 1/3 -1.144212e+00 -1.5273640551 <NA> NULL NA
## 349 1/3 -9.810578e-01 -1.3329239979 <NA> NULL NA
## 350 1/3 -8.058996e-01 -1.1492233145 <NA> NULL NA
## 351 1/3 -6.194429e-01 -0.9770017026 <NA> NULL NA
## 352 1/3 -4.224387e-01 -0.8169526379 <NA> NULL NA
## 353 1/3 -2.156803e-01 -0.6697205815 <NA> NULL NA
## 354 1/3 -8.881784e-16 -0.5358983849 <NA> NULL NA
## 355 1/3 3.554863e-02 -0.5168518997 <NA> NULL NA
## 356 1/3 5.024445e-02 -0.6320055839 <NA> NULL NA
## 357 1/3 9.828085e-02 -0.8812421311 <NA> NULL NA
## 358 1/3 1.620281e-01 -1.1269302274 <NA> NULL NA
## 359 1/3 2.412295e-01 -1.3680805733 <NA> NULL NA
## 360 1/3 3.355662e-01 -1.6037221416 <NA> NULL NA
## 361 1/3 4.446582e-01 -1.8329060869 <NA> NULL NA
## 362 1/3 5.680663e-01 -2.0547095663 <NA> NULL NA
## 363 1/3 7.052937e-01 -2.2682394555 <NA> NULL NA
## 364 1/3 8.557876e-01 -2.4726359449 <NA> NULL NA
## 365 1/3 1.018942e+00 -2.6670760021 <NA> NULL NA
## 366 1/3 1.194100e+00 -2.8507766855 <NA> NULL NA
## 367 1/3 1.380557e+00 -3.0229982974 <NA> NULL NA
## 368 1/3 1.577561e+00 -3.1830473621 <NA> NULL NA
## 369 1/3 1.784320e+00 -3.3302794185 <NA> NULL NA
## 370 1/3 1.998059e+00 -3.4628970787 <NA> NULL NA
## 371 1/3 1.889084e+00 -3.5258134538 <NA> NULL NA
## 372 2/3 5.661660e+00 -3.6385279814 <NA> NULL NA
## 373 2/3 5.427545e+00 -3.7365914411 <NA> NULL NA
## 374 2/3 5.187682e+00 -3.8196089658 <NA> NULL NA
## 375 2/3 4.943036e+00 -3.8872462733 <NA> NULL NA
## 376 2/3 4.694593e+00 -3.9392310120 <NA> NULL NA
## 377 2/3 4.443353e+00 -3.9753538578 <NA> NULL NA
## 378 2/3 4.190328e+00 -3.9954693567 <NA> NULL NA
## 379 2/3 3.936536e+00 -3.9994965107 <NA> NULL NA
## 380 2/3 3.683000e+00 -3.9874191038 <NA> NULL NA
## 381 2/3 3.430741e+00 -3.9592857675 <NA> NULL NA
## 382 2/3 3.180773e+00 -3.9152097849 <NA> NULL NA
## 383 2/3 2.934105e+00 -3.8553686342 <NA> NULL NA
## 384 2/3 2.691728e+00 -3.7800032749 <NA> NULL NA
## 385 2/3 2.454619e+00 -3.6894171764 <NA> NULL NA
## 386 2/3 2.223734e+00 -3.5839750972 <NA> NULL NA
## 387 2/3 2.000000e+00 -3.4641016151 <NA> NULL NA
## 388 2/3 1.998059e+00 -3.4628970787 <NA> NULL NA
## 389 2/3 2.108902e+00 -3.3989017198 <NA> NULL NA
## 390 2/3 2.320228e+00 -3.2583038082 <NA> NULL NA
## 391 2/3 2.522211e+00 -3.1045858572 <NA> NULL NA
## 392 2/3 2.714038e+00 -2.9383668346 <NA> NULL NA
## 393 2/3 2.894936e+00 -2.7603160459 <NA> NULL NA
## 394 2/3 3.064178e+00 -2.5711504387 <NA> NULL NA
## 395 2/3 3.221081e+00 -2.3716317162 <NA> NULL NA
## 396 2/3 3.365014e+00 -2.1625632698 <NA> NULL NA
## 397 2/3 3.495398e+00 -1.9447869444 <NA> NULL NA
## 398 2/3 3.611706e+00 -1.7191796484 <NA> NULL NA
## 399 2/3 3.713472e+00 -1.4866498226 <NA> NULL NA
## 400 2/3 3.800284e+00 -1.2481337828 <NA> NULL NA
## 401 2/3 3.871795e+00 -1.0045919487 <NA> NULL NA
## 402 2/3 3.927715e+00 -0.7570049774 <NA> NULL NA
## 403 2/3 3.965875e+00 -0.5185215806 <NA> NULL NA
## 404 2/3 4.108902e+00 -0.6010982802 <NA> NULL NA
## 405 2/3 4.320228e+00 -0.7416961918 <NA> NULL NA
## 406 2/3 4.522211e+00 -0.8954141428 <NA> NULL NA
## 407 2/3 4.714038e+00 -1.0616331654 <NA> NULL NA
## 408 2/3 4.894936e+00 -1.2396839541 <NA> NULL NA
## 409 2/3 5.064178e+00 -1.4288495613 <NA> NULL NA
## 410 2/3 5.221081e+00 -1.6283682838 <NA> NULL NA
## 411 2/3 5.365014e+00 -1.8374367302 <NA> NULL NA
## 412 2/3 5.495398e+00 -2.0552130556 <NA> NULL NA
## 413 2/3 5.611706e+00 -2.2808203516 <NA> NULL NA
## 414 2/3 5.713472e+00 -2.5133501774 <NA> NULL NA
## 415 2/3 5.800284e+00 -2.7518662172 <NA> NULL NA
## 416 2/3 5.871795e+00 -2.9954080513 <NA> NULL NA
## 417 2/3 5.927715e+00 -3.2429950226 <NA> NULL NA
## 418 2/3 5.965875e+00 -3.4814784194 <NA> NULL NA
## 419 2/3 5.889084e+00 -3.5258134538 <NA> NULL NA
## 420 2/3 5.661660e+00 -3.6385279814 <NA> NULL NA
## 421 1/2/3 3.927715e+00 -0.7570049774 <NA> NULL NA
## 422 1/2/3 3.871795e+00 -1.0045919487 <NA> NULL NA
## 423 1/2/3 3.800284e+00 -1.2481337828 <NA> NULL NA
## 424 1/2/3 3.713472e+00 -1.4866498226 <NA> NULL NA
## 425 1/2/3 3.611706e+00 -1.7191796484 <NA> NULL NA
## 426 1/2/3 3.495398e+00 -1.9447869444 <NA> NULL NA
## 427 1/2/3 3.365014e+00 -2.1625632698 <NA> NULL NA
## 428 1/2/3 3.221081e+00 -2.3716317162 <NA> NULL NA
## 429 1/2/3 3.064178e+00 -2.5711504387 <NA> NULL NA
## 430 1/2/3 2.894936e+00 -2.7603160459 <NA> NULL NA
## 431 1/2/3 2.714038e+00 -2.9383668346 <NA> NULL NA
## 432 1/2/3 2.522211e+00 -3.1045858572 <NA> NULL NA
## 433 1/2/3 2.320228e+00 -3.2583038082 <NA> NULL NA
## 434 1/2/3 2.108902e+00 -3.3989017198 <NA> NULL NA
## 435 1/2/3 1.998059e+00 -3.4628970787 <NA> NULL NA
## 436 1/2/3 1.784320e+00 -3.3302794185 <NA> NULL NA
## 437 1/2/3 1.577561e+00 -3.1830473621 <NA> NULL NA
## 438 1/2/3 1.380557e+00 -3.0229982974 <NA> NULL NA
## 439 1/2/3 1.194100e+00 -2.8507766855 <NA> NULL NA
## 440 1/2/3 1.018942e+00 -2.6670760021 <NA> NULL NA
## 441 1/2/3 8.557876e-01 -2.4726359449 <NA> NULL NA
## 442 1/2/3 7.052937e-01 -2.2682394555 <NA> NULL NA
## 443 1/2/3 5.680663e-01 -2.0547095663 <NA> NULL NA
## 444 1/2/3 4.446582e-01 -1.8329060869 <NA> NULL NA
## 445 1/2/3 3.355662e-01 -1.6037221416 <NA> NULL NA
## 446 1/2/3 2.412295e-01 -1.3680805733 <NA> NULL NA
## 447 1/2/3 1.620281e-01 -1.1269302274 <NA> NULL NA
## 448 1/2/3 9.828085e-02 -0.8812421311 <NA> NULL NA
## 449 1/2/3 5.024445e-02 -0.6320055839 <NA> NULL NA
## 450 1/2/3 3.554863e-02 -0.5168518997 <NA> NULL NA
## 451 1/2/3 2.237335e-01 -0.4160249028 <NA> NULL NA
## 452 1/2/3 4.546195e-01 -0.3105828236 <NA> NULL NA
## 453 1/2/3 6.917281e-01 -0.2199967251 <NA> NULL NA
## 454 1/2/3 9.341047e-01 -0.1446313658 <NA> NULL NA
## 455 1/2/3 1.180773e+00 -0.0847902151 <NA> NULL NA
## 456 1/2/3 1.430741e+00 -0.0407142325 <NA> NULL NA
## 457 1/2/3 1.683000e+00 -0.0125808962 <NA> NULL NA
## 458 1/2/3 1.936536e+00 -0.0005034893 <NA> NULL NA
## 459 1/2/3 2.190328e+00 -0.0045306433 <NA> NULL NA
## 460 1/2/3 2.443353e+00 -0.0246461422 <NA> NULL NA
## 461 1/2/3 2.694593e+00 -0.0607689880 <NA> NULL NA
## 462 1/2/3 2.943036e+00 -0.1127537267 <NA> NULL NA
## 463 1/2/3 3.187682e+00 -0.1803910342 <NA> NULL NA
## 464 1/2/3 3.427545e+00 -0.2634085589 <NA> NULL NA
## 465 1/2/3 3.661660e+00 -0.3614720186 <NA> NULL NA
## 466 1/2/3 3.889084e+00 -0.4741865462 <NA> NULL NA
## 467 1/2/3 3.965875e+00 -0.5185215806 <NA> NULL NA
## 468 1/2/3 3.927715e+00 -0.7570049774 <NA> NULL NA
library(ggdims)