[R] Correlation Matrix with a Covariate

David L Carlson dcarlson at tamu.edu
Mon Sep 1 18:25:35 CEST 2014

```Thanks for including your data with dput(). I'm not familiar with set correlation, but altogether you are working with 76 variables (columns) and only 46 observations. Since the error message says "the system is exactly singlular," it is likely that you have too many variables for the number of observations or one of your columns is a linear combination of (can be predicted exactly from) the others.

-------------------------------------
David L Carlson
Department of Anthropology
Texas A&M University
College Station, TX 77840-4352

-----Original Message-----
From: r-help-bounces at r-project.org [mailto:r-help-bounces at r-project.org] On Behalf Of Patzelt, Edward
Sent: Monday, September 1, 2014 7:47 AM
To: R-help at r-project.org
Subject: [R] Correlation Matrix with a Covariate

R Help -

I'm trying to run a correlation matrix with a covariate of "age" and will
at some point will also want to covary other variables concurrently.

I'm using the "psych" package and have tried other methods such as writing
a loop to extract semi-partial correlations, but it does not seem to be
working. How can I accomplish this?

library(psych)
> set.cor(y = (66:76), x = c(1:64), z = 65, data = dat5)
Error in solve.default(x.matrix, xy.matrix) :
Lapack routine dgesv: system is exactly singular: U[54,54] = 0

-11.59, -52.51, 36.63, -36.99, -26.89, 21.68, 3.776, 19.35, -56.44,
-11.41, -1.825, 5.327, -2.886, 11.91, 43.99, 42.17, 21.19, -1.14,
-9.156, -3.53, -12.79, 33.88, -35.92, 7.613, -61.59, -6.754,
2.672, -25.09, 19.87, -21.09, -37.97, -11.07, -7.276, 21.94,
-18.94, -16.83, 19.96, 7.533, -44.57, -23.17, 22.54),
0.6002, 11.59, 52.51, -36.63, 36.99, 26.89, -21.68, -3.776, -19.35,
56.44, 11.41, 1.825, -5.327, 2.886, -11.91, -43.99, -42.17, -21.19,
1.14, 9.156, 3.53, 12.79, -33.88, 35.92, -7.613, 61.59, 6.754,
-2.672, 25.09, -19.87, 21.09, 37.97, 11.07, 7.276, -21.94, 18.94,
16.83, -19.96, -7.533, 44.57, 23.17, -22.54),
-20.31, -24.63, -17.44, -33.64, -38.77, -37.67, -27.93, -13.28,
-7.351, -9.147, -2.561, -28.92, -26.39, 65.4, -30.5, -6.315,
6.017, -59.84, -12.24, 14.86, -36.17, -14.39, -11.74, -19.17,
41.23, 4.33, 19.48, 12.88, -29.51, 32.7, -35.65, -49.27, -4.2,
16.27, -9.706, -19.26, -22.49, -54.12, -48.03, 82.09, 1.946,
-68.66), cope5_StriatumMask_7_betas_mean = c(15.11, 20.31, 24.63,
17.44, 33.64, 38.77, 37.67, 27.93, 13.28, 7.351, 9.147, 2.561,
28.92, 26.39, -65.4, 30.5, 6.315, -6.017, 59.84, 12.24, -14.86,
36.17, 14.39, 11.74, 19.17, -41.23, -4.33, -19.48, -12.88, 29.51,
-32.7, 35.65, 49.27, 4.2, -16.27, 9.706, 19.26, 22.49, 54.12,
48.03, -82.09, -1.946, 68.66), cope4_StriatumMask_7_betas_mean = c(14.75,
15.24, 4.935, 4.835, 10.32, -19.23, -14.4, 39.01, 7.088, 16.77,
10.78, 4.741, 15.2, 6.144, -3.572, 9.995, 42.44, 36.24, 23.44,
-0.4025, 10.57, -8.036, 0.4127, -5.74, 7.335, -5.735, -32.63,
-3.122, 16.36, -6.741, 9.36, -2.567, -5.515, 22.81, 9.99, -2.034,
10.38, -16.34, 37.27, 12.11, -2.593, 5.341, 11.64),
8.024, 6.609, 56.04, -17.79, 27.05, 10.92, 19.12, 4.651, -1.325,
66.15, 16.36, 17.79, 2.177, -4.663, 4.534, 7.788, 3.822, 6.74,
-3.433, 20.96, 1.451, 16.81, -31.09, 26.59, -8.875, 27.25, -1.37,
8.634, 22.93, -10.99, 18.74, 34.3, 34.26, 6.989, -20.35, 38.61,
14.78, 14.24, 8.544, 42.79, 27.42, -12.53), cope2_StriatumMask_7_betas_mean
= c(-22.45,
-18.01, -28.1, -10.91, -33.2, -24.75, -9.261, 4.794, -11.8, -4.1,
-20.08, 17.07, -22.33, -12.02, 21.62, -10.31, 10, 3.088, -45.09,
-32.44, 5.73, -21.31, -12.11, -1.46, -21.26, 36.54, 7.501, 11.95,
11.9, -6.681, 22.08, -24.31, -22.79, -28.37, 23.36, -1.101, -3.984,
-6.315, -28.91, -35.64, 43.7, 8.317, -67.12),
-0.6516, -3.038, 23.44, 2.235, 20.09, 16.99, 18.96, 1.348, 4.113,
-14.4, -2.449, 4.893, 12, -18.31, 15.32, 16.84, 1.516, 15.34,
-1.8, -11.98, 9.774, 2.055, 8.772, -50.38, -5.62, 2.985, 4.993,
7.956, 19.07, -10.01, 12.46, 13.24, -15.76, 9.281, 8.894, 12.9,
14.74, 23.37, 10.72, -16.88, 6.961, -8.737),
16.14, -9.034, -59.09, 23.45, -6.531, -15.25, 44.85, -0.97, 19.71,
-34.17, -13.74, 16.35, 22.46, -9.196, -1.073, 48.33, 52.74, 29.12,
24.44, -4.246, 3.402, -26.58, 35.38, -32.03, 10.15, -65.41, -12.14,
3.905, -2.271, 4.286, -1.484, -32.3, 0.3132, -25.83, 6.807, -14.56,
-6.214, 16.98, 27.18, -55.46, -38.73, 35.93),
-16.14, 9.034, 59.09, -23.45, 6.531, 15.25, -44.85, 0.97, -19.71,
34.17, 13.74, -16.35, -22.46, 9.196, 1.073, -48.33, -52.74, -29.12,
-24.44, 4.246, -3.402, 26.58, -35.38, 32.03, -10.15, 65.41, 12.14,
-3.905, 2.271, -4.286, 1.484, 32.3, -0.3132, 25.83, -6.807, 14.56,
6.214, -16.98, -27.18, 55.46, 38.73, -35.93),
-17.26, -17.59, -27.92, -42.3, -39.53, -49.99, -11.12, -23.51,
4.573, -2.713, 18.23, -13.94, -31.14, 72.81, -23.42, 18.89, 9.695,
-30.2, 2.776, 12.57, -15.8, -11.16, -19.92, -34.84, 5.129, -8.743,
1.578, 31.23, -23.09, 24.02, -50.99, -52.38, -15.81, 14.61, -26.57,
-23.76, -24.59, -41.38, -42.29, 48.82, -6.491, -57.52),
17.26, 17.59, 27.92, 42.3, 39.53, 49.99, 11.12, 23.51, -4.573,
2.713, -18.23, 13.94, 31.14, -72.81, 23.42, -18.89, -9.695, 30.2,
-2.776, -12.57, 15.8, 11.16, 19.92, 34.84, -5.129, 8.743, -1.578,
-31.23, 23.09, -24.02, 50.99, 52.38, 15.81, -14.61, 26.57, 23.76,
24.59, 41.38, 42.29, -48.82, 6.491, 57.52), cope4_StriatumMask_6_betas_mean
= c(16.28,
22.74, 1.5, -10.25, 0.712, 0.6925, -13.95, 43.29, -0.8349, 6.348,
13.2, 16.73, 13.11, 20.33, -18.84, 13.71, 47.84, 41.51, 32.87,
7.421, 18.35, -7.158, -9.818, -5.952, 13.16, -21.19, -30.92,
-5.915, 24.7, 12.84, -12.11, 12.37, -15.52, 22.66, -5.315, -12.37,
7.045, -13.68, 28.02, 19.65, -22.67, -1.333, 23.78),
5.318, 2.124, 43.84, -14.8, 25.8, -2.843, 0.7301, -0.6077, -9.902,
47.76, 28.98, -2.971, 1.19, -12.33, 12.65, 7.477, -6.222, 4.726,
-22.8, 23.77, -5.952, 18.97, -33.54, 28.67, -19.31, 32.13, -5.62,
14.83, 15.99, -16.74, 14.86, 15.73, 22.8, 13.28, -18.03, 23.9,
4.578, 11.01, -2.828, 34.9, 34.42, -15.46), cope2_StriatumMask_6_betas_mean
= c(-20.5,
-19.39, -25.22, -15.81, -34.44, -27.47, -22.68, -4.421, -17.86,
-1.598, -17.63, 33.28, -8.592, -27.58, 14.24, -7.253, 28.22,
0.1134, -16.73, -18.45, 5.513, -14.15, -10.94, -6.778, -34.2,
4.84, 0.195, -4.455, 23.44, 4.901, 8.662, -39.93, -15.5, -54.58,
14.88, -18.37, -9.523, -19.71, -22.02, -39.69, 12.77, -2.043,
-7.318, 26.67, 9.007, 15.94, 11.16, 5.649, 5.922, -3.561, -13.75,
-6.254, 6.448, 2.948, -34.84, 13.13, 11.08, -7.47, 15.83, -7.719,
-11.32, -1.264, -0.2779, 9.288, -43.47, -1.405, 4.105, 1.43,
6.055, 22.49, -17.85, 10.03, 11.48, -28.81, 2.534, 8.687, 11.05,
4.538, 17.95, 1.928, -14.82, 1.857, -4.488),
11.7, 5.719, -57.14, 46.27, -60.21, -46.51, -15.42, 7.891, -6.234,
-49.77, 3.486, -3.769, -9.559, 18.63, -4.199, 26.85, 27.71, 57.15,
-16.85, 5.799, -34.23, -19.53, 34.89, -5.222, 12.96, -70.82,
-40.66, -10.55, -3.86, 31.22, -14.71, -28.96, -14.34, -18.29,
0.4763, -16.32, -44.12, 19.7, 5.786, -20.15, 13.51, 0.08071),
57.14, -46.27, 60.21, 46.51, 15.42, -7.891, 6.234, 49.77,
-3.486, 3.769, 9.559, -18.63, 4.199, -26.85, -27.71, -57.15,
16.85, -5.799, 34.23, 19.53, -34.89, 5.222, -12.96, 70.82,
40.66, 10.55, 3.86, -31.22, 14.71, 28.96, 14.34, 18.29, -0.4763,
16.32, 44.12, -19.7, -5.786, 20.15, -13.51, -0.08071),
-8.297, -23.09, -3.194, -15.96, -12.54, -18.76, -55.4, 13.63,
-12.52, -8.805, 58.42, -37.33, -56.25, 52.02, -48.07, -0.5076,
-8.608, -67.85, -40.23, 12.44, -33.79, -28.93, -4, -20.04,
62.34, -10.09, 12.86, 1.249, -25.19, 69.77, -18.07, -16.69,
18.09, 16.25, -27.2, -12.67, 6.946, -25.86, -21.46, 77.06,
8.297, 23.09, 3.194, 15.96, 12.54, 18.76, 55.4, -13.63, 12.52,
8.805, -58.42, 37.33, 56.25, -52.02, 48.07, 0.5076, 8.608,
67.85, 40.23, -12.44, 33.79, 28.93, 4, 20.04, -62.34, 10.09,
-12.86, -1.249, 25.19, -69.77, 18.07, 16.69, -18.09, -16.25,
27.2, 12.67, -6.946, 25.86, 21.46, -77.06, 3.023, 90.03),
-3.517, 28.02, -41.14, -22.81, 20.91, 15.26, 17.1, 6.271,
20.32, 24.57, 6.072, 12.51, 5.534, 30.1, 49.02, 71.84, 2.404,
8.636, -15.64, -6.885, -2.237, 33.27, 12.35, -45.2, -16.68,
15.54, 4.278, 40.59, 0.7229, 13.89, 25.12, -20.32, 0.7402,
14.96, -20.14, 54.07, 14.79, 16.95, 27.07, 14.58),
-4.735, 4.603, 52.85, -11.23, 24.38, 21.69, 39.17, 11.54,
17.79, 55.56, 20.45, 28.13, 13.82, -5.683, 2.911, 18.02,
13.02, 25.72, 15.83, 6.11, 13.49, 16.81, -29.8, 21.49, 7.513,
27.28, 14.86, 22.98, 9.325, 8.833, 14.27, 46.35, 39.8, -7.482,
-0.1707, 44.42, 33.53, 26.02, 15, 39.72, 18.88, 14.45),
-3.252, -21.67, -14.59, -18.78, -10.4, -6.882, 15.76, 13.41,
-1.525, -1.248, 69.55, -22.77, -30.24, 11.38, -21.1, 16.3,
-5.086, -33.82, -48.84, 6.821, -12.66, -17.23, 8.287, -28.52,
55.27, 8.905, 14.06, 10.88, -4.195, 59.09, -7.859, -0.6477,
3.593, 19.66, -18.36, 4.738, 15.14, -5.58, -8.72, 50.4, 5.613,
3.126, 7.72, 0.1483, 13.5, 24.46, 41.42, 0.1413, 9.216, 1.829,
-3.59, 14.06, 23.06, -20.59, 15.88, 17.19, 5.7, 31.9, -2.176,
-8.67, 10.99, 11.2, 10.64, -58.77, -7.03, 14.4, 9.383, 13.62,
16.88, -5.792, 10.24, 3.981, -6.872, 12.54, 11.69, 14.6,
4.773, 20.04, 11.94, -12.34, 7.493, -13.52),
10.13, -38.16, -31.45, -9.172, 12.4, -0.6511, 10.94, -4.569,
2.312, -11.92, 8.502, 33.45, 20.34, -5.991, 4.608, 37.08,
29.14, 15.19, 9.442, -28.13, -5.005, -7.524, 31.94, -32.13,
-3.296, -60.59, 17.59, 16, 15.33, -3.383, 8.016, -20.84,
20.43, -17.25, -5.585, 8.63, -5.552, 21.61, 50.3, -31.68,
-10.13, 38.16, 31.45, 9.172, -12.4, 0.6511, -10.94, 4.569,
-2.312, 11.92, -8.502, -33.45, -20.34, 5.991, -4.608, -37.08,
-29.14, -15.19, -9.442, 28.13, 5.005, 7.524, -31.94, 32.13,
3.296, 60.59, -17.59, -16, -15.33, 3.383, -8.016, 20.84,
-20.43, 17.25, 5.585, -8.63, 5.552, -21.61, -50.3, 31.68,
-24.2, -8.165, -5.871, -16.94, -30.75, -47.35, 57.53, -11.56,
-0.2164, 45.58, 62.05, 18.5, -21.69, 40.14, -13.35, 23.01,
33.62, -7.232, 2.781, 9.096, -2.845, 3.745, 6.809, -14.62,
19.45, -16.77, 33.06, 30.85, -0.07361, 41.98, -27.19, -10.2,
19.17, -9.795, -20.53, -4.74, -6.671, -12.01, 12.64, 25.96,
24.2, 8.165, 5.871, 16.94, 30.75, 47.35, -57.53, 11.56, 0.2164,
-45.58, -62.05, -18.5, 21.69, -40.14, 13.35, -23.01, -33.62,
7.232, -2.781, -9.096, 2.845, -3.745, -6.809, 14.62, -19.45,
16.77, -33.06, -30.85, 0.07361, -41.98, 27.19, 10.2, -19.17,
9.795, 20.53, 4.74, 6.671, 12.01, -12.64, -25.96, 1.209,
-5.294, 10.02, -14.03, 17.99, 2.606, 21.04, 17.48, 0.52,
18.67, 41.7, 16.43, 22.12, -21.61, 17.06, 47.47, 49.68, 22.28,
6.687, -4.8, -8.284, 5.924, 21.67, 7.679, -17.76, -25.72,
15.04, 22.27, 37.97, -4.224, 19.68, -1.014, 33.49, -6.861,
-9.917, 11.85, 13.93, 39.51, 46.16, -21.3, 3.857, 20.03),
36.44, -4.315, 19.52, 0.5537, 12.27, 24.51, 0.8773, 31.16,
30.13, -17.3, -4.434, -17.27, 9.764, 17.33, 18.36, 4.433,
-9.225, 23.91, -5.546, 13.69, -2.575, 27.54, -4.718, 34.02,
-0.7261, 5.103, 24.8, -2.262, 13.11, 18.56, 13.33, 8.641,
-3.453, 5.022, 26.33, 17.79, 5.668, 12.13, 18.55, 3.057),
-2.023, -9.252, -21.48, -12.46, 35.15, -4.74, -2.526, 21.46,
67.33, 11.77, -21.02, 10.89, -7.3, 24.4, 15.82, -2.558, -18.58,
2.232, -2.148, -0.2798, 11.16, -21.73, 17.03, 3.65, 16.88,
30.72, 14.44, 23.65, -22.22, 12.26, -17.75, -5.381, -21.71,
6.899, -2.527, -4.107, 6.232, 2.13, 0.2781, -27.52),
0.5036, -9.281, 12.45, 7.121, 12.03, 21.94, -13.04, 5.152,
-1.847, -17.35, -8.623, -5.062, -2.434, -8.646, 5.55, 0.654,
-17.52, 6.386, -10.25, -10.51, -1.227, -4.453, 1.159, -50.89,
-3.253, 16.37, -5.982, 9.533, 11.49, -13.87, 4.944, 6.463,
-28.5, 5.955, 2.492, 8.083, 1.306, 7.27, -6.711, -13.84,
-29.39, -5.072, -29.28, 18.69, 7.461, -25.71, 34.55, -56.11,
-2.596, -33.97, 19.12, 28.57, 19.91, -16.04, 14.72, 68.99,
50.07, 54.12, 38.88, 7.486, -10.9, -3.818, 13.97, 4.118,
-7.899, -52.3, 0.5233, -3.36, -8.542, -26.68, 19.28, -14.09,
-9.591, 6.136, -17.34, -13.37, -18.57, 7.236, -9.855, -21.91,
29.39, 5.072, 29.28, -18.69, -7.461, 25.71, -34.55, 56.11,
2.596, 33.97, -19.12, -28.57, -19.91, 16.04, -14.72, -68.99,
-50.07, -54.12, -38.88, -7.486, 10.9, 3.818, -13.97, -4.118,
7.899, 52.3, -0.5233, 3.36, 8.542, 26.68, -19.28, 14.09,
9.591, -6.136, 17.34, 13.37, 18.57, -7.236, 9.855, 21.91,
-25.94, -11.68, -2.203, -10.23, -53.78, -83.96, 49.48, -11.44,
-5.176, -52.12, 75.78, -4.78, 8.202, 36.8, -20.51, 41.93,
21.93, -23.74, 13.54, 16.14, 0.104, -10.84, 1.206, -67.28,
13.01, -39.97, 26.5, 29.88, -20.17, -17.02, -16.57, -31.55,
-3.754, 13.22, -60.05, -18.23, -20.84, -32.5, -30.19, 17.32,
25.94, 11.68, 2.203, 10.23, 53.78, 83.96, -49.48, 11.44,
5.176, 52.12, -75.78, 4.78, -8.202, -36.8, 20.51, -41.93,
-21.93, 23.74, -13.54, -16.14, -0.104, 10.84, -1.206, 67.28,
-13.01, 39.97, -26.5, -29.88, 20.17, 17.02, 16.57, 31.55,
3.754, -13.22, 60.05, 18.23, 20.84, 32.5, 30.19, -17.32,
2.658, -4.415, -12.2, 1.195, 13.03, -29.99, 33.07, -8.351,
-14.77, -17.69, 30.84, 34.35, -6.265, -24.46, 31.91, 55.98,
55.14, 10.99, 28.58, -0.6548, -22.82, -8.781, -4.039, 47.5,
-10.17, -25.6, 9.067, -7.805, 4.68, -14.51, 30.94, -5.437,
11.18, -4.785, -28.78, 7.116, -8.826, 28.71, -7.045, -15,
24.4, -6.178, 15.86, -14.12, 27.35, -9.234, 0.7806, 42.1,
-14.02, 14.09, 10.54, 6.996, -11.21, -7.568, 20.19, -8.178,
-0.5523, -30.68, -20.66, -7.418, -10.89, -7.568, -12.52,
30.39, 20.52, 32.13, 7.49, -1.385, 21.98, 11.6, 16.08, 8.176,
20.77, -9.026, -9.19, 25.62, 11.64, 25.4, 11.66, 8.522, 4.707,
-12.85, -10.37, -6.481, -38.99, -40.29, 50.83, -9.962, -11.15,
-42.64, 76.49, 17.13, 12.02, 1.068, -1.049, 50.45, 8.55,
-13.25, -2.733, 13.62, -1.994, -9.352, 11.84, -53.07, 15.24,
-10.38, 9.065, 21.26, 7.247, -9.854, -18.25, -5.975, -21.84,
9.668, -50.28, 0.1118, -18.12, -13.33, -30.13, -2.708, 7.863,
-0.6828, 2.681, 6.963, 16.77, 27.42, -2.669, 2.728, 0.2155,
15.99, 0.9732, 22.23, -4.741, -22.42, 15.15, 4.144, -13.74,
13.43, -8.654, -3.702, -5.625, 1.369, 11.16, -29.82, 1.106,
25.75, 0.3423, 6.333, 24.31, 2.151, -2.602, 12, -11.66, 2.765,
11.51, 14.19, 3.124, 20.18, -1.8, -1.045, 5.62, 13.11),
0.1008, -17.35, -20.65, 11.98, 22.12, 6.479, -8.857, 12.72,
-4.564, -21.54, 13.93, 50.64, -19.73, -19.55, 30.95, 33.47,
10.15, -12.42, 17.9, -17.26, -27.29, 4.29, 19.53, -9.623,
-25.66, -41.7, 11.19, 12.26, 18.57, 3.319, 13.15, -19.85,
8.024, -30.64, -3.4, -15.03, 11.73, 38.76, 60.92, -35.55,
-0.1008, 17.35, 20.65, -11.98, -22.12, -6.479, 8.857, -12.72,
4.564, 21.54, -13.93, -50.64, 19.73, 19.55, -30.95, -33.47,
-10.15, 12.42, -17.9, 17.26, 27.29, -4.29, -19.53, 9.623,
25.66, 41.7, -11.19, -12.26, -18.57, -3.319, -13.15, 19.85,
-8.024, 30.64, 3.4, 15.03, -11.73, -38.76, -60.92, 35.55,
-30.2, -14.07, 8.605, 3.412, -26.22, -33.54, 44.45, 26.12,
6.825, 3.423, 82.44, 21.13, 7.608, 25.97, -32.8, 39.59, 20.19,
-11.03, 22.94, 1.544, 12.38, -8.389, 16.52, -20.52, 14.38,
-10.88, 47.39, 14.78, 6.086, 44.31, -16.1, -7.038, 1.967,
-0.5604, -16.6, -4.619, -27.21, -21.32, 7.096, 1.417, -0.6048,
14.07, -8.605, -3.412, 26.22, 33.54, -44.45, -26.12, -6.825,
-3.423, -82.44, -21.13, -7.608, -25.97, 32.8, -39.59, -20.19,
11.03, -22.94, -1.544, -12.38, 8.389, -16.52, 20.52, -14.38,
10.88, -47.39, -14.78, -6.086, -44.31, 16.1, 7.038, -1.967,
0.5604, 16.6, 4.619, 27.21, 21.32, -7.096, -1.417, 0.6048,
-4.224, 15.49, 6.115, 30.69, -9.205, 11, 33.86, -11.47, 8.718,
40.24, 32.94, 10.32, -21.59, 40.88, 42.59, 38.26, -11.98,
10.31, -11.61, -11.29, 8.09, 16.8, 26.23, -13.6, -9.128,
13.4, 11.02, 42.82, -7.533, 31.68, 11.7, 18.03, -28.57, -16.58,
8.403, 16.38, 50.65, 52.36, -33.33, -3.843, 40.4),
17.62, 7.219, 28.2, -1.924, 25.78, -19.31, 22.12, 22.83,
-8.054, 28.44, 23.53, -16.75, 5.805, -4.127, 6.258, 14.48,
13.64, -0.4828, -13.26, 4.439, 12.69, 0.6518, 7.227, 26.09,
23.32, 36.05, 12.2, -0.9937, 33.69, -11.5, 21.97, 30.37,
9.786, 5.107, -10.34, 22.97, 13.41, 16.56, 6.332, 5.224,
-27.28, -12.81, 3.426, 6.537, -20.93, -3.958, 32.95, 31.27,
3.16, 1.62, 84.87, 17.59, 16.39, 7.736, -19.22, 37.3, 10.39,
-10.59, 4.182, -1.269, 13.05, -9.96, 22, -31.62, 19.31, 7.048,
27.36, 16.38, 25.42, 27.44, -10.14, 11.67, -23.71, 1.572,
-10.1, -0.7817, -14.73, -10.15, -1.167, -16.26, 4.545, -10.31
), cope1_StriatumMask_2_betas_mean = c(-11.59, -0.5801, 2.253,
2.92, 3.628, 9.823, 16.41, -7.863, 5.275, -1.153, 2.206,
-4.593, -1.623, 1.228, -2.079, 10.64, -3.458, -11.28, 4.056,
-6.751, -5.711, -1.179, -2.362, 4.503, -45.23, 4.45, 15.2,
0.3556, 7.904, 17.05, -14.17, 3.913, 8.457, -16.94, 3.676,
6.673, 2.067, 8.915, 12.39, -10.32, -5.923, -0.4391, 0.09663
), cope8_StriatumMask_1_betas_mean = c(-7.671, 0.7324, 18.97,
-28.64, 13.36, 26.06, 12.31, 45.68, -19.4, -15.43, -21.18,
10.45, 40.84, 3.266, 28.25, 10.6, 50.66, 53.76, 26.57, 47.64,
5.642, 5.603, -10.04, 37.04, 27.35, -41.75, -26.86, -11.13,
13.09, 44.36, -1.843, 2.302, 0.6855, 14.22, -25.71, -9.987,
-3.158, -39.82, 5.276, -12.38, -31.06, -4.346, 52.18),
-0.7324, -18.97, 28.64, -13.36, -26.06, -12.31, -45.68, 19.4,
15.43, 21.18, -10.45, -40.84, -3.266, -28.25, -10.6, -50.66,
-53.76, -26.57, -47.64, -5.642, -5.603, 10.04, -37.04, -27.35,
41.75, 26.86, 11.13, -13.09, -44.36, 1.843, -2.302, -0.6855,
-14.22, 25.71, 9.987, 3.158, 39.82, -5.276, 12.38, 31.06,
-25.07, -17.08, 2.81, -6.211, -41.83, -9.084, 62.16, -32.2,
-22.2, -28.83, 47.89, 17.46, 25.87, 52.77, -12.9, 11.86,
9.416, -5.891, 16.54, 19.86, -7.199, -16.48, -13.35, -20.79,
13.97, -8.254, -9.45, 10.29, -3.625, 15.06, -47.86, -35.86,
8.605, -0.989, -20.42, -30.45, -54.43, -44.19, -32.61, 14.31,
25.07, 17.08, -2.81, 6.211, 41.83, 9.084, -62.16, 32.2, 22.2,
28.83, -47.89, -17.46, -25.87, -52.77, 12.9, -11.86, -9.416,
5.891, -16.54, -19.86, 7.199, 16.48, 13.35, 20.79, -13.97,
8.254, 9.45, -10.29, 3.625, -15.06, 47.86, 35.86, -8.605,
0.989, 20.42, 30.45, 54.43, 44.19, 32.61, -14.31, -0.9104,
12.27, -7.647, 16.95, 11.6, -4.777, 36.14, -0.6954, -16.71,
6.837, 24.48, 33.52, 16.08, 2.818, 33.76, 40.46, 49.53, 12.67,
17.85, 4.385, -2.631, -6.774, 19.03, 24.32, -20.09, -10.17,
-9.06, 8.567, 32.12, -2.03, -1.62, 0.146, 37.04, -22.95,
-23.3, 8.028, -17.19, 20.37, 16.84, -22.3, -6.429, 51.04),
15.07, 3.556, 7.953, -14.82, -9.422, 16.4, -0.3186, 24.63,
12.67, -6.266, 2.59, -20.88, 19.75, -6.401, -2.396, -5.993,
-35.32, 2.134, -4.257, 2.744, -9.988, -11.43, 32.36, 18.16,
1.64, -6.096, -2.82, -1.367, -2.237, -0.7249, 22.74, 2.451,
-9.7, 20.11, 29.75, 16.12, 33.47, 11.92, -2.012, -1.725),
-8.785, -1.132, -28.61, -8.759, 55.94, -23.65, -11.41, -25.9,
55.99, 23.15, 20.83, 1.789, -8.291, 18.53, -3.007, 3.943,
-6.776, 6.329, -9.923, -15.03, -6.602, -28.07, 15.85, 4.005,
-9.185, 7.425, 15.21, 14.91, -29.58, -32.79, -8.068, 9.733,
-14.88, -6.852, -45.85, -28.66, -33.56, -0.5571, 9.592, -19.33
), cope1_StriatumMask_1_betas_mean = c(-8.128, 5.758, -1.077,
-2.914, 7.331, 17.59, 7.21, -1.398, 9.864, 9.548, 7.269,
-1.59, 4.966, -2.957, -33.94, 4.149, 4.05, -12.29, 9.097,
-12.87, -15.36, -2.254, 1.258, 6.453, -29.28, 0.6771, 7.286,
12.21, 7.805, 16.56, -0.8941, 13.69, 1.07, -9.846, 10.8,
9.538, 21.36, 6.965, 14.37, -2.649, 0.8941, 2.795, -7.913
), cope8_StriatumMask_betas_mean = c(19.19, 8.326, -14.14,
-47.34, 21.49, -12.56, -16.33, 20.01, 1.212, 10.1, -35.27,
-3.354, 17.25, 9.637, -4.914, 6.339, 41.29, 38.17, 23.69,
10.55, -9.964, -7.758, -15.25, 32.33, -26.52, 2.892, -61.29,
-5.893, 5.116, -1.717, 8.98, -3.727, -29.21, 0.6858, -19.31,
5.567, -11.3, -11.28, 21.09, 27.76, -41.58, -22.77, 23.96
), cope7_StriatumMask_betas_mean = c(-19.19, -8.326, 14.14,
47.34, -21.49, 12.56, 16.33, -20.01, -1.212, -10.1, 35.27,
3.354, -17.25, -9.637, 4.914, -6.339, -41.29, -38.17, -23.69,
-10.55, 9.964, 7.758, 15.25, -32.33, 26.52, -2.892, 61.29,
5.893, -5.116, 1.717, -8.98, 3.727, 29.21, -0.6858, 19.31,
-5.567, 11.3, 11.28, -21.09, -27.76, 41.58, 22.77, -23.96
), cope6_StriatumMask_betas_mean = c(-3.001, -19.78, -17.55,
-13.93, -26.77, -33.2, -41.41, 0.257, -8.959, -1.035, 4.296,
34.65, -9.697, -26.18, 56.74, -26.94, 14.28, 12.58, -34.56,
-3.228, 11.26, -16.65, -10.86, -6.784, -24.45, 23.86, -8.12,
18.23, 21.56, -17.01, 36.51, -34.84, -34.06, -0.2884, 8.737,
-20.99, -15.66, -17.38, -34.47, -24.96, 49.42, -2.499, -52.5
), cope5_StriatumMask_betas_mean = c(3.001, 19.78, 17.55,
13.93, 26.77, 33.2, 41.41, -0.257, 8.959, 1.035, -4.296,
-34.65, 9.697, 26.18, -56.74, 26.94, -14.28, -12.58, 34.56,
3.228, -11.26, 16.65, 10.86, 6.784, 24.45, -23.86, 8.12,
-18.23, -21.56, 17.01, -36.51, 34.84, 34.06, 0.2884, -8.737,
20.99, 15.66, 17.38, 34.47, 24.96, -49.42, 2.499, 52.5),
cope4_StriatumMask_betas_mean = c(15.33, 19, 2.13, 0.6255,
3.965, -1.875, -11.55, 31.71, 10.09, 6.487, 11.98, 22.06,
18.12, 14.37, -12.51, 15.88, 43.94, 42.62, 28.01, 5.568,
7.426, -9.192, -2.169, 2.482, 15.11, -12.14, -29.41, -0.2639,
19.3, 15.57, 0.9526, 11.34, -3.821, 24.48, -6.627, -8.762,
9.8, -6.399, 37.83, 25.74, -14.33, 4.295, 21.01),
6.864, 7.348, 44, -11.51, 24.63, 1.817, 13.9, 9.993, -2.448,
46.96, 24.46, 1.184, 2.201, -9.854, 8.554, 11.19, 5.276,
6.545, -10.3, 18.45, 0.09225, 14.79, -21.75, 26.66, -5.553,
31.19, 0.8526, 10.5, 20.36, -8.67, 16.04, 25.48, 24.09, 7.305,
-12.65, 25.91, 15.63, 15.62, 4.822, 29.16, 26.04, -6.085),
-9.708, -22.45, -23.12, -13.93, 12.69, -4.801, -1.965, -6.992,
46.79, -6.076, -17.57, 13.97, -10.84, 23.23, 4.383, -21.55,
-22.44, 4.44, -10.1, -9.803, 3.025, -28.17, 22, 4.17, 9.131,
19.87, 5.414, 22.37, -25.66, -7.043, -30.76, 11.91, -14.59,
-2.368, -8.886, -16.82, -21.95, 18.63, 2.53, -49.32),
-1.257, -4.329, 17.92, 5.458, 15.17, 16.84, 7.652, 3.981,
0.3726, -10.51, -5.246, 4.09, 6.008, -20.68, 12.2, 9.368,
-6.345, 14.45, -6.155, -10.31, 2.61, 0.6008, 7.258, -48.2,
-2.675, 8.916, 1.677, 8.255, 18.35, -13.18, 8.82, 9.647,
-21.62, 6.05, 7.721, 10.41, 6.71, 16.76, 2.002, -13.56, 2.499,
-6.206), age = c(34L, 32L, 34L, 22L, 27L, 33L, 33L, 41L,
21L, 20L, 32L, 30L, 29L, 37L, 29L, 25L, 31L, 20L, 32L, 22L,
24L, 26L, 20L, 22L, 34L, 34L, 44L, 40L, 43L, 36L, 41L, 22L,
41L, 26L, 41L, 45L, 36L, 31L, 31L, 27L, 40L, 23L, 27L), hare2f1 = c(3L,
10L, 7L, 5L, 4L, 3L, 5L, 6L, 13L, 13L, 7L, 9L, 12L, 7L, 4L,
13L, 12L, 11L, 14L, 13L, 10L, 6L, 6L, 13L, 11L, 10L, 13L,
16L, 6L, 8L, 8L, 11L, 9L, 13L, 10L, 9L, 5L, 9L, 5L, 12L,
13L, 9L, 8L), hare2f2 = c(14, 18, 3, 10, 6, 6, 9, 7, 18.75,
16, 15, 12, 14, 18, 14, 18, 18, 19, 18, 15.555556, 14.444444,
12, 1.111111, 17, 12, 17, 14, 13, 16, 7.777778, 6.666667,
13, 14, 13, 11, 16, 4, 12, 10, 13, 14, 17, 12), hare4 = c(10,
8, 2, 3, 2, 3, 5, 2, 9, 8, 6, 4, 6, 10, 6, 8, 9, 9, 9, 7.5,
7, 5, 0, 9, 4, 10, 10, 9, 8, 1.25, 0, 7, 7, 7, 5, 9, 0, 3,
4, 7, 4, 9, 3), hare = c(20, 32, 10, 16, 11, 11, 15, 15,
35.294118, 33, 26, 22, 27, 27, 22, 33, 33, 32, 34, 29.473684,
27.368421, 20, 8.421053, 32, 27, 30, 30, 31, 24, 16.842105,
15.789474, 25, 26, 30, 23, 29, 10, 22, 16, 29, 30, 27, 24
), ext_t = c(193L, 374L, 127L, 181L, 198L, 112L, 208L, 194L,
185L, 224L, 275L, 204L, 235L, 257L, 149L, 279L, 320L, 322L,
188L, 220L, 273L, 206L, 129L, 296L, 223L, 277L, 156L, 195L,
219L, 155L, 167L, 176L, 220L, 227L, 224L, 195L, 150L, 277L,
134L, 285L, 255L, 225L, 176L), total_barrat_11_imputed = c(52,
49.65517241, 49, 50, 59, 33, 80, 59, 49, 88.96551724, 46,
69, 55, 61, 55, 81, 63, 78, 63, 77, 74, 56, 66, 65, 64, 80,
47, 41, 55, 61, 69, 65, 54, 60, 75, 48, 55, 92, 55, 80, 61,
74, 75), mcq_k = c(0.026255008, 0.001003094, 0.005960345,
0.015726049, 0.010265035, 0.001003162, 0.0000562, 0.001264102,
0.101500481, 0.000371013, 0.041432153, 0.002816398, 0.000610156,
0.002515929, 0.013917576, 0.041429705, 0.001003197, 0.015963745,
0.004571462, 0.066152274, 0.001264173, 0.013917914, 0.0000145,
0.000158281, 0.025279846, 0.007219305, 0.001003151, 0.000158275,
0.040812627, 0.015218595, 0.0000234, 0.008376655, 0.003841158,
0.007218929, 0.011170246, 0.001264155, 0.002183796, 0.041432825,
0.018248241, 0.025279435, 0.00728945, 0.015218596, 0.000139047
), ppitots = c(127L, 144L, 123L, 139L, 132L, 104L, 124L,
101L, 139L, 143L, 125L, 118L, 143L, 136L, 101L, 155L, 121L,
163L, 144L, 137L, 161L, 132L, 129L, 172L, 130L, 149L, 130L,
127L, 131L, 100L, 134L, 140L, 130L, 156L, 129L, 105L, 104L,
144L, 131L, 155L, 141L, 148L, 122L), ppi_1_corrected = c(0.790903075,
-0.699393955, -2.327819799, 1.081391412, 1.312482037, -1.237538376,
-2.908572705, -1.431192482, 0.849643836, -0.164898186, -2.41690919,
-2.180646599, 2.448811184, -0.690782751, -3.013794372, -0.299602118,
-2.681787682, 1.644921908, -0.813003057, 1.123342946, 5.134178123,
0.079542428, -0.261508648, 3.433661529, -0.273992274, 2.158546617,
1.906361161, 1.422218718, -0.391906978, -3.50632425, -1.107140046,
2.554466033, -0.185769247, 2.924775604, -1.911895686, -4.074384118,
-3.514935455, -1.132749891, 3.135218938, 2.554032851, 1.165085067,
1.001346409, -0.06377271), ppi_2_corrected = c(-2.126526342,
2.11252134, 0.555050342, -1.00112002, 0.340187762, -5.601376296,
1.123969936, -4.711504227, 0.689931234, 0.579906262, 1.063194228,
-0.20079187, -0.692661735, 1.762800655, -3.876379279, 3.649272316,
1.919311154, 6.385631495, 2.52094701, -0.266955763, 0.107879822,
0.040699835, -0.035262664, 4.854103646, -0.699493009, 1.446789539,
-2.783996549, -3.166278249, 0.253753447, -2.916502162, 0.483071268,
-1.851965471, -0.491096031, 0.403290401, 0.807272843, -0.914685705,
-2.568897775, 4.595852557, -3.588214202, 2.506562905, 0.802072504,
1.563208978, -2.362131731), total_buss_perry = c(55L, 79L,
64L, 79L, 86L, 37L, 85L, 69L, 76L, 109L, 80L, 62L, 46L, 85L,
48L, 119L, 124L, 131L, 94L, 56L, 95L, 62L, 78L, 106L, 93L,
76L, 46L, 54L, 61L, 61L, 76L, 94L, 98L, 85L, 94L, 70L, 65L,
70L, 45L, 114L, 99L, 92L, 61L)), .Names =
"hare4", "hare", "ext_t", "total_barrat_11_imputed", "mcq_k",
"ppitots", "ppi_1_corrected", "ppi_2_corrected", "total_buss_perry"
), row.names = c(NA, -43L), class = "data.frame")

--

*Edward H Patzelt | Clinical Science PhD StudentPsychology | Harvard
University *

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