slm: Fit a linear regression model using sparse matrix algebra
In SparseM: Sparse Linear Algebra
Description
Usage
Arguments
Value
Author(s)
References
See Also
Examples
Description
This is a function to illustrate the use of sparse linear algebra
to solve a linear least squares problem using Cholesky decomposition.
The syntax and output attempt to emulate lm() but may
fail to do so fully satisfactorily. Ideally, this would eventually
become a method for lm. The main obstacle to this step is
that it would be necessary to have a model.matrix function that
returned an object in sparse csr form. For the present, the objects
represented in the formula must be in dense form. If the user wishes
to specify fitting with a design matrix that is already in sparse form,
then the lower level function slm.fit() should be used.
Usage
1
Arguments
formula
a formula object, with the response on the left of a ~ operator,
and the terms, separated by + operators, on the right. As in
lm(), the response variable in the formula can be matrix valued.
data
a data.frame in which to interpret the variables
named in the formula, or in the subset and the weights argument.
If this is missing, then the variables in the formula should be on the
search list. This may also be a single number to handle some special
cases – see below for details.
weights
vector of observation weights; if supplied, the algorithm fits
to minimize the sum of the weights multiplied into the
absolute residuals. The length of weights must be the same as
the number of observations. The weights must be nonnegative
and it is strongly recommended that they be strictly positive,
since zero weights are ambiguous.
na.action
a function to filter missing data.
This is applied to the model.frame after any subset argument has been used.
The default (with na.fail) is to create an error if any missing
values are found. A possible alternative is na.omit, which
deletes observations that contain one or more missing values.
method
there is only one method based on Cholesky factorization
contrasts
a list giving contrasts for some or all of the factors
default = NULL appearing in the model formula.
The elements of the list should have the same name as the variable
and should be either a contrast matrix (specifically, any full-rank
matrix with as many rows as there are levels in the factor),
or else a function to compute such a matrix given the number of levels.
...
additional arguments for the fitting routines
Value
A list of class slm consisting of:
coefficients
estimated coefficients
chol
cholesky object from fitting
residuals
residuals
fitted
fitted values
terms
terms
call
call
...
Author(s)
Roger Koenker
References
Koenker, R and Ng, P. (2002). SparseM: A Sparse Matrix Package for R,
http://www.econ.uiuc.edu/~roger/research/home.html
See Also
slm.methods for methods summary, print, fitted,
residuals and coef associated with class slm,
and slm.fit for lower level fitting functions. The latter functions
are of special interest if you would like to pass a sparse form of the
design matrix directly to the fitting process.
Examples
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
data(lsq)
X <- model.matrix(lsq) #extract the design matrix
y <- model.response(lsq) # extract the rhs
X1 <- as.matrix(X)
slm.time <- system.time(slm(y~X1-1) -> slm.o) # pretty fast
lm.time <- system.time(lm(y~X1-1) -> lm.o) # very slow
cat("slm time =",slm.time,"\n")
cat("slm Results: Reported Coefficients Truncated to 5 ","\n")
sum.slm <- summary(slm.o)
sum.slm$coef <- sum.slm$coef[1:5,]
sum.slm
cat("lm time =",lm.time,"\n")
cat("lm Results: Reported Coefficients Truncated to 5 ","\n")
sum.lm <- summary(lm.o)
sum.lm$coef <- sum.lm$coef[1:5,]
sum.lm
Example output
Attaching package: 'SparseM'
The following object is masked from 'package:base':
backsolve
slm time = 0.134 0.028 0.162 0 0
slm Results: Reported Coefficients Truncated to 5
Call:
slm(formula = y ~ X1 - 1)
Residuals:
Min 1Q Median 3Q Max
-1.952e-01 -1.400e-02 5.329e-15 1.442e-02 1.783e-01
Coefficients:
Estimate Std. Error t value Pr(>|t|)
[1,] 823.3613 0.1274 6460.4 <2e-16 ***
[2,] 340.1156 0.1711 1987.3 <2e-16 ***
[3,] 472.9760 0.1379 3429.6 <2e-16 ***
[4,] 349.3175 0.1743 2004.0 <2e-16 ***
[5,] 187.5595 0.2100 893.3 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.03789 on 1138 degrees of freedom
Multiple R-Squared: 1, Adjusted R-squared: 1
F-statistic: 4.504e+07 on 712 and 1138 DF, p-value: 0
lm time = 0.698 0.004 0.702 0 0
lm Results: Reported Coefficients Truncated to 5
Call:
lm(formula = y ~ X1 - 1)
Residuals:
Min 1Q Median 3Q Max
-0.19522 -0.01400 0.00000 0.01442 0.17833
Coefficients:
Estimate Std. Error t value Pr(>|t|)
X11 8.234e+02 1.274e-01 6460.386 < 2e-16 ***
X12 3.401e+02 1.711e-01 1987.263 < 2e-16 ***
X13 4.730e+02 1.379e-01 3429.576 < 2e-16 ***
X14 3.493e+02 1.743e-01 2004.020 < 2e-16 ***
X15 1.876e+02 2.100e-01 893.267 < 2e-16 ***
X16 1.591e+02 2.201e-01 722.478 < 2e-16 ***
X17 -5.488e+01 3.198e-01 -171.592 < 2e-16 ***
X18 4.977e+02 1.403e-01 3546.771 < 2e-16 ***
X19 5.748e+02 1.421e-01 4045.421 < 2e-16 ***
X110 5.844e+02 1.943e-01 3007.059 < 2e-16 ***
X111 4.434e+02 1.699e-01 2609.047 < 2e-16 ***
X112 4.598e+02 1.657e-01 2775.764 < 2e-16 ***
X113 4.378e+02 2.098e-01 2086.192 < 2e-16 ***
X114 4.719e+02 2.739e-01 1722.694 < 2e-16 ***
X115 2.519e+02 1.544e-01 1631.287 < 2e-16 ***
X116 3.870e+02 2.107e-01 1837.190 < 2e-16 ***
X117 3.069e+02 1.895e-01 1619.806 < 2e-16 ***
X118 4.240e+02 2.062e-01 2056.508 < 2e-16 ***
X119 2.789e+02 1.923e-01 1450.341 < 2e-16 ***
X120 2.793e+02 2.229e-01 1252.998 < 2e-16 ***
X121 1.343e+02 2.137e-01 628.730 < 2e-16 ***
X122 1.752e+02 1.836e-01 953.829 < 2e-16 ***
X123 1.964e+02 2.276e-01 863.032 < 2e-16 ***
X124 1.841e+02 1.929e-01 954.249 < 2e-16 ***
X125 1.475e+02 2.229e-01 661.807 < 2e-16 ***
X126 1.251e+02 1.835e-01 681.786 < 2e-16 ***
X127 2.065e+02 1.628e-01 1268.282 < 2e-16 ***
X128 2.070e+02 1.491e-01 1388.127 < 2e-16 ***
X129 2.293e+02 1.824e-01 1256.784 < 2e-16 ***
X130 1.559e+02 1.820e-01 856.952 < 2e-16 ***
X131 1.519e+02 1.684e-01 902.168 < 2e-16 ***
X132 7.015e+01 1.937e-01 362.217 < 2e-16 ***
X133 3.906e+01 2.060e-01 189.602 < 2e-16 ***
X134 8.531e+01 2.364e-01 360.904 < 2e-16 ***
X135 1.544e+02 2.777e-01 555.831 < 2e-16 ***
X136 2.057e+02 1.804e-01 1140.298 < 2e-16 ***
X137 2.319e+02 1.793e-01 1293.165 < 2e-16 ***
X138 9.777e+02 8.520e-02 11475.452 < 2e-16 ***
X139 7.926e+02 7.892e-02 10043.139 < 2e-16 ***
X140 8.881e+02 9.262e-02 9588.906 < 2e-16 ***
X141 2.354e+02 1.977e-01 1190.706 < 2e-16 ***
X142 4.793e+02 1.907e-01 2513.556 < 2e-16 ***
X143 3.281e+02 1.495e-01 2194.986 < 2e-16 ***
X144 4.430e+02 2.242e-01 1975.946 < 2e-16 ***
X145 2.186e+02 2.098e-01 1042.052 < 2e-16 ***
X146 1.564e+02 2.314e-01 675.964 < 2e-16 ***
X147 2.958e+02 1.734e-01 1705.497 < 2e-16 ***
X148 3.844e+02 1.675e-01 2295.125 < 2e-16 ***
X149 4.234e+02 1.678e-01 2523.020 < 2e-16 ***
X150 5.510e+02 1.528e-01 3606.014 < 2e-16 ***
X151 6.759e+02 1.417e-01 4768.629 < 2e-16 ***
X152 8.036e+02 1.964e-01 4091.324 < 2e-16 ***
X153 6.622e+02 1.545e-01 4284.931 < 2e-16 ***
X154 6.011e+02 2.545e-01 2362.287 < 2e-16 ***
X155 3.681e+02 2.146e-01 1714.845 < 2e-16 ***
X156 5.664e+02 2.542e-01 2227.752 < 2e-16 ***
X157 3.950e+02 1.507e-01 2620.673 < 2e-16 ***
X158 2.959e+02 2.237e-01 1323.095 < 2e-16 ***
X159 4.336e+02 3.498e-01 1239.563 < 2e-16 ***
X160 3.105e+02 2.865e-01 1083.648 < 2e-16 ***
X161 2.954e+02 3.152e-01 937.051 < 2e-16 ***
X162 4.065e+02 4.372e-01 929.880 < 2e-16 ***
X163 3.047e+02 4.024e-01 757.320 < 2e-16 ***
X164 3.896e+02 5.658e-01 688.553 < 2e-16 ***
X165 3.645e+02 4.785e-01 761.672 < 2e-16 ***
X166 4.792e+02 5.960e-01 804.073 < 2e-16 ***
X167 4.739e+02 6.084e-01 778.969 < 2e-16 ***
X168 3.893e+02 4.971e-01 783.194 < 2e-16 ***
X169 4.115e+02 2.522e-01 1631.809 < 2e-16 ***
X170 3.263e+02 1.784e-01 1828.540 < 2e-16 ***
X171 3.522e+02 1.278e-01 2756.070 < 2e-16 ***
X172 2.109e+02 2.847e-01 740.936 < 2e-16 ***
X173 4.868e+01 1.068e-01 455.766 < 2e-16 ***
X174 2.854e+02 3.118e-01 915.273 < 2e-16 ***
X175 1.666e+02 2.430e-01 685.463 < 2e-16 ***
X176 2.158e+02 1.152e-01 1873.721 < 2e-16 ***
X177 2.943e+02 1.981e-01 1485.412 < 2e-16 ***
X178 1.275e+03 6.370e-02 20019.793 < 2e-16 ***
X179 4.377e+02 7.123e-02 6145.514 < 2e-16 ***
X180 1.141e+03 7.149e-02 15967.053 < 2e-16 ***
X181 6.744e+02 6.639e-02 10157.186 < 2e-16 ***
X182 5.796e+02 9.957e-02 5821.384 < 2e-16 ***
X183 8.076e+02 1.078e-01 7491.859 < 2e-16 ***
X184 3.486e+02 1.955e-01 1783.574 < 2e-16 ***
X185 3.109e+02 1.538e-01 2021.958 < 2e-16 ***
X186 3.236e+02 1.620e-01 1997.389 < 2e-16 ***
X187 3.141e+02 1.395e-01 2251.087 < 2e-16 ***
X188 2.645e+02 2.033e-01 1301.360 < 2e-16 ***
X189 2.516e+02 2.290e-01 1098.599 < 2e-16 ***
X190 2.668e+01 3.111e-01 85.769 < 2e-16 ***
X191 1.040e+02 2.809e-01 370.280 < 2e-16 ***
X192 4.310e+02 1.585e-01 2719.302 < 2e-16 ***
X193 6.200e+02 1.271e-01 4878.706 < 2e-16 ***
X194 6.680e+02 1.432e-01 4665.654 < 2e-16 ***
X195 6.721e+02 1.219e-01 5511.232 < 2e-16 ***
X196 2.009e+02 1.099e-01 1827.308 < 2e-16 ***
X197 1.034e+02 1.202e-01 860.686 < 2e-16 ***
X198 1.984e+02 1.065e-01 1862.161 < 2e-16 ***
X199 1.734e+02 1.209e-01 1434.641 < 2e-16 ***
X1100 1.182e+02 9.987e-02 1183.055 < 2e-16 ***
X1101 2.293e+02 1.053e-01 2176.799 < 2e-16 ***
X1102 1.520e+02 7.065e-02 2151.755 < 2e-16 ***
X1103 1.810e+02 1.219e-01 1484.616 < 2e-16 ***
X1104 8.823e+01 8.825e-02 999.766 < 2e-16 ***
X1105 7.352e+01 9.662e-02 760.974 < 2e-16 ***
X1106 7.937e+02 6.290e-02 12618.209 < 2e-16 ***
X1107 9.773e+02 9.477e-02 10311.581 < 2e-16 ***
X1108 6.511e+02 8.438e-02 7716.399 < 2e-16 ***
X1109 5.467e+02 1.396e-01 3916.731 < 2e-16 ***
X1110 4.611e+02 1.346e-01 3425.340 < 2e-16 ***
X1111 3.752e+02 1.337e-01 2806.966 < 2e-16 ***
X1112 6.065e+02 1.214e-01 4993.764 < 2e-16 ***
X1113 1.147e+03 1.132e-01 10128.942 < 2e-16 ***
X1114 8.705e+02 1.400e-01 6218.146 < 2e-16 ***
X1115 7.477e+02 9.636e-02 7759.706 < 2e-16 ***
X1116 1.567e+03 1.214e-01 12906.907 < 2e-16 ***
X1117 1.109e+03 1.311e-01 8463.654 < 2e-16 ***
X1118 1.234e+03 1.281e-01 9639.834 < 2e-16 ***
X1119 3.679e+02 1.150e-01 3198.621 < 2e-16 ***
X1120 1.603e+03 2.128e-01 7530.155 < 2e-16 ***
X1121 6.098e+02 1.272e-01 4792.892 < 2e-16 ***
X1122 1.056e+03 7.865e-02 13432.586 < 2e-16 ***
X1123 1.026e+03 8.464e-02 12126.140 < 2e-16 ***
X1124 1.153e+03 1.038e-01 11111.348 < 2e-16 ***
X1125 9.730e+02 1.446e-01 6730.978 < 2e-16 ***
X1126 8.504e+02 1.063e-01 8003.102 < 2e-16 ***
X1127 1.178e+03 1.073e-01 10976.791 < 2e-16 ***
X1128 1.540e+03 1.226e-01 12558.779 < 2e-16 ***
X1129 4.387e+02 1.198e-01 3661.832 < 2e-16 ***
X1130 9.095e+02 1.757e-01 5177.348 < 2e-16 ***
X1131 5.232e+02 1.616e-01 3237.408 < 2e-16 ***
X1132 4.384e+02 1.544e-01 2840.400 < 2e-16 ***
X1133 5.248e+02 2.436e-01 2154.298 < 2e-16 ***
X1134 3.541e+02 3.496e-01 1012.775 < 2e-16 ***
X1135 9.983e+01 1.209e-01 825.465 < 2e-16 ***
X1136 1.415e+02 1.646e-01 859.264 < 2e-16 ***
X1137 3.041e+02 1.712e-01 1776.904 < 2e-16 ***
X1138 4.789e+02 2.187e-01 2189.907 < 2e-16 ***
X1139 7.907e+02 2.940e-01 2689.450 < 2e-16 ***
X1140 1.281e+03 1.889e-01 6779.784 < 2e-16 ***
X1141 7.797e+02 2.281e-01 3417.965 < 2e-16 ***
X1142 1.187e+03 2.240e-01 5297.147 < 2e-16 ***
X1143 9.128e+02 1.420e-01 6426.088 < 2e-16 ***
X1144 5.313e+02 1.603e-01 3314.124 < 2e-16 ***
X1145 8.118e+02 1.912e-01 4245.266 < 2e-16 ***
X1146 4.575e+02 1.322e-01 3461.520 < 2e-16 ***
X1147 5.216e+02 1.238e-01 4214.364 < 2e-16 ***
X1148 1.585e+03 1.365e-01 11611.155 < 2e-16 ***
X1149 1.317e+03 1.219e-01 10801.832 < 2e-16 ***
X1150 9.140e+02 2.189e-01 4174.664 < 2e-16 ***
X1151 1.217e+03 1.420e-01 8568.757 < 2e-16 ***
X1152 4.148e+02 1.809e-01 2292.191 < 2e-16 ***
X1153 1.186e+03 2.170e-01 5467.456 < 2e-16 ***
X1154 7.412e+02 1.689e-01 4388.878 < 2e-16 ***
X1155 1.027e+03 1.483e-01 6923.778 < 2e-16 ***
X1156 1.075e+03 2.188e-01 4916.076 < 2e-16 ***
X1157 5.818e+02 1.979e-01 2939.852 < 2e-16 ***
X1158 5.458e+02 5.405e-02 10097.381 < 2e-16 ***
X1159 1.213e+03 1.052e-01 11528.368 < 2e-16 ***
X1160 1.540e+03 7.850e-02 19622.334 < 2e-16 ***
X1161 1.236e+03 7.629e-02 16206.498 < 2e-16 ***
X1162 1.852e+03 8.476e-02 21845.605 < 2e-16 ***
X1163 9.306e+02 9.751e-02 9544.293 < 2e-16 ***
X1164 1.372e+03 9.910e-02 13844.984 < 2e-16 ***
X1165 1.363e+03 8.391e-02 16239.980 < 2e-16 ***
X1166 1.813e+03 1.215e-01 14922.853 < 2e-16 ***
X1167 1.286e+03 9.872e-02 13031.072 < 2e-16 ***
X1168 1.235e+03 1.674e-01 7377.502 < 2e-16 ***
X1169 1.149e+03 1.154e-01 9962.512 < 2e-16 ***
X1170 8.808e+02 1.013e-01 8693.858 < 2e-16 ***
X1171 5.961e+02 1.435e-01 4153.097 < 2e-16 ***
X1172 1.694e+03 2.470e-01 6858.168 < 2e-16 ***
X1173 1.596e+03 1.265e-01 12614.228 < 2e-16 ***
X1174 1.444e+03 1.071e-01 13489.562 < 2e-16 ***
X1175 2.077e+03 1.573e-01 13206.200 < 2e-16 ***
X1176 1.325e+03 1.049e-01 12635.881 < 2e-16 ***
X1177 1.261e+03 1.033e-01 12204.144 < 2e-16 ***
X1178 2.005e+03 1.751e-01 11449.359 < 2e-16 ***
X1179 9.713e+02 1.097e-01 8851.314 < 2e-16 ***
X1180 8.840e+02 1.405e-01 6292.842 < 2e-16 ***
X1181 1.402e+03 1.948e-01 7197.303 < 2e-16 ***
X1182 1.215e+03 1.675e-01 7255.140 < 2e-16 ***
X1183 1.240e+03 2.028e-01 6114.595 < 2e-16 ***
X1184 9.551e+02 1.034e-01 9237.498 < 2e-16 ***
X1185 1.063e+03 1.338e-01 7944.332 < 2e-16 ***
X1186 1.200e+03 1.700e-01 7058.801 < 2e-16 ***
X1187 1.308e+03 1.355e-01 9654.111 < 2e-16 ***
X1188 5.451e+02 1.251e-01 4357.843 < 2e-16 ***
X1189 1.182e+03 2.327e-01 5078.543 < 2e-16 ***
X1190 6.112e+02 1.301e-01 4699.360 < 2e-16 ***
X1191 1.265e+03 2.500e-01 5058.889 < 2e-16 ***
X1192 1.604e+03 1.382e-01 11604.956 < 2e-16 ***
X1193 5.883e+02 1.179e-01 4988.456 < 2e-16 ***
X1194 1.501e+03 1.251e-01 11996.706 < 2e-16 ***
X1195 1.119e+03 1.994e-01 5614.454 < 2e-16 ***
X1196 4.965e+02 9.883e-02 5023.705 < 2e-16 ***
X1197 1.198e+03 1.121e-01 10681.700 < 2e-16 ***
X1198 1.606e+03 1.277e-01 12580.585 < 2e-16 ***
X1199 1.549e+03 1.093e-01 14172.536 < 2e-16 ***
X1200 1.698e+03 1.370e-01 12391.530 < 2e-16 ***
X1201 1.883e+03 3.267e-01 5762.772 < 2e-16 ***
X1202 1.071e+03 1.439e-01 7440.859 < 2e-16 ***
X1203 8.124e+02 1.421e-01 5718.640 < 2e-16 ***
X1204 1.149e+03 2.005e-01 5730.789 < 2e-16 ***
X1205 9.166e+02 1.693e-01 5413.110 < 2e-16 ***
X1206 1.337e+03 2.484e-01 5382.088 < 2e-16 ***
X1207 1.206e+03 2.084e-01 5787.657 < 2e-16 ***
X1208 1.723e+03 2.229e-01 7730.322 < 2e-16 ***
X1209 1.364e+03 1.406e-01 9697.856 < 2e-16 ***
X1210 1.329e+03 1.295e-01 10256.725 < 2e-16 ***
X1211 1.010e+03 1.537e-01 6572.760 < 2e-16 ***
X1212 3.485e+02 1.182e-01 2948.867 < 2e-16 ***
X1213 9.050e+02 4.674e-02 19363.770 < 2e-16 ***
X1214 9.050e+02 4.674e-02 19361.825 < 2e-16 ***
X1215 4.532e+02 1.109e-01 4087.539 < 2e-16 ***
X1216 1.222e+02 1.140e-01 1071.709 < 2e-16 ***
X1217 1.274e+03 1.230e-01 10354.733 < 2e-16 ***
X1218 5.744e+02 7.419e-02 7743.055 < 2e-16 ***
X1219 6.686e+01 1.015e-01 658.750 < 2e-16 ***
X1220 1.650e+02 1.258e-01 1311.849 < 2e-16 ***
X1221 2.400e+02 9.453e-02 2538.480 < 2e-16 ***
X1222 7.774e+01 7.347e-02 1058.189 < 2e-16 ***
X1223 7.419e+02 4.787e-02 15496.456 < 2e-16 ***
X1224 6.932e+02 4.876e-02 14215.033 < 2e-16 ***
X1225 6.202e+02 4.474e-02 13863.481 < 2e-16 ***
X1226 4.110e+02 4.758e-02 8639.744 < 2e-16 ***
X1227 4.989e+02 4.605e-02 10834.409 < 2e-16 ***
X1228 6.085e+02 4.813e-02 12642.358 < 2e-16 ***
X1229 5.217e+02 4.573e-02 11406.058 < 2e-16 ***
X1230 7.559e+02 4.832e-02 15642.958 < 2e-16 ***
X1231 6.975e+02 4.853e-02 14372.650 < 2e-16 ***
X1232 9.131e+02 4.714e-02 19367.700 < 2e-16 ***
X1233 8.533e+02 4.716e-02 18093.190 < 2e-16 ***
X1234 9.547e+02 4.730e-02 20184.688 < 2e-16 ***
X1235 1.004e+03 4.705e-02 21330.548 < 2e-16 ***
X1236 3.718e+02 4.858e-02 7653.333 < 2e-16 ***
X1237 5.195e+02 4.580e-02 11342.799 < 2e-16 ***
X1238 6.616e+02 4.756e-02 13910.194 < 2e-16 ***
X1239 5.449e+02 4.553e-02 11968.303 < 2e-16 ***
X1240 6.171e+02 4.466e-02 13817.739 < 2e-16 ***
X1241 5.679e+02 4.517e-02 12572.227 < 2e-16 ***
X1242 6.594e+02 4.322e-02 15256.352 < 2e-16 ***
X1243 5.743e+02 4.273e-02 13441.371 < 2e-16 ***
X1244 6.086e+02 4.286e-02 14200.494 < 2e-16 ***
X1245 6.415e+02 4.499e-02 14258.335 < 2e-16 ***
X1246 6.260e+02 5.065e-02 12359.675 < 2e-16 ***
X1247 4.611e+02 4.679e-02 9855.173 < 2e-16 ***
X1248 4.867e+02 5.006e-02 9722.877 < 2e-16 ***
X1249 4.907e+02 4.938e-02 9938.538 < 2e-16 ***
X1250 5.547e+02 5.156e-02 10759.058 < 2e-16 ***
X1251 4.522e+02 1.446e-01 3127.363 < 2e-16 ***
X1252 2.406e+02 7.456e-02 3227.480 < 2e-16 ***
X1253 7.264e+02 5.024e-02 14458.804 < 2e-16 ***
X1254 1.088e+03 5.170e-02 21036.946 < 2e-16 ***
X1255 -5.978e+02 5.959e-02 -10031.977 < 2e-16 ***
X1256 3.021e+02 5.299e-02 5701.379 < 2e-16 ***
X1257 1.141e+02 5.050e-02 2259.390 < 2e-16 ***
X1258 -3.286e+02 1.466e-01 -2241.274 < 2e-16 ***
X1259 -2.646e+02 2.597e-01 -1018.794 < 2e-16 ***
X1260 -9.350e+01 3.252e-01 -287.524 < 2e-16 ***
X1261 8.480e+01 3.216e-01 263.680 < 2e-16 ***
X1262 -4.076e+02 2.234e-01 -1824.687 < 2e-16 ***
X1263 -4.906e+02 2.812e-01 -1744.847 < 2e-16 ***
X1264 -2.346e+02 1.992e-01 -1177.763 < 2e-16 ***
X1265 -3.517e+02 3.062e-01 -1148.421 < 2e-16 ***
X1266 -2.621e+02 2.679e-01 -978.494 < 2e-16 ***
X1267 -2.184e+02 2.728e-01 -800.480 < 2e-16 ***
X1268 -2.932e+02 3.228e-01 -908.190 < 2e-16 ***
X1269 -1.013e+02 2.362e-01 -428.692 < 2e-16 ***
X1270 -1.418e+02 2.561e-01 -553.611 < 2e-16 ***
X1271 -6.184e+01 3.432e-01 -180.213 < 2e-16 ***
X1272 5.222e+01 3.863e-01 135.185 < 2e-16 ***
X1273 -6.412e+00 2.368e-01 -27.077 < 2e-16 ***
X1274 -9.959e+01 3.220e-01 -309.241 < 2e-16 ***
X1275 -8.468e+01 2.405e-01 -352.152 < 2e-16 ***
X1276 -2.986e+01 2.778e-01 -107.470 < 2e-16 ***
X1277 2.176e+00 3.125e-01 6.962 5.65e-12 ***
X1278 2.432e+00 3.685e-01 6.601 6.27e-11 ***
X1279 5.447e+01 2.751e-01 198.045 < 2e-16 ***
X1280 -6.729e+02 1.207e-01 -5576.025 < 2e-16 ***
X1281 -3.931e+02 1.278e-01 -3075.689 < 2e-16 ***
X1282 -2.133e+02 2.689e-01 -793.244 < 2e-16 ***
X1283 -2.612e+02 3.306e-01 -790.080 < 2e-16 ***
X1284 -1.294e+02 3.064e-01 -422.492 < 2e-16 ***
X1285 -1.452e+02 2.005e-01 -724.200 < 2e-16 ***
X1286 -1.729e+02 2.039e-01 -847.833 < 2e-16 ***
X1287 -3.642e+02 2.767e-01 -1316.159 < 2e-16 ***
X1288 -3.458e+02 2.009e-01 -1721.365 < 2e-16 ***
X1289 -3.454e+02 2.035e-01 -1697.560 < 2e-16 ***
X1290 -5.181e+02 3.222e-01 -1607.727 < 2e-16 ***
X1291 -3.862e+02 2.719e-01 -1420.575 < 2e-16 ***
X1292 -3.862e+02 3.193e-01 -1209.376 < 2e-16 ***
X1293 -4.575e+02 6.386e-01 -716.348 < 2e-16 ***
X1294 -5.558e+02 9.159e-01 -606.903 < 2e-16 ***
X1295 -4.696e+02 7.453e-01 -630.071 < 2e-16 ***
X1296 -5.181e+02 5.513e-01 -939.699 < 2e-16 ***
X1297 -4.881e+02 3.504e-01 -1393.079 < 2e-16 ***
X1298 -1.069e+02 2.385e-01 -448.064 < 2e-16 ***
X1299 -1.921e+01 2.404e-01 -79.941 < 2e-16 ***
X1300 -6.811e+01 4.759e-01 -143.114 < 2e-16 ***
X1301 -1.375e+02 3.201e-01 -429.403 < 2e-16 ***
X1302 -2.399e+02 2.810e-01 -853.860 < 2e-16 ***
X1303 -7.670e+02 9.237e-02 -8303.720 < 2e-16 ***
X1304 -7.797e+02 1.031e-01 -7558.933 < 2e-16 ***
X1305 -3.011e+02 1.669e-01 -1804.620 < 2e-16 ***
X1306 -3.115e+02 1.698e-01 -1834.420 < 2e-16 ***
X1307 -1.895e+02 2.721e-01 -696.415 < 2e-16 ***
X1308 -1.159e+02 3.140e-01 -369.194 < 2e-16 ***
X1309 1.282e+01 2.765e-01 46.348 < 2e-16 ***
X1310 1.096e+01 2.486e-01 44.115 < 2e-16 ***
X1311 7.316e+01 3.109e-01 235.322 < 2e-16 ***
X1312 -1.727e+01 2.740e-01 -63.015 < 2e-16 ***
X1313 -1.036e+02 2.436e-01 -425.122 < 2e-16 ***
X1314 -2.639e+02 2.942e-01 -896.852 < 2e-16 ***
X1315 -2.643e+02 2.912e-01 -907.719 < 2e-16 ***
X1316 -4.597e+01 2.690e-01 -170.850 < 2e-16 ***
X1317 -3.480e+01 1.536e-01 -226.584 < 2e-16 ***
X1318 -2.596e+01 1.044e-01 -248.742 < 2e-16 ***
X1319 -1.480e+02 1.823e-01 -811.620 < 2e-16 ***
X1320 -6.501e+02 8.256e-02 -7873.410 < 2e-16 ***
X1321 -4.910e+02 9.023e-02 -5441.986 < 2e-16 ***
X1322 -4.220e+02 9.804e-02 -4304.608 < 2e-16 ***
X1323 -4.129e+02 1.240e-01 -3330.518 < 2e-16 ***
X1324 -3.376e+02 1.509e-01 -2238.029 < 2e-16 ***
X1325 -1.413e+02 1.662e-01 -850.622 < 2e-16 ***
X1326 -4.620e+02 1.735e-01 -2663.615 < 2e-16 ***
X1327 -3.773e+02 1.486e-01 -2539.451 < 2e-16 ***
X1328 -5.899e+02 1.332e-01 -4428.250 < 2e-16 ***
X1329 -7.455e+02 1.374e-01 -5427.016 < 2e-16 ***
X1330 -4.561e+02 8.432e-02 -5409.146 < 2e-16 ***
X1331 -5.890e+02 1.245e-01 -4732.464 < 2e-16 ***
X1332 -5.894e+02 1.511e-01 -3901.201 < 2e-16 ***
X1333 -3.981e+02 1.286e-01 -3095.966 < 2e-16 ***
X1334 -5.142e+02 1.615e-01 -3183.897 < 2e-16 ***
X1335 -5.994e+02 1.394e-01 -4298.138 < 2e-16 ***
X1336 -1.029e+03 1.882e-01 -5467.410 < 2e-16 ***
X1337 -1.140e+03 2.032e-01 -5609.246 < 2e-16 ***
X1338 -6.884e+02 1.830e-01 -3762.894 < 2e-16 ***
X1339 -3.897e+02 1.613e-01 -2415.081 < 2e-16 ***
X1340 -5.064e+02 1.484e-01 -3411.980 < 2e-16 ***
X1341 -3.034e+02 2.323e-01 -1306.129 < 2e-16 ***
X1342 -2.818e+02 2.353e-01 -1197.584 < 2e-16 ***
X1343 -9.205e+01 2.533e-01 -363.379 < 2e-16 ***
X1344 -2.283e+02 2.053e-01 -1111.863 < 2e-16 ***
X1345 -8.896e+01 2.592e-01 -343.202 < 2e-16 ***
X1346 -1.620e+02 2.492e-01 -650.030 < 2e-16 ***
X1347 -2.308e+02 1.985e-01 -1162.318 < 2e-16 ***
X1348 -3.658e+02 1.472e-01 -2485.884 < 2e-16 ***
X1349 -2.333e+02 1.965e-01 -1187.355 < 2e-16 ***
X1350 -3.597e+02 1.802e-01 -1996.328 < 2e-16 ***
X1351 -2.922e+02 1.999e-01 -1461.909 < 2e-16 ***
X1352 -3.922e+02 1.744e-01 -2248.539 < 2e-16 ***
X1353 -6.113e+02 1.713e-01 -3567.951 < 2e-16 ***
X1354 -8.086e+02 2.450e-01 -3299.838 < 2e-16 ***
X1355 -5.712e+02 1.800e-01 -3173.672 < 2e-16 ***
X1356 -6.494e+02 1.756e-01 -3698.300 < 2e-16 ***
X1357 -9.424e+02 3.286e-01 -2867.400 < 2e-16 ***
X1358 -5.153e+02 2.203e-01 -2339.123 < 2e-16 ***
X1359 -8.230e+02 3.205e-01 -2568.325 < 2e-16 ***
X1360 -6.840e+02 2.186e-01 -3129.218 < 2e-16 ***
X1361 -7.122e+02 2.718e-01 -2619.770 < 2e-16 ***
X1362 -1.325e+03 1.234e-01 -10738.008 < 2e-16 ***
X1363 -7.963e+02 8.047e-02 -9896.364 < 2e-16 ***
X1364 -1.125e+03 1.467e-01 -7673.811 < 2e-16 ***
X1365 -1.101e+03 1.718e-01 -6410.384 < 2e-16 ***
X1366 -1.767e+03 2.066e-01 -8551.651 < 2e-16 ***
X1367 -8.479e+02 1.517e-01 -5589.468 < 2e-16 ***
X1368 -1.126e+03 2.271e-01 -4957.110 < 2e-16 ***
X1369 -5.946e+02 1.704e-01 -3489.348 < 2e-16 ***
X1370 -1.109e+03 1.638e-01 -6766.316 < 2e-16 ***
X1371 -1.108e+03 1.882e-01 -5887.378 < 2e-16 ***
X1372 -1.360e+03 2.300e-01 -5915.697 < 2e-16 ***
X1373 -7.511e+02 1.453e-01 -5168.079 < 2e-16 ***
X1374 -1.226e+03 2.326e-01 -5270.160 < 2e-16 ***
X1375 -7.567e+02 1.658e-01 -4562.637 < 2e-16 ***
X1376 -5.474e+02 1.524e-01 -3591.551 < 2e-16 ***
X1377 -5.654e+02 1.828e-01 -3092.401 < 2e-16 ***
X1378 -7.081e+02 3.125e-01 -2266.099 < 2e-16 ***
X1379 -5.923e+02 2.523e-01 -2347.476 < 2e-16 ***
X1380 -7.931e+02 1.715e-01 -4624.906 < 2e-16 ***
X1381 -1.012e+03 2.352e-01 -4302.116 < 2e-16 ***
X1382 -7.623e+02 2.036e-01 -3743.684 < 2e-16 ***
X1383 -9.025e+02 2.587e-01 -3488.197 < 2e-16 ***
X1384 -7.947e+02 1.870e-01 -4250.705 < 2e-16 ***
X1385 -1.210e+03 2.702e-01 -4480.245 < 2e-16 ***
X1386 -1.055e+03 2.268e-01 -4649.297 < 2e-16 ***
X1387 -1.764e+03 3.691e-01 -4778.763 < 2e-16 ***
X1388 -1.050e+03 2.233e-01 -4701.595 < 2e-16 ***
X1389 -8.759e+02 1.898e-01 -4615.746 < 2e-16 ***
X1390 -1.175e+03 2.358e-01 -4983.001 < 2e-16 ***
X1391 -9.273e+02 1.757e-01 -5278.472 < 2e-16 ***
X1392 -1.385e+03 2.550e-01 -5433.220 < 2e-16 ***
X1393 -1.093e+03 2.034e-01 -5374.731 < 2e-16 ***
X1394 -1.112e+03 2.265e-01 -4909.467 < 2e-16 ***
X1395 -1.151e+03 2.172e-01 -5296.823 < 2e-16 ***
X1396 -8.561e+02 1.655e-01 -5171.622 < 2e-16 ***
X1397 -9.969e+02 1.919e-01 -5193.965 < 2e-16 ***
X1398 -1.124e+03 2.328e-01 -4826.232 < 2e-16 ***
X1399 -1.181e+03 2.263e-01 -5218.913 < 2e-16 ***
X1400 -1.298e+03 2.397e-01 -5415.992 < 2e-16 ***
X1401 -1.742e+03 3.199e-01 -5443.806 < 2e-16 ***
X1402 -1.005e+03 1.784e-01 -5636.698 < 2e-16 ***
X1403 -1.231e+03 1.985e-01 -6198.697 < 2e-16 ***
X1404 -9.532e+02 1.545e-01 -6171.309 < 2e-16 ***
X1405 -4.946e+02 2.010e-01 -2461.020 < 2e-16 ***
X1406 -2.747e+02 9.066e-02 -3030.091 < 2e-16 ***
X1407 -6.867e+02 1.037e-01 -6623.807 < 2e-16 ***
X1408 -1.412e+03 2.068e-01 -6827.410 < 2e-16 ***
X1409 -5.811e+02 2.969e-01 -1957.492 < 2e-16 ***
X1410 -9.800e+02 2.004e-01 -4890.944 < 2e-16 ***
X1411 -4.884e+02 6.403e-02 -7627.350 < 2e-16 ***
X1412 -9.263e+02 1.196e-01 -7745.618 < 2e-16 ***
X1413 -7.240e+02 7.563e-02 -9573.390 < 2e-16 ***
X1414 -7.241e+02 7.603e-02 -9524.942 < 2e-16 ***
X1415 -8.508e+02 8.757e-02 -9715.509 < 2e-16 ***
X1416 -8.219e+02 8.844e-02 -9292.725 < 2e-16 ***
X1417 -1.447e+03 2.698e-01 -5360.865 < 2e-16 ***
X1418 -5.960e+02 1.624e-01 -3669.541 < 2e-16 ***
X1419 -1.023e+03 2.748e-01 -3724.477 < 2e-16 ***
X1420 -1.071e+03 1.759e-01 -6090.807 < 2e-16 ***
X1421 -7.290e+02 1.225e-01 -5952.801 < 2e-16 ***
X1422 -8.630e+02 1.394e-01 -6190.662 < 2e-16 ***
X1423 -1.169e+03 1.906e-01 -6135.066 < 2e-16 ***
X1424 -7.314e+02 1.240e-01 -5899.393 < 2e-16 ***
X1425 -6.988e+02 1.245e-01 -5612.268 < 2e-16 ***
X1426 -1.573e+03 9.793e-02 -16061.504 < 2e-16 ***
X1427 -1.471e+03 2.274e-01 -6469.047 < 2e-16 ***
X1428 4.810e-02 4.453e-02 1.080 0.280298
X1429 9.282e-02 5.758e-02 1.612 0.107225
X1430 2.396e-02 5.532e-02 0.433 0.664950
X1431 -1.576e-01 3.789e-02 -4.159 3.44e-05 ***
X1432 -7.802e-02 5.813e-02 -1.342 0.179759
X1433 9.321e-02 4.682e-02 1.991 0.046733 *
X1434 -3.559e-02 4.324e-02 -0.823 0.410689
X1435 2.103e-02 5.012e-02 0.420 0.674815
X1436 -6.825e-03 1.750e-01 -0.039 0.968901
X1437 -2.042e-02 5.104e-02 -0.400 0.689127
X1438 -1.770e-02 4.055e-02 -0.437 0.662550
X1439 -9.955e-03 3.790e-02 -0.263 0.792851
X1440 5.246e-02 5.159e-02 1.017 0.309421
X1441 -5.148e-02 5.038e-02 -1.022 0.307075
X1442 8.216e-03 4.282e-02 0.192 0.847863
X1443 -4.135e-02 7.928e-02 -0.522 0.602099
X1444 3.611e-02 6.075e-02 0.594 0.552383
X1445 8.504e-02 5.807e-02 1.464 0.143370
X1446 2.164e-02 5.789e-02 0.374 0.708650
X1447 -1.059e-01 4.614e-02 -2.295 0.021942 *
X1448 4.351e-03 4.234e-02 0.103 0.918168
X1449 2.226e-01 5.834e-02 3.816 0.000143 ***
X1450 -2.523e-03 4.252e-02 -0.059 0.952705
X1451 -4.096e-02 5.801e-02 -0.706 0.480272
X1452 3.475e-02 6.689e-02 0.520 0.603487
X1453 1.006e-01 5.569e-02 1.805 0.071262 .
X1454 3.660e-03 4.279e-02 0.086 0.931850
X1455 -1.712e-02 4.177e-02 -0.410 0.681924
X1456 1.766e-02 5.854e-02 0.302 0.762902
X1457 -6.476e-03 4.188e-02 -0.155 0.877144
X1458 1.521e-02 4.270e-02 0.356 0.721784
X1459 -9.333e-02 6.657e-02 -1.402 0.161201
X1460 -1.184e-02 3.789e-02 -0.312 0.754783
X1461 -7.011e-02 1.039e-01 -0.675 0.500066
X1462 -2.388e-01 1.648e-01 -1.449 0.147564
X1463 -1.048e-01 6.521e-02 -1.607 0.108282
X1464 1.657e-01 1.206e-01 1.374 0.169610
X1465 2.588e-01 2.309e-01 1.121 0.262680
X1466 1.542e-03 6.044e-02 0.026 0.979649
X1467 2.387e-02 1.376e-01 0.173 0.862299
X1468 1.587e-01 3.802e-02 4.173 3.23e-05 ***
X1469 -1.071e-01 1.785e-01 -0.600 0.548401
X1470 -5.617e-02 5.559e-02 -1.010 0.312535
X1471 -2.899e-03 5.297e-02 -0.055 0.956362
X1472 1.104e-01 6.930e-02 1.592 0.111572
X1473 5.841e-04 1.447e-01 0.004 0.996781
X1474 -1.269e-01 9.029e-02 -1.406 0.160009
X1475 -1.359e-02 6.778e-02 -0.201 0.841099
X1476 -2.052e-01 1.248e-01 -1.644 0.100441
X1477 -4.728e-02 5.797e-02 -0.816 0.414939
X1478 -1.940e-02 6.772e-02 -0.287 0.774525
X1479 1.071e-01 9.281e-02 1.154 0.248785
X1480 9.360e-02 5.993e-02 1.562 0.118610
X1481 2.722e-01 6.402e-02 4.251 2.30e-05 ***
X1482 2.080e-01 8.557e-02 2.430 0.015237 *
X1483 1.261e-01 4.148e-02 3.040 0.002423 **
X1484 1.264e-01 6.154e-02 2.054 0.040248 *
X1485 3.788e-02 4.976e-02 0.761 0.446674
X1486 -4.923e-02 8.437e-02 -0.584 0.559644
X1487 -2.419e-03 5.226e-02 -0.046 0.963098
X1488 2.467e-01 3.885e-02 6.349 3.12e-10 ***
X1489 -8.668e-02 5.029e-02 -1.723 0.085088 .
X1490 -1.350e-01 6.722e-02 -2.008 0.044920 *
X1491 3.507e-02 7.514e-02 0.467 0.640773
X1492 1.838e-01 7.238e-02 2.540 0.011230 *
X1493 2.741e-02 6.640e-02 0.413 0.679825
X1494 7.079e-01 1.249e-01 5.668 1.83e-08 ***
X1495 1.174e-01 1.003e-01 1.170 0.242100
X1496 -1.111e-01 1.372e-01 -0.810 0.418149
X1497 8.523e-04 9.759e-02 0.009 0.993033
X1498 -4.450e-02 3.791e-02 -1.174 0.240737
X1499 -1.845e-02 3.874e-02 -0.476 0.634080
X1500 5.875e-02 4.716e-02 1.246 0.213153
X1501 4.520e-01 8.510e-02 5.311 1.31e-07 ***
X1502 -2.231e-02 8.552e-02 -0.261 0.794224
X1503 5.158e-01 7.971e-02 6.471 1.44e-10 ***
X1504 2.731e-01 1.210e-01 2.257 0.024211 *
X1505 2.584e-03 4.492e-02 0.058 0.954139
X1506 2.545e-01 8.214e-02 3.098 0.001996 **
X1507 8.097e-02 4.709e-02 1.720 0.085782 .
X1508 1.655e-02 4.056e-02 0.408 0.683213
X1509 1.074e-02 8.397e-02 0.128 0.898217
X1510 -1.200e-01 8.028e-02 -1.495 0.135211
X1511 6.675e-02 3.877e-02 1.722 0.085375 .
X1512 6.689e-02 4.355e-02 1.536 0.124815
X1513 2.933e-01 9.908e-02 2.960 0.003139 **
X1514 3.664e-02 8.409e-02 0.436 0.663104
X1515 8.501e-02 6.205e-02 1.370 0.170959
X1516 1.073e-01 5.868e-02 1.829 0.067727 .
X1517 -1.067e-01 4.937e-02 -2.160 0.030956 *
X1518 1.241e-02 4.262e-02 0.291 0.770973
X1519 4.323e-01 8.391e-02 5.152 3.03e-07 ***
X1520 4.055e-02 3.790e-02 1.070 0.284865
X1521 -5.427e-02 4.584e-02 -1.184 0.236779
X1522 -2.938e-01 4.318e-02 -6.803 1.65e-11 ***
X1523 1.220e-02 5.602e-02 0.218 0.827635
X1524 8.334e-02 5.713e-02 1.459 0.144929
X1525 -5.151e-02 1.186e-01 -0.434 0.664100
X1526 6.183e-02 5.217e-02 1.185 0.236217
X1527 1.178e-01 7.603e-02 1.550 0.121518
X1528 -1.604e-03 4.135e-02 -0.039 0.969066
X1529 -1.665e-01 1.472e-01 -1.131 0.258428
X1530 -3.113e-01 3.807e-02 -8.178 7.64e-16 ***
X1531 4.760e-02 4.653e-02 1.023 0.306580
X1532 -3.821e-02 4.922e-02 -0.776 0.437683
X1533 -3.080e-02 3.790e-02 -0.813 0.416573
X1534 3.012e-03 3.815e-02 0.079 0.937088
X1535 1.319e-02 3.789e-02 0.348 0.727729
X1536 -6.578e-02 3.790e-02 -1.735 0.082940 .
X1537 4.349e-02 8.228e-02 0.529 0.597213
X1538 8.559e-02 5.251e-02 1.630 0.103422
X1539 -3.577e-01 2.421e-01 -1.477 0.139860
X1540 2.091e-02 4.117e-02 0.508 0.611622
X1541 5.775e-02 4.056e-02 1.424 0.154722
X1542 -1.219e-01 6.428e-02 -1.896 0.058161 .
X1543 -8.115e-02 4.232e-02 -1.918 0.055381 .
X1544 -3.532e-02 6.579e-02 -0.537 0.591405
X1545 -3.110e-01 8.209e-02 -3.789 0.000159 ***
X1546 -2.505e-01 4.762e-02 -5.261 1.72e-07 ***
X1547 4.720e-01 1.512e-01 3.122 0.001844 **
X1548 -1.431e-01 6.290e-02 -2.274 0.023137 *
X1549 -4.010e-01 4.637e-02 -8.648 < 2e-16 ***
X1550 -1.193e-01 1.248e-01 -0.956 0.339437
X1551 -3.685e-01 1.312e-01 -2.809 0.005058 **
X1552 -5.531e-01 1.622e-01 -3.410 0.000673 ***
X1553 -3.168e+00 1.092e-01 -29.005 < 2e-16 ***
X1554 -6.960e-01 1.945e-01 -3.578 0.000360 ***
X1555 -1.106e-01 7.607e-02 -1.454 0.146206
X1556 -1.580e-01 1.011e-01 -1.562 0.118545
X1557 -3.145e-02 1.141e-01 -0.276 0.782825
X1558 -1.123e-01 8.969e-02 -1.252 0.210811
X1559 -6.677e-02 1.173e-01 -0.569 0.569210
X1560 1.697e-02 9.848e-02 0.172 0.863187
X1561 9.299e-03 1.337e-01 0.070 0.944581
X1562 -2.776e-01 1.335e-01 -2.080 0.037762 *
X1563 -5.091e-03 1.310e-01 -0.039 0.969018
X1564 6.528e-02 1.353e-01 0.482 0.629617
X1565 1.021e-01 1.411e-01 0.724 0.469358
X1566 -1.185e-02 1.500e-01 -0.079 0.937069
X1567 1.041e-01 1.755e-01 0.593 0.553188
X1568 7.468e-02 1.448e-01 0.516 0.606132
X1569 4.092e-01 1.362e-01 3.004 0.002722 **
X1570 3.681e-02 1.143e-01 0.322 0.747497
X1571 1.212e-02 1.233e-01 0.098 0.921705
X1572 -3.380e-02 1.061e-01 -0.319 0.750006
X1573 5.753e-02 1.187e-01 0.484 0.628129
X1574 -4.950e-02 1.372e-01 -0.361 0.718259
X1575 -1.077e-01 1.463e-01 -0.736 0.461886
X1576 -1.812e-01 1.288e-01 -1.407 0.159666
X1577 -3.296e-01 1.862e-01 -1.770 0.076960 .
X1578 -1.106e-01 6.371e-02 -1.735 0.082977 .
X1579 1.365e-01 6.936e-02 1.968 0.049358 *
X1580 -6.824e-02 1.014e-01 -0.673 0.501012
X1581 -8.247e-01 1.572e-01 -5.245 1.86e-07 ***
X1582 -4.494e-01 1.344e-01 -3.343 0.000854 ***
X1583 -5.389e-01 1.895e-01 -2.845 0.004528 **
X1584 -1.704e-01 1.246e-01 -1.367 0.171748
X1585 -9.067e-02 1.202e-01 -0.754 0.450796
X1586 1.089e-02 1.203e-01 0.091 0.927881
X1587 -3.509e-02 1.438e-01 -0.244 0.807214
X1588 1.014e-01 1.616e-01 0.628 0.530413
X1589 3.140e-02 2.084e-01 0.151 0.880284
X1590 -6.786e-02 1.699e-01 -0.399 0.689663
X1591 1.238e-01 1.491e-01 0.830 0.406659
X1592 1.550e-01 1.624e-01 0.955 0.339828
X1593 4.156e-02 1.483e-01 0.280 0.779331
X1594 -7.720e-02 1.278e-01 -0.604 0.545937
X1595 6.440e-02 1.230e-01 0.524 0.600523
X1596 -1.208e-02 1.386e-01 -0.087 0.930541
X1597 6.569e-02 2.548e-01 0.258 0.796585
X1598 1.102e-01 2.416e-01 0.456 0.648305
X1599 1.190e-02 1.532e-01 0.078 0.938114
X1600 7.778e-02 5.693e-02 1.366 0.172098
X1601 -1.053e-01 7.138e-02 -1.475 0.140425
X1602 3.548e-02 1.202e-01 0.295 0.767906
X1603 -1.577e-01 1.880e-01 -0.839 0.401868
X1604 -1.604e-01 1.882e-01 -0.852 0.394332
X1605 -1.456e-01 1.758e-01 -0.828 0.407954
X1606 -2.466e-01 2.136e-01 -1.155 0.248480
X1607 -3.019e-01 3.112e-01 -0.970 0.332218
X1608 2.045e-01 2.047e-01 0.999 0.317934
X1609 2.629e-01 1.678e-01 1.566 0.117544
X1610 2.424e-01 1.785e-01 1.358 0.174630
X1611 1.856e-01 1.581e-01 1.174 0.240513
X1612 2.132e-02 9.794e-02 0.218 0.827747
X1613 -4.123e-02 9.346e-02 -0.441 0.659177
X1614 6.041e-02 9.446e-02 0.640 0.522582
X1615 8.698e-03 7.378e-02 0.118 0.906181
X1616 5.625e-02 6.895e-02 0.816 0.414803
X1617 1.008e-01 7.240e-02 1.392 0.164262
X1618 1.335e-01 5.626e-02 2.373 0.017811 *
X1619 2.460e-01 6.862e-02 3.586 0.000350 ***
X1620 9.080e-02 7.273e-02 1.248 0.212123
X1621 1.647e-03 9.048e-02 0.018 0.985480
X1622 -1.165e-02 1.086e-01 -0.107 0.914583
X1623 7.394e-02 8.744e-02 0.846 0.397911
X1624 5.827e-02 1.050e-01 0.555 0.578843
X1625 1.516e-01 6.234e-02 2.432 0.015154 *
X1626 1.023e-01 7.009e-02 1.460 0.144486
X1627 3.551e-01 9.688e-02 3.665 0.000259 ***
X1628 8.369e-02 8.812e-02 0.950 0.342440
X1629 5.245e-02 9.519e-02 0.551 0.581759
X1630 7.180e-02 1.319e-01 0.544 0.586267
X1631 1.122e-01 8.811e-02 1.274 0.203018
X1632 2.622e-01 8.927e-02 2.937 0.003382 **
X1633 5.722e-02 1.003e-01 0.571 0.568390
X1634 7.066e-03 6.853e-02 0.103 0.917894
X1635 -3.263e-01 1.085e-01 -3.007 0.002700 **
X1636 2.544e-02 1.195e-01 0.213 0.831429
X1637 6.530e-02 1.711e-01 0.382 0.702829
X1638 -5.156e-02 1.260e-01 -0.409 0.682493
X1639 3.977e-01 1.523e-01 2.612 0.009116 **
X1640 -2.602e-02 1.188e-01 -0.219 0.826758
X1641 6.309e-02 1.615e-01 0.391 0.696206
X1642 5.363e-02 1.393e-01 0.385 0.700291
X1643 -2.363e+00 1.066e-01 -22.177 < 2e-16 ***
X1644 2.553e-01 1.684e-01 1.516 0.129872
X1645 5.613e-02 1.501e-01 0.374 0.708536
X1646 1.634e-01 1.682e-01 0.971 0.331653
X1647 7.537e-02 1.363e-01 0.553 0.580368
X1648 1.280e-01 6.512e-02 1.966 0.049551 *
X1649 4.783e-01 1.664e-01 2.874 0.004124 **
X1650 6.879e-01 1.511e-01 4.552 5.89e-06 ***
X1651 -1.024e+00 1.587e-01 -6.452 1.63e-10 ***
X1652 -1.232e+00 1.975e-01 -6.239 6.21e-10 ***
X1653 -1.780e+02 1.420e-01 -1253.827 < 2e-16 ***
X1654 -1.541e+02 1.363e-01 -1130.817 < 2e-16 ***
X1655 -7.056e-01 1.659e-01 -4.254 2.27e-05 ***
X1656 -4.393e-01 1.565e-01 -2.807 0.005086 **
X1657 2.890e-02 7.931e-02 0.364 0.715628
X1658 2.159e-01 7.606e-02 2.839 0.004605 **
X1659 2.131e-01 1.071e-01 1.989 0.046916 *
X1660 8.271e-03 6.431e-02 0.129 0.897690
X1661 1.587e-02 1.044e-01 0.152 0.879201
X1662 3.280e-02 8.464e-02 0.388 0.698431
X1663 2.726e-03 1.220e-01 0.022 0.982180
X1664 1.176e-01 9.868e-02 1.191 0.233821
X1665 3.683e-03 8.238e-02 0.045 0.964353
X1666 7.486e-02 1.136e-01 0.659 0.510241
X1667 -1.264e-01 9.971e-02 -1.268 0.205043
X1668 1.308e-01 1.265e-01 1.034 0.301312
X1669 8.924e-02 1.202e-01 0.743 0.457815
X1670 5.418e-02 1.739e-01 0.311 0.755488
X1671 2.097e-01 1.160e-01 1.808 0.070831 .
X1672 2.155e-01 1.138e-01 1.894 0.058515 .
X1673 1.299e-01 1.794e-01 0.724 0.469173
X1674 8.877e-02 1.085e-01 0.818 0.413469
X1675 1.066e-01 1.215e-01 0.878 0.380347
X1676 1.554e-01 1.491e-01 1.043 0.297368
X1677 -1.400e-02 1.482e-01 -0.094 0.924754
X1678 -5.358e-02 1.660e-01 -0.323 0.746985
X1679 4.318e-02 1.211e-01 0.356 0.721582
X1680 6.950e-02 1.127e-01 0.616 0.537697
X1681 1.117e-02 1.248e-01 0.089 0.928713
X1682 8.724e-02 1.354e-01 0.644 0.519418
X1683 7.642e-02 1.576e-01 0.485 0.627926
X1684 6.669e-02 1.423e-01 0.469 0.639426
X1685 3.623e-02 1.115e-01 0.325 0.745185
X1686 3.211e-01 1.395e-01 2.302 0.021542 *
X1687 8.340e-02 1.359e-01 0.614 0.539463
X1688 2.308e-01 1.521e-01 1.517 0.129478
X1689 2.883e-01 8.804e-02 3.274 0.001091 **
X1690 2.940e-01 1.360e-01 2.162 0.030797 *
X1691 2.025e-01 1.199e-01 1.689 0.091455 .
X1692 1.326e-01 1.109e-01 1.195 0.232152
X1693 -2.477e-02 3.901e-02 -0.635 0.525622
X1694 -2.515e-02 3.901e-02 -0.645 0.519213
X1695 4.254e-01 9.995e-02 4.256 2.25e-05 ***
X1696 3.295e-01 9.990e-02 3.298 0.001004 **
X1697 1.440e-01 7.824e-02 1.841 0.065860 .
X1698 -1.307e+00 2.347e-01 -5.566 3.24e-08 ***
X1699 -3.210e+00 2.137e-01 -15.023 < 2e-16 ***
X1700 -3.036e+00 1.167e-01 -26.013 < 2e-16 ***
X1701 -1.679e-01 1.027e-01 -1.634 0.102453
X1702 -6.456e-01 1.718e-01 -3.758 0.000180 ***
X1703 1.274e-01 9.815e-02 1.298 0.194522
X1704 -1.604e-02 6.058e-02 -0.265 0.791187
X1705 -2.342e-01 6.086e-02 -3.849 0.000125 ***
X1706 -1.510e-01 7.862e-02 -1.921 0.054974 .
X1707 -2.080e+00 1.331e-01 -15.625 < 2e-16 ***
X1708 -6.440e+00 1.429e-01 -45.050 < 2e-16 ***
X1709 -1.260e-01 5.398e-02 -2.334 0.019763 *
X1710 -1.192e-01 1.027e-01 -1.160 0.246312
X1711 -2.060e+00 5.817e-02 -35.418 < 2e-16 ***
X1712 -7.849e+00 1.809e-01 -43.393 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.03789 on 1138 degrees of freedom
Multiple R-squared: 1, Adjusted R-squared: 1
F-statistic: 4.504e+07 on 712 and 1138 DF, p-value: < 2.2e-16
SparseM documentation built on Feb. 18, 2021, 5:06 p.m.
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Description Usage Arguments Value Author(s) References See Also Examples
Description
This is a function to illustrate the use of sparse linear algebra
to solve a linear least squares problem using Cholesky decomposition.
The syntax and output attempt to emulate lm() but may
fail to do so fully satisfactorily. Ideally, this would eventually
become a method for lm. The main obstacle to this step is
that it would be necessary to have a model.matrix function that
returned an object in sparse csr form. For the present, the objects
represented in the formula must be in dense form. If the user wishes
to specify fitting with a design matrix that is already in sparse form,
then the lower level function slm.fit() should be used.
Usage
1 |
Arguments
formula |
a formula object, with the response on the left of a |
data |
a data.frame in which to interpret the variables named in the formula, or in the subset and the weights argument. If this is missing, then the variables in the formula should be on the search list. This may also be a single number to handle some special cases – see below for details. |
weights |
vector of observation weights; if supplied, the algorithm fits to minimize the sum of the weights multiplied into the absolute residuals. The length of weights must be the same as the number of observations. The weights must be nonnegative and it is strongly recommended that they be strictly positive, since zero weights are ambiguous. |
na.action |
a function to filter missing data.
This is applied to the model.frame after any subset argument has been used.
The default (with |
method |
there is only one method based on Cholesky factorization |
contrasts |
a list giving contrasts for some or all of the factors
default = |
... |
additional arguments for the fitting routines |
Value
A list of class slm consisting of:
coefficients |
estimated coefficients |
chol |
cholesky object from fitting |
residuals |
residuals |
fitted |
fitted values |
terms |
terms |
call |
call |
...
Author(s)
Roger Koenker
References
Koenker, R and Ng, P. (2002). SparseM: A Sparse Matrix Package for R,
http://www.econ.uiuc.edu/~roger/research/home.html
See Also
slm.methods for methods summary, print, fitted,
residuals and coef associated with class slm,
and slm.fit for lower level fitting functions. The latter functions
are of special interest if you would like to pass a sparse form of the
design matrix directly to the fitting process.
Examples
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 | data(lsq)
X <- model.matrix(lsq) #extract the design matrix
y <- model.response(lsq) # extract the rhs
X1 <- as.matrix(X)
slm.time <- system.time(slm(y~X1-1) -> slm.o) # pretty fast
lm.time <- system.time(lm(y~X1-1) -> lm.o) # very slow
cat("slm time =",slm.time,"\n")
cat("slm Results: Reported Coefficients Truncated to 5 ","\n")
sum.slm <- summary(slm.o)
sum.slm$coef <- sum.slm$coef[1:5,]
sum.slm
cat("lm time =",lm.time,"\n")
cat("lm Results: Reported Coefficients Truncated to 5 ","\n")
sum.lm <- summary(lm.o)
sum.lm$coef <- sum.lm$coef[1:5,]
sum.lm
|
Example output
Attaching package: 'SparseM'
The following object is masked from 'package:base':
backsolve
slm time = 0.134 0.028 0.162 0 0
slm Results: Reported Coefficients Truncated to 5
Call:
slm(formula = y ~ X1 - 1)
Residuals:
Min 1Q Median 3Q Max
-1.952e-01 -1.400e-02 5.329e-15 1.442e-02 1.783e-01
Coefficients:
Estimate Std. Error t value Pr(>|t|)
[1,] 823.3613 0.1274 6460.4 <2e-16 ***
[2,] 340.1156 0.1711 1987.3 <2e-16 ***
[3,] 472.9760 0.1379 3429.6 <2e-16 ***
[4,] 349.3175 0.1743 2004.0 <2e-16 ***
[5,] 187.5595 0.2100 893.3 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.03789 on 1138 degrees of freedom
Multiple R-Squared: 1, Adjusted R-squared: 1
F-statistic: 4.504e+07 on 712 and 1138 DF, p-value: 0
lm time = 0.698 0.004 0.702 0 0
lm Results: Reported Coefficients Truncated to 5
Call:
lm(formula = y ~ X1 - 1)
Residuals:
Min 1Q Median 3Q Max
-0.19522 -0.01400 0.00000 0.01442 0.17833
Coefficients:
Estimate Std. Error t value Pr(>|t|)
X11 8.234e+02 1.274e-01 6460.386 < 2e-16 ***
X12 3.401e+02 1.711e-01 1987.263 < 2e-16 ***
X13 4.730e+02 1.379e-01 3429.576 < 2e-16 ***
X14 3.493e+02 1.743e-01 2004.020 < 2e-16 ***
X15 1.876e+02 2.100e-01 893.267 < 2e-16 ***
X16 1.591e+02 2.201e-01 722.478 < 2e-16 ***
X17 -5.488e+01 3.198e-01 -171.592 < 2e-16 ***
X18 4.977e+02 1.403e-01 3546.771 < 2e-16 ***
X19 5.748e+02 1.421e-01 4045.421 < 2e-16 ***
X110 5.844e+02 1.943e-01 3007.059 < 2e-16 ***
X111 4.434e+02 1.699e-01 2609.047 < 2e-16 ***
X112 4.598e+02 1.657e-01 2775.764 < 2e-16 ***
X113 4.378e+02 2.098e-01 2086.192 < 2e-16 ***
X114 4.719e+02 2.739e-01 1722.694 < 2e-16 ***
X115 2.519e+02 1.544e-01 1631.287 < 2e-16 ***
X116 3.870e+02 2.107e-01 1837.190 < 2e-16 ***
X117 3.069e+02 1.895e-01 1619.806 < 2e-16 ***
X118 4.240e+02 2.062e-01 2056.508 < 2e-16 ***
X119 2.789e+02 1.923e-01 1450.341 < 2e-16 ***
X120 2.793e+02 2.229e-01 1252.998 < 2e-16 ***
X121 1.343e+02 2.137e-01 628.730 < 2e-16 ***
X122 1.752e+02 1.836e-01 953.829 < 2e-16 ***
X123 1.964e+02 2.276e-01 863.032 < 2e-16 ***
X124 1.841e+02 1.929e-01 954.249 < 2e-16 ***
X125 1.475e+02 2.229e-01 661.807 < 2e-16 ***
X126 1.251e+02 1.835e-01 681.786 < 2e-16 ***
X127 2.065e+02 1.628e-01 1268.282 < 2e-16 ***
X128 2.070e+02 1.491e-01 1388.127 < 2e-16 ***
X129 2.293e+02 1.824e-01 1256.784 < 2e-16 ***
X130 1.559e+02 1.820e-01 856.952 < 2e-16 ***
X131 1.519e+02 1.684e-01 902.168 < 2e-16 ***
X132 7.015e+01 1.937e-01 362.217 < 2e-16 ***
X133 3.906e+01 2.060e-01 189.602 < 2e-16 ***
X134 8.531e+01 2.364e-01 360.904 < 2e-16 ***
X135 1.544e+02 2.777e-01 555.831 < 2e-16 ***
X136 2.057e+02 1.804e-01 1140.298 < 2e-16 ***
X137 2.319e+02 1.793e-01 1293.165 < 2e-16 ***
X138 9.777e+02 8.520e-02 11475.452 < 2e-16 ***
X139 7.926e+02 7.892e-02 10043.139 < 2e-16 ***
X140 8.881e+02 9.262e-02 9588.906 < 2e-16 ***
X141 2.354e+02 1.977e-01 1190.706 < 2e-16 ***
X142 4.793e+02 1.907e-01 2513.556 < 2e-16 ***
X143 3.281e+02 1.495e-01 2194.986 < 2e-16 ***
X144 4.430e+02 2.242e-01 1975.946 < 2e-16 ***
X145 2.186e+02 2.098e-01 1042.052 < 2e-16 ***
X146 1.564e+02 2.314e-01 675.964 < 2e-16 ***
X147 2.958e+02 1.734e-01 1705.497 < 2e-16 ***
X148 3.844e+02 1.675e-01 2295.125 < 2e-16 ***
X149 4.234e+02 1.678e-01 2523.020 < 2e-16 ***
X150 5.510e+02 1.528e-01 3606.014 < 2e-16 ***
X151 6.759e+02 1.417e-01 4768.629 < 2e-16 ***
X152 8.036e+02 1.964e-01 4091.324 < 2e-16 ***
X153 6.622e+02 1.545e-01 4284.931 < 2e-16 ***
X154 6.011e+02 2.545e-01 2362.287 < 2e-16 ***
X155 3.681e+02 2.146e-01 1714.845 < 2e-16 ***
X156 5.664e+02 2.542e-01 2227.752 < 2e-16 ***
X157 3.950e+02 1.507e-01 2620.673 < 2e-16 ***
X158 2.959e+02 2.237e-01 1323.095 < 2e-16 ***
X159 4.336e+02 3.498e-01 1239.563 < 2e-16 ***
X160 3.105e+02 2.865e-01 1083.648 < 2e-16 ***
X161 2.954e+02 3.152e-01 937.051 < 2e-16 ***
X162 4.065e+02 4.372e-01 929.880 < 2e-16 ***
X163 3.047e+02 4.024e-01 757.320 < 2e-16 ***
X164 3.896e+02 5.658e-01 688.553 < 2e-16 ***
X165 3.645e+02 4.785e-01 761.672 < 2e-16 ***
X166 4.792e+02 5.960e-01 804.073 < 2e-16 ***
X167 4.739e+02 6.084e-01 778.969 < 2e-16 ***
X168 3.893e+02 4.971e-01 783.194 < 2e-16 ***
X169 4.115e+02 2.522e-01 1631.809 < 2e-16 ***
X170 3.263e+02 1.784e-01 1828.540 < 2e-16 ***
X171 3.522e+02 1.278e-01 2756.070 < 2e-16 ***
X172 2.109e+02 2.847e-01 740.936 < 2e-16 ***
X173 4.868e+01 1.068e-01 455.766 < 2e-16 ***
X174 2.854e+02 3.118e-01 915.273 < 2e-16 ***
X175 1.666e+02 2.430e-01 685.463 < 2e-16 ***
X176 2.158e+02 1.152e-01 1873.721 < 2e-16 ***
X177 2.943e+02 1.981e-01 1485.412 < 2e-16 ***
X178 1.275e+03 6.370e-02 20019.793 < 2e-16 ***
X179 4.377e+02 7.123e-02 6145.514 < 2e-16 ***
X180 1.141e+03 7.149e-02 15967.053 < 2e-16 ***
X181 6.744e+02 6.639e-02 10157.186 < 2e-16 ***
X182 5.796e+02 9.957e-02 5821.384 < 2e-16 ***
X183 8.076e+02 1.078e-01 7491.859 < 2e-16 ***
X184 3.486e+02 1.955e-01 1783.574 < 2e-16 ***
X185 3.109e+02 1.538e-01 2021.958 < 2e-16 ***
X186 3.236e+02 1.620e-01 1997.389 < 2e-16 ***
X187 3.141e+02 1.395e-01 2251.087 < 2e-16 ***
X188 2.645e+02 2.033e-01 1301.360 < 2e-16 ***
X189 2.516e+02 2.290e-01 1098.599 < 2e-16 ***
X190 2.668e+01 3.111e-01 85.769 < 2e-16 ***
X191 1.040e+02 2.809e-01 370.280 < 2e-16 ***
X192 4.310e+02 1.585e-01 2719.302 < 2e-16 ***
X193 6.200e+02 1.271e-01 4878.706 < 2e-16 ***
X194 6.680e+02 1.432e-01 4665.654 < 2e-16 ***
X195 6.721e+02 1.219e-01 5511.232 < 2e-16 ***
X196 2.009e+02 1.099e-01 1827.308 < 2e-16 ***
X197 1.034e+02 1.202e-01 860.686 < 2e-16 ***
X198 1.984e+02 1.065e-01 1862.161 < 2e-16 ***
X199 1.734e+02 1.209e-01 1434.641 < 2e-16 ***
X1100 1.182e+02 9.987e-02 1183.055 < 2e-16 ***
X1101 2.293e+02 1.053e-01 2176.799 < 2e-16 ***
X1102 1.520e+02 7.065e-02 2151.755 < 2e-16 ***
X1103 1.810e+02 1.219e-01 1484.616 < 2e-16 ***
X1104 8.823e+01 8.825e-02 999.766 < 2e-16 ***
X1105 7.352e+01 9.662e-02 760.974 < 2e-16 ***
X1106 7.937e+02 6.290e-02 12618.209 < 2e-16 ***
X1107 9.773e+02 9.477e-02 10311.581 < 2e-16 ***
X1108 6.511e+02 8.438e-02 7716.399 < 2e-16 ***
X1109 5.467e+02 1.396e-01 3916.731 < 2e-16 ***
X1110 4.611e+02 1.346e-01 3425.340 < 2e-16 ***
X1111 3.752e+02 1.337e-01 2806.966 < 2e-16 ***
X1112 6.065e+02 1.214e-01 4993.764 < 2e-16 ***
X1113 1.147e+03 1.132e-01 10128.942 < 2e-16 ***
X1114 8.705e+02 1.400e-01 6218.146 < 2e-16 ***
X1115 7.477e+02 9.636e-02 7759.706 < 2e-16 ***
X1116 1.567e+03 1.214e-01 12906.907 < 2e-16 ***
X1117 1.109e+03 1.311e-01 8463.654 < 2e-16 ***
X1118 1.234e+03 1.281e-01 9639.834 < 2e-16 ***
X1119 3.679e+02 1.150e-01 3198.621 < 2e-16 ***
X1120 1.603e+03 2.128e-01 7530.155 < 2e-16 ***
X1121 6.098e+02 1.272e-01 4792.892 < 2e-16 ***
X1122 1.056e+03 7.865e-02 13432.586 < 2e-16 ***
X1123 1.026e+03 8.464e-02 12126.140 < 2e-16 ***
X1124 1.153e+03 1.038e-01 11111.348 < 2e-16 ***
X1125 9.730e+02 1.446e-01 6730.978 < 2e-16 ***
X1126 8.504e+02 1.063e-01 8003.102 < 2e-16 ***
X1127 1.178e+03 1.073e-01 10976.791 < 2e-16 ***
X1128 1.540e+03 1.226e-01 12558.779 < 2e-16 ***
X1129 4.387e+02 1.198e-01 3661.832 < 2e-16 ***
X1130 9.095e+02 1.757e-01 5177.348 < 2e-16 ***
X1131 5.232e+02 1.616e-01 3237.408 < 2e-16 ***
X1132 4.384e+02 1.544e-01 2840.400 < 2e-16 ***
X1133 5.248e+02 2.436e-01 2154.298 < 2e-16 ***
X1134 3.541e+02 3.496e-01 1012.775 < 2e-16 ***
X1135 9.983e+01 1.209e-01 825.465 < 2e-16 ***
X1136 1.415e+02 1.646e-01 859.264 < 2e-16 ***
X1137 3.041e+02 1.712e-01 1776.904 < 2e-16 ***
X1138 4.789e+02 2.187e-01 2189.907 < 2e-16 ***
X1139 7.907e+02 2.940e-01 2689.450 < 2e-16 ***
X1140 1.281e+03 1.889e-01 6779.784 < 2e-16 ***
X1141 7.797e+02 2.281e-01 3417.965 < 2e-16 ***
X1142 1.187e+03 2.240e-01 5297.147 < 2e-16 ***
X1143 9.128e+02 1.420e-01 6426.088 < 2e-16 ***
X1144 5.313e+02 1.603e-01 3314.124 < 2e-16 ***
X1145 8.118e+02 1.912e-01 4245.266 < 2e-16 ***
X1146 4.575e+02 1.322e-01 3461.520 < 2e-16 ***
X1147 5.216e+02 1.238e-01 4214.364 < 2e-16 ***
X1148 1.585e+03 1.365e-01 11611.155 < 2e-16 ***
X1149 1.317e+03 1.219e-01 10801.832 < 2e-16 ***
X1150 9.140e+02 2.189e-01 4174.664 < 2e-16 ***
X1151 1.217e+03 1.420e-01 8568.757 < 2e-16 ***
X1152 4.148e+02 1.809e-01 2292.191 < 2e-16 ***
X1153 1.186e+03 2.170e-01 5467.456 < 2e-16 ***
X1154 7.412e+02 1.689e-01 4388.878 < 2e-16 ***
X1155 1.027e+03 1.483e-01 6923.778 < 2e-16 ***
X1156 1.075e+03 2.188e-01 4916.076 < 2e-16 ***
X1157 5.818e+02 1.979e-01 2939.852 < 2e-16 ***
X1158 5.458e+02 5.405e-02 10097.381 < 2e-16 ***
X1159 1.213e+03 1.052e-01 11528.368 < 2e-16 ***
X1160 1.540e+03 7.850e-02 19622.334 < 2e-16 ***
X1161 1.236e+03 7.629e-02 16206.498 < 2e-16 ***
X1162 1.852e+03 8.476e-02 21845.605 < 2e-16 ***
X1163 9.306e+02 9.751e-02 9544.293 < 2e-16 ***
X1164 1.372e+03 9.910e-02 13844.984 < 2e-16 ***
X1165 1.363e+03 8.391e-02 16239.980 < 2e-16 ***
X1166 1.813e+03 1.215e-01 14922.853 < 2e-16 ***
X1167 1.286e+03 9.872e-02 13031.072 < 2e-16 ***
X1168 1.235e+03 1.674e-01 7377.502 < 2e-16 ***
X1169 1.149e+03 1.154e-01 9962.512 < 2e-16 ***
X1170 8.808e+02 1.013e-01 8693.858 < 2e-16 ***
X1171 5.961e+02 1.435e-01 4153.097 < 2e-16 ***
X1172 1.694e+03 2.470e-01 6858.168 < 2e-16 ***
X1173 1.596e+03 1.265e-01 12614.228 < 2e-16 ***
X1174 1.444e+03 1.071e-01 13489.562 < 2e-16 ***
X1175 2.077e+03 1.573e-01 13206.200 < 2e-16 ***
X1176 1.325e+03 1.049e-01 12635.881 < 2e-16 ***
X1177 1.261e+03 1.033e-01 12204.144 < 2e-16 ***
X1178 2.005e+03 1.751e-01 11449.359 < 2e-16 ***
X1179 9.713e+02 1.097e-01 8851.314 < 2e-16 ***
X1180 8.840e+02 1.405e-01 6292.842 < 2e-16 ***
X1181 1.402e+03 1.948e-01 7197.303 < 2e-16 ***
X1182 1.215e+03 1.675e-01 7255.140 < 2e-16 ***
X1183 1.240e+03 2.028e-01 6114.595 < 2e-16 ***
X1184 9.551e+02 1.034e-01 9237.498 < 2e-16 ***
X1185 1.063e+03 1.338e-01 7944.332 < 2e-16 ***
X1186 1.200e+03 1.700e-01 7058.801 < 2e-16 ***
X1187 1.308e+03 1.355e-01 9654.111 < 2e-16 ***
X1188 5.451e+02 1.251e-01 4357.843 < 2e-16 ***
X1189 1.182e+03 2.327e-01 5078.543 < 2e-16 ***
X1190 6.112e+02 1.301e-01 4699.360 < 2e-16 ***
X1191 1.265e+03 2.500e-01 5058.889 < 2e-16 ***
X1192 1.604e+03 1.382e-01 11604.956 < 2e-16 ***
X1193 5.883e+02 1.179e-01 4988.456 < 2e-16 ***
X1194 1.501e+03 1.251e-01 11996.706 < 2e-16 ***
X1195 1.119e+03 1.994e-01 5614.454 < 2e-16 ***
X1196 4.965e+02 9.883e-02 5023.705 < 2e-16 ***
X1197 1.198e+03 1.121e-01 10681.700 < 2e-16 ***
X1198 1.606e+03 1.277e-01 12580.585 < 2e-16 ***
X1199 1.549e+03 1.093e-01 14172.536 < 2e-16 ***
X1200 1.698e+03 1.370e-01 12391.530 < 2e-16 ***
X1201 1.883e+03 3.267e-01 5762.772 < 2e-16 ***
X1202 1.071e+03 1.439e-01 7440.859 < 2e-16 ***
X1203 8.124e+02 1.421e-01 5718.640 < 2e-16 ***
X1204 1.149e+03 2.005e-01 5730.789 < 2e-16 ***
X1205 9.166e+02 1.693e-01 5413.110 < 2e-16 ***
X1206 1.337e+03 2.484e-01 5382.088 < 2e-16 ***
X1207 1.206e+03 2.084e-01 5787.657 < 2e-16 ***
X1208 1.723e+03 2.229e-01 7730.322 < 2e-16 ***
X1209 1.364e+03 1.406e-01 9697.856 < 2e-16 ***
X1210 1.329e+03 1.295e-01 10256.725 < 2e-16 ***
X1211 1.010e+03 1.537e-01 6572.760 < 2e-16 ***
X1212 3.485e+02 1.182e-01 2948.867 < 2e-16 ***
X1213 9.050e+02 4.674e-02 19363.770 < 2e-16 ***
X1214 9.050e+02 4.674e-02 19361.825 < 2e-16 ***
X1215 4.532e+02 1.109e-01 4087.539 < 2e-16 ***
X1216 1.222e+02 1.140e-01 1071.709 < 2e-16 ***
X1217 1.274e+03 1.230e-01 10354.733 < 2e-16 ***
X1218 5.744e+02 7.419e-02 7743.055 < 2e-16 ***
X1219 6.686e+01 1.015e-01 658.750 < 2e-16 ***
X1220 1.650e+02 1.258e-01 1311.849 < 2e-16 ***
X1221 2.400e+02 9.453e-02 2538.480 < 2e-16 ***
X1222 7.774e+01 7.347e-02 1058.189 < 2e-16 ***
X1223 7.419e+02 4.787e-02 15496.456 < 2e-16 ***
X1224 6.932e+02 4.876e-02 14215.033 < 2e-16 ***
X1225 6.202e+02 4.474e-02 13863.481 < 2e-16 ***
X1226 4.110e+02 4.758e-02 8639.744 < 2e-16 ***
X1227 4.989e+02 4.605e-02 10834.409 < 2e-16 ***
X1228 6.085e+02 4.813e-02 12642.358 < 2e-16 ***
X1229 5.217e+02 4.573e-02 11406.058 < 2e-16 ***
X1230 7.559e+02 4.832e-02 15642.958 < 2e-16 ***
X1231 6.975e+02 4.853e-02 14372.650 < 2e-16 ***
X1232 9.131e+02 4.714e-02 19367.700 < 2e-16 ***
X1233 8.533e+02 4.716e-02 18093.190 < 2e-16 ***
X1234 9.547e+02 4.730e-02 20184.688 < 2e-16 ***
X1235 1.004e+03 4.705e-02 21330.548 < 2e-16 ***
X1236 3.718e+02 4.858e-02 7653.333 < 2e-16 ***
X1237 5.195e+02 4.580e-02 11342.799 < 2e-16 ***
X1238 6.616e+02 4.756e-02 13910.194 < 2e-16 ***
X1239 5.449e+02 4.553e-02 11968.303 < 2e-16 ***
X1240 6.171e+02 4.466e-02 13817.739 < 2e-16 ***
X1241 5.679e+02 4.517e-02 12572.227 < 2e-16 ***
X1242 6.594e+02 4.322e-02 15256.352 < 2e-16 ***
X1243 5.743e+02 4.273e-02 13441.371 < 2e-16 ***
X1244 6.086e+02 4.286e-02 14200.494 < 2e-16 ***
X1245 6.415e+02 4.499e-02 14258.335 < 2e-16 ***
X1246 6.260e+02 5.065e-02 12359.675 < 2e-16 ***
X1247 4.611e+02 4.679e-02 9855.173 < 2e-16 ***
X1248 4.867e+02 5.006e-02 9722.877 < 2e-16 ***
X1249 4.907e+02 4.938e-02 9938.538 < 2e-16 ***
X1250 5.547e+02 5.156e-02 10759.058 < 2e-16 ***
X1251 4.522e+02 1.446e-01 3127.363 < 2e-16 ***
X1252 2.406e+02 7.456e-02 3227.480 < 2e-16 ***
X1253 7.264e+02 5.024e-02 14458.804 < 2e-16 ***
X1254 1.088e+03 5.170e-02 21036.946 < 2e-16 ***
X1255 -5.978e+02 5.959e-02 -10031.977 < 2e-16 ***
X1256 3.021e+02 5.299e-02 5701.379 < 2e-16 ***
X1257 1.141e+02 5.050e-02 2259.390 < 2e-16 ***
X1258 -3.286e+02 1.466e-01 -2241.274 < 2e-16 ***
X1259 -2.646e+02 2.597e-01 -1018.794 < 2e-16 ***
X1260 -9.350e+01 3.252e-01 -287.524 < 2e-16 ***
X1261 8.480e+01 3.216e-01 263.680 < 2e-16 ***
X1262 -4.076e+02 2.234e-01 -1824.687 < 2e-16 ***
X1263 -4.906e+02 2.812e-01 -1744.847 < 2e-16 ***
X1264 -2.346e+02 1.992e-01 -1177.763 < 2e-16 ***
X1265 -3.517e+02 3.062e-01 -1148.421 < 2e-16 ***
X1266 -2.621e+02 2.679e-01 -978.494 < 2e-16 ***
X1267 -2.184e+02 2.728e-01 -800.480 < 2e-16 ***
X1268 -2.932e+02 3.228e-01 -908.190 < 2e-16 ***
X1269 -1.013e+02 2.362e-01 -428.692 < 2e-16 ***
X1270 -1.418e+02 2.561e-01 -553.611 < 2e-16 ***
X1271 -6.184e+01 3.432e-01 -180.213 < 2e-16 ***
X1272 5.222e+01 3.863e-01 135.185 < 2e-16 ***
X1273 -6.412e+00 2.368e-01 -27.077 < 2e-16 ***
X1274 -9.959e+01 3.220e-01 -309.241 < 2e-16 ***
X1275 -8.468e+01 2.405e-01 -352.152 < 2e-16 ***
X1276 -2.986e+01 2.778e-01 -107.470 < 2e-16 ***
X1277 2.176e+00 3.125e-01 6.962 5.65e-12 ***
X1278 2.432e+00 3.685e-01 6.601 6.27e-11 ***
X1279 5.447e+01 2.751e-01 198.045 < 2e-16 ***
X1280 -6.729e+02 1.207e-01 -5576.025 < 2e-16 ***
X1281 -3.931e+02 1.278e-01 -3075.689 < 2e-16 ***
X1282 -2.133e+02 2.689e-01 -793.244 < 2e-16 ***
X1283 -2.612e+02 3.306e-01 -790.080 < 2e-16 ***
X1284 -1.294e+02 3.064e-01 -422.492 < 2e-16 ***
X1285 -1.452e+02 2.005e-01 -724.200 < 2e-16 ***
X1286 -1.729e+02 2.039e-01 -847.833 < 2e-16 ***
X1287 -3.642e+02 2.767e-01 -1316.159 < 2e-16 ***
X1288 -3.458e+02 2.009e-01 -1721.365 < 2e-16 ***
X1289 -3.454e+02 2.035e-01 -1697.560 < 2e-16 ***
X1290 -5.181e+02 3.222e-01 -1607.727 < 2e-16 ***
X1291 -3.862e+02 2.719e-01 -1420.575 < 2e-16 ***
X1292 -3.862e+02 3.193e-01 -1209.376 < 2e-16 ***
X1293 -4.575e+02 6.386e-01 -716.348 < 2e-16 ***
X1294 -5.558e+02 9.159e-01 -606.903 < 2e-16 ***
X1295 -4.696e+02 7.453e-01 -630.071 < 2e-16 ***
X1296 -5.181e+02 5.513e-01 -939.699 < 2e-16 ***
X1297 -4.881e+02 3.504e-01 -1393.079 < 2e-16 ***
X1298 -1.069e+02 2.385e-01 -448.064 < 2e-16 ***
X1299 -1.921e+01 2.404e-01 -79.941 < 2e-16 ***
X1300 -6.811e+01 4.759e-01 -143.114 < 2e-16 ***
X1301 -1.375e+02 3.201e-01 -429.403 < 2e-16 ***
X1302 -2.399e+02 2.810e-01 -853.860 < 2e-16 ***
X1303 -7.670e+02 9.237e-02 -8303.720 < 2e-16 ***
X1304 -7.797e+02 1.031e-01 -7558.933 < 2e-16 ***
X1305 -3.011e+02 1.669e-01 -1804.620 < 2e-16 ***
X1306 -3.115e+02 1.698e-01 -1834.420 < 2e-16 ***
X1307 -1.895e+02 2.721e-01 -696.415 < 2e-16 ***
X1308 -1.159e+02 3.140e-01 -369.194 < 2e-16 ***
X1309 1.282e+01 2.765e-01 46.348 < 2e-16 ***
X1310 1.096e+01 2.486e-01 44.115 < 2e-16 ***
X1311 7.316e+01 3.109e-01 235.322 < 2e-16 ***
X1312 -1.727e+01 2.740e-01 -63.015 < 2e-16 ***
X1313 -1.036e+02 2.436e-01 -425.122 < 2e-16 ***
X1314 -2.639e+02 2.942e-01 -896.852 < 2e-16 ***
X1315 -2.643e+02 2.912e-01 -907.719 < 2e-16 ***
X1316 -4.597e+01 2.690e-01 -170.850 < 2e-16 ***
X1317 -3.480e+01 1.536e-01 -226.584 < 2e-16 ***
X1318 -2.596e+01 1.044e-01 -248.742 < 2e-16 ***
X1319 -1.480e+02 1.823e-01 -811.620 < 2e-16 ***
X1320 -6.501e+02 8.256e-02 -7873.410 < 2e-16 ***
X1321 -4.910e+02 9.023e-02 -5441.986 < 2e-16 ***
X1322 -4.220e+02 9.804e-02 -4304.608 < 2e-16 ***
X1323 -4.129e+02 1.240e-01 -3330.518 < 2e-16 ***
X1324 -3.376e+02 1.509e-01 -2238.029 < 2e-16 ***
X1325 -1.413e+02 1.662e-01 -850.622 < 2e-16 ***
X1326 -4.620e+02 1.735e-01 -2663.615 < 2e-16 ***
X1327 -3.773e+02 1.486e-01 -2539.451 < 2e-16 ***
X1328 -5.899e+02 1.332e-01 -4428.250 < 2e-16 ***
X1329 -7.455e+02 1.374e-01 -5427.016 < 2e-16 ***
X1330 -4.561e+02 8.432e-02 -5409.146 < 2e-16 ***
X1331 -5.890e+02 1.245e-01 -4732.464 < 2e-16 ***
X1332 -5.894e+02 1.511e-01 -3901.201 < 2e-16 ***
X1333 -3.981e+02 1.286e-01 -3095.966 < 2e-16 ***
X1334 -5.142e+02 1.615e-01 -3183.897 < 2e-16 ***
X1335 -5.994e+02 1.394e-01 -4298.138 < 2e-16 ***
X1336 -1.029e+03 1.882e-01 -5467.410 < 2e-16 ***
X1337 -1.140e+03 2.032e-01 -5609.246 < 2e-16 ***
X1338 -6.884e+02 1.830e-01 -3762.894 < 2e-16 ***
X1339 -3.897e+02 1.613e-01 -2415.081 < 2e-16 ***
X1340 -5.064e+02 1.484e-01 -3411.980 < 2e-16 ***
X1341 -3.034e+02 2.323e-01 -1306.129 < 2e-16 ***
X1342 -2.818e+02 2.353e-01 -1197.584 < 2e-16 ***
X1343 -9.205e+01 2.533e-01 -363.379 < 2e-16 ***
X1344 -2.283e+02 2.053e-01 -1111.863 < 2e-16 ***
X1345 -8.896e+01 2.592e-01 -343.202 < 2e-16 ***
X1346 -1.620e+02 2.492e-01 -650.030 < 2e-16 ***
X1347 -2.308e+02 1.985e-01 -1162.318 < 2e-16 ***
X1348 -3.658e+02 1.472e-01 -2485.884 < 2e-16 ***
X1349 -2.333e+02 1.965e-01 -1187.355 < 2e-16 ***
X1350 -3.597e+02 1.802e-01 -1996.328 < 2e-16 ***
X1351 -2.922e+02 1.999e-01 -1461.909 < 2e-16 ***
X1352 -3.922e+02 1.744e-01 -2248.539 < 2e-16 ***
X1353 -6.113e+02 1.713e-01 -3567.951 < 2e-16 ***
X1354 -8.086e+02 2.450e-01 -3299.838 < 2e-16 ***
X1355 -5.712e+02 1.800e-01 -3173.672 < 2e-16 ***
X1356 -6.494e+02 1.756e-01 -3698.300 < 2e-16 ***
X1357 -9.424e+02 3.286e-01 -2867.400 < 2e-16 ***
X1358 -5.153e+02 2.203e-01 -2339.123 < 2e-16 ***
X1359 -8.230e+02 3.205e-01 -2568.325 < 2e-16 ***
X1360 -6.840e+02 2.186e-01 -3129.218 < 2e-16 ***
X1361 -7.122e+02 2.718e-01 -2619.770 < 2e-16 ***
X1362 -1.325e+03 1.234e-01 -10738.008 < 2e-16 ***
X1363 -7.963e+02 8.047e-02 -9896.364 < 2e-16 ***
X1364 -1.125e+03 1.467e-01 -7673.811 < 2e-16 ***
X1365 -1.101e+03 1.718e-01 -6410.384 < 2e-16 ***
X1366 -1.767e+03 2.066e-01 -8551.651 < 2e-16 ***
X1367 -8.479e+02 1.517e-01 -5589.468 < 2e-16 ***
X1368 -1.126e+03 2.271e-01 -4957.110 < 2e-16 ***
X1369 -5.946e+02 1.704e-01 -3489.348 < 2e-16 ***
X1370 -1.109e+03 1.638e-01 -6766.316 < 2e-16 ***
X1371 -1.108e+03 1.882e-01 -5887.378 < 2e-16 ***
X1372 -1.360e+03 2.300e-01 -5915.697 < 2e-16 ***
X1373 -7.511e+02 1.453e-01 -5168.079 < 2e-16 ***
X1374 -1.226e+03 2.326e-01 -5270.160 < 2e-16 ***
X1375 -7.567e+02 1.658e-01 -4562.637 < 2e-16 ***
X1376 -5.474e+02 1.524e-01 -3591.551 < 2e-16 ***
X1377 -5.654e+02 1.828e-01 -3092.401 < 2e-16 ***
X1378 -7.081e+02 3.125e-01 -2266.099 < 2e-16 ***
X1379 -5.923e+02 2.523e-01 -2347.476 < 2e-16 ***
X1380 -7.931e+02 1.715e-01 -4624.906 < 2e-16 ***
X1381 -1.012e+03 2.352e-01 -4302.116 < 2e-16 ***
X1382 -7.623e+02 2.036e-01 -3743.684 < 2e-16 ***
X1383 -9.025e+02 2.587e-01 -3488.197 < 2e-16 ***
X1384 -7.947e+02 1.870e-01 -4250.705 < 2e-16 ***
X1385 -1.210e+03 2.702e-01 -4480.245 < 2e-16 ***
X1386 -1.055e+03 2.268e-01 -4649.297 < 2e-16 ***
X1387 -1.764e+03 3.691e-01 -4778.763 < 2e-16 ***
X1388 -1.050e+03 2.233e-01 -4701.595 < 2e-16 ***
X1389 -8.759e+02 1.898e-01 -4615.746 < 2e-16 ***
X1390 -1.175e+03 2.358e-01 -4983.001 < 2e-16 ***
X1391 -9.273e+02 1.757e-01 -5278.472 < 2e-16 ***
X1392 -1.385e+03 2.550e-01 -5433.220 < 2e-16 ***
X1393 -1.093e+03 2.034e-01 -5374.731 < 2e-16 ***
X1394 -1.112e+03 2.265e-01 -4909.467 < 2e-16 ***
X1395 -1.151e+03 2.172e-01 -5296.823 < 2e-16 ***
X1396 -8.561e+02 1.655e-01 -5171.622 < 2e-16 ***
X1397 -9.969e+02 1.919e-01 -5193.965 < 2e-16 ***
X1398 -1.124e+03 2.328e-01 -4826.232 < 2e-16 ***
X1399 -1.181e+03 2.263e-01 -5218.913 < 2e-16 ***
X1400 -1.298e+03 2.397e-01 -5415.992 < 2e-16 ***
X1401 -1.742e+03 3.199e-01 -5443.806 < 2e-16 ***
X1402 -1.005e+03 1.784e-01 -5636.698 < 2e-16 ***
X1403 -1.231e+03 1.985e-01 -6198.697 < 2e-16 ***
X1404 -9.532e+02 1.545e-01 -6171.309 < 2e-16 ***
X1405 -4.946e+02 2.010e-01 -2461.020 < 2e-16 ***
X1406 -2.747e+02 9.066e-02 -3030.091 < 2e-16 ***
X1407 -6.867e+02 1.037e-01 -6623.807 < 2e-16 ***
X1408 -1.412e+03 2.068e-01 -6827.410 < 2e-16 ***
X1409 -5.811e+02 2.969e-01 -1957.492 < 2e-16 ***
X1410 -9.800e+02 2.004e-01 -4890.944 < 2e-16 ***
X1411 -4.884e+02 6.403e-02 -7627.350 < 2e-16 ***
X1412 -9.263e+02 1.196e-01 -7745.618 < 2e-16 ***
X1413 -7.240e+02 7.563e-02 -9573.390 < 2e-16 ***
X1414 -7.241e+02 7.603e-02 -9524.942 < 2e-16 ***
X1415 -8.508e+02 8.757e-02 -9715.509 < 2e-16 ***
X1416 -8.219e+02 8.844e-02 -9292.725 < 2e-16 ***
X1417 -1.447e+03 2.698e-01 -5360.865 < 2e-16 ***
X1418 -5.960e+02 1.624e-01 -3669.541 < 2e-16 ***
X1419 -1.023e+03 2.748e-01 -3724.477 < 2e-16 ***
X1420 -1.071e+03 1.759e-01 -6090.807 < 2e-16 ***
X1421 -7.290e+02 1.225e-01 -5952.801 < 2e-16 ***
X1422 -8.630e+02 1.394e-01 -6190.662 < 2e-16 ***
X1423 -1.169e+03 1.906e-01 -6135.066 < 2e-16 ***
X1424 -7.314e+02 1.240e-01 -5899.393 < 2e-16 ***
X1425 -6.988e+02 1.245e-01 -5612.268 < 2e-16 ***
X1426 -1.573e+03 9.793e-02 -16061.504 < 2e-16 ***
X1427 -1.471e+03 2.274e-01 -6469.047 < 2e-16 ***
X1428 4.810e-02 4.453e-02 1.080 0.280298
X1429 9.282e-02 5.758e-02 1.612 0.107225
X1430 2.396e-02 5.532e-02 0.433 0.664950
X1431 -1.576e-01 3.789e-02 -4.159 3.44e-05 ***
X1432 -7.802e-02 5.813e-02 -1.342 0.179759
X1433 9.321e-02 4.682e-02 1.991 0.046733 *
X1434 -3.559e-02 4.324e-02 -0.823 0.410689
X1435 2.103e-02 5.012e-02 0.420 0.674815
X1436 -6.825e-03 1.750e-01 -0.039 0.968901
X1437 -2.042e-02 5.104e-02 -0.400 0.689127
X1438 -1.770e-02 4.055e-02 -0.437 0.662550
X1439 -9.955e-03 3.790e-02 -0.263 0.792851
X1440 5.246e-02 5.159e-02 1.017 0.309421
X1441 -5.148e-02 5.038e-02 -1.022 0.307075
X1442 8.216e-03 4.282e-02 0.192 0.847863
X1443 -4.135e-02 7.928e-02 -0.522 0.602099
X1444 3.611e-02 6.075e-02 0.594 0.552383
X1445 8.504e-02 5.807e-02 1.464 0.143370
X1446 2.164e-02 5.789e-02 0.374 0.708650
X1447 -1.059e-01 4.614e-02 -2.295 0.021942 *
X1448 4.351e-03 4.234e-02 0.103 0.918168
X1449 2.226e-01 5.834e-02 3.816 0.000143 ***
X1450 -2.523e-03 4.252e-02 -0.059 0.952705
X1451 -4.096e-02 5.801e-02 -0.706 0.480272
X1452 3.475e-02 6.689e-02 0.520 0.603487
X1453 1.006e-01 5.569e-02 1.805 0.071262 .
X1454 3.660e-03 4.279e-02 0.086 0.931850
X1455 -1.712e-02 4.177e-02 -0.410 0.681924
X1456 1.766e-02 5.854e-02 0.302 0.762902
X1457 -6.476e-03 4.188e-02 -0.155 0.877144
X1458 1.521e-02 4.270e-02 0.356 0.721784
X1459 -9.333e-02 6.657e-02 -1.402 0.161201
X1460 -1.184e-02 3.789e-02 -0.312 0.754783
X1461 -7.011e-02 1.039e-01 -0.675 0.500066
X1462 -2.388e-01 1.648e-01 -1.449 0.147564
X1463 -1.048e-01 6.521e-02 -1.607 0.108282
X1464 1.657e-01 1.206e-01 1.374 0.169610
X1465 2.588e-01 2.309e-01 1.121 0.262680
X1466 1.542e-03 6.044e-02 0.026 0.979649
X1467 2.387e-02 1.376e-01 0.173 0.862299
X1468 1.587e-01 3.802e-02 4.173 3.23e-05 ***
X1469 -1.071e-01 1.785e-01 -0.600 0.548401
X1470 -5.617e-02 5.559e-02 -1.010 0.312535
X1471 -2.899e-03 5.297e-02 -0.055 0.956362
X1472 1.104e-01 6.930e-02 1.592 0.111572
X1473 5.841e-04 1.447e-01 0.004 0.996781
X1474 -1.269e-01 9.029e-02 -1.406 0.160009
X1475 -1.359e-02 6.778e-02 -0.201 0.841099
X1476 -2.052e-01 1.248e-01 -1.644 0.100441
X1477 -4.728e-02 5.797e-02 -0.816 0.414939
X1478 -1.940e-02 6.772e-02 -0.287 0.774525
X1479 1.071e-01 9.281e-02 1.154 0.248785
X1480 9.360e-02 5.993e-02 1.562 0.118610
X1481 2.722e-01 6.402e-02 4.251 2.30e-05 ***
X1482 2.080e-01 8.557e-02 2.430 0.015237 *
X1483 1.261e-01 4.148e-02 3.040 0.002423 **
X1484 1.264e-01 6.154e-02 2.054 0.040248 *
X1485 3.788e-02 4.976e-02 0.761 0.446674
X1486 -4.923e-02 8.437e-02 -0.584 0.559644
X1487 -2.419e-03 5.226e-02 -0.046 0.963098
X1488 2.467e-01 3.885e-02 6.349 3.12e-10 ***
X1489 -8.668e-02 5.029e-02 -1.723 0.085088 .
X1490 -1.350e-01 6.722e-02 -2.008 0.044920 *
X1491 3.507e-02 7.514e-02 0.467 0.640773
X1492 1.838e-01 7.238e-02 2.540 0.011230 *
X1493 2.741e-02 6.640e-02 0.413 0.679825
X1494 7.079e-01 1.249e-01 5.668 1.83e-08 ***
X1495 1.174e-01 1.003e-01 1.170 0.242100
X1496 -1.111e-01 1.372e-01 -0.810 0.418149
X1497 8.523e-04 9.759e-02 0.009 0.993033
X1498 -4.450e-02 3.791e-02 -1.174 0.240737
X1499 -1.845e-02 3.874e-02 -0.476 0.634080
X1500 5.875e-02 4.716e-02 1.246 0.213153
X1501 4.520e-01 8.510e-02 5.311 1.31e-07 ***
X1502 -2.231e-02 8.552e-02 -0.261 0.794224
X1503 5.158e-01 7.971e-02 6.471 1.44e-10 ***
X1504 2.731e-01 1.210e-01 2.257 0.024211 *
X1505 2.584e-03 4.492e-02 0.058 0.954139
X1506 2.545e-01 8.214e-02 3.098 0.001996 **
X1507 8.097e-02 4.709e-02 1.720 0.085782 .
X1508 1.655e-02 4.056e-02 0.408 0.683213
X1509 1.074e-02 8.397e-02 0.128 0.898217
X1510 -1.200e-01 8.028e-02 -1.495 0.135211
X1511 6.675e-02 3.877e-02 1.722 0.085375 .
X1512 6.689e-02 4.355e-02 1.536 0.124815
X1513 2.933e-01 9.908e-02 2.960 0.003139 **
X1514 3.664e-02 8.409e-02 0.436 0.663104
X1515 8.501e-02 6.205e-02 1.370 0.170959
X1516 1.073e-01 5.868e-02 1.829 0.067727 .
X1517 -1.067e-01 4.937e-02 -2.160 0.030956 *
X1518 1.241e-02 4.262e-02 0.291 0.770973
X1519 4.323e-01 8.391e-02 5.152 3.03e-07 ***
X1520 4.055e-02 3.790e-02 1.070 0.284865
X1521 -5.427e-02 4.584e-02 -1.184 0.236779
X1522 -2.938e-01 4.318e-02 -6.803 1.65e-11 ***
X1523 1.220e-02 5.602e-02 0.218 0.827635
X1524 8.334e-02 5.713e-02 1.459 0.144929
X1525 -5.151e-02 1.186e-01 -0.434 0.664100
X1526 6.183e-02 5.217e-02 1.185 0.236217
X1527 1.178e-01 7.603e-02 1.550 0.121518
X1528 -1.604e-03 4.135e-02 -0.039 0.969066
X1529 -1.665e-01 1.472e-01 -1.131 0.258428
X1530 -3.113e-01 3.807e-02 -8.178 7.64e-16 ***
X1531 4.760e-02 4.653e-02 1.023 0.306580
X1532 -3.821e-02 4.922e-02 -0.776 0.437683
X1533 -3.080e-02 3.790e-02 -0.813 0.416573
X1534 3.012e-03 3.815e-02 0.079 0.937088
X1535 1.319e-02 3.789e-02 0.348 0.727729
X1536 -6.578e-02 3.790e-02 -1.735 0.082940 .
X1537 4.349e-02 8.228e-02 0.529 0.597213
X1538 8.559e-02 5.251e-02 1.630 0.103422
X1539 -3.577e-01 2.421e-01 -1.477 0.139860
X1540 2.091e-02 4.117e-02 0.508 0.611622
X1541 5.775e-02 4.056e-02 1.424 0.154722
X1542 -1.219e-01 6.428e-02 -1.896 0.058161 .
X1543 -8.115e-02 4.232e-02 -1.918 0.055381 .
X1544 -3.532e-02 6.579e-02 -0.537 0.591405
X1545 -3.110e-01 8.209e-02 -3.789 0.000159 ***
X1546 -2.505e-01 4.762e-02 -5.261 1.72e-07 ***
X1547 4.720e-01 1.512e-01 3.122 0.001844 **
X1548 -1.431e-01 6.290e-02 -2.274 0.023137 *
X1549 -4.010e-01 4.637e-02 -8.648 < 2e-16 ***
X1550 -1.193e-01 1.248e-01 -0.956 0.339437
X1551 -3.685e-01 1.312e-01 -2.809 0.005058 **
X1552 -5.531e-01 1.622e-01 -3.410 0.000673 ***
X1553 -3.168e+00 1.092e-01 -29.005 < 2e-16 ***
X1554 -6.960e-01 1.945e-01 -3.578 0.000360 ***
X1555 -1.106e-01 7.607e-02 -1.454 0.146206
X1556 -1.580e-01 1.011e-01 -1.562 0.118545
X1557 -3.145e-02 1.141e-01 -0.276 0.782825
X1558 -1.123e-01 8.969e-02 -1.252 0.210811
X1559 -6.677e-02 1.173e-01 -0.569 0.569210
X1560 1.697e-02 9.848e-02 0.172 0.863187
X1561 9.299e-03 1.337e-01 0.070 0.944581
X1562 -2.776e-01 1.335e-01 -2.080 0.037762 *
X1563 -5.091e-03 1.310e-01 -0.039 0.969018
X1564 6.528e-02 1.353e-01 0.482 0.629617
X1565 1.021e-01 1.411e-01 0.724 0.469358
X1566 -1.185e-02 1.500e-01 -0.079 0.937069
X1567 1.041e-01 1.755e-01 0.593 0.553188
X1568 7.468e-02 1.448e-01 0.516 0.606132
X1569 4.092e-01 1.362e-01 3.004 0.002722 **
X1570 3.681e-02 1.143e-01 0.322 0.747497
X1571 1.212e-02 1.233e-01 0.098 0.921705
X1572 -3.380e-02 1.061e-01 -0.319 0.750006
X1573 5.753e-02 1.187e-01 0.484 0.628129
X1574 -4.950e-02 1.372e-01 -0.361 0.718259
X1575 -1.077e-01 1.463e-01 -0.736 0.461886
X1576 -1.812e-01 1.288e-01 -1.407 0.159666
X1577 -3.296e-01 1.862e-01 -1.770 0.076960 .
X1578 -1.106e-01 6.371e-02 -1.735 0.082977 .
X1579 1.365e-01 6.936e-02 1.968 0.049358 *
X1580 -6.824e-02 1.014e-01 -0.673 0.501012
X1581 -8.247e-01 1.572e-01 -5.245 1.86e-07 ***
X1582 -4.494e-01 1.344e-01 -3.343 0.000854 ***
X1583 -5.389e-01 1.895e-01 -2.845 0.004528 **
X1584 -1.704e-01 1.246e-01 -1.367 0.171748
X1585 -9.067e-02 1.202e-01 -0.754 0.450796
X1586 1.089e-02 1.203e-01 0.091 0.927881
X1587 -3.509e-02 1.438e-01 -0.244 0.807214
X1588 1.014e-01 1.616e-01 0.628 0.530413
X1589 3.140e-02 2.084e-01 0.151 0.880284
X1590 -6.786e-02 1.699e-01 -0.399 0.689663
X1591 1.238e-01 1.491e-01 0.830 0.406659
X1592 1.550e-01 1.624e-01 0.955 0.339828
X1593 4.156e-02 1.483e-01 0.280 0.779331
X1594 -7.720e-02 1.278e-01 -0.604 0.545937
X1595 6.440e-02 1.230e-01 0.524 0.600523
X1596 -1.208e-02 1.386e-01 -0.087 0.930541
X1597 6.569e-02 2.548e-01 0.258 0.796585
X1598 1.102e-01 2.416e-01 0.456 0.648305
X1599 1.190e-02 1.532e-01 0.078 0.938114
X1600 7.778e-02 5.693e-02 1.366 0.172098
X1601 -1.053e-01 7.138e-02 -1.475 0.140425
X1602 3.548e-02 1.202e-01 0.295 0.767906
X1603 -1.577e-01 1.880e-01 -0.839 0.401868
X1604 -1.604e-01 1.882e-01 -0.852 0.394332
X1605 -1.456e-01 1.758e-01 -0.828 0.407954
X1606 -2.466e-01 2.136e-01 -1.155 0.248480
X1607 -3.019e-01 3.112e-01 -0.970 0.332218
X1608 2.045e-01 2.047e-01 0.999 0.317934
X1609 2.629e-01 1.678e-01 1.566 0.117544
X1610 2.424e-01 1.785e-01 1.358 0.174630
X1611 1.856e-01 1.581e-01 1.174 0.240513
X1612 2.132e-02 9.794e-02 0.218 0.827747
X1613 -4.123e-02 9.346e-02 -0.441 0.659177
X1614 6.041e-02 9.446e-02 0.640 0.522582
X1615 8.698e-03 7.378e-02 0.118 0.906181
X1616 5.625e-02 6.895e-02 0.816 0.414803
X1617 1.008e-01 7.240e-02 1.392 0.164262
X1618 1.335e-01 5.626e-02 2.373 0.017811 *
X1619 2.460e-01 6.862e-02 3.586 0.000350 ***
X1620 9.080e-02 7.273e-02 1.248 0.212123
X1621 1.647e-03 9.048e-02 0.018 0.985480
X1622 -1.165e-02 1.086e-01 -0.107 0.914583
X1623 7.394e-02 8.744e-02 0.846 0.397911
X1624 5.827e-02 1.050e-01 0.555 0.578843
X1625 1.516e-01 6.234e-02 2.432 0.015154 *
X1626 1.023e-01 7.009e-02 1.460 0.144486
X1627 3.551e-01 9.688e-02 3.665 0.000259 ***
X1628 8.369e-02 8.812e-02 0.950 0.342440
X1629 5.245e-02 9.519e-02 0.551 0.581759
X1630 7.180e-02 1.319e-01 0.544 0.586267
X1631 1.122e-01 8.811e-02 1.274 0.203018
X1632 2.622e-01 8.927e-02 2.937 0.003382 **
X1633 5.722e-02 1.003e-01 0.571 0.568390
X1634 7.066e-03 6.853e-02 0.103 0.917894
X1635 -3.263e-01 1.085e-01 -3.007 0.002700 **
X1636 2.544e-02 1.195e-01 0.213 0.831429
X1637 6.530e-02 1.711e-01 0.382 0.702829
X1638 -5.156e-02 1.260e-01 -0.409 0.682493
X1639 3.977e-01 1.523e-01 2.612 0.009116 **
X1640 -2.602e-02 1.188e-01 -0.219 0.826758
X1641 6.309e-02 1.615e-01 0.391 0.696206
X1642 5.363e-02 1.393e-01 0.385 0.700291
X1643 -2.363e+00 1.066e-01 -22.177 < 2e-16 ***
X1644 2.553e-01 1.684e-01 1.516 0.129872
X1645 5.613e-02 1.501e-01 0.374 0.708536
X1646 1.634e-01 1.682e-01 0.971 0.331653
X1647 7.537e-02 1.363e-01 0.553 0.580368
X1648 1.280e-01 6.512e-02 1.966 0.049551 *
X1649 4.783e-01 1.664e-01 2.874 0.004124 **
X1650 6.879e-01 1.511e-01 4.552 5.89e-06 ***
X1651 -1.024e+00 1.587e-01 -6.452 1.63e-10 ***
X1652 -1.232e+00 1.975e-01 -6.239 6.21e-10 ***
X1653 -1.780e+02 1.420e-01 -1253.827 < 2e-16 ***
X1654 -1.541e+02 1.363e-01 -1130.817 < 2e-16 ***
X1655 -7.056e-01 1.659e-01 -4.254 2.27e-05 ***
X1656 -4.393e-01 1.565e-01 -2.807 0.005086 **
X1657 2.890e-02 7.931e-02 0.364 0.715628
X1658 2.159e-01 7.606e-02 2.839 0.004605 **
X1659 2.131e-01 1.071e-01 1.989 0.046916 *
X1660 8.271e-03 6.431e-02 0.129 0.897690
X1661 1.587e-02 1.044e-01 0.152 0.879201
X1662 3.280e-02 8.464e-02 0.388 0.698431
X1663 2.726e-03 1.220e-01 0.022 0.982180
X1664 1.176e-01 9.868e-02 1.191 0.233821
X1665 3.683e-03 8.238e-02 0.045 0.964353
X1666 7.486e-02 1.136e-01 0.659 0.510241
X1667 -1.264e-01 9.971e-02 -1.268 0.205043
X1668 1.308e-01 1.265e-01 1.034 0.301312
X1669 8.924e-02 1.202e-01 0.743 0.457815
X1670 5.418e-02 1.739e-01 0.311 0.755488
X1671 2.097e-01 1.160e-01 1.808 0.070831 .
X1672 2.155e-01 1.138e-01 1.894 0.058515 .
X1673 1.299e-01 1.794e-01 0.724 0.469173
X1674 8.877e-02 1.085e-01 0.818 0.413469
X1675 1.066e-01 1.215e-01 0.878 0.380347
X1676 1.554e-01 1.491e-01 1.043 0.297368
X1677 -1.400e-02 1.482e-01 -0.094 0.924754
X1678 -5.358e-02 1.660e-01 -0.323 0.746985
X1679 4.318e-02 1.211e-01 0.356 0.721582
X1680 6.950e-02 1.127e-01 0.616 0.537697
X1681 1.117e-02 1.248e-01 0.089 0.928713
X1682 8.724e-02 1.354e-01 0.644 0.519418
X1683 7.642e-02 1.576e-01 0.485 0.627926
X1684 6.669e-02 1.423e-01 0.469 0.639426
X1685 3.623e-02 1.115e-01 0.325 0.745185
X1686 3.211e-01 1.395e-01 2.302 0.021542 *
X1687 8.340e-02 1.359e-01 0.614 0.539463
X1688 2.308e-01 1.521e-01 1.517 0.129478
X1689 2.883e-01 8.804e-02 3.274 0.001091 **
X1690 2.940e-01 1.360e-01 2.162 0.030797 *
X1691 2.025e-01 1.199e-01 1.689 0.091455 .
X1692 1.326e-01 1.109e-01 1.195 0.232152
X1693 -2.477e-02 3.901e-02 -0.635 0.525622
X1694 -2.515e-02 3.901e-02 -0.645 0.519213
X1695 4.254e-01 9.995e-02 4.256 2.25e-05 ***
X1696 3.295e-01 9.990e-02 3.298 0.001004 **
X1697 1.440e-01 7.824e-02 1.841 0.065860 .
X1698 -1.307e+00 2.347e-01 -5.566 3.24e-08 ***
X1699 -3.210e+00 2.137e-01 -15.023 < 2e-16 ***
X1700 -3.036e+00 1.167e-01 -26.013 < 2e-16 ***
X1701 -1.679e-01 1.027e-01 -1.634 0.102453
X1702 -6.456e-01 1.718e-01 -3.758 0.000180 ***
X1703 1.274e-01 9.815e-02 1.298 0.194522
X1704 -1.604e-02 6.058e-02 -0.265 0.791187
X1705 -2.342e-01 6.086e-02 -3.849 0.000125 ***
X1706 -1.510e-01 7.862e-02 -1.921 0.054974 .
X1707 -2.080e+00 1.331e-01 -15.625 < 2e-16 ***
X1708 -6.440e+00 1.429e-01 -45.050 < 2e-16 ***
X1709 -1.260e-01 5.398e-02 -2.334 0.019763 *
X1710 -1.192e-01 1.027e-01 -1.160 0.246312
X1711 -2.060e+00 5.817e-02 -35.418 < 2e-16 ***
X1712 -7.849e+00 1.809e-01 -43.393 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.03789 on 1138 degrees of freedom
Multiple R-squared: 1, Adjusted R-squared: 1
F-statistic: 4.504e+07 on 712 and 1138 DF, p-value: < 2.2e-16
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