hiPSC models of Schizophrenia
Public release of data and code from Hoffman, et al. (submitted)
Developed by Gabriel Hoffman
Run on 2017-06-30
Data is available on Synapse.
Summary
This includes code and plots for the final version of the paper. Exploratory analysis and intermediate processing steps are too extensive to be included here
## Warning: replacing previous import 'igraph::union' by 'GSEABase::union'
## when loading 'HTSanalyzeR'WGCNA
## Power SFT.R.sq slope truncated.R.sq mean.k. median.k. max.k.
## 1 1 0.4680 2.380 0.871 4670.00 4780.000 6580.0
## 2 2 0.0044 0.118 0.700 1740.00 1770.000 3250.0
## 3 3 0.1660 -0.681 0.742 795.00 779.000 1870.0
## 4 4 0.3690 -1.090 0.808 411.00 382.000 1170.0
## 5 5 0.4980 -1.340 0.850 231.00 202.000 784.0
## 6 6 0.5850 -1.470 0.882 139.00 113.000 547.0
## 7 7 0.6460 -1.580 0.907 87.80 65.700 399.0
## 8 8 0.6630 -1.780 0.913 57.80 39.600 310.0
## 9 9 0.6920 -1.930 0.931 39.30 24.700 247.0
## 10 10 0.7120 -2.050 0.948 27.50 15.700 200.0
## 11 12 0.7770 -2.120 0.978 14.40 6.870 138.0
## 12 14 0.8220 -2.110 0.991 8.17 3.190 99.7
## 13 16 0.8590 -2.080 0.994 4.91 1.560 74.4
## 14 18 0.8860 -2.020 0.993 3.10 0.806 56.9
## 15 20 0.9030 -1.980 0.989 2.04 0.440 44.9
## Power SFT.R.sq slope truncated.R.sq mean.k. median.k. max.k.
## 1 1 0.0710 1.02 0.894 4300.00 4340.000 6510.0
## 2 2 0.0808 -0.59 0.873 1490.00 1460.000 3100.0
## 3 3 0.3700 -1.08 0.900 639.00 593.000 1700.0
## 4 4 0.5650 -1.43 0.916 313.00 269.000 1060.0
## 5 5 0.6680 -1.62 0.929 169.00 132.000 709.0
## 6 6 0.7660 -1.69 0.968 97.70 68.700 505.0
## 7 7 0.8240 -1.81 0.985 60.00 37.400 390.0
## 8 8 0.8680 -1.86 0.995 38.60 21.200 311.0
## 9 9 0.9020 -1.87 0.998 25.90 12.500 254.0
## 10 10 0.9240 -1.86 0.996 17.90 7.560 213.0
## 11 12 0.9420 -1.85 0.988 9.35 2.950 159.0
## 12 14 0.9490 -1.79 0.979 5.35 1.260 124.0
## 13 16 0.9570 -1.71 0.976 3.30 0.580 99.6
## 14 18 0.9530 -1.66 0.966 2.16 0.286 81.5
## 15 20 0.9590 -1.59 0.969 1.49 0.146 67.7Scale-free plot
## 6_wk_FB_neuron
## TOM calculation: adjacency..
## adjacency: replaceMissing: 0
## ..will use 60 parallel threads.
## Fraction of slow calculations: 0.000000
## ..connectivity..
## ..matrix multiplication..
## ..normalization..
## ..done.
## NPC
## TOM calculation: adjacency..
## adjacency: replaceMissing: 0
## ..will use 60 parallel threads.
## Fraction of slow calculations: 0.000000
## ..connectivity..
## ..matrix multiplication..
## ..normalization..
## ..done.## used (Mb) gc trigger (Mb) max used (Mb)
## Ncells 6603561 352.7 9968622 532.4 7998162 427.2
## Vcells 7421908 56.7 1494640669 11403.3 1705884830 13014.9WGCNA.tree.plots
##
6_wk_FB_neuron
NPC## modulesInclude
## FALSE TRUE
## 952 5096## setInclude
## TRUE
## 6048##
## 0 - 1 1 - 2 2 - 3 3 - 4 4 - 5 5 - 6 6 - 7
## 4043 289 121 86 62 52 443## modulesInclude
## FALSE TRUE
## 3696 2352## character(0)
color modules
Coexpression DE NPC
| logFC | AveExpr | t | P.Value | adj.P.Val | B | |
|---|---|---|---|---|---|---|
| plum2 | 2.1705492 | 0 | 2.0834048 | 0.0440793 | 0.7539950 | -4.576531 |
| palevioletred3 | -1.5744834 | 0 | -1.9578668 | 0.0577116 | 0.7539950 | -4.579167 |
| lightpink4 | -3.6318540 | 0 | -1.8751967 | 0.0685628 | 0.7539950 | -4.580846 |
| brown4 | -4.3894543 | 0 | -1.7542441 | 0.0875520 | 0.7539950 | -4.583216 |
| darkgrey | 2.3822910 | 0 | 1.7476297 | 0.0887069 | 0.7539950 | -4.583343 |
| firebrick4 | 4.6089558 | 0 | 1.7337877 | 0.0911652 | 0.7539950 | -4.583606 |
| salmon2 | -1.0689715 | 0 | -1.7123175 | 0.0950908 | 0.7539950 | -4.584012 |
| honeydew1 | 1.6311416 | 0 | 1.6988841 | 0.0976179 | 0.7539950 | -4.584264 |
| darkturquoise | 5.1424736 | 0 | 1.6755085 | 0.1021483 | 0.7539950 | -4.584699 |
| cyan | 4.0268696 | 0 | 1.6175620 | 0.1141328 | 0.7539950 | -4.585759 |
| brown | -8.1230988 | 0 | -1.5871205 | 0.1208763 | 0.7539950 | -4.586305 |
| mediumpurple3 | -1.5580615 | 0 | -1.5800384 | 0.1224908 | 0.7539950 | -4.586431 |
| tan | -7.0254607 | 0 | -1.5131427 | 0.1386202 | 0.7539950 | -4.587599 |
| plum | 2.2587715 | 0 | 1.5016028 | 0.1415677 | 0.7539950 | -4.587796 |
| skyblue3 | -3.2750342 | 0 | -1.4580263 | 0.1531518 | 0.7539950 | -4.588532 |
| indianred4 | 2.7535250 | 0 | 1.4572086 | 0.1533761 | 0.7539950 | -4.588545 |
| plum3 | 1.0581336 | 0 | 1.4213573 | 0.1634700 | 0.7539950 | -4.589137 |
| skyblue1 | 0.8080262 | 0 | 1.4130403 | 0.1658845 | 0.7539950 | -4.589273 |
| brown2 | -3.4221428 | 0 | -1.3953123 | 0.1711243 | 0.7539950 | -4.589560 |
| darkolivegreen | 1.7498363 | 0 | 1.3847454 | 0.1743083 | 0.7539950 | -4.589729 |
| mediumpurple4 | -0.4728545 | 0 | -1.3635939 | 0.1808196 | 0.7539950 | -4.590066 |
| thistle | -0.6120084 | 0 | -1.3392860 | 0.1885329 | 0.7539950 | -4.590447 |
| lightgreen | -1.7148221 | 0 | -1.3284778 | 0.1920425 | 0.7539950 | -4.590615 |
| magenta | 9.4963195 | 0 | 1.2991241 | 0.2018264 | 0.7539950 | -4.591065 |
| violet | 2.3697409 | 0 | 1.2862446 | 0.2062367 | 0.7539950 | -4.591260 |
| red | 8.5412960 | 0 | 1.2520413 | 0.2183020 | 0.7539950 | -4.591770 |
| darkmagenta | 8.5776073 | 0 | 1.2250513 | 0.2281895 | 0.7539950 | -4.592164 |
| yellow4 | 1.1182097 | 0 | 1.2135394 | 0.2325062 | 0.7539950 | -4.592329 |
| darkorange | 2.3465659 | 0 | 1.2119454 | 0.2331087 | 0.7539950 | -4.592352 |
| black | 4.6068302 | 0 | 1.2004646 | 0.2374819 | 0.7539950 | -4.592516 |
| darkgreen | -2.3960168 | 0 | -1.1900197 | 0.2415126 | 0.7539950 | -4.592664 |
| navajowhite2 | 2.2852294 | 0 | 1.1761588 | 0.2469386 | 0.7539950 | -4.592859 |
| honeydew | 0.7545294 | 0 | 1.1493251 | 0.2576942 | 0.7539950 | -4.593230 |
| navajowhite1 | 0.7942679 | 0 | 1.1449620 | 0.2594746 | 0.7539950 | -4.593290 |
| orangered4 | -0.9801040 | 0 | -1.1373008 | 0.2626221 | 0.7539950 | -4.593394 |
| antiquewhite4 | -1.0496474 | 0 | -1.1188080 | 0.2703323 | 0.7539950 | -4.593643 |
| orange | 3.5370460 | 0 | 1.1157007 | 0.2716436 | 0.7539950 | -4.593685 |
| paleturquoise | -0.9391433 | 0 | -1.0989813 | 0.2787767 | 0.7539950 | -4.593906 |
| maroon | 0.7442825 | 0 | 1.0960165 | 0.2800553 | 0.7539950 | -4.593945 |
| pink4 | 0.4046986 | 0 | 1.0505403 | 0.3001879 | 0.7657926 | -4.594532 |
| blueviolet | -0.6334805 | 0 | -0.9780508 | 0.3343122 | 0.7657926 | -4.595421 |
| darkolivegreen2 | -0.6666388 | 0 | -0.9677789 | 0.3393506 | 0.7657926 | -4.595542 |
| darkseagreen4 | 0.6870247 | 0 | 0.9346146 | 0.3559620 | 0.7657926 | -4.595926 |
| saddlebrown | 2.2372458 | 0 | 0.9280159 | 0.3593298 | 0.7657926 | -4.596001 |
| bisque4 | -0.7497565 | 0 | -0.9232670 | 0.3617664 | 0.7657926 | -4.596055 |
| blue2 | -0.5932457 | 0 | -0.9219864 | 0.3624253 | 0.7657926 | -4.596069 |
| royalblue | 1.0609162 | 0 | 0.9125586 | 0.3673000 | 0.7657926 | -4.596175 |
| orangered3 | 0.9365543 | 0 | 0.8837751 | 0.3824445 | 0.7657926 | -4.596491 |
| lightcoral | -0.5337747 | 0 | -0.8780698 | 0.3854930 | 0.7657926 | -4.596553 |
| yellow3 | 0.3482152 | 0 | 0.8720311 | 0.3887364 | 0.7657926 | -4.596618 |
| lavenderblush3 | 0.7124621 | 0 | 0.8666759 | 0.3916272 | 0.7657926 | -4.596675 |
| sienna3 | 2.6207612 | 0 | 0.8409774 | 0.4056872 | 0.7657926 | -4.596944 |
| firebrick3 | -0.6937629 | 0 | -0.8286604 | 0.4125360 | 0.7657926 | -4.597071 |
| lightsteelblue1 | 0.6868805 | 0 | 0.8035190 | 0.4267351 | 0.7657926 | -4.597324 |
| salmon4 | 0.5645472 | 0 | 0.8025750 | 0.4272740 | 0.7657926 | -4.597333 |
| ivory | 0.6966656 | 0 | 0.7772438 | 0.4418871 | 0.7657926 | -4.597580 |
| darkred | 0.9067619 | 0 | 0.7765778 | 0.4422752 | 0.7657926 | -4.597587 |
| mediumorchid | 0.6710831 | 0 | 0.7754606 | 0.4429268 | 0.7657926 | -4.597597 |
| blue | -3.1195443 | 0 | -0.7522735 | 0.4565793 | 0.7657926 | -4.597817 |
| floralwhite | 0.6581960 | 0 | 0.7509486 | 0.4573667 | 0.7657926 | -4.597829 |
| grey60 | -3.4419207 | 0 | -0.7500484 | 0.4579022 | 0.7657926 | -4.597837 |
| lightyellow | 1.7751060 | 0 | 0.7420318 | 0.4626871 | 0.7657926 | -4.597911 |
| coral | 2.0127661 | 0 | 0.7342443 | 0.4673629 | 0.7657926 | -4.597983 |
| yellowgreen | -0.9430046 | 0 | -0.7280278 | 0.4711149 | 0.7657926 | -4.598039 |
| pink | -1.7303582 | 0 | -0.7231646 | 0.4740621 | 0.7657926 | -4.598083 |
| yellow | 1.4208555 | 0 | 0.6953985 | 0.4910894 | 0.7812787 | -4.598328 |
| coral3 | -0.5241966 | 0 | -0.6513038 | 0.5188190 | 0.8064096 | -4.598698 |
| indianred3 | 0.2531523 | 0 | 0.6292378 | 0.5330053 | 0.8064096 | -4.598874 |
| steelblue | 1.3975746 | 0 | 0.6238674 | 0.5364886 | 0.8064096 | -4.598916 |
| coral2 | 0.6931270 | 0 | 0.6221480 | 0.5376064 | 0.8064096 | -4.598930 |
| palevioletred2 | 0.5566436 | 0 | 0.5867169 | 0.5609069 | 0.8118529 | -4.599198 |
| skyblue4 | -0.2382945 | 0 | -0.5828181 | 0.5635016 | 0.8118529 | -4.599226 |
| white | 0.5627355 | 0 | 0.5814238 | 0.5644310 | 0.8118529 | -4.599236 |
| green | -0.9986547 | 0 | -0.5413131 | 0.5914910 | 0.8392778 | -4.599519 |
| purple | 1.3241429 | 0 | 0.5254976 | 0.6023287 | 0.8432602 | -4.599625 |
| darkslateblue | -1.5410404 | 0 | -0.5051148 | 0.6164318 | 0.8516492 | -4.599757 |
| darkseagreen3 | -0.2308490 | 0 | -0.4714462 | 0.6400515 | 0.8623555 | -4.599965 |
| salmon | -1.3978017 | 0 | -0.4691324 | 0.6416891 | 0.8623555 | -4.599978 |
| antiquewhite2 | -0.2784340 | 0 | -0.4590869 | 0.6488198 | 0.8623555 | -4.600037 |
| darkorange2 | -1.5031840 | 0 | -0.4197755 | 0.6770430 | 0.8758983 | -4.600255 |
| mediumpurple2 | -0.2302104 | 0 | -0.4191229 | 0.6775157 | 0.8758983 | -4.600259 |
| magenta4 | 0.2069893 | 0 | 0.4101406 | 0.6840348 | 0.8758983 | -4.600306 |
| mediumpurple1 | -0.1418093 | 0 | -0.3790922 | 0.7067559 | 0.8872082 | -4.600461 |
| thistle2 | -0.4274062 | 0 | -0.3744946 | 0.7101443 | 0.8872082 | -4.600483 |
| turquoise | -1.2832287 | 0 | -0.3634676 | 0.7182951 | 0.8872082 | -4.600535 |
| lightcyan | 0.8514685 | 0 | 0.3521902 | 0.7266658 | 0.8872082 | -4.600586 |
| lightslateblue | 0.4895761 | 0 | 0.3337402 | 0.7404333 | 0.8933958 | -4.600666 |
| skyblue2 | -0.3670062 | 0 | -0.3226504 | 0.7487508 | 0.8933958 | -4.600712 |
| thistle3 | 0.1255150 | 0 | 0.2705386 | 0.7882283 | 0.9275188 | -4.600909 |
| sienna4 | 0.7619266 | 0 | 0.2616577 | 0.7950161 | 0.9275188 | -4.600939 |
| greenyellow | -0.4069919 | 0 | -0.2372484 | 0.8137545 | 0.9389475 | -4.601016 |
| darkviolet | 0.1258185 | 0 | 0.2222064 | 0.8253581 | 0.9419847 | -4.601060 |
| thistle1 | -0.3981180 | 0 | -0.1975816 | 0.8444388 | 0.9462225 | -4.601126 |
| lightsteelblue | 0.1263598 | 0 | 0.1911300 | 0.8494540 | 0.9462225 | -4.601142 |
| coral1 | -1.1348054 | 0 | -0.1825855 | 0.8561060 | 0.9462225 | -4.601162 |
| plum1 | -0.1842918 | 0 | -0.1368728 | 0.8918630 | 0.9754751 | -4.601255 |
| grey | -0.8411041 | 0 | -0.1203059 | 0.9048826 | 0.9783833 | -4.601282 |
| lavenderblush2 | 0.1092837 | 0 | 0.1097940 | 0.9131577 | 0.9783833 | -4.601298 |
| lightblue4 | 0.0342797 | 0 | 0.0867172 | 0.9313573 | 0.9817407 | -4.601327 |
| orangered1 | 0.0265516 | 0 | 0.0613707 | 0.9513896 | 0.9817407 | -4.601351 |
| lightpink3 | 0.0421439 | 0 | 0.0540880 | 0.9571520 | 0.9817407 | -4.601356 |
| skyblue | 0.0967230 | 0 | 0.0388689 | 0.9692010 | 0.9817407 | -4.601365 |
| darkolivegreen4 | -0.0379890 | 0 | -0.0328448 | 0.9739724 | 0.9817407 | -4.601368 |
| lightcyan1 | -0.0254773 | 0 | -0.0264437 | 0.9790436 | 0.9817407 | -4.601370 |
| midnightblue | 0.0283294 | 0 | 0.0230396 | 0.9817407 | 0.9817407 | -4.601371 |
Coexpression DE NPC
| logFC | AveExpr | t | P.Value | adj.P.Val | B | |
|---|---|---|---|---|---|---|
| navajowhite1 | 4.8122794 | 0 | 2.0409968 | 0.0479893 | 0.9371373 | -4.586815 |
| saddlebrown | -6.1762074 | 0 | -2.0277737 | 0.0493833 | 0.9371373 | -4.586946 |
| violet | -6.9688010 | 0 | -1.9616493 | 0.0568954 | 0.9371373 | -4.587594 |
| orangered3 | 2.2004808 | 0 | 1.8189065 | 0.0765313 | 0.9371373 | -4.588945 |
| yellow3 | 3.9684493 | 0 | 1.7465508 | 0.0885072 | 0.9371373 | -4.589603 |
| magenta4 | -7.5487178 | 0 | -1.7136843 | 0.0944446 | 0.9371373 | -4.589895 |
| lavenderblush3 | 5.7526597 | 0 | 1.5908244 | 0.1196410 | 0.9371373 | -4.590952 |
| grey | 8.7316614 | 0 | 1.5148921 | 0.1377809 | 0.9371373 | -4.591576 |
| mediumpurple3 | -4.0522676 | 0 | -1.4958639 | 0.1426560 | 0.9371373 | -4.591728 |
| skyblue4 | 1.7316975 | 0 | 1.4743397 | 0.1483353 | 0.9371373 | -4.591899 |
| blueviolet | 1.7756474 | 0 | 1.4632927 | 0.1513191 | 0.9371373 | -4.591986 |
| bisque4 | 7.1191507 | 0 | 1.4573185 | 0.1529523 | 0.9371373 | -4.592032 |
| lightpink4 | -2.0428168 | 0 | -1.3678732 | 0.1791025 | 0.9371373 | -4.592714 |
| purple | -3.5517984 | 0 | -1.3242588 | 0.1930473 | 0.9371373 | -4.593033 |
| darkviolet | -1.9551462 | 0 | -1.2932144 | 0.2034674 | 0.9371373 | -4.593255 |
| indianred4 | -1.3815277 | 0 | -1.2065418 | 0.2348026 | 0.9371373 | -4.593852 |
| maroon | -2.2728752 | 0 | -1.1931572 | 0.2399425 | 0.9371373 | -4.593941 |
| brown2 | 1.1282429 | 0 | 1.1890744 | 0.2415267 | 0.9371373 | -4.593968 |
| sienna3 | 6.0620643 | 0 | 1.1715497 | 0.2484133 | 0.9371373 | -4.594083 |
| plum4 | -0.9555364 | 0 | -1.1345550 | 0.2634166 | 0.9371373 | -4.594321 |
| darkmagenta | -1.6678715 | 0 | -1.0809356 | 0.2862971 | 0.9371373 | -4.594653 |
| steelblue | -1.4974662 | 0 | -1.0482683 | 0.3009023 | 0.9371373 | -4.594849 |
| darkslateblue | -2.2084275 | 0 | -1.0223968 | 0.3128292 | 0.9371373 | -4.595000 |
| plum3 | -1.3042397 | 0 | -1.0216779 | 0.3131652 | 0.9371373 | -4.595004 |
| yellow4 | -1.1534416 | 0 | -1.0173604 | 0.3151881 | 0.9371373 | -4.595029 |
| darkturquoise | -1.7156823 | 0 | -1.0093899 | 0.3189460 | 0.9371373 | -4.595075 |
| lightgreen | -1.9873219 | 0 | -1.0001927 | 0.3233200 | 0.9371373 | -4.595127 |
| magenta | -2.1835252 | 0 | -0.9621029 | 0.3418651 | 0.9371373 | -4.595339 |
| yellowgreen | -1.4593401 | 0 | -0.9232311 | 0.3615058 | 0.9371373 | -4.595548 |
| firebrick4 | 0.9100228 | 0 | 0.9147529 | 0.3658853 | 0.9371373 | -4.595592 |
| skyblue | -2.1649637 | 0 | -0.8850512 | 0.3814980 | 0.9371373 | -4.595745 |
| palevioletred2 | -0.7833286 | 0 | -0.8836285 | 0.3822564 | 0.9371373 | -4.595752 |
| honeydew1 | -0.8383654 | 0 | -0.8390494 | 0.4065031 | 0.9371373 | -4.595972 |
| darkred | -1.5565046 | 0 | -0.8314668 | 0.4107203 | 0.9371373 | -4.596009 |
| orangered1 | -0.5410850 | 0 | -0.8264103 | 0.4135475 | 0.9371373 | -4.596033 |
| salmon1 | 1.0145211 | 0 | 0.8227751 | 0.4155874 | 0.9371373 | -4.596050 |
| plum2 | -1.1859066 | 0 | -0.8180152 | 0.4182677 | 0.9371373 | -4.596073 |
| red | -2.1887415 | 0 | -0.8019359 | 0.4274000 | 0.9371373 | -4.596147 |
| darkgrey | -2.1809656 | 0 | -0.7653092 | 0.4486472 | 0.9371373 | -4.596313 |
| lightpink3 | 0.8914472 | 0 | 0.7580297 | 0.4529431 | 0.9371373 | -4.596345 |
| coral | -0.7514537 | 0 | -0.7566477 | 0.4537614 | 0.9371373 | -4.596351 |
| deeppink | 0.4403797 | 0 | 0.7543181 | 0.4551427 | 0.9371373 | -4.596361 |
| paleturquoise | -1.0857683 | 0 | -0.7452213 | 0.4605601 | 0.9371373 | -4.596401 |
| skyblue2 | -0.8371630 | 0 | -0.7436221 | 0.4615163 | 0.9371373 | -4.596408 |
| turquoise | -3.5299241 | 0 | -0.7385598 | 0.4645509 | 0.9371373 | -4.596430 |
| lightyellow | -1.4899066 | 0 | -0.7374757 | 0.4652022 | 0.9371373 | -4.596434 |
| lightsteelblue1 | 1.2231947 | 0 | 0.7360087 | 0.4660844 | 0.9371373 | -4.596440 |
| orange | -1.2471930 | 0 | -0.7256153 | 0.4723624 | 0.9371373 | -4.596484 |
| sienna4 | -1.1775663 | 0 | -0.7165214 | 0.4778949 | 0.9371373 | -4.596522 |
| darkolivegreen2 | 0.7027326 | 0 | 0.7128422 | 0.4801437 | 0.9371373 | -4.596538 |
| skyblue3 | -1.4140012 | 0 | -0.7024506 | 0.4865274 | 0.9371373 | -4.596580 |
| darkseagreen4 | -0.8903241 | 0 | -0.6642078 | 0.5104255 | 0.9371373 | -4.596732 |
| darkorange | -1.2718729 | 0 | -0.6472471 | 0.5212251 | 0.9371373 | -4.596797 |
| mediumpurple2 | -1.3319793 | 0 | -0.6451764 | 0.5225519 | 0.9371373 | -4.596805 |
| darkgreen | -0.9906970 | 0 | -0.6399076 | 0.5259361 | 0.9371373 | -4.596825 |
| darkolivegreen | -0.9911397 | 0 | -0.6291378 | 0.5328895 | 0.9371373 | -4.596864 |
| ivory | -0.7768885 | 0 | -0.6182480 | 0.5399692 | 0.9371373 | -4.596904 |
| brown | -4.1788250 | 0 | -0.6074546 | 0.5470342 | 0.9371373 | -4.596943 |
| darkorange2 | -0.8677346 | 0 | -0.6017069 | 0.5508157 | 0.9371373 | -4.596963 |
| thistle | 0.7368926 | 0 | 0.5934359 | 0.5562807 | 0.9371373 | -4.596992 |
| cyan | -1.3783022 | 0 | -0.5827025 | 0.5634135 | 0.9371373 | -4.597029 |
| thistle4 | -0.4926345 | 0 | -0.5309679 | 0.5984213 | 0.9371373 | -4.597198 |
| pink4 | -0.4244169 | 0 | -0.5117732 | 0.6116660 | 0.9371373 | -4.597257 |
| darkolivegreen4 | -0.5077839 | 0 | -0.4797506 | 0.6340570 | 0.9371373 | -4.597350 |
| coral1 | -0.6225239 | 0 | -0.4766954 | 0.6362120 | 0.9371373 | -4.597358 |
| floralwhite | -0.7379744 | 0 | -0.4750672 | 0.6373618 | 0.9371373 | -4.597363 |
| plum1 | -0.7119598 | 0 | -0.4615426 | 0.6469472 | 0.9371373 | -4.597400 |
| salmon4 | -0.6615917 | 0 | -0.4512737 | 0.6542662 | 0.9371373 | -4.597428 |
| antiquewhite4 | -0.5705543 | 0 | -0.4506312 | 0.6547253 | 0.9371373 | -4.597430 |
| greenyellow | -2.3025906 | 0 | -0.4455723 | 0.6583447 | 0.9371373 | -4.597443 |
| lightslateblue | 0.7019880 | 0 | 0.4403951 | 0.6620575 | 0.9371373 | -4.597456 |
| plum | -0.5499933 | 0 | -0.4394467 | 0.6627385 | 0.9371373 | -4.597459 |
| thistle3 | -0.4877405 | 0 | -0.4203376 | 0.6765223 | 0.9371373 | -4.597507 |
| midnightblue | -1.0225278 | 0 | -0.4174980 | 0.6785803 | 0.9371373 | -4.597514 |
| honeydew | 2.3299323 | 0 | 0.3971516 | 0.6933988 | 0.9371373 | -4.597563 |
| navajowhite2 | -0.5285588 | 0 | -0.3944744 | 0.6953579 | 0.9371373 | -4.597570 |
| blue4 | -0.9766020 | 0 | -0.3915395 | 0.6975079 | 0.9371373 | -4.597576 |
| mediumpurple4 | -0.3379498 | 0 | -0.3825527 | 0.7041072 | 0.9371373 | -4.597597 |
| thistle2 | 0.5104200 | 0 | 0.3611922 | 0.7198852 | 0.9371373 | -4.597644 |
| indianred3 | -0.2228144 | 0 | -0.3576398 | 0.7225215 | 0.9371373 | -4.597651 |
| royalblue | -0.6602178 | 0 | -0.3571204 | 0.7229072 | 0.9371373 | -4.597652 |
| grey60 | -0.6814537 | 0 | -0.3527224 | 0.7261764 | 0.9371373 | -4.597662 |
| lightcyan | -0.5914186 | 0 | -0.3414321 | 0.7345924 | 0.9371373 | -4.597685 |
| lightsteelblue | -0.3734136 | 0 | -0.3389409 | 0.7364539 | 0.9371373 | -4.597690 |
| mediumpurple1 | 0.2675987 | 0 | 0.3261862 | 0.7460096 | 0.9371373 | -4.597715 |
| antiquewhite2 | -0.2303870 | 0 | -0.3226407 | 0.7486732 | 0.9371373 | -4.597722 |
| tan4 | 0.2005924 | 0 | 0.3192949 | 0.7511895 | 0.9371373 | -4.597728 |
| darkseagreen3 | 0.2753627 | 0 | 0.3154697 | 0.7540698 | 0.9371373 | -4.597735 |
| tan | -0.7481624 | 0 | -0.3115783 | 0.7570037 | 0.9371373 | -4.597743 |
| brown4 | -0.5304712 | 0 | -0.3078193 | 0.7598411 | 0.9371373 | -4.597749 |
| orangered4 | -0.5008488 | 0 | -0.2953093 | 0.7693081 | 0.9383868 | -4.597772 |
| white | -0.4622723 | 0 | -0.2752247 | 0.7845817 | 0.9396957 | -4.597806 |
| blue | 0.9220952 | 0 | 0.2444494 | 0.8081512 | 0.9396957 | -4.597853 |
| mediumorchid | -0.3224365 | 0 | -0.2347236 | 0.8156387 | 0.9396957 | -4.597867 |
| lightcyan1 | 0.5297392 | 0 | 0.2340580 | 0.8161518 | 0.9396957 | -4.597868 |
| salmon2 | -0.2268325 | 0 | -0.2185547 | 0.8281249 | 0.9396957 | -4.597889 |
| coral2 | 0.2469113 | 0 | 0.2039253 | 0.8394615 | 0.9396957 | -4.597907 |
| firebrick3 | -0.1458260 | 0 | -0.2023888 | 0.8406542 | 0.9396957 | -4.597909 |
| blue2 | 0.2053367 | 0 | 0.2019042 | 0.8410304 | 0.9396957 | -4.597910 |
| palevioletred3 | 0.2192199 | 0 | 0.1884715 | 0.8514744 | 0.9396957 | -4.597925 |
| lightcoral | 0.3584519 | 0 | 0.1838956 | 0.8550384 | 0.9396957 | -4.597930 |
| salmon | 0.4055484 | 0 | 0.1651725 | 0.8696527 | 0.9463868 | -4.597950 |
| coral3 | 0.1649238 | 0 | 0.1222644 | 0.9033111 | 0.9652057 | -4.597986 |
| pink | -0.2895193 | 0 | -0.1209607 | 0.9043368 | 0.9652057 | -4.597987 |
| yellow | 0.4549620 | 0 | 0.1031343 | 0.9183795 | 0.9689569 | -4.597999 |
| lightblue4 | -0.0452934 | 0 | -0.0943489 | 0.9253101 | 0.9689569 | -4.598004 |
| skyblue1 | -0.1043484 | 0 | -0.0664073 | 0.9473893 | 0.9828057 | -4.598018 |
| black | -0.1781231 | 0 | -0.0511964 | 0.9594277 | 0.9860784 | -4.598023 |
| green | 0.1175582 | 0 | 0.0358459 | 0.9715862 | 0.9867908 | -4.598027 |
| thistle1 | 0.0443091 | 0 | 0.0278773 | 0.9779008 | 0.9867908 | -4.598029 |
| lavenderblush2 | 0.0029209 | 0 | 0.0029049 | 0.9976969 | 0.9976969 | -4.598031 |