1 2R version 4.1.1 (2021-08-10) -- "Kick Things" 3Copyright (C) 2021 The R Foundation for Statistical Computing 4Platform: x86_64-w64-mingw32/x64 (64-bit) 5 6R is free software and comes with ABSOLUTELY NO WARRANTY. 7You are welcome to redistribute it under certain conditions. 8Type 'license()' or 'licence()' for distribution details. 9 10R is a collaborative project with many contributors. 11Type 'contributors()' for more information and 12'citation()' on how to cite R or R packages in publications. 13 14Type 'demo()' for some demos, 'help()' for on-line help, or 15'help.start()' for an HTML browser interface to help. 16Type 'q()' to quit R. 17 18> ## Test of pvcm 19> # 20> # residuals should be of class c("pseries", "numeric) [since rev. 713] 21> # 22> 23> library(plm) 24> data("Produc", package = "plm") 25> zw <- pvcm(log(gsp) ~ log(pcap) + log(pc) + log(emp) + unemp, data = Produc, model = "within") 26> zr <- pvcm(log(gsp) ~ log(pcap) + log(pc) + log(emp) + unemp, data = Produc, model = "random") 27> 28> print(zw$residuals) 29 ALABAMA.1 ALABAMA.2 ALABAMA.3 ALABAMA.4 30 -2.784630e-02 1.383510e-02 2.577634e-02 2.092742e-02 31 ALABAMA.5 ALABAMA.6 ALABAMA.7 ALABAMA.8 32 -1.838635e-02 1.829207e-02 4.174781e-03 -2.029554e-02 33 ALABAMA.9 ALABAMA.10 ALABAMA.11 ALABAMA.12 34 -2.158995e-02 -1.608098e-02 -3.575963e-02 -1.404029e-02 35 ALABAMA.13 ALABAMA.14 ALABAMA.15 ALABAMA.16 36 -1.429039e-02 5.610193e-03 2.144429e-02 3.049732e-02 37 ALABAMA.17 ARIZONA.18 ARIZONA.19 ARIZONA.20 38 2.773194e-02 -1.167610e-02 1.830009e-02 1.071088e-02 39 ARIZONA.21 ARIZONA.22 ARIZONA.23 ARIZONA.24 40 -7.780213e-03 -2.331784e-02 4.445025e-03 5.914372e-03 41 ARIZONA.25 ARIZONA.26 ARIZONA.27 ARIZONA.28 42 1.387280e-02 4.613659e-03 7.245242e-04 4.199142e-04 43 ARIZONA.29 ARIZONA.30 ARIZONA.31 ARIZONA.32 44 -6.887961e-03 -2.383551e-02 -3.664123e-03 -5.115862e-03 45 ARIZONA.33 ARIZONA.34 ARKANSAS.35 ARKANSAS.36 46 1.370727e-03 2.190562e-02 -2.480017e-02 5.533086e-04 47 ARKANSAS.37 ARKANSAS.38 ARKANSAS.39 ARKANSAS.40 48 3.630756e-02 2.981028e-02 -6.032021e-03 2.115390e-03 49 ARKANSAS.41 ARKANSAS.42 ARKANSAS.43 ARKANSAS.44 50 -1.871883e-02 -1.778363e-02 -8.087211e-03 -1.827031e-02 51 ARKANSAS.45 ARKANSAS.46 ARKANSAS.47 ARKANSAS.48 52 -2.519145e-02 5.305858e-03 4.351819e-03 1.358953e-03 53 ARKANSAS.49 ARKANSAS.50 ARKANSAS.51 CALIFORNIA.52 54 1.438849e-02 2.344727e-03 2.234723e-02 -3.720384e-03 55 CALIFORNIA.53 CALIFORNIA.54 CALIFORNIA.55 CALIFORNIA.56 56 3.845621e-03 5.487535e-03 -6.807072e-03 -1.753898e-02 57 CALIFORNIA.57 CALIFORNIA.58 CALIFORNIA.59 CALIFORNIA.60 58 1.117601e-02 1.498366e-02 1.556449e-02 1.139312e-02 59 CALIFORNIA.61 CALIFORNIA.62 CALIFORNIA.63 CALIFORNIA.64 60 -2.763856e-03 -6.146694e-03 -4.236254e-02 -2.775454e-02 61 CALIFORNIA.65 CALIFORNIA.66 CALIFORNIA.67 CALIFORNIA.68 62 1.509588e-03 9.038197e-03 2.106124e-02 1.303461e-02 63 COLORADO.69 COLORADO.70 COLORADO.71 COLORADO.72 64 -1.516181e-02 4.697943e-03 -4.765959e-03 1.250179e-02 65 COLORADO.73 COLORADO.74 COLORADO.75 COLORADO.76 66 -3.549464e-03 2.168866e-03 1.387069e-02 5.895767e-03 67 COLORADO.77 COLORADO.78 COLORADO.79 COLORADO.80 68 2.458483e-03 -2.451444e-04 -1.009144e-02 -6.822043e-03 69 COLORADO.81 COLORADO.82 COLORADO.83 COLORADO.84 70 -6.319155e-03 -1.218252e-03 -1.420828e-03 4.917400e-03 71 COLORADO.85 CONNECTICUT.86 CONNECTICUT.87 CONNECTICUT.88 72 3.083159e-03 -2.643478e-02 1.360983e-03 2.168305e-02 73 CONNECTICUT.89 CONNECTICUT.90 CONNECTICUT.91 CONNECTICUT.92 74 2.305605e-02 -1.154249e-02 -3.172177e-02 4.275466e-02 75 CONNECTICUT.93 CONNECTICUT.94 CONNECTICUT.95 CONNECTICUT.96 76 3.165183e-02 9.307457e-03 -1.457874e-02 -4.914892e-02 77 CONNECTICUT.97 CONNECTICUT.98 CONNECTICUT.99 CONNECTICUT.100 78 -2.602057e-02 -4.170906e-02 -3.024500e-03 2.224411e-02 79 CONNECTICUT.101 CONNECTICUT.102 DELAWARE.103 DELAWARE.104 80 3.734511e-02 1.477758e-02 -1.588738e-02 1.425444e-03 81 DELAWARE.105 DELAWARE.106 DELAWARE.107 DELAWARE.108 82 -1.999020e-03 4.159452e-02 -2.569928e-02 -3.964339e-03 83 DELAWARE.109 DELAWARE.110 DELAWARE.111 DELAWARE.112 84 1.426597e-02 3.651801e-02 6.140999e-04 -3.597826e-02 85 DELAWARE.113 DELAWARE.114 DELAWARE.115 DELAWARE.116 86 -4.766308e-02 -1.550997e-02 1.239372e-02 3.314620e-02 87 DELAWARE.117 DELAWARE.118 DELAWARE.119 FLORIDA.120 88 1.264274e-02 -8.967390e-03 3.068004e-03 -1.091538e-03 89 FLORIDA.121 FLORIDA.122 FLORIDA.123 FLORIDA.124 90 -4.839938e-03 -1.191272e-04 1.384049e-02 -1.094641e-04 91 FLORIDA.125 FLORIDA.126 FLORIDA.127 FLORIDA.128 92 3.033621e-03 1.861103e-02 3.792548e-03 -4.688881e-03 93 FLORIDA.129 FLORIDA.130 FLORIDA.131 FLORIDA.132 94 -8.724000e-03 -1.862728e-02 -1.025231e-02 -1.974326e-02 95 FLORIDA.133 FLORIDA.134 FLORIDA.135 FLORIDA.136 96 -9.449469e-04 -1.592931e-03 6.386656e-03 2.506932e-02 97 GEORGIA.137 GEORGIA.138 GEORGIA.139 GEORGIA.140 98 -1.587016e-02 1.132871e-02 2.119717e-02 6.690145e-03 99 GEORGIA.141 GEORGIA.142 GEORGIA.143 GEORGIA.144 100 -1.892810e-02 2.326513e-04 7.692612e-03 1.689957e-02 101 GEORGIA.145 GEORGIA.146 GEORGIA.147 GEORGIA.148 102 -7.034004e-03 -1.180972e-02 -2.529726e-02 -1.301519e-02 103 GEORGIA.149 GEORGIA.150 GEORGIA.151 GEORGIA.152 104 -1.159810e-02 1.439403e-02 1.901063e-02 -7.565688e-04 105 GEORGIA.153 IDAHO.154 IDAHO.155 IDAHO.156 106 6.863585e-03 1.959912e-02 -2.542472e-02 -1.076719e-02 107 IDAHO.157 IDAHO.158 IDAHO.159 IDAHO.160 108 -1.876944e-03 2.442251e-02 6.495507e-03 1.439773e-02 109 IDAHO.161 IDAHO.162 IDAHO.163 IDAHO.164 110 -1.717405e-02 -3.060920e-03 -2.177473e-02 -1.787043e-03 111 IDAHO.165 IDAHO.166 IDAHO.167 IDAHO.168 112 -1.083341e-02 -2.597953e-02 2.655308e-03 -2.054770e-03 113 IDAHO.169 IDAHO.170 ILLINOIS.171 ILLINOIS.172 114 3.206565e-02 2.109748e-02 -1.333784e-03 2.856468e-03 115 ILLINOIS.173 ILLINOIS.174 ILLINOIS.175 ILLINOIS.176 116 1.295623e-02 1.927578e-02 -1.828254e-02 -3.058082e-02 117 ILLINOIS.177 ILLINOIS.178 ILLINOIS.179 ILLINOIS.180 118 -1.936555e-03 3.475024e-04 6.414427e-03 -2.558462e-02 119 ILLINOIS.181 ILLINOIS.182 ILLINOIS.183 ILLINOIS.184 120 -4.837295e-02 -4.476182e-04 -1.243160e-02 -1.304067e-02 121 ILLINOIS.185 ILLINOIS.186 ILLINOIS.187 INDIANA.188 122 2.327708e-02 3.085146e-02 5.603221e-02 -9.835585e-03 123 INDIANA.189 INDIANA.190 INDIANA.191 INDIANA.192 124 1.622850e-02 4.057175e-03 1.886850e-02 -1.673771e-02 125 INDIANA.193 INDIANA.194 INDIANA.195 INDIANA.196 126 -2.080075e-02 -3.466260e-03 -6.823615e-03 -9.814636e-03 127 INDIANA.197 INDIANA.198 INDIANA.199 INDIANA.200 128 -2.302129e-02 -2.381779e-02 1.792367e-02 -1.095133e-04 129 INDIANA.201 INDIANA.202 INDIANA.203 INDIANA.204 130 4.716922e-04 2.061579e-02 1.981031e-02 1.645151e-02 131 IOWA.205 IOWA.206 IOWA.207 IOWA.208 132 -2.921646e-03 -9.102124e-03 1.106896e-02 3.026834e-02 133 IOWA.209 IOWA.210 IOWA.211 IOWA.212 134 -2.338372e-02 -3.527714e-03 2.197806e-04 -4.152423e-03 135 IOWA.213 IOWA.214 IOWA.215 IOWA.216 136 -8.873614e-03 8.380588e-04 1.702764e-04 2.699055e-02 137 IOWA.217 IOWA.218 IOWA.219 IOWA.220 138 7.456707e-03 -3.253337e-02 2.803530e-03 1.506421e-02 139 IOWA.221 KANSAS.222 KANSAS.223 KANSAS.224 140 -1.038579e-02 -1.549354e-02 1.957049e-02 2.313640e-02 141 KANSAS.225 KANSAS.226 KANSAS.227 KANSAS.228 142 1.316554e-02 -8.656662e-03 -3.502461e-03 -3.112552e-02 143 KANSAS.229 KANSAS.230 KANSAS.231 KANSAS.232 144 -9.952810e-03 -1.050510e-02 2.094366e-02 -5.398649e-03 145 KANSAS.233 KANSAS.234 KANSAS.235 KANSAS.236 146 -2.718945e-02 -2.097860e-02 -1.761376e-02 1.170965e-02 147 KANSAS.237 KANSAS.238 KENTUCKY.239 KENTUCKY.240 148 1.344772e-02 4.844309e-02 -7.497095e-03 5.576079e-03 149 KENTUCKY.241 KENTUCKY.242 KENTUCKY.243 KENTUCKY.244 150 1.257227e-02 2.265419e-02 1.760319e-03 -2.921331e-02 151 KENTUCKY.245 KENTUCKY.246 KENTUCKY.247 KENTUCKY.248 152 -1.001315e-02 4.766151e-03 -6.597084e-03 -1.393529e-02 153 KENTUCKY.249 KENTUCKY.250 KENTUCKY.251 KENTUCKY.252 154 -3.122085e-02 8.726779e-03 -8.641607e-03 -2.957107e-03 155 KENTUCKY.253 KENTUCKY.254 KENTUCKY.255 LOUISIANA.256 156 3.273277e-02 1.382077e-02 7.466168e-03 -7.526357e-03 157 LOUISIANA.257 LOUISIANA.258 LOUISIANA.259 LOUISIANA.260 158 2.594283e-02 3.660483e-02 1.666357e-02 -3.068202e-02 159 LOUISIANA.261 LOUISIANA.262 LOUISIANA.263 LOUISIANA.264 160 -6.440261e-02 -1.423655e-02 3.022714e-03 2.060340e-02 161 LOUISIANA.265 LOUISIANA.266 LOUISIANA.267 LOUISIANA.268 162 6.118172e-03 -1.742925e-02 9.896352e-03 3.498407e-03 163 LOUISIANA.269 LOUISIANA.270 LOUISIANA.271 LOUISIANA.272 164 -2.917173e-03 7.619249e-03 1.905540e-02 -1.183097e-02 165 MAINE.273 MAINE.274 MAINE.275 MAINE.276 166 -2.540597e-02 -6.795338e-03 1.335807e-02 2.970486e-02 167 MAINE.277 MAINE.278 MAINE.279 MAINE.280 168 9.927548e-03 -2.296865e-03 7.136648e-03 -7.087680e-03 169 MAINE.281 MAINE.282 MAINE.283 MAINE.284 170 -8.466031e-03 -1.844592e-02 -2.779265e-02 -3.924306e-03 171 MAINE.285 MAINE.286 MAINE.287 MAINE.288 172 6.871866e-03 1.729564e-02 1.305114e-02 9.291594e-03 173 MAINE.289 MARYLAND.290 MARYLAND.291 MARYLAND.292 174 -6.422598e-03 -8.085625e-03 1.988118e-03 1.832082e-02 175 MARYLAND.293 MARYLAND.294 MARYLAND.295 MARYLAND.296 176 6.014388e-03 -3.199599e-02 -4.863238e-03 3.042477e-02 177 MARYLAND.297 MARYLAND.298 MARYLAND.299 MARYLAND.300 178 1.341414e-02 4.061395e-03 -1.382740e-02 -3.383973e-02 179 MARYLAND.301 MARYLAND.302 MARYLAND.303 MARYLAND.304 180 -7.398166e-03 -1.902691e-03 -2.408771e-03 3.555209e-03 181 MARYLAND.305 MARYLAND.306 MASSACHUSETTS.307 MASSACHUSETTS.308 182 1.166296e-02 1.487981e-02 -2.379499e-02 2.781885e-03 183 MASSACHUSETTS.309 MASSACHUSETTS.310 MASSACHUSETTS.311 MASSACHUSETTS.312 184 1.549368e-02 3.212097e-02 -2.091898e-02 -1.134036e-02 185 MASSACHUSETTS.313 MASSACHUSETTS.314 MASSACHUSETTS.315 MASSACHUSETTS.316 186 3.876338e-02 3.365015e-02 2.918541e-04 -2.083442e-02 187 MASSACHUSETTS.317 MASSACHUSETTS.318 MASSACHUSETTS.319 MASSACHUSETTS.320 188 -4.926144e-02 -3.573653e-02 -3.385728e-02 -3.867327e-03 189 MASSACHUSETTS.321 MASSACHUSETTS.322 MASSACHUSETTS.323 MICHIGAN.324 190 2.775298e-02 4.323947e-02 5.516959e-03 -2.876377e-02 191 MICHIGAN.325 MICHIGAN.326 MICHIGAN.327 MICHIGAN.328 192 3.200065e-03 1.309492e-02 1.732426e-02 -2.970527e-03 193 MICHIGAN.329 MICHIGAN.330 MICHIGAN.331 MICHIGAN.332 194 2.019914e-02 -4.393522e-03 1.365610e-02 2.863445e-04 195 MICHIGAN.333 MICHIGAN.334 MICHIGAN.335 MICHIGAN.336 196 -1.825329e-02 -1.592364e-02 -1.038121e-02 4.418515e-03 197 MICHIGAN.337 MICHIGAN.338 MICHIGAN.339 MICHIGAN.340 198 -2.426791e-03 -7.145938e-03 6.972265e-03 1.110708e-02 199 MINNESOTA.341 MINNESOTA.342 MINNESOTA.343 MINNESOTA.344 200 -1.608595e-02 1.712794e-02 2.088196e-02 3.360899e-02 201 MINNESOTA.345 MINNESOTA.346 MINNESOTA.347 MINNESOTA.348 202 -1.408910e-02 -2.347343e-02 9.725807e-03 6.016706e-03 203 MINNESOTA.349 MINNESOTA.350 MINNESOTA.351 MINNESOTA.352 204 -1.706010e-02 -3.949246e-02 -5.814078e-02 -2.923871e-02 205 MINNESOTA.353 MINNESOTA.354 MINNESOTA.355 MINNESOTA.356 206 -1.260110e-02 4.293990e-04 2.315789e-02 3.287636e-02 207 MINNESOTA.357 MISSISSIPPI.358 MISSISSIPPI.359 MISSISSIPPI.360 208 6.635659e-02 -4.397914e-03 7.095488e-03 1.259341e-02 209 MISSISSIPPI.361 MISSISSIPPI.362 MISSISSIPPI.363 MISSISSIPPI.364 210 2.156677e-02 -3.712315e-02 -2.454944e-02 4.901769e-03 211 MISSISSIPPI.365 MISSISSIPPI.366 MISSISSIPPI.367 MISSISSIPPI.368 212 2.299973e-02 1.370377e-02 -1.072032e-03 -3.371248e-02 213 MISSISSIPPI.369 MISSISSIPPI.370 MISSISSIPPI.371 MISSISSIPPI.372 214 5.067184e-03 8.718913e-04 -9.348648e-03 1.737495e-02 215 MISSISSIPPI.373 MISSISSIPPI.374 MISSOURI.375 MISSOURI.376 216 -2.946131e-03 6.974838e-03 -2.650674e-02 1.454276e-02 217 MISSOURI.377 MISSOURI.378 MISSOURI.379 MISSOURI.380 218 2.647845e-02 2.196990e-02 -2.555746e-02 -1.390241e-02 219 MISSOURI.381 MISSOURI.382 MISSOURI.383 MISSOURI.384 220 8.443044e-03 1.895892e-02 3.991070e-03 -2.167280e-02 221 MISSOURI.385 MISSOURI.386 MISSOURI.387 MISSOURI.388 222 -3.948942e-02 -1.414610e-02 -1.376554e-02 1.563457e-02 223 MISSOURI.389 MISSOURI.390 MISSOURI.391 MONTANA.392 224 2.238929e-02 1.378153e-02 8.850948e-03 2.781074e-02 225 MONTANA.393 MONTANA.394 MONTANA.395 MONTANA.396 226 -2.461481e-02 9.106641e-03 1.514286e-02 -8.193485e-03 227 MONTANA.397 MONTANA.398 MONTANA.399 MONTANA.400 228 -1.424893e-02 -1.420288e-02 -4.191108e-02 -2.986629e-03 229 MONTANA.401 MONTANA.402 MONTANA.403 MONTANA.404 230 6.895739e-03 2.594081e-02 3.739503e-02 2.626124e-02 231 MONTANA.405 MONTANA.406 MONTANA.407 MONTANA.408 232 2.363969e-02 4.357338e-04 -4.901818e-02 -1.745249e-02 233 NEBRASKA.409 NEBRASKA.410 NEBRASKA.411 NEBRASKA.412 234 -7.224605e-03 2.255937e-02 2.139327e-02 1.153225e-02 235 NEBRASKA.413 NEBRASKA.414 NEBRASKA.415 NEBRASKA.416 236 -4.688112e-02 -2.799607e-03 -2.517715e-03 -2.258671e-02 237 NEBRASKA.417 NEBRASKA.418 NEBRASKA.419 NEBRASKA.420 238 1.021460e-03 -1.544706e-03 -2.308474e-02 2.043308e-02 239 NEBRASKA.421 NEBRASKA.422 NEBRASKA.423 NEBRASKA.424 240 -1.480806e-03 -2.503995e-02 7.020996e-03 -4.080630e-04 241 NEBRASKA.425 NEVADA.426 NEVADA.427 NEVADA.428 242 4.960759e-02 5.654215e-03 9.802668e-03 1.063117e-02 243 NEVADA.429 NEVADA.430 NEVADA.431 NEVADA.432 244 3.234228e-03 -2.445343e-02 -1.537698e-02 4.261622e-03 245 NEVADA.433 NEVADA.434 NEVADA.435 NEVADA.436 246 -5.636553e-03 -4.915593e-03 -4.482037e-03 4.765187e-03 247 NEVADA.437 NEVADA.438 NEVADA.439 NEVADA.440 248 8.767232e-03 1.117708e-04 1.462960e-02 -4.444933e-03 249 NEVADA.441 NEVADA.442 NEW_HAMPSHIRE.443 NEW_HAMPSHIRE.444 250 -2.311545e-03 -2.366291e-04 -1.871464e-02 1.816736e-02 251 NEW_HAMPSHIRE.445 NEW_HAMPSHIRE.446 NEW_HAMPSHIRE.447 NEW_HAMPSHIRE.448 252 6.035153e-03 -1.474427e-03 -6.828326e-03 -2.215374e-03 253 NEW_HAMPSHIRE.449 NEW_HAMPSHIRE.450 NEW_HAMPSHIRE.451 NEW_HAMPSHIRE.452 254 9.797515e-03 -5.623412e-03 1.619459e-02 3.752014e-03 255 NEW_HAMPSHIRE.453 NEW_HAMPSHIRE.454 NEW_HAMPSHIRE.455 NEW_HAMPSHIRE.456 256 -2.154266e-02 -1.651873e-02 -1.054802e-02 2.366872e-02 257 NEW_HAMPSHIRE.457 NEW_HAMPSHIRE.458 NEW_HAMPSHIRE.459 NEW_JERSEY.460 258 3.634272e-03 8.221642e-03 -6.005683e-03 -2.471505e-02 259 NEW_JERSEY.461 NEW_JERSEY.462 NEW_JERSEY.463 NEW_JERSEY.464 260 7.736547e-03 2.235296e-02 2.600601e-02 -1.332577e-02 261 NEW_JERSEY.465 NEW_JERSEY.466 NEW_JERSEY.467 NEW_JERSEY.468 262 -1.106436e-02 2.746862e-02 2.286481e-02 -4.271583e-03 263 NEW_JERSEY.469 NEW_JERSEY.470 NEW_JERSEY.471 NEW_JERSEY.472 264 -2.016519e-02 -4.549796e-02 -2.965721e-02 -1.076374e-02 265 NEW_JERSEY.473 NEW_JERSEY.474 NEW_JERSEY.475 NEW_JERSEY.476 266 1.152712e-02 1.005670e-02 1.233475e-02 1.911334e-02 267 NEW_MEXICO.477 NEW_MEXICO.478 NEW_MEXICO.479 NEW_MEXICO.480 268 8.042003e-03 4.488232e-03 -4.931393e-03 -3.310492e-03 269 NEW_MEXICO.481 NEW_MEXICO.482 NEW_MEXICO.483 NEW_MEXICO.484 270 6.032721e-03 1.355010e-02 -2.945636e-02 -2.330855e-02 271 NEW_MEXICO.485 NEW_MEXICO.486 NEW_MEXICO.487 NEW_MEXICO.488 272 -1.953674e-02 -1.624744e-03 1.025325e-02 2.858730e-02 273 NEW_MEXICO.489 NEW_MEXICO.490 NEW_MEXICO.491 NEW_MEXICO.492 274 1.329949e-02 1.177302e-02 1.452997e-02 7.117398e-03 275 NEW_MEXICO.493 NEW_YORK.494 NEW_YORK.495 NEW_YORK.496 276 -3.550520e-02 -2.586331e-02 3.008814e-04 1.616690e-02 277 NEW_YORK.497 NEW_YORK.498 NEW_YORK.499 NEW_YORK.500 278 3.098270e-02 3.972129e-03 7.047485e-03 1.470258e-02 279 NEW_YORK.501 NEW_YORK.502 NEW_YORK.503 NEW_YORK.504 280 2.956127e-02 8.403077e-03 -1.712243e-02 -4.233509e-02 281 NEW_YORK.505 NEW_YORK.506 NEW_YORK.507 NEW_YORK.508 282 -3.797252e-02 -3.800929e-02 -3.905444e-03 1.123304e-02 283 NEW_YORK.509 NEW_YORK.510 NORTH_CAROLINA.511 NORTH_CAROLINA.512 284 1.722282e-02 2.561520e-02 -2.457323e-02 2.977531e-03 285NORTH_CAROLINA.513 NORTH_CAROLINA.514 NORTH_CAROLINA.515 NORTH_CAROLINA.516 286 2.529918e-02 1.467512e-02 -1.384586e-02 -7.549222e-06 287NORTH_CAROLINA.517 NORTH_CAROLINA.518 NORTH_CAROLINA.519 NORTH_CAROLINA.520 288 1.144399e-03 9.376815e-03 1.117094e-02 -2.447057e-02 289NORTH_CAROLINA.521 NORTH_CAROLINA.522 NORTH_CAROLINA.523 NORTH_CAROLINA.524 290 -2.816447e-02 4.350759e-03 -2.219808e-03 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704 2.144934e-02 -3.423648e-02 -6.258538e-02 9.768093e-04 705 NORTH_DAKOTA.537 NORTH_DAKOTA.538 NORTH_DAKOTA.539 NORTH_DAKOTA.540 706 -6.591251e-04 -8.649252e-03 5.622750e-02 4.444511e-02 707 NORTH_DAKOTA.541 NORTH_DAKOTA.542 NORTH_DAKOTA.543 NORTH_DAKOTA.544 708 -2.942149e-02 -6.772085e-03 -1.804289e-02 -2.393739e-02 709 OHIO.545 OHIO.546 OHIO.547 OHIO.548 710 -5.299663e-03 7.966681e-03 1.366271e-02 2.206536e-02 711 OHIO.549 OHIO.550 OHIO.551 OHIO.552 712 -1.715014e-02 -3.079426e-02 -4.586659e-03 -1.041588e-03 713 OHIO.553 OHIO.554 OHIO.555 OHIO.556 714 -5.414135e-03 -2.718136e-02 -4.466624e-02 -1.726336e-02 715 OHIO.557 OHIO.558 OHIO.559 OHIO.560 716 -1.481648e-02 1.355154e-02 3.658924e-02 3.682096e-02 717 OHIO.561 OKLAHOMA.562 OKLAHOMA.563 OKLAHOMA.564 718 3.755739e-02 6.084112e-03 9.879466e-03 1.662073e-02 719 OKLAHOMA.565 OKLAHOMA.566 OKLAHOMA.567 OKLAHOMA.568 720 1.784361e-02 -1.537302e-02 -1.317798e-02 -3.351283e-02 721 OKLAHOMA.569 OKLAHOMA.570 OKLAHOMA.571 OKLAHOMA.572 722 -1.483466e-02 -5.114080e-03 2.860454e-03 1.341257e-02 723 OKLAHOMA.573 OKLAHOMA.574 OKLAHOMA.575 OKLAHOMA.576 724 -1.150295e-02 1.831630e-02 8.163643e-03 2.914906e-03 725 OKLAHOMA.577 OKLAHOMA.578 OREGON.579 OREGON.580 726 -8.708918e-03 6.128645e-03 -1.872889e-02 -8.097574e-03 727 OREGON.581 OREGON.582 OREGON.583 OREGON.584 728 5.279235e-03 8.559307e-03 2.765980e-03 8.396921e-03 729 OREGON.585 OREGON.586 OREGON.587 OREGON.588 730 2.866662e-02 8.927369e-03 -5.380834e-03 -8.970038e-03 731 OREGON.589 OREGON.590 OREGON.591 OREGON.592 732 -7.181992e-03 -9.084292e-03 -1.864087e-02 -5.032937e-03 733 OREGON.593 OREGON.594 OREGON.595 PENNSYLVANIA.596 734 4.585749e-03 1.151243e-02 2.423815e-03 -1.189953e-02 735 PENNSYLVANIA.597 PENNSYLVANIA.598 PENNSYLVANIA.599 PENNSYLVANIA.600 736 -5.408371e-03 1.026538e-02 2.402653e-02 -1.119198e-02 737 PENNSYLVANIA.601 PENNSYLVANIA.602 PENNSYLVANIA.603 PENNSYLVANIA.604 738 -2.836665e-02 1.101472e-02 2.027020e-02 4.988519e-03 739 PENNSYLVANIA.605 PENNSYLVANIA.606 PENNSYLVANIA.607 PENNSYLVANIA.608 740 -1.736759e-02 -4.833131e-02 -3.651688e-03 -1.200734e-02 741 PENNSYLVANIA.609 PENNSYLVANIA.610 PENNSYLVANIA.611 PENNSYLVANIA.612 742 1.417608e-02 1.679898e-02 1.178139e-02 2.490266e-02 743 RHODE_ISLAND.613 RHODE_ISLAND.614 RHODE_ISLAND.615 RHODE_ISLAND.616 744 -2.708466e-02 1.866191e-02 2.773626e-02 2.582029e-02 745 RHODE_ISLAND.617 RHODE_ISLAND.618 RHODE_ISLAND.619 RHODE_ISLAND.620 746 -2.930238e-02 1.575003e-03 1.141857e-03 2.151035e-02 747 RHODE_ISLAND.621 RHODE_ISLAND.622 RHODE_ISLAND.623 RHODE_ISLAND.624 748 -1.434565e-02 -2.044935e-02 -4.215650e-02 -5.855269e-03 749 RHODE_ISLAND.625 RHODE_ISLAND.626 RHODE_ISLAND.627 RHODE_ISLAND.628 750 1.266342e-02 1.809076e-03 -5.144278e-03 6.134847e-03 751 RHODE_ISLAND.629 SOUTH_CAROLINA.630 SOUTH_CAROLINA.631 SOUTH_CAROLINA.632 752 2.728508e-02 3.890581e-03 1.495545e-02 1.856852e-02 753SOUTH_CAROLINA.633 SOUTH_CAROLINA.634 SOUTH_CAROLINA.635 SOUTH_CAROLINA.636 754 9.412705e-03 -2.313247e-02 -1.175550e-02 -1.064155e-02 755SOUTH_CAROLINA.637 SOUTH_CAROLINA.638 SOUTH_CAROLINA.639 SOUTH_CAROLINA.640 756 -9.038632e-03 -1.318140e-02 -7.050567e-03 -3.794354e-02 757SOUTH_CAROLINA.641 SOUTH_CAROLINA.642 SOUTH_CAROLINA.643 SOUTH_CAROLINA.644 758 -2.411764e-02 -8.540698e-03 3.378751e-02 5.309876e-02 759SOUTH_CAROLINA.645 SOUTH_CAROLINA.646 SOUTH_DAKOTA.647 SOUTH_DAKOTA.648 760 2.455087e-02 -1.286239e-02 -1.685987e-02 -3.450122e-03 761 SOUTH_DAKOTA.649 SOUTH_DAKOTA.650 SOUTH_DAKOTA.651 SOUTH_DAKOTA.652 762 -6.715654e-03 4.109882e-02 -5.572250e-03 3.061755e-02 763 SOUTH_DAKOTA.653 SOUTH_DAKOTA.654 SOUTH_DAKOTA.655 SOUTH_DAKOTA.656 764 -3.538357e-02 -1.384869e-02 -2.925910e-03 2.302824e-02 765 SOUTH_DAKOTA.657 SOUTH_DAKOTA.658 SOUTH_DAKOTA.659 SOUTH_DAKOTA.660 766 -1.242471e-02 1.347537e-02 2.825773e-02 -2.827767e-02 767 SOUTH_DAKOTA.661 SOUTH_DAKOTA.662 SOUTH_DAKOTA.663 TENNESSE.664 768 -4.837484e-03 -6.698440e-03 5.166702e-04 -2.272058e-02 769 TENNESSE.665 TENNESSE.666 TENNESSE.667 TENNESSE.668 770 8.035851e-03 2.625440e-02 2.513314e-02 -2.624214e-02 771 TENNESSE.669 TENNESSE.670 TENNESSE.671 TENNESSE.672 772 -6.517993e-03 1.488415e-03 4.886255e-03 3.250159e-03 773 TENNESSE.673 TENNESSE.674 TENNESSE.675 TENNESSE.676 774 -1.361826e-02 -2.737387e-02 -1.170707e-02 -2.311890e-03 775 TENNESSE.677 TENNESSE.678 TENNESSE.679 TENNESSE.680 776 1.647003e-02 2.084426e-02 5.955214e-03 -1.825931e-03 777 TEXAS.681 TEXAS.682 TEXAS.683 TEXAS.684 778 8.941530e-04 -3.745829e-03 -5.693630e-03 -6.924342e-03 779 TEXAS.685 TEXAS.686 TEXAS.687 TEXAS.688 780 -1.854557e-02 -5.868618e-03 1.219069e-02 2.969866e-02 781 TEXAS.689 TEXAS.690 TEXAS.691 TEXAS.692 782 3.153451e-02 7.472839e-03 -7.436183e-03 -1.682041e-02 783 TEXAS.693 TEXAS.694 TEXAS.695 TEXAS.696 784 -1.995150e-02 -2.339647e-03 -8.506010e-03 1.082326e-02 785 TEXAS.697 UTAH.698 UTAH.699 UTAH.700 786 3.217622e-03 2.013414e-03 5.593255e-03 7.028402e-03 787 UTAH.701 UTAH.702 UTAH.703 UTAH.704 788 7.326269e-03 -1.335056e-02 -1.585052e-02 -3.127349e-03 789 UTAH.705 UTAH.706 UTAH.707 UTAH.708 790 2.411241e-03 3.258599e-03 -7.554744e-03 1.891177e-03 791 UTAH.709 UTAH.710 UTAH.711 UTAH.712 792 8.262571e-03 -1.419713e-02 3.354434e-03 1.909191e-02 793 UTAH.713 UTAH.714 VERMONT.715 VERMONT.716 794 3.543436e-03 -9.694400e-03 -3.218815e-02 1.270522e-02 795 VERMONT.717 VERMONT.718 VERMONT.719 VERMONT.720 796 3.224440e-02 2.166727e-02 -1.466462e-02 -1.832062e-02 797 VERMONT.721 VERMONT.722 VERMONT.723 VERMONT.724 798 2.384841e-02 -9.625144e-03 5.167637e-04 -1.686073e-02 799 VERMONT.725 VERMONT.726 VERMONT.727 VERMONT.728 800 -1.429762e-02 -2.016448e-02 -2.272562e-02 1.595901e-02 801 VERMONT.729 VERMONT.730 VERMONT.731 VIRGINIA.732 802 1.831161e-02 3.654830e-02 -1.295399e-02 -4.307948e-03 803 VIRGINIA.733 VIRGINIA.734 VIRGINIA.735 VIRGINIA.736 804 4.781660e-04 2.191150e-03 9.937808e-03 -1.093166e-02 805 VIRGINIA.737 VIRGINIA.738 VIRGINIA.739 VIRGINIA.740 806 -8.553580e-04 2.540669e-03 1.099453e-02 6.982861e-03 807 VIRGINIA.741 VIRGINIA.742 VIRGINIA.743 VIRGINIA.744 808 -1.045294e-02 -2.450568e-02 -3.478990e-03 -9.527830e-03 809 VIRGINIA.745 VIRGINIA.746 VIRGINIA.747 VIRGINIA.748 810 1.643792e-02 1.997751e-02 1.632388e-03 -7.112596e-03 811 WASHINGTON.749 WASHINGTON.750 WASHINGTON.751 WASHINGTON.752 812 -4.357003e-03 -6.139003e-04 -5.276426e-04 1.819691e-03 813 WASHINGTON.753 WASHINGTON.754 WASHINGTON.755 WASHINGTON.756 814 -5.764001e-03 1.473219e-02 -4.927791e-03 -2.584610e-04 815 WASHINGTON.757 WASHINGTON.758 WASHINGTON.759 WASHINGTON.760 816 6.091760e-03 7.101852e-03 -5.186472e-03 -1.394926e-02 817 WASHINGTON.761 WASHINGTON.762 WASHINGTON.763 WASHINGTON.764 818 -3.931647e-03 1.122468e-02 7.369093e-04 -1.318386e-02 819 WASHINGTON.765 WEST_VIRGINIA.766 WEST_VIRGINIA.767 WEST_VIRGINIA.768 820 1.099296e-02 -1.050506e-02 4.761551e-03 2.967615e-02 821 WEST_VIRGINIA.769 WEST_VIRGINIA.770 WEST_VIRGINIA.771 WEST_VIRGINIA.772 822 2.872011e-02 -2.594033e-02 -4.020839e-02 -2.410764e-02 823 WEST_VIRGINIA.773 WEST_VIRGINIA.774 WEST_VIRGINIA.775 WEST_VIRGINIA.776 824 -5.446329e-04 8.992151e-03 1.281983e-03 -1.029131e-02 825 WEST_VIRGINIA.777 WEST_VIRGINIA.778 WEST_VIRGINIA.779 WEST_VIRGINIA.780 826 1.994241e-02 -4.145154e-03 -1.593895e-02 1.049819e-02 827 WEST_VIRGINIA.781 WEST_VIRGINIA.782 WISCONSIN.783 WISCONSIN.784 828 7.372210e-03 2.043670e-02 -6.924132e-03 2.837128e-04 829 WISCONSIN.785 WISCONSIN.786 WISCONSIN.787 WISCONSIN.788 830 1.379002e-02 4.108974e-02 -6.906662e-03 -2.758799e-02 831 WISCONSIN.789 WISCONSIN.790 WISCONSIN.791 WISCONSIN.792 832 -1.977495e-02 -4.735693e-03 1.025076e-02 -1.764233e-02 833 WISCONSIN.793 WISCONSIN.794 WISCONSIN.795 WISCONSIN.796 834 -3.809215e-02 -2.045588e-03 9.323202e-03 7.252596e-03 835 WISCONSIN.797 WISCONSIN.798 WISCONSIN.799 WYOMING.800 836 1.188596e-02 1.030624e-02 1.952726e-02 8.034937e-02 837 WYOMING.801 WYOMING.802 WYOMING.803 WYOMING.804 838 7.885823e-03 3.116807e-03 -2.216514e-02 1.295030e-02 839 WYOMING.805 WYOMING.806 WYOMING.807 WYOMING.808 840 -1.530456e-02 -8.280789e-02 -7.268214e-02 -2.412972e-02 841 WYOMING.809 WYOMING.810 WYOMING.811 WYOMING.812 842 5.426246e-04 6.077214e-02 5.074829e-02 3.223871e-02 843 WYOMING.813 WYOMING.814 WYOMING.815 WYOMING.816 844 1.714261e-02 -2.256130e-03 -7.721989e-03 -3.867911e-02 845> class(zw$residuals) 846[1] "pseries" "numeric" 847> print(zw$coefficients) 848 (Intercept) log(pcap) log(pc) log(emp) unemp 849ALABAMA 8.4960384 -1.442643991 0.279501016 1.83524980 0.0073545006 850ARIZONA 4.6652825 -0.162708442 -0.005220745 1.07582801 -0.0036579767 851ARKANSAS 3.2456536 -0.505650280 0.321247275 1.23401732 0.0014922130 852CALIFORNIA 0.2793476 0.263937746 0.248403298 0.69913460 -0.0107451010 853COLORADO 0.5143180 0.731379856 -0.209834096 0.74826795 -0.0039961705 854CONNECTICUT 5.0302333 -0.431134765 0.453161751 0.73256902 -0.0053864641 855DELAWARE -1.1751222 0.622117695 -0.318462279 1.41693168 -0.0038134886 856FLORIDA 1.5253424 0.552803128 -0.250663389 0.87120938 -0.0014626098 857GEORGIA 2.3034759 -0.419174405 0.085170213 1.57271222 0.0074532847 858IDAHO 1.0421207 0.669179027 -0.117730415 0.64849768 -0.0022465829 859ILLINOIS 2.7209986 0.267159900 0.562804445 -0.02583567 -0.0177828867 860INDIANA -0.1958694 0.094433742 0.431361911 0.73159208 -0.0122411911 861IOWA 0.6519703 0.315068074 -0.448937790 1.65819044 0.0129198630 862KANSAS 4.2616134 -0.577090938 1.009232156 0.13734950 -0.0196568696 863KENTUCKY 4.8589548 -0.339802089 0.167695130 1.03522134 0.0065278923 864LOUISIANA 9.1692397 -0.766043907 0.413122049 0.68899848 -0.0110422846 865MAINE 3.4194783 -0.574727885 -0.041140070 1.85593766 0.0073599832 866MARYLAND 2.0836014 0.271279613 0.402774922 0.25721726 -0.0230198852 867MASSACHUSETTS 4.1480748 -0.126316063 0.707872550 0.10829928 -0.0189627335 868MICHIGAN -2.6289878 0.705179007 0.558204463 0.06149498 -0.0276171611 869MINNESOTA 3.5131086 -0.468420802 0.282842652 1.22538453 0.0010910168 870MISSISSIPPI 2.7454146 -0.509188897 0.612760021 0.87390876 -0.0001383713 871MISSOURI 1.4819126 -0.100664957 0.143924926 1.19037073 -0.0023792574 872MONTANA -0.3975081 0.906695490 -0.138785995 0.56898527 -0.0040704700 873NEBRASKA 1.8053647 -0.623472299 0.551767246 1.31024056 0.0121187207 874NEVADA 3.3304637 0.249054180 -0.164545890 0.95418780 -0.0045551636 875NEW_HAMPSHIRE 4.4065779 -0.780667745 0.210132132 1.59805922 0.0039615055 876NEW_JERSEY 1.3141522 0.017454286 0.220817100 0.95635811 -0.0095804572 877NEW_MEXICO 1.8088567 0.090400088 0.333034832 0.63443828 -0.0045526412 878NEW_YORK -3.7077921 0.093171306 -0.056573857 1.76714934 0.0086511927 879NORTH_CAROLINA 2.2505857 -0.487354616 0.118923522 1.60259767 0.0068840855 880NORTH_DAKOTA -3.0588977 1.031200556 0.026176397 0.60159442 -0.0150841340 881OHIO -1.3583003 0.295918542 0.085197133 1.07805190 -0.0031490545 882OKLAHOMA 3.2764622 0.164259723 0.271001283 0.41794500 -0.0090860260 883OREGON 1.2354574 0.445167666 -0.201887776 1.02059519 -0.0045336550 884PENNSYLVANIA 1.7248609 -0.108841546 0.444167530 0.73210793 -0.0070284949 885RHODE_ISLAND 9.3379762 -0.577016355 0.245877611 0.46142711 -0.0191099852 886SOUTH_CAROLINA 3.3022915 -1.288197300 0.392689259 2.10581712 0.0218609130 887SOUTH_DAKOTA 9.1628627 -0.447357034 -0.523648862 1.53736101 0.0290171539 888TENNESSE 4.1986320 -0.935719227 0.571154076 1.32848192 0.0017310495 889TEXAS 1.2099713 0.582364320 -0.020745015 0.57923229 -0.0128918651 890UTAH 1.9181219 0.134459770 -0.060675214 1.14524806 0.0027350512 891VERMONT 5.1444050 -0.582739243 0.580579238 0.62039329 -0.0138483279 892VIRGINIA 4.4370130 -0.376766084 0.199786090 1.09146532 0.0035871770 893WASHINGTON 3.0425029 -0.108432994 0.328467872 0.75846943 -0.0127182870 894WEST_VIRGINIA 3.7057369 -0.184318358 0.398998044 0.58982596 0.0016567262 895WISCONSIN 3.5501092 -0.605349607 1.232166571 0.04221983 -0.0186540424 896WYOMING 4.4713754 -0.005717267 0.144026008 0.67212383 -0.0120261384 897> class(zw$coefficients) 898[1] "data.frame" 899> summary(zw) 900Oneway (individual) effect No-pooling model 901 902Call: 903pvcm(formula = log(gsp) ~ log(pcap) + log(pc) + log(emp) + unemp, 904 data = Produc, model = "within") 905 906Balanced Panel: n = 48, T = 17, N = 816 907 908Residuals: 909 Min. 1st Qu. Median 3rd Qu. Max. 910-0.0828078889 -0.0118150348 0.0004246566 0.0126479124 0.1189647497 911 912Coefficients: 913 (Intercept) log(pcap) log(pc) log(emp) 914 Min. :-3.708 Min. :-1.4426 Min. :-0.52365 Min. :-0.02584 915 1st Qu.: 1.229 1st Qu.:-0.5065 1st Qu.:-0.02584 1st Qu.: 0.61569 916 Median : 2.733 Median :-0.1086 Median : 0.23335 Median : 0.87256 917 Mean : 2.672 Mean :-0.1049 Mean : 0.21825 Mean : 0.93348 918 3rd Qu.: 4.214 3rd Qu.: 0.2682 3rd Qu.: 0.41768 3rd Qu.: 1.25307 919 Max. : 9.338 Max. : 1.0312 Max. : 1.23217 Max. : 2.10582 920 unemp 921 Min. :-0.027617 922 1st Qu.:-0.012080 923 Median :-0.003905 924 Mean :-0.003722 925 3rd Qu.: 0.002948 926 Max. : 0.029017 927 928Total Sum of Squares: 19352 929Residual Sum of Squares: 0.33009 930Multiple R-Squared: 0.99998 931> pwaldtest(zw) 932 Chisq p(chisq) F p(F) df1 df2 933ALABAMA 608.35870 2.405146e-130 152.08968 3.606344e-10 4 12 934ARIZONA 4650.92920 0.000000e+00 1162.73230 2.028960e-15 4 12 935ARKANSAS 1127.26898 9.298613e-243 281.81725 9.473034e-12 4 12 936CALIFORNIA 1311.43665 1.102881e-282 327.85916 3.859918e-12 4 12 937COLORADO 10200.49901 0.000000e+00 2550.12475 1.840584e-17 4 12 938CONNECTICUT 282.95948 5.127218e-60 70.73987 3.063349e-08 4 12 939DELAWARE 173.69088 1.687421e-36 43.42272 4.816082e-07 4 12 940FLORIDA 4558.68150 0.000000e+00 1139.67037 2.287291e-15 4 12 941GEORGIA 2488.67481 0.000000e+00 622.16870 8.512403e-14 4 12 942IDAHO 986.69428 2.729551e-212 246.67357 2.084942e-11 4 12 943ILLINOIS 63.17981 6.219594e-13 15.79495 9.992685e-05 4 12 944INDIANA 289.02919 2.517767e-61 72.25730 2.712909e-08 4 12 945IOWA 549.73446 1.167830e-117 137.43361 6.530903e-10 4 12 946KANSAS 270.69566 2.258559e-57 67.67392 3.946158e-08 4 12 947KENTUCKY 584.40233 3.679698e-125 146.10058 4.564511e-10 4 12 948LOUISIANA 88.37106 2.920576e-18 22.09276 1.834764e-05 4 12 949MAINE 1269.31000 1.499880e-273 317.32750 4.685542e-12 4 12 950MARYLAND 541.76813 6.179148e-116 135.44203 7.113368e-10 4 12 951MASSACHUSETTS 260.01564 4.524989e-55 65.00391 4.964571e-08 4 12 952MICHIGAN 492.17850 3.293440e-105 123.04463 1.246602e-09 4 12 953MINNESOTA 255.09049 5.210273e-54 63.77262 5.535791e-08 4 12 954MISSISSIPPI 905.15764 1.271065e-194 226.28941 3.472350e-11 4 12 955MISSOURI 309.22602 1.107820e-65 77.30650 1.841567e-08 4 12 956MONTANA 270.41724 2.593262e-57 67.60431 3.969410e-08 4 12 957NEBRASKA 289.70382 1.801051e-61 72.42596 2.676926e-08 4 12 958NEVADA 9261.32661 0.000000e+00 2315.33165 3.283146e-17 4 12 959NEW_HAMPSHIRE 5506.44464 0.000000e+00 1376.61116 7.387120e-16 4 12 960NEW_JERSEY 373.53886 1.447747e-79 93.38471 6.194878e-09 4 12 961NEW_MEXICO 1231.29696 2.613967e-265 307.82424 5.612139e-12 4 12 962NEW_YORK 92.52523 3.827538e-19 23.13131 1.445009e-05 4 12 963NORTH_CAROLINA 1510.13232 0.000000e+00 377.53308 1.669269e-12 4 12 964NORTH_DAKOTA 144.23838 3.491932e-30 36.05959 1.342405e-06 4 12 965OHIO 94.45113 1.490988e-19 23.61278 1.297635e-05 4 12 966OKLAHOMA 1037.33839 2.887734e-223 259.33460 1.550294e-11 4 12 967OREGON 1858.64461 0.000000e+00 464.66115 4.851134e-13 4 12 968PENNSYLVANIA 86.72150 6.541313e-18 21.68037 2.022700e-05 4 12 969RHODE_ISLAND 207.12437 1.103799e-43 51.78109 1.799541e-07 4 12 970SOUTH_CAROLINA 826.52725 1.377735e-177 206.63181 5.939122e-11 4 12 971SOUTH_DAKOTA 341.19419 1.396796e-72 85.29855 1.045367e-08 4 12 972TENNESSE 1275.46135 6.956728e-275 318.86534 4.552990e-12 4 12 973TEXAS 1953.19048 0.000000e+00 488.29762 3.609762e-13 4 12 974UTAH 6393.09582 0.000000e+00 1598.27396 3.022273e-16 4 12 975VERMONT 761.63640 1.565355e-163 190.40910 9.619474e-11 4 12 976VIRGINIA 2971.90248 0.000000e+00 742.97562 2.951061e-14 4 12 977WASHINGTON 5912.95778 0.000000e+00 1478.23944 4.823023e-16 4 12 978WEST_VIRGINIA 148.55583 4.151249e-31 37.13896 1.142025e-06 4 12 979WISCONSIN 535.63434 1.312010e-114 133.90859 7.603384e-10 4 12 980WYOMING 259.30125 6.450019e-55 64.82531 5.043004e-08 4 12 981> 982> print(zr$residuals) 983 1 2 3 4 5 984-0.1598309367 -0.1413932393 -0.1296755830 -0.1256475777 -0.1456964364 985 6 7 8 9 10 986-0.1365309042 -0.1446423082 -0.1442139555 -0.1364633060 -0.1315445319 987 11 12 13 14 15 988-0.1427098604 -0.1093396729 -0.0975727602 -0.0656988168 -0.0535980386 989 16 17 18 19 20 990-0.0540246714 -0.0428827413 0.0759103352 0.0997564004 0.0950370866 991 21 22 23 24 25 992 0.0768897259 0.0528831705 0.0639290457 0.0725393834 0.0811276232 993 26 27 28 29 30 994 0.0750457060 0.0718399680 0.0639745727 0.0403876604 0.0150391034 995 31 32 33 34 35 996 0.0367487830 0.0416402174 0.0527316508 0.0510703277 -0.1130673576 997 36 37 38 39 40 998-0.0924886213 -0.0584793782 -0.0532266841 -0.0731200324 -0.0499345143 999 41 42 43 44 45 1000-0.0682073161 -0.0662119917 -0.0450965370 -0.0537842075 -0.0584844545 1001 46 47 48 49 50 1002-0.0215891111 -0.0264839613 -0.0156284990 0.0125966876 0.0115467768 1003 51 52 53 54 55 1004 0.0319430523 0.1309432077 0.1401643851 0.1474190780 0.1316274236 1005 56 57 58 59 60 1006 0.1140338490 0.1333631854 0.1371784559 0.1341642620 0.1220706890 1007 61 62 63 64 65 1008 0.1062865602 0.0952180551 0.0557382750 0.0579591664 0.0841762605 1009 66 67 68 69 70 1010 0.0907790320 0.0999086854 0.0958525374 0.0791528968 0.0846454515 1011 71 72 73 74 75 1012 0.0665062630 0.0795580753 0.0696888192 0.0898118178 0.0678498934 1013 76 77 78 79 80 1014 0.0816156402 0.0776813714 0.0727339789 0.0682954434 0.0232702609 1015 81 82 83 84 85 1016 0.0247983117 0.0390754342 0.0416594317 0.0580545159 0.1021329495 1017 86 87 88 89 90 1018 0.0887202094 0.1128389024 0.1232671210 0.1211746686 0.0869020730 1019 91 92 93 94 95 1020 0.0723087346 0.1179839904 0.1105923926 0.0934360624 0.0740874022 1021 96 97 98 99 100 1022 0.0472500444 0.0709785864 0.0681912060 0.1166301230 0.1445452436 1023 101 102 103 104 105 1024 0.1670671365 0.1704912229 0.1191199193 0.1582466159 0.1751536766 1025 106 107 108 109 110 1026 0.2353737337 0.1567883936 0.1555175148 0.1782010027 0.1949548869 1027 111 112 113 114 115 1028 0.1594529838 0.1163905187 0.0765461202 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0.0499058542 1049 166 167 168 169 170 1050 0.0527577266 0.0776226010 0.0664244321 0.0995343477 0.1234050896 1051 171 172 173 174 175 1052-0.0256020189 0.0008763130 0.0306857535 0.0430901269 0.0113816172 1053 176 177 178 179 180 1054 0.0127338637 0.0197892172 0.0271429458 0.0248464032 -0.0018031319 1055 181 182 183 184 185 1056-0.0408186904 0.0024287418 -0.0033491086 0.0125854286 0.0492305448 1057 186 187 188 189 190 1058 0.0532757198 0.0773111276 -0.1219588079 -0.0874772519 -0.0853803563 1059 191 192 193 194 195 1060-0.0641089268 -0.1008984167 -0.1063832669 -0.0803532337 -0.0792084873 1061 196 197 198 199 200 1062-0.0830739002 -0.0959210717 -0.1046025854 -0.0784008135 -0.0984684764 1063 201 202 203 204 205 1064-0.0880688188 -0.0563994126 -0.0502429816 -0.0460927908 0.0065401774 1065 206 207 208 209 210 1066 0.0014370612 0.0251962035 0.0463453695 -0.0039428028 0.0175119200 1067 211 212 213 214 215 1068 0.0084362380 0.0020364914 0.0109333727 0.0148444660 0.0087847608 1069 216 217 218 219 220 1070 0.0898559472 0.0575481832 0.0114008665 0.0509217713 0.0676891861 1071 221 222 223 224 225 1072 0.1217919559 0.1235952091 0.1493743004 0.1377473836 0.1108651183 1073 226 227 228 229 230 1074 0.0750195226 0.0627550231 0.0489290369 0.0238469070 0.0110133633 1075 231 232 233 234 235 1076 0.0179189470 -0.0065368029 0.0035545939 0.0212340902 0.0301007919 1077 236 237 238 239 240 1078 0.0432453251 0.0583574851 0.0759645234 0.1014196190 0.1097746384 1079 241 242 243 244 245 1080 0.1071656495 0.1092031224 0.0818241174 0.0725210233 0.0691422185 1081 246 247 248 249 250 1082 0.0725889446 0.0671088624 0.0605746534 0.0555859690 0.0917240949 1083 251 252 253 254 255 1084 0.0951256075 0.1118609617 0.1260298803 0.1113179467 0.1054175447 1085 256 257 258 259 260 1086 0.4252508586 0.4394857759 0.4148240137 0.3710134697 0.3026745017 1087 261 262 263 264 265 1088 0.2517813065 0.2666513429 0.2576580499 0.2450929990 0.2227648228 1089 266 267 268 269 270 1090 0.1970614888 0.2001076217 0.1885930078 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0.1522534357 0.1549539785 1611 751 752 753 754 755 1612 0.1570980073 0.1708591217 0.1662094587 0.1680162322 0.1563036471 1613 756 757 758 759 760 1614 0.1514342562 0.1627049311 0.1569585913 0.1352253018 0.1173533175 1615 761 762 763 764 765 1616 0.1119454669 0.1341833537 0.1299264616 0.1259190578 0.1452449836 1617 766 767 768 769 770 1618 0.0292449491 0.0431934212 0.0529585596 0.0338891171 -0.0238642790 1619 771 772 773 774 775 1620-0.0224211269 -0.0121009967 0.0026829656 0.0001247510 -0.0146174181 1621 776 777 778 779 780 1622-0.0084803213 0.0329304832 0.0404474150 0.0679029244 0.0698428550 1623 781 782 783 784 785 1624 0.0581211746 0.0615024591 -0.0651068083 -0.0394111468 -0.0293530058 1625 786 787 788 789 790 1626-0.0181331867 -0.0533994937 -0.0553562878 -0.0354320764 -0.0237291534 1627 791 792 793 794 795 1628-0.0243677642 -0.0403732990 -0.0507068738 -0.0293434583 -0.0146815588 1629 796 797 798 799 800 1630 0.0054218074 0.0210091163 0.0297638497 0.0449087743 0.7110506355 1631 801 802 803 804 805 1632 0.6322117486 0.6169051065 0.5761255535 0.5890389085 0.5380985910 1633 806 807 808 809 810 1634 0.4408877105 0.4346699690 0.4605321898 0.4716938019 0.5098425684 1635 811 812 813 814 815 1636 0.4759799521 0.4495227669 0.4331758016 0.4311517407 0.4184801848 1637 816 1638 0.3943271427 1639> class(zr$residuals) 1640[1] "pseries" "numeric" 1641> print(zr$coefficients) 1642(Intercept) log(pcap) log(pc) log(emp) unemp 1643 2.56606170 -0.07862810 0.21243586 0.92456793 -0.00405491 1644> class(zr$coefficients) 1645[1] "numeric" 1646> summary(zr) 1647Oneway (individual) effect Random coefficients model 1648 1649Call: 1650pvcm(formula = log(gsp) ~ log(pcap) + log(pc) + log(emp) + unemp, 1651 data = Produc, model = "random") 1652 1653Balanced Panel: n = 48, T = 17, N = 816 1654 1655Residuals: 1656 Min. 1st Qu. Median Mean 3rd Qu. Max. 1657-0.27874 -0.03826 0.03301 0.03531 0.08882 0.71105 1658 1659Estimated mean of the coefficients: 1660 Estimate Std. Error z-value Pr(>|z|) 1661(Intercept) 2.5660617 0.4646077 5.5231 3.331e-08 *** 1662log(pcap) -0.0786281 0.0890076 -0.8834 0.3770276 1663log(pc) 0.2124359 0.0569555 3.7299 0.0001916 *** 1664log(emp) 0.9245679 0.0837552 11.0389 < 2.2e-16 *** 1665unemp -0.0040549 0.0018892 -2.1464 0.0318437 * 1666--- 1667Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 1668 1669Estimated variance of the coefficients: 1670 (Intercept) log(pcap) log(pc) log(emp) unemp 1671(Intercept) 8.1735012 -1.124405 0.1967614 0.0736650 0.00495130 1672log(pcap) -1.1244046 0.306534 -0.0874932 -0.1182381 -0.00234697 1673log(pc) 0.1967614 -0.087493 0.1204141 -0.0871019 -0.00188835 1674log(emp) 0.0736650 -0.118238 -0.0871019 0.2700516 0.00511478 1675unemp 0.0049513 -0.002347 -0.0018884 0.0051148 0.00012953 1676 1677Total Sum of Squares: 19352 1678Residual Sum of Squares: 12.785 1679Multiple R-Squared: 0.99934 1680Chisq: 946.626 on 4 DF, p-value: < 2.22e-16 1681> pwaldtest(zr) 1682 1683 Wald test for joint significance 1684 1685data: log(gsp) ~ log(pcap) + log(pc) + log(emp) + unemp 1686Chisq = 946.63, df = 4, p-value < 2.2e-16 1687alternative hypothesis: at least one coefficient is not null 1688 1689> 1690> 1691> # run tests intercept-only models 1692> zwint <- pvcm(log(gsp) ~ 1, data = Produc, model = "within") 1693> zwint2 <- pvcm(log(gsp) ~ 1, data = Produc[1:17, ], model = "within") # test with only one individual 1694> summary(zwint) # gave multiple intercept summaries up until rev. 1199 1695Oneway (individual) effect No-pooling model 1696 1697Call: 1698pvcm(formula = log(gsp) ~ 1, data = Produc, model = "within") 1699 1700Balanced Panel: n = 48, T = 17, N = 816 1701 1702Residuals: 1703 Min. 1st Qu. Median 3rd Qu. Max. 1704-0.446136619 -0.106991792 0.007483416 0.101613714 0.534427803 1705 1706Coefficients: 1707 (Intercept) 1708 Min. : 8.593 1709 1st Qu.: 9.737 1710 Median :10.583 1711 Mean :10.509 1712 3rd Qu.:11.084 1713 Max. :12.751 1714 1715Total Sum of Squares: 849.81 1716Residual Sum of Squares: 18.941 1717Multiple R-Squared: 0.97771 1718> stopifnot(dim(coef(zwint)) == c(48, 1)) 1719> # pwaldtest(zwint) # errors rightfully, and since rev. 1200 also informatively 1720> 1721> zrint <- pvcm(log(gsp) ~ 1, data = Produc, model = "random") 1722> # zrint2 <- pvcm(log(gsp) ~ 1, data = Produc[1:17, ], model = "random") # only one individual -> errors -> catch case? 1723> summary(zrint) # does not calculate Wald statistic (rightfully, as only intercept) 1724Oneway (individual) effect Random coefficients model 1725 1726Call: 1727pvcm(formula = log(gsp) ~ 1, data = Produc, model = "random") 1728 1729Balanced Panel: n = 48, T = 17, N = 816 1730 1731Residuals: 1732 Min. 1st Qu. Median Mean 3rd Qu. Max. 1733-2.1302626 -0.7979111 0.0871967 -0.0002632 0.6200014 2.5397116 1734 1735Estimated mean of the coefficients: 1736 Estimate Std. Error z-value Pr(>|z|) 1737(Intercept) 10.50911 0.14719 71.399 < 2.2e-16 *** 1738--- 1739Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 1740 1741Estimated variance of the coefficients: 1742 (Intercept) 1743(Intercept) 1.0384 1744 1745Total Sum of Squares: 849.81 1746Residual Sum of Squares: 849.81 1747Multiple R-Squared: -6.6519e-08 1748> # pwaldtest(zrint) # errors rightfully, and since rev. 1202 also informatively 1749> 1750> ## Stata example: 1751> ## http://www.stata.com/manuals/xtxtrc.pdf 1752> ## replicate Stata's example: 1753> # dat <- haven::read_dta("http://www.stata-press.com/data/r15/invest2.dta") 1754> # pvcm(invest ~ market + stock, data = dat, index = c("company", "time"), model = "random") 1755> 1756> 1757> proc.time() 1758 user system elapsed 1759 1.25 0.17 1.40 1760