# Data frames for testing. Produced on macOS by: # set.seed(1234) # df <- datapasta::tribble_paste(simulate_block_data(5, lower_corr = .5, upper_corr = .65, n = 100)) # # set.seed(1234) # df8 <- datapasta::tribble_paste(simulate_block_data(8, lower_corr = .5, upper_corr = .65, n = 100)) # # set.seed(1234) # ind_df <- datapasta::tribble_paste(purrr::map_dfc(1:10, ~rnorm(30))) df <- tibble::tribble( ~block1_x1, ~block1_x2, ~block1_x3, ~block1_x4, ~block1_x5, -0.237742209461955, -1.7468943534667, -0.602171628770607, -0.666939530938579, -0.288662937329955, -1.12541820814331, -1.99151465678661, -0.50213384618046, -0.83485712073692, -1.05796847012522, 1.41193096101551, 1.08458110439499, 1.22961649244113, 1.59065466278372, 1.49359848220345, 0.887258421049964, 0.548796830491356, 0.802228005922945, -0.1004766369051, 0.361059127070248, 0.531070260870366, 0.294542765665722, 0.381723015628544, -1.345968796593, 0.0257519655266092, -0.193002549932806, -1.05327780166055, -0.0596952948054842, -0.558740672211739, -1.01229757881256, 0.186182645695615, 0.448777207504034, 1.69055983710438, 0.36894042608875, -0.102361656212709, -1.06329782523489, -0.232480245111604, -0.902975237123917, -1.75061975494365, 0.505978194416766, -0.169572514017666, 0.386258376108453, -0.162929406274663, -0.498029306382979, -1.11978600562078, -0.743228395925674, -0.8709753426146, 0.433872769065892, -0.230947190629792, 0.20632319030895, 0.676405767416754, 0.118931057938497, -0.29890033618675, -0.416147494194538, -0.141474932974505, 0.80544388058084, -0.566237264124029, 0.389413220352713, -0.645039813469254, 0.135031438171065, -0.358160136890498, -1.48356533849744, -1.12689722421985, -0.422129161210386, 0.520773201872349, 1.33764596220113, 0.257964963508153, 0.593443029120749, -0.553766635878178, 0.312471907672867, -0.454382859895813, 0.545914796282897, 0.831370887398494, -0.151522834563121, -0.841817726174514, 0.120516653359592, 0.101146581684564, 0.132530853387268, -0.346012273385059, -0.0605028549282583, -0.996216123551874, 0.301186398685704, -0.778713151365938, 0.970574624960811, -2.27894692975328, 0.126694008724696, -2.1709183089373, -1.181408735589, -0.77431582995618, -0.151867148375903, 1.70386876576736, 0.764835697837035, 2.66330530101082, 1.6798714255374, 0.0933818639022896, 1.8051428165305, 2.58275527614334, 1.20968555327203, 2.09081777137201, 1.16790392657112, 0.537692294728853, -0.914339280156386, -0.95021069733173, -0.0189682039981228, -0.899329223526896, 1.44434641431359, -0.156810252890919, -0.589249498931947, 0.334068043368475, -1.23262569298053, -0.216614113115541, -0.328443932828774, 0.145166856780025, -0.494324118060808, 0.257274833112748, -0.445603485728397, -1.93825497208988, -0.870417496265389, -1.47653434058982, -0.265183698708395, -1.20285290788038, 0.29097264419949, -0.143917144330074, -1.3996335669429, -0.692882172434711, -0.550564287639656, 0.0744439281564837, 1.31207889273634, -0.548206277754439, -0.487590544583691, 0.591710742427423, 0.65983824912473, 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-0.115025323383913, -1.51530673746365, -1.08252588742326, -0.123869841424621, -1.44450476921863, -0.556745494015269, -1.91667164125984, -1.20596778816092, -0.389510290724234, -1.66372380175111, 0.348792801539146, -1.51973253389476, -1.09945001954185, -2.46005317818108, 0.264016588709021, -0.37887292131002, 1.78551625510911, 0.395449420435525, 0.244164847081411, 0.313908272555754, -0.385534067333659, -0.876151479189995, 0.950474045976045, -0.0371161791168911, -0.274400511307855, -0.716712648100143, 1.05498399232979, 0.318902553071679, 1.61049913320941, 0.540205678397596, 0.890994160287517, -1.42375942775568, -1.45186582588668, 0.0214906196611844, 0.428305204667967, 0.236362923430077, 0.53475269716595, 0.104614919097825, -0.56791419974093, 0.0320888290638134, 0.330821058702447, 1.44563886509582, -0.77688502720261, -0.754168129160946, 0.193300110664152, -0.709653447904073, 0.373593078751382, 0.369023001841704, -1.28162307906612, -0.734229968431337, -1.66786905021158, -0.348641359503768, -0.925852811595592, -0.849080585039146, -1.63629129287932, -1.0825842427875, -2.1181609696938, -1.59396299620952, -2.20541863932419, 0.00897709108748923, 0.40928103908134, -0.821351834304487, -0.64267280199771, 1.28310551680009, -0.244061259395567, 1.20401850525885, -1.54872668960205, 0.0596677152917353, -0.812131484469677, -0.849134537169869, 0.115522772254556, 0.674943890307856, -0.416794353350476, -0.170162178224452, -0.0513049012338856, -0.131615040636304, 0.690617221345763, 0.0909096629224279, -1.44113739774838, 1.38763735091504, 0.0143537421285662, 0.263644751357176, 0.125093687928935, 1.19813716188215, -0.436215506160083, -1.61032690641727, -1.02086316004222, -0.975950307617328, -0.120659996809503, -3.11571499870586, -1.64303566050197, -0.368541261429676, -2.66965777041436, -1.25352737847144, -2.54814941922541, -3.56630489368014, -2.6409644718476, -2.03450017795973, -1.32160253775658, -0.103096900302135, 0.0492402014105182, 0.309645770659678, -0.864210888665018, 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0.310785264381444, -1.42828124726767, 1.07121491302299, 0.310783014048731, 1.66857609899539, 1.1471971555648, 0.707328232872388, 1.70670048571804, 0.496863519200437, 1.63721837777384, 1.21453953230365, 1.81068579372855, 2.37577720105343, 1.04930653198463, 0.79886177915172, 0.974626091162253, -0.501336336406987, -1.20772626775669, -1.55145144651688, -1.38571907598347, 0.256252484485967, -0.699889634184507, -0.961669313223408, 0.227792472239295, -2.10596759966694, -1.08580240855629, -1.96940617232119, -2.68203002040695, -1.97330940540924, -1.73095316677954, -0.799737379720062, -0.660529914235511, -0.827370835207185, -0.740234625923773, -2.60628178338809, 0.0340696926399396, -0.398308305233382, -0.580519008396361, -0.0585449041775841, -0.766019101236445, -0.783288093090667, 0.140114493570816, -0.611594134877827, -0.470150641457462, -0.554083671108293, -1.13767948573668, -0.197542724391689, 0.48336721898271, 0.00840287287056209, 0.0602903379481994, -0.903016918739088, 0.00823327078961682, 0.342080068884654, 0.222968194870666, -0.986656754733363, -0.169451008359098, -0.718770796401987, -0.808337382934717, -0.238507027664946, -0.463487102442066, -0.734863139399783, -0.472800400074516, 0.0247435283720239, -0.86305272882832, -0.111742958466329, 0.00532630477852075, 0.038844867640199, 1.35836298980264, -0.308326088076794, -0.667470561134237, -1.9224367632223, -2.29007233474185, -2.20187223904174, -1.78731370632623, 0.792425271313084, 1.14550507796839, 0.286521903652354, -0.475158149696524, 0.571865383936357, -0.100894605465532, -1.29458934886668, -1.02076865253184, 0.112417813102173, -0.524226058920247, -1.45072231143489, -1.12698497303363, -1.37341939895917, -0.849921744574999, -1.19982326298906, -0.40345646643196, -0.691974768511001, 0.00330823634141154, -0.99478208896796, -0.0234470442792971, -0.304044088893262, -0.873258621934643, -1.06486356106795, -1.02466252158879, -0.946621495049788, 1.2794236414504, 1.35674984558455, 0.674480430819382, 1.63313938733096, 2.62131535820334, 1.55778396376379, 0.486536679427975, 0.362429340753564, -0.083633009919296, -0.710178952773706 ) df8 <- tibble::tribble( ~block1_x1, ~block1_x2, ~block1_x3, ~block1_x4, ~block1_x5, ~block1_x6, ~block1_x7, ~block1_x8, 1.21094042678606, 0.446405661520545, 0.692454994987266, 0.74937053277441, 0.712021072813738, 0.473086081718405, 1.19653549749667, -0.823856674616562, 0.283178968074947, 0.957339126194482, 0.583884135418498, 0.0171835046787902, 0.0677068354340448, -0.333856946872413, 0.698383317056034, 1.007756406689, 1.71742688171217, 1.73519378082916, 2.14720922404923, 1.12856420049295, 1.23272571536682, 1.28575433119281, 1.09886202480563, 0.33904335757476, 0.627633710786577, 1.22667235618021, 0.27266602724882, 1.42637632482777, 1.58777794434201, 1.88139362194637, 0.729769003208395, -0.120292774358927, 2.02088825319485, 2.0192250580443, 0.0713114011175969, 2.12422938325653, 1.35759530456021, 2.78638275636484, 2.85022403453347, 1.03175056211818, 2.03120794328398, 1.65742978845278, 1.16318304477985, 0.751216795994607, 0.122876189802028, 1.66180335354412, 0.54040039910317, 0.862819315826279, 0.184012053648272, -0.157733369298868, 0.304552307477152, -0.00422534049317311, 0.847411410296985, -0.287041061726391, 0.609542392142471, 0.435594252785071, -0.0225506557386296, -0.0253930437251367, 0.934725067293833, 0.5555828092679, -0.218859002014566, 0.682597439692773, 0.591185857117809, 0.567477479583194, -1.16165974952994, -1.20425750159973, -1.17549123991874, -0.84659322482967, -1.69538497438788, -1.10513178279519, -1.08672678064929, -1.21996763110019, 0.581169918745407, 1.57440750628639, 0.765088014712744, 1.01562803340926, 1.04442238337064, -0.104693585153268, 0.832035319076354, 1.27594982248556, 1.57319712570567, 0.12867960431911, -0.388131091617475, 1.26309907845109, 0.53167682115136, 0.435237497785071, 1.30556725378943, 0.746421319429388, 0.72724119259205, 0.427698408221003, 0.661028741976834, -0.362179082620787, 0.504627016037147, 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