These are the original data 1.817 3.371 2.977 0.356 0.177 4.153 4.616 2.489 2.235 3.209 0.589 1.481 2.162 1.333 0.330 3.021 1.782 0.296 0.921 1.589 0.673 0.490 4.295 2.237 1.841 3.688 3.030 0.366 0.191 3.936 4.556 2.487 2.512 3.259 0.638 1.488 2.068 1.433 0.265 3.524 1.761 0.302 1.115 1.649 0.685 0.506 4.326 2.153 2.027 3.730 3.241 0.344 0.189 3.606 4.618 2.655 2.791 3.429 0.719 1.618 2.003 1.451 0.397 3.578 1.806 0.317 1.316 1.653 0.640 0.461 4.293 2.170 1.791 3.345 3.153 0.451 0.156 3.292 3.964 2.115 2.427 3.125 0.657 1.647 2.088 1.427 0.364 3.157 1.855 0.281 1.171 1.665 0.839 0.444 3.479 2.140 1.792 3.481 3.429 0.465 0.154 3.502 3.899 2.362 2.263 3.068 0.682 1.587 1.972 1.427 0.296 3.356 1.976 0.278 1.197 1.711 0.864 0.466 3.995 2.071 1.926 3.267 3.366 0.464 0.167 3.583 4.369 2.389 2.287 3.321 0.649 1.629 2.004 1.466 0.360 3.694 2.144 0.258 1.045 1.727 0.852 0.467 4.372 2.066 1.872 3.300 3.304 0.488 0.165 3.796 4.263 2.593 2.240 3.267 0.593 1.674 2.166 1.331 0.391 3.325 2.070 0.278 1.055 1.713 0.885 0.487 4.150 2.151 1.961 3.621 3.024 0.509 0.163 3.656 4.144 2.674 2.472 3.372 0.687 1.898 1.889 1.454 0.387 3.424 2.186 0.301 1.331 1.873 0.918 0.505 3.434 2.150 2.159 3.838 3.297 0.451 0.176 4.047 4.317 2.651 2.320 3.553 0.655 1.923 2.371 1.451 0.255 3.526 2.161 0.284 1.663 2.004 0.807 0.560 3.558 2.285 2.374 3.381 3.435 0.371 0.190 3.435 3.617 2.368 2.141 3.200 0.602 1.890 2.110 1.381 0.253 3.265 2.326 0.283 1.594 2.872 0.663 0.521 3.156 2.121 2.274 3.042 3.075 0.269 0.174 3.485 3.190 2.054 2.051 3.014 0.559 1.904 2.210 1.318 0.251 2.951 2.212 0.264 1.456 2.731 0.483 0.504 3.076 2.227 2.284 2.789 3.022 0.468 0.188 3.295 2.472 1.858 1.889 2.858 0.654 1.914 2.229 1.288 0.215 2.663 2.450 0.271 1.320 2.807 0.838 0.524 2.570 2.064 2.132 2.607 3.040 0.567 0.202 3.458 2.339 1.709 1.889 2.779 0.617 1.796 2.316 1.310 0.212 2.710 2.143 0.271 1.296 2.759 1.009 0.534 2.057 2.156 2.140 2.627 2.919 0.494 0.201 3.604 2.283 1.557 1.886 2.967 0.651 1.875 2.038 1.381 0.302 2.741 2.165 0.293 1.065 2.863 0.880 0.537 1.654 2.071 2.235 2.957 2.624 0.479 0.199 3.671 2.351 1.630 1.877 3.184 0.698 2.058 2.120 1.352 0.149 3.022 2.347 0.300 1.514 2.786 0.855 0.554 1.620 2.227 2.164 3.101 2.695 0.415 0.197 3.759 2.316 1.706 1.928 3.306 0.615 1.903 2.407 1.343 0.205 2.955 2.489 0.307 1.378 2.509 0.982 0.554 1.736 2.255 2.169 3.040 2.685 0.504 0.221 4.058 2.317 1.817 1.832 3.215 0.741 2.045 2.350 1.364 0.261 2.913 2.686 0.335 1.603 2.673 0.885 0.554 1.559 2.174 1.887 2.786 1.602 0.399 0.217 3.918 2.037 1.842 1.683 2.985 0.735 2.015 2.270 1.326 0.259 2.625 2.676 0.335 1.503 2.845 0.707 0.545 1.450 2.102 1.753 2.601 1.611 0.399 0.213 3.408 1.822 1.682 1.676 2.573 0.821 1.981 2.347 1.351 0.257 2.566 2.347 0.330 0.698 2.629 0.791 0.495 1.263 1.970 1.684 2.614 0.871 0.741 0.235 2.769 1.712 1.715 1.646 2.646 0.787 1.872 2.911 1.330 0.254 2.441 1.371 0.368 0.713 3.206 0.971 0.527 1.223 1.893 1.840 2.901 0.624 0.621 0.230 2.633 1.808 1.693 1.808 2.645 0.807 1.913 2.829 1.427 0.252 2.895 1.615 0.378 0.672 2.440 1.240 0.586 1.178 2.151 1.731 2.931 0.598 0.512 0.262 1.853 1.673 1.694 1.761 2.416 0.766 1.523 2.608 1.356 0.277 2.615 1.680 0.397 0.485 2.104 1.032 0.608 1.187 1.984 1.676 2.866 0.668 0.537 0.244 2.169 1.771 1.474 1.706 2.461 0.744 1.573 2.581 1.362 0.274 2.711 1.772 0.403 0.382 2.066 1.190 0.587 1.107 2.094 1.542 2.860 0.621 0.553 0.239 2.068 1.625 1.490 1.604 2.327 0.743 1.624 2.618 1.215 0.272 2.592 1.601 0.407 0.322 1.726 1.081 0.616 1.147 2.064 1.682 3.015 0.468 0.595 0.234 1.971 1.607 1.504 1.598 2.347 0.744 1.549 2.574 1.334 0.297 2.598 1.594 0.422 0.376 1.677 1.216 0.614 1.133 1.990 1.856 3.502 0.526 0.605 0.229 1.708 1.733 1.485 1.743 2.639 0.913 1.603 2.537 1.361 0.402 2.966 1.632 0.522 0.348 1.695 1.483 0.639 1.222 2.149 1.664 3.205 0.355 0.674 0.236 1.611 1.606 1.407 1.646 2.456 0.933 1.481 2.447 1.311 0.346 2.487 1.553 0.494 0.445 1.655 1.410 0.638 1.109 1.970 1.669 3.143 0.380 0.707 0.231 1.480 1.523 1.438 1.732 2.351 0.959 1.393 2.545 1.376 0.238 2.440 1.290 0.483 0.452 1.697 1.544 0.635 1.072 1.993 1.729 2.965 0.322 0.773 0.216 1.471 1.560 1.287 1.747 2.164 0.939 1.453 2.485 1.445 0.290 2.272 1.332 0.487 0.361 1.670 1.669 0.681 1.021 1.920 1.584 2.752 0.266 0.759 0.244 1.509 1.390 1.231 1.625 2.106 0.990 1.445 2.481 1.369 0.236 2.289 1.166 0.515 0.380 1.600 1.242 0.745 0.828 1.902 1.723 2.862 0.251 0.806 0.239 1.539 1.321 1.266 1.698 2.297 1.063 1.523 2.545 1.433 0.229 2.412 1.237 0.562 0.371 1.327 1.456 0.744 0.818 1.950 1.628 2.710 0.300 0.827 0.255 1.436 1.339 1.256 1.587 2.148 1.109 1.528 2.492 1.359 0.227 2.318 1.221 0.570 0.376 1.259 1.469 0.746 0.799 1.813 1.713 3.090 0.322 0.876 0.260 1.565 1.338 1.281 1.655 2.117 1.275 1.661 2.525 1.438 0.251 2.380 1.227 0.536 0.449 1.102 1.383 0.792 0.797 1.801 1.645 2.920 0.266 0.858 0.226 1.520 1.292 1.201 1.710 1.998 1.199 1.660 2.457 1.461 0.274 2.341 1.246 0.567 0.502 1.085 1.352 0.851 0.618 1.859 1.565 2.942 0.269 0.860 0.523 1.301 1.238 1.121 1.762 1.959 1.254 1.717 2.490 1.539 0.149 2.210 1.313 0.624 0.519 1.178 1.215 0.845 0.507 1.789 1.495 2.639 0.301 0.811 0.630 1.358 1.203 1.067 1.666 2.061 1.240 1.567 2.483 1.436 0.148 2.215 1.377 0.517 0.591 1.193 1.111 0.845 0.347 1.691 1.278 2.310 0.270 0.742 0.602 1.129 1.102 1.000 1.534 1.593 1.124 1.294 2.321 1.315 0.148 2.088 1.276 0.504 0.529 1.116 0.872 0.785 0.310 1.579 1.346 2.636 0.240 0.762 0.576 1.158 1.069 0.964 1.635 1.885 1.098 1.318 2.426 1.368 0.147 2.268 1.340 0.439 0.471 1.208 1.049 0.726 0.270 1.599 1.254 2.421 0.211 0.772 0.569 1.113 1.027 1.002 1.589 1.757 0.939 1.297 2.306 1.373 0.121 2.220 1.352 0.461 0.461 1.255 0.985 0.704 0.318 1.485 1.289 2.633 0.233 0.788 0.516 1.217 1.137 1.052 1.567 1.863 0.841 1.376 2.318 1.414 0.145 2.506 1.550 0.467 0.462 1.272 1.035 0.752 0.352 1.678 1.137 2.231 0.265 0.755 0.555 1.095 1.003 0.896 1.298 1.610 1.022 1.316 1.907 1.314 0.120 2.037 1.334 0.411 0.485 1.010 0.887 0.690 0.297 1.338 1.060 2.268 0.260 0.684 0.531 1.107 0.937 0.918 1.368 1.729 0.797 1.149 1.886 1.291 0.143 2.149 1.364 0.379 0.513 0.932 0.758 0.687 0.217 1.486 overall test -2.941 0.021 -140.430 ================== -0.006 -0.005 2.000 4.000 -0.006 -0.005 3.000 11.000 -2.103 -10.440 ================= 0.000 -0.005 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 2.000 =========core regression ========= -0.006 -0.005 first convergence group 4.000 5.000 2.000 ========== core group ===== -0.006 1.126 -0.005 2.000 ========== first group ===== -0.006 1.126 -0.005 2.000 ============== -2.472 0.053 -46.470 2.000 22.000 ============== ============= 24.000 -2.099 -9.442 -1.596 -1.526 3.000 16.000 -1.596 -1.526 4.000 19.000 1.821 2.851 5.000 12.000 -1.210 -8.350 ================= 0.000 0.000 -1.526 2.851 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 4.000 =========core regression ========= 1.821 2.851 9.000 0.523 1.880 ========== first group ===== 0.523 0.278 1.880 4.000 ============== 0.523 0.278 1.880 4.000 18.000 ============== 11.000 18.000 21.000 22.000 ======== stop here ========= -2.454 0.206 -11.907 6.000 ========== stop1========= -1.751 0.006 -316.052 ========== stop2========= =============== third =============== 2.410 1.380 2.000 10.000 2.410 1.380 3.000 9.000 0.520 2.573 4.000 14.000 -2.044 -15.791 ================= 0.000 1.380 2.573 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 3.000 =========core regression ========= 0.520 2.573 ========== first group ===== 0.520 0.202 2.573 3.000 ============== 0.520 0.202 2.573 3.000 15.000 ============== 12.000 13.000 14.000 ======== stop here ========= ============== 2nd + 3rd together ============ -2.595 0.078 -33.081 7.000 ========== stop3========= -1.494 0.020 -74.424 ========== stop4========= =============== forth =============== 5.533 5.135 2.000 10.000 5.533 5.135 3.000 2.000 3.666 10.352 4.000 7.000 2.696 18.391 5.000 15.000 2.446 14.847 6.000 1.000 2.318 11.844 7.000 13.000 3.782 13.578 8.000 12.000 1.059 11.037 9.000 8.000 0.783 7.727 10.000 6.000 0.127 1.775 ================= 0.000 5.135 10.352 18.391 14.847 11.844 13.578 11.037 7.727 1.775 0.000 0.000 0.000 0.000 0.000 4.000 =========core regression ========= 2.696 18.391 15.000 2.446 14.847 1.000 2.408 10.939 13.000 3.960 14.568 8.000 0.143 1.017 ========== first group ===== 2.028 0.117 17.297 8.000 ============== 2.028 0.117 17.297 8.000 7.000 ============== 1.000 2.000 9.000 10.000 16.000 17.000 20.000 24.000 ======== stop here ========= ============== 2nd + 3rd +4th together ============ -2.490 0.045 -55.188 15.000 ========== stop3========= -2.109 0.035 -59.406 ========== stop4========= =============== fifth =============== 1.660 0.849 2.000 4.000 1.660 0.849 3.000 5.000 0.275 1.838 4.000 2.000 -1.276 -10.168 ================= 0.000 0.849 1.838 0.000 0.000 0.000 0.000 3.000 =========core regression ========= 0.275 1.838 ========== first group ===== 0.275 0.149 1.838 3.000 ============== 0.275 0.149 1.838 3.000 4.000 ============== 8.000 15.000 19.000 ======== stop here ========= ============== 2nd + 3rd +4th + 5th together ============ -2.573 0.042 -61.120 18.000 ============== 4th + 5th together ============ -0.044 0.102 -0.431 11.000 ============== 3rd +4th + 5th together ============ -1.078 0.039 -27.789 14.000 ========== stop3========= -2.637 0.051 -52.131 ========== stop4========= =============== sixth =============== 3.000 6.000 7.000 23.000