Extract Comprehensive Feature-Level (Gene / Peak) Properties
Source:R/02_extract_properties.R
extract_feature_properties.RdComputes mean abundance, standard deviation, variance, coefficient of variation (CV), feature dropout (zero fraction), dispersion, Biological Coefficient of Variation (BCV), gene-gene correlations, and outlier proportions.
Examples
data(example_scrna, package = "scSimEval")
extract_feature_properties(example_scrna$ref)
#> $mean_expression
#> [1] 12.862039 12.220038 11.290137 11.942478 13.316057 12.340675 12.231143
#> [8] 12.639862 13.452811 12.638611 13.079575 12.410667 9.306157 11.662829
#> [15] 11.914306 12.276579 11.181936 8.945510 9.645397 12.577307 9.609804
#> [22] 9.996135 10.585018 12.255251 12.132763 12.173704 11.179566 10.325577
#> [29] 11.351419 10.640077 11.390373 11.800145 11.515839 10.069515 11.138959
#> [36] 9.605871 10.896118 11.107756 8.877162 11.887138 11.568087 10.816459
#> [43] 12.435335 9.965387 9.459759 11.142859 10.461643 12.358673 11.217901
#> [50] 12.251147 11.714935 10.467915 12.358032 11.977190 11.451387 11.305978
#> [57] 11.932945 11.332935 8.062381 11.256280
#>
#> $variance
#> [1] 20.17357 20.55967 33.62462 24.57170 13.88677 20.81701 25.41493 16.92489
#> [9] 11.91160 19.45229 15.63600 24.07219 40.93384 32.59825 26.52592 20.28092
#> [17] 30.16775 39.64102 34.56522 19.22258 38.68067 34.67953 36.33711 22.93984
#> [25] 25.33686 20.27472 30.35738 30.10723 31.04307 34.35202 28.99541 26.15281
#> [33] 29.41980 35.23599 32.45479 36.26078 30.85527 29.90967 39.10881 26.29925
#> [41] 27.57009 30.55304 18.53221 34.62153 39.56805 30.18403 32.99389 20.90096
#> [49] 30.66678 23.37569 28.17614 35.57424 23.77448 26.80421 26.91426 31.03658
#> [57] 26.81005 33.67446 40.06448 26.16351
#>
#> $sd
#> [1] 4.491500 4.534278 5.798674 4.956985 3.726496 4.562566 5.041322 4.113987
#> [9] 3.451318 4.410475 3.954238 4.906342 6.397956 5.709487 5.150332 4.503435
#> [17] 5.492518 6.296111 5.879220 4.384356 6.219378 5.888933 6.028027 4.789555
#> [25] 5.033573 4.502746 5.509753 5.487006 5.571631 5.861059 5.384739 5.113981
#> [33] 5.424002 5.935991 5.696910 6.021693 5.554752 5.468973 6.253703 5.128280
#> [41] 5.250723 5.527480 4.304905 5.884006 6.290314 5.494000 5.744031 4.571756
#> [49] 5.537760 4.834842 5.308120 5.964415 4.875908 5.177278 5.187896 5.571049
#> [57] 5.177842 5.802970 6.329651 5.115028
#>
#> $cv
#> [1] 106.80192 94.47199 134.40497 106.94000 102.43863 88.44417 88.44609
#> [8] 85.71559 105.69305 93.87292 92.19436 113.22554 160.03210 96.71457
#> [15] 101.15520 82.28975 93.43986 118.47808 128.53677 94.28025 122.32675
#> [22] 110.93329 90.03075 102.75258 109.39111 95.24258 113.28536 115.51572
#> [29] 86.23895 100.38950 109.14360 101.04325 93.49135 115.03561 111.67178
#> [36] 104.82284 93.40967 112.37991 114.20099 89.39993 94.94627 94.39124
#> [43] 83.16354 115.72165 111.54921 111.91075 90.03886 90.64175 106.99082
#> [50] 103.72842 93.82192 106.72478 91.46087 89.93028 111.33267 98.49431
#> [57] 94.82855 95.98240 114.70480 105.67711
#>
#> $zero_fraction_feature
#> [1] 0.1000 0.1125 0.2000 0.1375 0.0625 0.1125 0.1375 0.0875 0.0500 0.1000
#> [11] 0.0750 0.1250 0.3125 0.1875 0.1500 0.1125 0.1875 0.3250 0.2625 0.1000
#> [21] 0.2875 0.2500 0.2375 0.1250 0.1375 0.1125 0.1875 0.2125 0.1875 0.2250
#> [31] 0.1750 0.1500 0.1750 0.2500 0.2000 0.2750 0.2000 0.1875 0.3250 0.1500
#> [41] 0.1625 0.2000 0.1000 0.2500 0.3000 0.1875 0.2250 0.1125 0.1875 0.1250
#> [51] 0.1625 0.2375 0.1250 0.1500 0.1625 0.1875 0.1500 0.2000 0.3750 0.1625
#>
#> $detection_freq_feature
#> [1] 0.9000 0.8875 0.8000 0.8625 0.9375 0.8875 0.8625 0.9125 0.9500 0.9000
#> [11] 0.9250 0.8750 0.6875 0.8125 0.8500 0.8875 0.8125 0.6750 0.7375 0.9000
#> [21] 0.7125 0.7500 0.7625 0.8750 0.8625 0.8875 0.8125 0.7875 0.8125 0.7750
#> [31] 0.8250 0.8500 0.8250 0.7500 0.8000 0.7250 0.8000 0.8125 0.6750 0.8500
#> [41] 0.8375 0.8000 0.9000 0.7500 0.7000 0.8125 0.7750 0.8875 0.8125 0.8750
#> [51] 0.8375 0.7625 0.8750 0.8500 0.8375 0.8125 0.8500 0.8000 0.6250 0.8375
#>
#> $dispersion
#> [1] 7.799297 3.993918 10.071068 5.603720 7.516093 3.637403 4.370940
#> [8] 3.499086 8.420157 4.967835 5.323000 8.413140 8.355352 5.179615
#> [15] 5.052235 2.818679 3.208645 2.982874 3.841296 4.688824 4.189873
#> [22] 3.199611 3.049708 5.424220 6.686235 3.764526 5.101345 3.202532
#> [29] 3.170088 3.602903 4.988286 4.645431 3.736620 3.837625 5.424705
#> [36] 2.595874 2.824837 4.814899 2.592071 3.656499 3.876361 2.739734
#> [43] 2.965310 3.632445 3.390779 4.790436 2.340895 3.974455 4.721903
#> [50] 5.890873 4.181213 3.901136 4.830840 4.104384 4.896010 4.219991
#> [57] 4.552430 4.640858 1.957132 3.810961
#>
#> $bcv
#> [1] 0.9972024 0.8179438 1.2755773 0.9692960 0.9538088 0.7531158 0.7767240
#> [8] 0.7243912 0.9921855 0.8389451 0.8308425 1.0628365 1.5015039 0.8687830
#> [15] 0.9059282 0.6609992 0.7752367 0.9659799 1.1054694 0.8362434 1.0673521
#> [22] 0.9197848 0.7380873 0.9279882 1.0087966 0.8161807 1.0157682 0.9579778
#> [29] 0.7135205 0.8532789 0.9759235 0.8950941 0.8000906 0.9891873 1.0085503
#> [36] 0.8218895 0.7507705 1.0003146 0.8950094 0.7620075 0.8178761 0.7521751
#> [43] 0.6770386 0.9851328 0.9366697 0.9954716 0.6814539 0.7841392 0.9498839
#> [50] 0.9451509 0.8183697 0.9203516 0.8144624 0.7821133 0.9931423 0.8603650
#> [57] 0.8376841 0.8501476 0.8021535 0.9075929
#>
#> $gene_cor
#> [1] 1.165479e-01 -4.466283e-02 -4.305952e-02 5.510029e-03 6.136618e-02
#> [6] -2.708937e-01 -1.151011e-01 1.573380e-01 -1.160835e-01 -2.345642e-04
#> [11] -1.578053e-01 -3.922623e-02 -8.842931e-02 -9.493410e-02 -5.876795e-03
#> [16] -7.699883e-02 -1.020776e-01 -1.807130e-01 2.980437e-02 -1.084929e-02
#> [21] -9.984687e-02 -3.074126e-03 -4.559209e-02 -8.048548e-02 -1.377085e-01
#> [26] 2.698579e-02 -6.942772e-03 1.471521e-01 9.996405e-03 1.155636e-01
#> [31] 2.329461e-02 -4.099895e-02 -1.153111e-01 -5.521158e-02 1.527621e-01
#> [36] 8.163119e-02 2.005559e-01 7.856645e-02 1.341374e-01 5.597908e-02
#> [41] -7.441323e-02 -1.417602e-01 -2.952198e-02 -1.070693e-01 -9.771086e-02
#> [46] -1.639368e-01 -1.421822e-01 -1.499075e-01 9.801820e-02 7.924901e-02
#> [51] -9.115419e-02 -7.524190e-02 7.022695e-03 -1.313507e-01 -1.539094e-01
#> [56] -4.558309e-03 -9.441596e-02 5.703230e-02 -2.110884e-02 -1.676752e-02
#> [61] 2.131429e-01 -3.952735e-02 1.256085e-01 5.651109e-02 -1.059875e-01
#> [66] -1.386723e-01 4.494135e-02 9.569126e-02 -2.203890e-01 1.249238e-01
#> [71] -5.866814e-02 -2.655910e-01 -6.553552e-02 -2.182685e-02 1.080447e-01
#> [76] -1.900018e-01 2.075360e-01 -5.485986e-03 -1.201882e-01 -2.739235e-02
#> [81] 1.814787e-01 1.189319e-01 1.591090e-01 -9.989263e-02 -6.699430e-02
#> [86] -1.771297e-01 -2.072055e-02 1.149498e-01 3.063352e-02 7.604076e-02
#> [91] -9.306308e-02 -2.769807e-02 -1.602871e-01 -5.794838e-02 1.275944e-01
#> [96] -3.257220e-02 1.113319e-01 -7.872929e-02 -1.127296e-01 -1.552363e-01
#> [101] 1.593381e-02 -1.545007e-01 -2.649819e-01 -1.692872e-01 -1.706113e-01
#> [106] -2.913737e-02 -1.592336e-01 4.381229e-02 -8.045553e-02 -1.539292e-01
#> [111] -2.860901e-02 2.934001e-02 6.086181e-02 -2.647766e-02 5.724275e-02
#> [116] 5.232794e-02 -7.610821e-02 -1.277513e-01 -1.244528e-02 7.132878e-02
#> [121] -8.636157e-02 -2.071484e-02 1.705737e-02 -1.492090e-01 4.536463e-02
#> [126] -5.585391e-02 6.899835e-02 -1.232959e-01 6.603253e-02 -1.184759e-02
#> [131] -1.743025e-01 2.314804e-02 -4.022468e-02 -2.785456e-02 4.050408e-02
#> [136] -9.934190e-02 2.171804e-01 -2.045169e-01 -1.941796e-02 -6.913283e-02
#> [141] 2.086559e-01 -8.676395e-02 1.737260e-02 -1.486531e-01 -1.354318e-01
#> [146] 2.289960e-03 1.861098e-02 -2.247132e-01 -7.914037e-02 1.248409e-01
#> [151] 9.530066e-02 -4.147217e-02 1.561834e-01 -6.065093e-02 1.694048e-01
#> [156] -1.178343e-01 8.508711e-02 -2.754444e-02 6.139004e-03 -9.686867e-03
#> [161] -4.199913e-02 5.175418e-02 -4.930831e-02 8.754921e-02 7.258283e-02
#> [166] 6.757617e-02 1.288341e-01 -1.130419e-02 -3.259298e-01 4.841093e-02
#> [171] -1.466936e-01 -5.688797e-03 -2.015105e-02 1.250412e-02 2.702452e-02
#> [176] -9.710107e-02 -6.371636e-03 -1.223198e-01 -7.802146e-02 8.830279e-02
#> [181] -7.303914e-02 2.627142e-02 1.857780e-01 1.878457e-01 2.069919e-02
#> [186] -2.481390e-03 -7.946395e-02 9.623287e-02 -1.217706e-01 -1.146523e-01
#> [191] 5.247283e-02 1.441803e-01 -8.932047e-02 2.852735e-02 -1.008476e-01
#> [196] -1.361606e-01 -1.759075e-02 -1.406764e-01 1.179209e-01 5.597716e-02
#> [201] -6.280777e-02 -7.682682e-02 -2.816082e-02 6.724811e-03 1.345411e-01
#> [206] 9.314789e-02 -1.038794e-01 -7.072447e-02 -6.976462e-02 9.673360e-02
#> [211] -2.043259e-01 3.256659e-03 -1.826088e-01 1.177857e-01 4.612112e-02
#> [216] -6.671027e-02 1.389399e-01 1.065443e-01 2.421870e-02 -9.698133e-02
#> [221] 1.811137e-01 -1.499441e-01 1.379864e-01 -4.893527e-04 -1.527641e-01
#> [226] 2.304586e-02 7.796594e-02 1.381460e-01 -8.299122e-02 1.340719e-01
#> [231] 5.615236e-03 1.074472e-01 7.697950e-02 -1.645455e-01 -1.093193e-01
#> [236] -5.407425e-02 6.198238e-02 -2.010970e-02 5.291333e-02 -7.473904e-02
#> [241] 1.991720e-01 -5.684991e-02 7.201492e-02 -1.039388e-01 -7.411644e-02
#> [246] -8.011595e-02 1.070326e-01 -2.084889e-02 9.577328e-03 3.055940e-02
#> [251] 4.865815e-02 -3.086232e-01 -1.227354e-01 7.644898e-02 -1.923541e-01
#> [256] -3.072205e-02 1.352989e-01 4.468437e-02 -1.430626e-01 8.803109e-02
#> [261] -1.099579e-01 -1.928763e-01 4.226686e-02 1.058786e-01 -2.289812e-01
#> [266] 1.523058e-02 -5.051754e-03 7.047414e-02 1.550893e-01 -3.480602e-01
#> [271] 5.227305e-02 -1.464489e-01 -2.768819e-01 1.141339e-01 -9.161603e-02
#> [276] -1.862292e-01 -1.915579e-01 -7.844770e-02 -4.981603e-02 1.346384e-01
#> [281] -2.885049e-02 -1.036983e-01 -6.702394e-03 -1.340224e-01 9.540819e-02
#> [286] -1.199506e-01 5.906287e-02 -4.503586e-02 -1.013343e-01 9.272386e-02
#> [291] 2.797845e-02 7.645673e-02 -1.716074e-01 -1.106055e-01 6.335215e-02
#> [296] 2.823762e-02 -1.314983e-01 -7.484573e-02 -3.575589e-02 1.124782e-01
#> [301] -1.086844e-01 6.415738e-02 -4.781339e-02 -6.258043e-02 -5.033756e-02
#> [306] 8.742717e-02 -1.059502e-01 -1.172617e-01 -2.408594e-01 -2.781553e-01
#> [311] -1.603187e-01 -1.439320e-01 1.162045e-01 5.350321e-03 1.337748e-01
#> [316] -4.094302e-02 -3.643093e-02 -3.791050e-02 1.872112e-01 3.602080e-02
#> [321] -5.045592e-02 2.266229e-02 -5.302997e-02 -6.333251e-02 5.558800e-02
#> [326] -8.500159e-02 5.975009e-02 -1.191030e-02 -6.825351e-03 4.926352e-02
#> [331] 1.366187e-01 7.155332e-02 3.972843e-02 -1.688744e-01 -2.653688e-01
#> [336] -3.056626e-01 1.795919e-02 2.407528e-02 -7.701386e-02 2.252996e-01
#> [341] 1.120299e-01 -1.208586e-01 -9.864221e-02 9.587789e-02 3.053211e-02
#> [346] -1.096561e-02 -5.942350e-02 -1.105156e-01 -9.625725e-02 1.712702e-02
#> [351] 3.477305e-01 1.590693e-01 9.706704e-02 2.684638e-01 -8.208107e-02
#> [356] -2.020079e-01 -1.794800e-01 -2.008283e-01 -1.164623e-01 5.566230e-03
#> [361] 8.630038e-02 4.678658e-03 8.024655e-03 6.494141e-02 7.029320e-02
#> [366] 6.380819e-02 -6.227227e-02 -5.132362e-03 1.330122e-02 -5.145671e-02
#> [371] 1.938589e-03 1.932115e-02 -8.234314e-02 -2.803317e-02 1.589671e-01
#> [376] -1.347644e-02 -3.952847e-02 -1.885654e-01 -1.418549e-01 -1.007108e-01
#> [381] 2.075798e-01 -2.339739e-01 1.814199e-01 3.597761e-02 8.402621e-02
#> [386] 1.350181e-01 -6.099647e-02 -9.281649e-02 1.050782e-01 -3.930234e-02
#> [391] -1.532831e-01 1.672692e-01 -1.358656e-01 7.839177e-02 -7.901414e-02
#> [396] 5.167682e-02 -1.246776e-02 -1.005826e-01 -2.717917e-01 4.268930e-02
#> [401] -1.486182e-01 7.580316e-02 1.623683e-01 -1.068913e-01 3.421092e-02
#> [406] -2.358587e-01 1.303657e-01 3.699048e-02 -1.929321e-01 3.714155e-02
#> [411] -5.945009e-02 -1.725711e-01 1.191476e-02 -8.605167e-02 -1.377207e-01
#> [416] 1.424846e-01 9.749248e-02 -2.170999e-01 -1.169235e-01 -1.637948e-01
#> [421] 3.672734e-02 6.736814e-02 1.277916e-01 2.088986e-01 -5.501902e-02
#> [426] -1.488017e-01 1.439831e-01 7.707229e-02 1.174393e-02 5.033124e-02
#> [431] -8.030080e-02 -1.011226e-01 -2.852852e-01 1.132317e-01 -1.275624e-01
#> [436] -9.290244e-02 -9.787777e-02 7.444549e-02 -2.254602e-02 -2.729374e-01
#> [441] -3.480034e-02 -9.632960e-02 -2.808553e-02 -5.299763e-02 -2.291601e-01
#> [446] 1.399560e-02 -7.156623e-03 3.596604e-02 -9.605555e-02 -8.734228e-03
#> [451] -5.729116e-02 -1.289043e-01 -7.688404e-02 1.057936e-01 6.814309e-03
#> [456] 1.696264e-01 -4.436978e-02 -2.082104e-01 1.102898e-01 6.217596e-02
#> [461] 9.977760e-02 -1.237516e-01 5.681590e-02 -5.768743e-02 1.079190e-01
#> [466] 5.932622e-02 6.806175e-02 -1.289075e-01 -3.878821e-02 5.642819e-02
#> [471] 2.584972e-02 -2.445815e-01 2.380435e-02 -1.102773e-01 -7.985777e-02
#> [476] 6.318830e-02 2.813032e-02 3.004252e-02 -8.052568e-03 5.671187e-02
#> [481] 8.512636e-02 1.478637e-02 -3.940316e-02 6.635966e-02 -6.584152e-02
#> [486] -4.564469e-02 3.545877e-03 7.699135e-02 8.359937e-02 1.090516e-01
#> [491] -1.459576e-01 2.323274e-02 -9.593286e-02 5.310866e-02 4.556569e-02
#> [496] -8.063432e-02 -5.900294e-02 -1.042200e-01 -1.250433e-01 -6.946955e-02
#> [501] 1.493684e-01 3.384735e-01 -6.329152e-02 -1.313774e-02 -8.308060e-03
#> [506] 5.080092e-02 -5.176989e-02 -1.068200e-01 7.845257e-03 -1.223237e-01
#> [511] 9.910068e-03 7.813133e-02 1.214723e-01 1.116253e-01 -1.179269e-01
#> [516] -4.000495e-03 -7.054576e-02 2.045823e-01 -3.424800e-03 -1.273275e-01
#> [521] -1.356091e-01 -3.636247e-03 9.893633e-02 -1.220539e-01 -2.199400e-02
#> [526] -3.176145e-02 -2.474781e-01 -8.391826e-02 -2.906059e-03 -1.185023e-01
#> [531] 6.764485e-02 -7.910722e-02 -5.150798e-02 -7.958714e-03 -9.206481e-02
#> [536] -1.286733e-01 2.557280e-02 -1.531153e-02 8.591292e-02 -4.097870e-02
#> [541] -4.761121e-04 -2.504664e-01 8.653750e-02 1.754913e-01 7.615443e-02
#> [546] -1.029760e-01 -3.706639e-01 1.498798e-01 -6.340554e-02 -1.234013e-01
#> [551] 5.485026e-02 2.983690e-02 -4.831603e-02 -1.617058e-01 -9.433242e-02
#> [556] -3.829029e-02 -1.987693e-01 1.198195e-01 -4.580986e-02 9.476230e-02
#> [561] -4.530397e-02 2.889738e-01 6.960246e-02 7.016765e-02 -3.735690e-02
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#> [1396] -7.434852e-02 1.664663e-02 6.387016e-02 -8.249527e-02 7.179927e-02
#> [1401] 1.012397e-01 -1.654466e-01 1.267453e-01 -1.182566e-01 -1.307949e-01
#> [1406] 1.464682e-01 1.734470e-01 8.898780e-02 2.437623e-01 7.855693e-03
#> [1411] 2.562971e-02 9.573185e-03 1.856418e-01 5.831913e-02 7.161483e-02
#> [1416] -1.143788e-02 -2.476529e-01 -1.103685e-01 1.440730e-01 -3.342727e-02
#> [1421] -7.251283e-02 2.127530e-02 -8.115681e-02 1.926080e-01 1.774946e-01
#> [1426] -1.554586e-01 2.601013e-02 1.115441e-01 -9.985012e-02 2.089246e-01
#> [1431] -1.142794e-02 -2.155463e-03 -4.238577e-02 6.429090e-02 -1.314541e-01
#> [1436] 4.932470e-02 -8.276731e-02 5.825110e-02 6.038288e-02 -1.688657e-01
#> [1441] -1.865300e-02 -1.279916e-01 -1.008466e-01 -1.547207e-02 -4.671955e-02
#> [1446] 3.037518e-01 -5.102149e-03 -1.439303e-02 1.549427e-01 -7.145647e-02
#> [1451] -2.126099e-01 -4.656933e-02 1.975654e-02 -1.924720e-02 -7.834157e-02
#> [1456] 6.785937e-02 4.893689e-02 1.550524e-01 7.456381e-02 4.164038e-02
#> [1461] -6.847542e-02 5.102276e-02 -3.710217e-02 1.092604e-01 -1.256414e-01
#> [1466] -1.007469e-01 -1.250013e-02 2.025288e-01 -2.066691e-02 1.201939e-01
#> [1471] -9.605301e-02 2.510454e-02 1.807522e-02 -3.893278e-02 9.537044e-02
#> [1476] -9.904207e-02 -6.381242e-02 -3.447305e-01 -4.889392e-02 2.934721e-01
#> [1481] 1.107268e-01 1.345706e-01 4.008285e-02 -2.908885e-03 -5.799915e-02
#> [1486] 5.286230e-02 2.262926e-02 -3.817742e-02 1.448358e-02 -1.153617e-01
#> [1491] -1.336612e-01 5.825051e-02 1.624620e-01 -3.678155e-03 8.473352e-02
#> [1496] -5.273775e-02 -1.160406e-01 1.418822e-01 -2.669698e-02 8.991584e-03
#> [1501] 7.510334e-02 1.052328e-01 -7.599959e-02 -5.081494e-02 -1.509163e-01
#> [1506] -6.159537e-02 2.476224e-02 -3.083624e-02 1.764982e-01 3.041921e-02
#> [1511] 2.202163e-02 -9.378032e-02 1.265123e-01 7.391792e-04 9.448539e-02
#> [1516] -1.433898e-01 -1.558090e-01 -2.427115e-01 5.792383e-02 9.856947e-02
#> [1521] -1.237695e-01 -1.963700e-01 -4.364780e-03 6.180684e-02 -5.583711e-02
#> [1526] -5.175461e-02 3.212842e-03 5.007793e-02 1.237644e-01 4.101028e-02
#> [1531] -5.326368e-02 -8.253973e-03 -1.059788e-01 -1.412484e-01 3.657370e-02
#> [1536] 9.709103e-02 -1.912148e-01 -2.125636e-01 -1.084275e-01 9.552975e-03
#> [1541] -1.398063e-01 -3.640459e-02 -8.914200e-02 2.078792e-01 2.032519e-01
#> [1546] 4.231926e-02 -1.107075e-02 -8.640799e-02 -1.091232e-01 1.260510e-01
#> [1551] 5.131321e-02 9.051936e-02 -1.358313e-01 4.799234e-02 -5.475406e-02
#> [1556] 1.326552e-01 -1.090257e-01 -8.869870e-02 -2.011761e-01 4.247283e-03
#> [1561] -1.447114e-01 4.227616e-02 -1.675616e-02 1.698835e-01 1.455855e-01
#> [1566] -2.144949e-01 -1.168097e-01 -1.055732e-02 8.067266e-02 -5.857673e-03
#> [1571] 6.786284e-02 1.102699e-01 7.191901e-02 -8.428307e-02 3.605551e-02
#> [1576] 8.866196e-02 -4.287362e-02 -4.281463e-02 -2.145115e-01 -2.826756e-01
#> [1581] 3.136460e-02 1.030898e-01 7.869522e-02 -9.749341e-02 9.876256e-02
#> [1586] 2.217943e-01 1.446468e-01 3.143589e-03 5.710788e-02 -2.542822e-02
#> [1591] -5.349887e-02 7.405415e-02 1.092856e-01 6.225944e-02 -7.616404e-03
#> [1596] -2.541887e-01 -1.147255e-02 3.515335e-02 -1.204825e-01 6.487002e-02
#> [1601] -6.895794e-02 -6.168394e-02 2.527559e-02 1.990653e-02 3.443641e-01
#> [1606] 1.069038e-01 1.004806e-02 -4.093868e-02 2.627586e-02 -7.382326e-02
#> [1611] -1.499246e-01 1.188662e-01 1.416086e-02 -1.306692e-01 -4.592146e-02
#> [1616] -4.847261e-02 1.865333e-01 5.111020e-02 4.055895e-02 -7.423709e-02
#> [1621] -1.573546e-01 -1.839706e-01 -8.974954e-02 -1.124631e-01 1.049444e-01
#> [1626] 5.083257e-02 -1.316121e-02 -3.091905e-02 -5.673464e-02 7.817003e-02
#> [1631] -2.981131e-02 3.571782e-02 -3.291512e-02 -1.803129e-01 -7.138460e-02
#> [1636] 8.109310e-02 1.141195e-01 -1.233709e-01 1.100343e-02 2.221686e-02
#> [1641] 7.322816e-02 3.774946e-02 1.344445e-01 1.994253e-02 -4.026732e-02
#> [1646] -2.605049e-01 -1.778825e-01 -9.441685e-02 -1.581544e-01 8.074403e-02
#> [1651] -2.395007e-01 7.180293e-02 -3.805822e-02 2.689779e-02 -1.029842e-02
#> [1656] -3.080348e-01 -4.913997e-02 5.718839e-02 1.003110e-01 1.693378e-02
#> [1661] -9.001733e-03 5.796468e-02 -1.480821e-01 7.670530e-02 8.959790e-03
#> [1666] 1.349502e-01 -1.095124e-01 6.502110e-02 -2.595404e-02 -9.312161e-02
#> [1671] -5.171271e-02 1.981835e-02 9.873647e-02 -1.831473e-02 -7.678288e-02
#> [1676] 1.013947e-01 -1.291342e-01 2.527365e-02 1.257956e-01 2.509152e-01
#> [1681] -1.584036e-01 -1.163422e-01 -1.893735e-01 -1.953208e-01 -7.006808e-02
#> [1686] -5.140613e-02 8.570273e-02 -2.390494e-04 -1.489117e-01 -5.290608e-02
#> [1691] 5.038683e-02 -1.768487e-01 2.513832e-01 -1.539446e-01 -8.453659e-02
#> [1696] 1.740095e-01 -2.484244e-02 9.864678e-03 9.936955e-02 1.461923e-02
#> [1701] 4.578229e-02 -9.137279e-02 -5.849678e-02 -5.739538e-02 -7.757292e-03
#> [1706] -3.352973e-02 -7.247597e-02 -8.047665e-02 1.073828e-01 -2.626529e-01
#> [1711] 2.653464e-02 -1.217606e-01 -5.380440e-04 1.269976e-01 1.156238e-01
#> [1716] -7.415223e-02 -7.057637e-02 -9.382997e-02 1.982323e-02 -9.811327e-02
#> [1721] -5.530877e-02 1.807827e-01 -1.256755e-01 -9.322158e-02 -6.724150e-02
#> [1726] -1.727246e-01 1.873234e-01 -3.293805e-01 3.816417e-02 -8.418827e-02
#> [1731] -1.347772e-01 3.160425e-03 1.001668e-01 6.310030e-02 2.140357e-01
#> [1736] -7.247012e-03 -1.651633e-02 -2.583234e-02 -2.492794e-02 -8.934765e-03
#> [1741] -2.790394e-02 1.029951e-01 -1.537856e-01 -4.576998e-02 1.631377e-01
#> [1746] -1.117880e-01 2.841798e-02 1.451499e-01 8.462463e-02 -2.863458e-02
#> [1751] 3.250996e-02 3.806386e-02 1.624082e-01 8.428094e-03 1.061800e-01
#> [1756] -9.742088e-02 -2.180195e-01 2.458781e-01 1.792709e-02 -3.330550e-02
#> [1761] -4.974843e-02 -5.055770e-02 3.633658e-02 5.816920e-02 8.575853e-02
#> [1766] -5.422917e-02 1.223269e-03 1.245501e-01 -1.563808e-03 -2.476664e-01
#>
#> $prop_outliers_feature
#> [1] 0
#>