{\rtf1\ansi \deff0{\fonttbl{\f0\fmodern SAS Monospace;}{\f1\fmodern SAS Monospace Bold;}}{\colortbl;\red0\green0\blue255;\red128\green0\blue0;\red255\green0\blue255;\red0\green128\blue0;\red0\green255\blue255;\red255\green255\blue0;\red255\green255\blue255;\red255\green0\blue0;\red0\green0\blue0;\red128\green0\blue128;\red192\green192\blue192;\red128\green128\blue0;\red255\green255\blue255;\red212\green208\blue200;\red0\green0\blue0;\red0\green128\blue128;}\pard\plain\f0\fs16 \par The SAS System 2676\par \par The CORR Procedure\par \par 1 With Variables: PERCSMMORT\par 52 Variables: BA_mha RD_sqftperac DBH SM_BA_mha site_qual1\par crown_close1 crown_struc1 elevation site_rock1 terrain1\par landform1 slope_pos1 position1 slope_perc aspect1\par microrelief1 soil_tex1 soil_drain1 Depth_to_RR Depth_A\par Depth_B A_Al A_Ca A_Mg A_K\par A_Ca_Al B_Ca_Al B_Al B_Ca B_K\par B_Mg pH_A pH_B DI fiveyearmeantemp\par fiveyearmeanprecip fiveyearmeanz annualmintemp annualmaxtemp annualmeantemp\par summermeanprecip Defol_2002 Defol_2004 Defol_2005 Defol_2006\par Defol_2007 DSI total_defol defol PERCSM\par annualmeanprecip management\par \par \par Simple Statistics\par \par Variable N Mean Std Dev Sum Minimum Maximum Label\par \par PERCSMMORT 45 1.74134 3.10484 78.36048 0 13.51351 PERCSMMORT\par BA_mha 45 26.68846 6.35089 1201 17.19793 45.00971 BA_mha\par RD_sqftperac 45 98.28456 25.73509 4423 37.47899 173.15755 RD_sqftperac\par DBH 45 36.78767 8.27371 1655 24.69231 73.16667 DBH\par SM_BA_mha 45 23.05926 7.08595 1038 13.70151 44.80630 SM_BA_mha\par site_qual1 45 1.95556 0.60135 88.00000 1.00000 3.00000\par crown_close1 45 2.13333 0.62523 96.00000 1.00000 3.00000\par crown_struc1 45 1.60000 0.71985 72.00000 1.00000 3.00000\par elevation 45 544.71111 189.86989 24512 225.00000 1200 elevation\par site_rock1 45 1.68889 0.73306 76.00000 1.00000 3.00000\par terrain1 45 2.15556 0.47461 97.00000 1.00000 3.00000\par landform1 45 4.51111 1.57570 203.00000 1.00000 8.00000\par slope_pos1 45 1.97778 0.81153 89.00000 1.00000 5.00000\par position1 45 1.13333 0.40452 51.00000 1.00000 3.00000\par slope_perc 45 17.00000 9.17011 765.00000 0 40.00000 slope_perc\par aspect1 44 1.72727 0.69428 76.00000 1.00000 3.00000\par microrelief1 45 1.97778 0.49949 89.00000 1.00000 3.00000\par soil_tex1 45 5.62222 1.65542 253.00000 2.00000 7.00000\par soil_drain1 42 1.16667 0.37720 49.00000 1.00000 2.00000\par Depth_to_RR 31 40.86403 9.98974 1267 20.35000 64.58000 Depth_to_RR\par Depth_A 29 11.58200 6.42382 335.87800 4.30000 32.00000 Depth_A\par Depth_B 31 21.21735 4.99738 657.73800 11.00000 38.70000 Depth_B\par A_Al 29 3.24044 2.56990 93.97263 0.02290 8.79331 A_Al\par \par The SAS System 2677\par \par The CORR Procedure\par \par Simple Statistics\par \par Variable N Mean Std Dev Sum Minimum Maximum Label\par \par A_Ca 29 6.13192 6.90503 177.82568 0.68803 25.44952 A_Ca\par A_Mg 29 0.76498 0.64825 22.18450 0.07373 2.43900 A_Mg\par A_K 29 0.22652 0.11234 6.56903 0.04660 0.44267 A_K\par A_Ca_Al 29 51.03536 140.19580 1480 0.09675 669.92695 A_Ca_Al\par B_Ca_Al 31 50.26650 217.78394 1558 0.10084 1198 B_Ca_Al\par B_Al 31 2.24772 1.64988 69.67935 0.01316 5.50402 B_Al\par B_Ca 31 2.36972 3.45426 73.46131 0.24628 15.76054 B_Ca\par B_K 31 0.09475 0.06029 2.93720 0.03060 0.25659 B_K\par B_Mg 31 0.30262 0.31409 9.38115 0.06072 1.32921 B_Mg\par pH_A 29 4.83897 0.49603 140.33000 3.99000 5.84000 pH_A\par pH_B 31 5.14419 0.56834 159.47000 4.56000 7.34000 pH_B\par DI 43 37.69767 13.96345 1621 16.00000 81.00000 DI\par fiveyearmeantemp 45 6.28778 1.16527 282.95000 4.91667 9.16667 fiveyearmeantemp\par fiveyearmeanprecip 45 109.61901 6.97673 4933 90.06840 122.68200 fiveyearmeanprecip\par fiveyearmeanz 45 1.10600 0.30657 49.77000 0.40000 1.44000 fiveyearmeanz\par annualmintemp 45 0.64395 1.50348 28.97778 -2.16667 4.00000 annualmintemp\par annualmaxtemp 45 12.68395 1.07824 570.77778 10.33333 15.45556 annualmaxtemp\par annualmeantemp 45 6.68222 1.15076 300.70000 4.55556 9.27778 annualmeantemp\par summermeanprecip 45 39.35025 3.97046 1771 33.04540 47.42180 summermeanprecip\par Defol_2002 45 0.02222 0.14907 1.00000 0 1.00000 Defol_2002\par Defol_2004 45 0.17778 0.38665 8.00000 0 1.00000 Defol_2004\par Defol_2005 45 0.33333 0.47673 15.00000 0 1.00000 Defol_2005\par Defol_2006 45 0.44444 0.50252 20.00000 0 1.00000 Defol_2006\par Defol_2007 45 0.08889 0.28780 4.00000 0 1.00000 Defol_2007\par DSI 45 1.20000 1.47093 54.00000 0 5.00000 DSI\par total_defol 45 1.06667 1.09545 48.00000 0 3.00000 total_defol\par defol 45 0.55556 0.50252 25.00000 0 1.00000 defol\par PERCSM 45 0.85272 0.11967 38.37221 0.57377 1.00000 PERCSM\par annualmeanprecip 45 106.19227 10.46706 4779 84.75980 128.87782 annualmeanprecip\par management 45 1.66667 0.47673 75.00000 1.00000 2.00000 management\par \par \par \par The SAS System 2678\par \par The CORR Procedure\par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par site_ crown_ crown_ site_\par BA_mha RD_sqftperac DBH SM_BA_mha qual1 close1 struc1 elevation rock1 terrain1\par \par PERCSMMORT -0.30008 -0.18638 -0.14652 -0.13528 0.16528 -0.17934 -0.26108 0.01577 0.18455 0.28904\par PERCSMMORT 0.0452 0.2202 0.3368 0.3756 0.2779 0.2385 0.0832 0.9181 0.2249 0.0541\par 45 45 45 45 45 45 45 45 45 45\par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par slope_ slope_ soil_ Depth_\par landform1 pos1 position1 perc aspect1 microrelief1 soil_tex1 drain1 to_RR Depth_A\par \par PERCSMMORT 0.03269 0.18134 0.09996 0.02448 -0.07223 0.37701 0.01196 -0.05085 0.29786 0.31402\par PERCSMMORT 0.8312 0.2332 0.5136 0.8732 0.6412 0.0107 0.9379 0.7491 0.1036 0.0971\par 45 45 45 45 44 45 45 42 31 29\par \par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par Depth_B A_Al A_Ca A_Mg A_K A_Ca_Al B_Ca_Al B_Al B_Ca B_K\par \par PERCSMMORT 0.19583 -0.06666 -0.16935 -0.20371 -0.21741 -0.15511 -0.13926 -0.08045 -0.30809 -0.38988\par PERCSMMORT 0.2911 0.7312 0.3798 0.2892 0.2573 0.4217 0.4550 0.6670 0.0918 0.0301\par 31 29 29 29 29 29 31 31 31 31\par \par \par The SAS System 2679\par \par The CORR Procedure\par \par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par B_Mg pH_A pH_B DI fiveyearmeantemp fiveyearmeanprecip fiveyearmeanz annualmintemp\par \par PERCSMMORT -0.36681 -0.00915 -0.12865 -0.11220 -0.17827 -0.10411 -0.46032 -0.32094\par PERCSMMORT 0.0424 0.9624 0.4904 0.4738 0.2413 0.4961 0.0015 0.0316\par 31 29 31 43 45 45 45 45\par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par Defol_ Defol_ Defol_ Defol_ Defol_\par annualmaxtemp annualmeantemp summermeanprecip 2002 2004 2005 2006 2007\par \par PERCSMMORT -0.19243 -0.30101 -0.08699 -0.08551 -0.08343 0.25337 0.24313 0.03371\par PERCSMMORT 0.2054 0.0445 0.5699 0.5765 0.5858 0.0931 0.1075 0.8260\par 45 45 45 45 45 45 45 45\par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par total_\par DSI defol defol PERCSM annualmeanprecip management\par \par PERCSMMORT 0.10591 0.18957 0.16833 0.06188 -0.02077 0.03547\par PERCSMMORT 0.4887 0.2123 0.2690 0.6863 0.8923 0.8170\par 45 45 45 45 45 45\par \par The SAS System 2680\par \par The CORR Procedure\par \par 1 With Variables: Dieback_08\par 52 Variables: BA_mha RD_sqftperac DBH SM_BA_mha site_qual1\par crown_close1 crown_struc1 elevation site_rock1 terrain1\par landform1 slope_pos1 position1 slope_perc aspect1\par microrelief1 soil_tex1 soil_drain1 Depth_to_RR Depth_A\par Depth_B A_Al A_Ca A_Mg A_K\par A_Ca_Al B_Ca_Al B_Al B_Ca B_K\par B_Mg pH_A pH_B DI fiveyearmeantemp\par fiveyearmeanprecip fiveyearmeanz annualmintemp annualmaxtemp annualmeantemp\par summermeanprecip Defol_2002 Defol_2004 Defol_2005 Defol_2006\par Defol_2007 DSI total_defol defol PERCSM\par annualmeanprecip management\par \par \par Simple Statistics\par \par Variable N Mean Std Dev Sum Minimum Maximum Label\par \par Dieback_08 45 8.32621 5.72141 374.67957 2.00000 30.55556 Dieback_08\par BA_mha 45 26.68846 6.35089 1201 17.19793 45.00971 BA_mha\par RD_sqftperac 45 98.28456 25.73509 4423 37.47899 173.15755 RD_sqftperac\par DBH 45 36.78767 8.27371 1655 24.69231 73.16667 DBH\par SM_BA_mha 45 23.05926 7.08595 1038 13.70151 44.80630 SM_BA_mha\par site_qual1 45 1.95556 0.60135 88.00000 1.00000 3.00000\par crown_close1 45 2.13333 0.62523 96.00000 1.00000 3.00000\par crown_struc1 45 1.60000 0.71985 72.00000 1.00000 3.00000\par elevation 45 544.71111 189.86989 24512 225.00000 1200 elevation\par site_rock1 45 1.68889 0.73306 76.00000 1.00000 3.00000\par terrain1 45 2.15556 0.47461 97.00000 1.00000 3.00000\par landform1 45 4.51111 1.57570 203.00000 1.00000 8.00000\par slope_pos1 45 1.97778 0.81153 89.00000 1.00000 5.00000\par position1 45 1.13333 0.40452 51.00000 1.00000 3.00000\par slope_perc 45 17.00000 9.17011 765.00000 0 40.00000 slope_perc\par aspect1 44 1.72727 0.69428 76.00000 1.00000 3.00000\par microrelief1 45 1.97778 0.49949 89.00000 1.00000 3.00000\par soil_tex1 45 5.62222 1.65542 253.00000 2.00000 7.00000\par soil_drain1 42 1.16667 0.37720 49.00000 1.00000 2.00000\par Depth_to_RR 31 40.86403 9.98974 1267 20.35000 64.58000 Depth_to_RR\par Depth_A 29 11.58200 6.42382 335.87800 4.30000 32.00000 Depth_A\par Depth_B 31 21.21735 4.99738 657.73800 11.00000 38.70000 Depth_B\par A_Al 29 3.24044 2.56990 93.97263 0.02290 8.79331 A_Al\par \par The SAS System 2681\par \par The CORR Procedure\par \par Simple Statistics\par \par Variable N Mean Std Dev Sum Minimum Maximum Label\par \par A_Ca 29 6.13192 6.90503 177.82568 0.68803 25.44952 A_Ca\par A_Mg 29 0.76498 0.64825 22.18450 0.07373 2.43900 A_Mg\par A_K 29 0.22652 0.11234 6.56903 0.04660 0.44267 A_K\par A_Ca_Al 29 51.03536 140.19580 1480 0.09675 669.92695 A_Ca_Al\par B_Ca_Al 31 50.26650 217.78394 1558 0.10084 1198 B_Ca_Al\par B_Al 31 2.24772 1.64988 69.67935 0.01316 5.50402 B_Al\par B_Ca 31 2.36972 3.45426 73.46131 0.24628 15.76054 B_Ca\par B_K 31 0.09475 0.06029 2.93720 0.03060 0.25659 B_K\par B_Mg 31 0.30262 0.31409 9.38115 0.06072 1.32921 B_Mg\par pH_A 29 4.83897 0.49603 140.33000 3.99000 5.84000 pH_A\par pH_B 31 5.14419 0.56834 159.47000 4.56000 7.34000 pH_B\par DI 43 37.69767 13.96345 1621 16.00000 81.00000 DI\par fiveyearmeantemp 45 6.28778 1.16527 282.95000 4.91667 9.16667 fiveyearmeantemp\par fiveyearmeanprecip 45 109.61901 6.97673 4933 90.06840 122.68200 fiveyearmeanprecip\par fiveyearmeanz 45 1.10600 0.30657 49.77000 0.40000 1.44000 fiveyearmeanz\par annualmintemp 45 0.64395 1.50348 28.97778 -2.16667 4.00000 annualmintemp\par annualmaxtemp 45 12.68395 1.07824 570.77778 10.33333 15.45556 annualmaxtemp\par annualmeantemp 45 6.68222 1.15076 300.70000 4.55556 9.27778 annualmeantemp\par summermeanprecip 45 39.35025 3.97046 1771 33.04540 47.42180 summermeanprecip\par Defol_2002 45 0.02222 0.14907 1.00000 0 1.00000 Defol_2002\par Defol_2004 45 0.17778 0.38665 8.00000 0 1.00000 Defol_2004\par Defol_2005 45 0.33333 0.47673 15.00000 0 1.00000 Defol_2005\par Defol_2006 45 0.44444 0.50252 20.00000 0 1.00000 Defol_2006\par Defol_2007 45 0.08889 0.28780 4.00000 0 1.00000 Defol_2007\par DSI 45 1.20000 1.47093 54.00000 0 5.00000 DSI\par total_defol 45 1.06667 1.09545 48.00000 0 3.00000 total_defol\par defol 45 0.55556 0.50252 25.00000 0 1.00000 defol\par PERCSM 45 0.85272 0.11967 38.37221 0.57377 1.00000 PERCSM\par annualmeanprecip 45 106.19227 10.46706 4779 84.75980 128.87782 annualmeanprecip\par management 45 1.66667 0.47673 75.00000 1.00000 2.00000 management\par \par \par \par The SAS System 2682\par \par The CORR Procedure\par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par site_ crown_ crown_ site_\par BA_mha RD_sqftperac DBH SM_BA_mha qual1 close1 struc1 elevation rock1 terrain1\par \par Dieback_08 -0.36024 -0.23364 -0.20055 -0.31716 0.16339 -0.22126 -0.12432 -0.10479 0.00938 0.13771\par Dieback_08 0.0151 0.1224 0.1865 0.0338 0.2835 0.1441 0.4158 0.4933 0.9512 0.3670\par 45 45 45 45 45 45 45 45 45 45\par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par slope_ slope_ soil_ Depth_\par landform1 pos1 position1 perc aspect1 microrelief1 soil_tex1 drain1 to_RR Depth_A\par \par Dieback_08 -0.21160 0.15275 0.10524 -0.11245 0.01003 0.37269 0.18436 -0.01213 0.07374 0.23950\par Dieback_08 0.1629 0.3165 0.4914 0.4620 0.9485 0.0117 0.2254 0.9392 0.6934 0.2108\par 45 45 45 45 44 45 45 42 31 29\par \par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par Depth_B A_Al A_Ca A_Mg A_K A_Ca_Al B_Ca_Al B_Al B_Ca B_K\par \par Dieback_08 -0.12256 0.17648 -0.31440 -0.36427 -0.41214 -0.18783 -0.17636 0.10007 -0.32595 -0.30320\par Dieback_08 0.5113 0.3598 0.0967 0.0521 0.0263 0.3292 0.3426 0.5922 0.0735 0.0973\par 31 29 29 29 29 29 31 31 31 31\par \par \par The SAS System 2683\par \par The CORR Procedure\par \par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par B_Mg pH_A pH_B DI fiveyearmeantemp fiveyearmeanprecip fiveyearmeanz annualmintemp\par \par Dieback_08 -0.33182 -0.06788 -0.24932 -0.10092 -0.33983 0.00021 -0.48134 -0.26955\par Dieback_08 0.0682 0.7264 0.1762 0.5196 0.0224 0.9989 0.0008 0.0734\par 31 29 31 43 45 45 45 45\par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par Defol_ Defol_ Defol_ Defol_ Defol_\par annualmaxtemp annualmeantemp summermeanprecip 2002 2004 2005 2006 2007\par \par Dieback_08 -0.33338 -0.34351 -0.01299 -0.08308 -0.15077 0.24804 0.26348 0.11110\par Dieback_08 0.0252 0.0209 0.9325 0.5874 0.3228 0.1004 0.0803 0.4675\par 45 45 45 45 45 45 45 45\par \par Pearson Correlation Coefficients\par Prob > |r| under H0: Rho=0\par Number of Observations\par \par total_\par DSI defol defol PERCSM annualmeanprecip management\par \par Dieback_08 0.07772 0.19348 0.26420 -0.03685 -0.04552 0.17914\par Dieback_08 0.6118 0.2029 0.0795 0.8101 0.7665 0.2390\par 45 45 45 45 45 45\par \par The SAS System 2684\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 73\par Number of Observations Used 31\par Number of Observations with Missing Values 42\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 3 66.26410 22.08803 1.95 0.1453\par Error 27 305.80302 11.32604\par Corrected Total 30 372.06712\par \par \par Root MSE 3.36542 R-Square 0.1781\par Dependent Mean 2.10393 Adj R-Sq 0.0868\par Coeff Var 159.95834\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 4.26636 1.14507 3.73 0.0009 0\par B_Ca B_Ca 1 0.02187 0.40071 0.05 0.9569 5.07464\par B_Mg B_Mg 1 -2.52048 4.86642 -0.52 0.6087 6.18830\par B_K B_K 1 -15.31952 13.09438 -1.17 0.2523 1.65072\par \par \par \par The SAS System 2685\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Collinearity Diagnostics\par \par Condition -----------------Proportion of Variation----------------\par Number Eigenvalue Index Intercept B_Ca B_Mg B_K\par \par 1 3.28938 1.00000 0.01890 0.00955 0.00694 0.01365\par 2 0.52631 2.49997 0.21920 0.09303 0.01737 0.03429\par 3 0.13271 4.97867 0.76187 0.07269 0.00223 0.72070\par 4 0.05160 7.98422 0.00003152 0.82473 0.97347 0.23135\par \par The SAS System 2686\par \par The REG Procedure\par Model: MODEL2\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 73\par Number of Observations Used 31\par Number of Observations with Missing Values 42\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 2 97.83560 48.91780 4.99 0.0140\par Error 28 274.23152 9.79398\par Corrected Total 30 372.06712\par \par \par Root MSE 3.12953 R-Square 0.2630\par Dependent Mean 2.10393 Adj R-Sq 0.2103\par Coeff Var 148.74678\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 -0.57236 6.95755 -0.08 0.9350 0\par annualmintemp annualmintemp 1 -1.60627 0.92510 -1.74 0.0935 6.22340\par annualmeantemp annualmeantemp 1 0.59728 1.12253 0.53 0.5989 6.22340\par \par \par \par The SAS System 2687\par \par The REG Procedure\par Model: MODEL2\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Collinearity Diagnostics\par \par Condition ------------Proportion of Variation-----------\par Number Eigenvalue Index Intercept annualmintemp annualmeantemp\par \par 1 2.43314 1.00000 0.00097541 0.01185 0.00084887\par 2 0.56401 2.07702 0.00234 0.15851 0.00052180\par 3 0.00284 29.25098 0.99669 0.82964 0.99863\par \par The SAS System 2688\par \par The REG Procedure\par Model: MODEL3\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 73\par Number of Observations Used 31\par Number of Observations with Missing Values 42\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 2 59.16020 29.58010 2.65 0.0885\par Error 28 312.90692 11.17525\par Corrected Total 30 372.06712\par \par \par Root MSE 3.34294 R-Square 0.1590\par Dependent Mean 2.10393 Adj R-Sq 0.0989\par Coeff Var 158.88996\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 7.55295 2.67110 2.83 0.0086 0\par BA_mha BA_mha 1 -0.12417 0.09482 -1.31 0.2010 1.03272\par crown_struc1 1 -1.29023 0.79225 -1.63 0.1146 1.03272\par \par \par \par The SAS System 2689\par \par The REG Procedure\par Model: MODEL3\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Collinearity Diagnostics\par \par ---------Proportion of Variation---------\par Condition crown_\par Number Eigenvalue Index Intercept BA_mha struc1\par \par 1 2.85734 1.00000 0.00600 0.00654 0.01847\par 2 0.11395 5.00745 0.05675 0.09612 0.96658\par 3 0.02871 9.97695 0.93724 0.89734 0.01495\par \par The SAS System 2690\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 73\par Number of Observations Used 29\par Number of Observations with Missing Values 44\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 2 170.32844 85.16422 2.01 0.1545\par Error 26 1102.59530 42.40751\par Corrected Total 28 1272.92374\par \par \par Root MSE 6.51210 R-Square 0.1338\par Dependent Mean 8.29733 Adj R-Sq 0.0672\par Coeff Var 78.48435\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 18.26276 5.21158 3.50 0.0017 0\par BA_mha BA_mha 1 -0.30091 0.29746 -1.01 0.3210 2.43990\par SM_BA_mha SM_BA_mha 1 -0.08551 0.25877 -0.33 0.7437 2.43990\par \par \par \par The SAS System 2691\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Collinearity Diagnostics\par \par Condition ---------Proportion of Variation---------\par Number Eigenvalue Index Intercept BA_mha SM_BA_mha\par \par 1 2.93764 1.00000 0.00606 0.00253 0.00428\par 2 0.04789 7.83207 0.64811 0.00620 0.32354\par 3 0.01447 14.24715 0.34583 0.99127 0.67219\par \par The SAS System 2692\par \par The REG Procedure\par Model: MODEL2\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 73\par Number of Observations Used 29\par Number of Observations with Missing Values 44\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 6 274.12671 45.68779 1.01 0.4463\par Error 22 998.79702 45.39986\par Corrected Total 28 1272.92374\par \par \par Root MSE 6.73794 R-Square 0.2154\par Dependent Mean 8.29733 Adj R-Sq 0.0014\par Coeff Var 81.20616\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 14.52781 3.18549 4.56 0.0002 0\par A_Ca A_Ca 1 0.18821 0.51437 0.37 0.7179 7.78025\par A_Mg A_Mg 1 -1.20224 6.45680 -0.19 0.8540 10.80481\par A_K A_K 1 -23.52562 21.89474 -1.07 0.2942 3.73122\par B_Ca B_Ca 1 -0.49349 1.39475 -0.35 0.7268 14.98467\par B_Mg B_Mg 1 0.63887 18.96006 0.03 0.9734 22.72718\par B_K B_K 1 -1.03297 37.57126 -0.03 0.9783 3.17573\par \par \par \par The SAS System 2693\par \par The REG Procedure\par Model: MODEL2\par Dependent Variable: Dieback_08 Dieback_08\par \par Collinearity Diagnostics\par \par Condition\par Number Eigenvalue Index\par \par 1 5.64192 1.00000\par 2 0.62042 3.01558\par 3 0.43607 3.59697\par 4 0.13673 6.42367\par 5 0.11505 7.00289\par 6 0.04001 11.87548\par 7 0.00982 23.97185\par \par Collinearity Diagnostics\par \par ---------------------------------------Proportion of Variation---------------------------------------\par Number Intercept A_Ca A_Mg A_K B_Ca B_Mg B_K\par \par 1 0.00371 0.00171 0.00104 0.00140 0.00099258 0.00057022 0.00214\par 2 0.06209 0.00172 0.00005636 0.01237 0.02726 0.00509 0.00747\par 3 0.01484 0.07036 0.01090 0.00329 0.00274 0.00644 0.04132\par 4 0.00271 0.09988 0.12578 0.00187 0.03009 0.02227 0.06897\par 5 0.68793 8.005988E-7 0.01094 0.01052 0.03635 0.00068003 0.24105\par 6 0.21871 0.25137 0.01346 0.77589 0.10014 0.00258 0.18285\par 7 0.01002 0.57496 0.83782 0.19466 0.80241 0.96237 0.45621\par \par The SAS System 2694\par \par The REG Procedure\par Model: MODEL3\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 73\par Number of Observations Used 29\par Number of Observations with Missing Values 44\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 4 501.69551 125.42388 3.90 0.0140\par Error 24 771.22823 32.13451\par Corrected Total 28 1272.92374\par \par \par Root MSE 5.66873 R-Square 0.3941\par Dependent Mean 8.29733 Adj R-Sq 0.2931\par Coeff Var 68.31995\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 14.64518 16.79896 0.87 0.3920 0\par annualmintemp annualmintemp 1 38.49524 16.36079 2.35 0.0272 530.16318\par annualmaxtemp annualmaxtemp 1 40.77405 17.50362 2.33 0.0286 418.08525\par annualmeantemp annualmeantemp 1 -80.07224 33.85708 -2.37 0.0265 1530.12703\par fiveyearmeantemp fiveyearmeantemp 1 -1.80939 1.56281 -1.16 0.2583 2.19172\par \par \par \par The SAS System 2695\par \par The REG Procedure\par Model: MODEL3\par Dependent Variable: Dieback_08 Dieback_08\par \par Collinearity Diagnostics\par \par Condition ----------------------------Proportion of Variation----------------------------\par Number Eigenvalue Index Intercept annualmintemp annualmaxtemp annualmeantemp fiveyearmeantemp\par \par 1 4.40718 1.00000 0.00019325 0.00003389 0.00000109 0.00000100 0.00048118\par 2 0.58076 2.75475 0.00048100 0.00198 0.00000143 1.377745E-7 0.00032121\par 3 0.00826 23.09551 0.00424 0.00000587 0.00039932 0.00030110 0.82039\par 4 0.00379 34.10045 0.72763 0.00439 0.00068766 0.00062401 0.11236\par 5 0.00001024 656.11278 0.26745 0.99360 0.99891 0.99907 0.06645\par \par The SAS System 2696\par \par The REG Procedure\par Model: MODEL4\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 73\par Number of Observations Used 29\par Number of Observations with Missing Values 44\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 2 211.90652 105.95326 2.60 0.0937\par Error 26 1061.01722 40.80835\par Corrected Total 28 1272.92374\par \par \par Root MSE 6.38814 R-Square 0.1665\par Dependent Mean 8.29733 Adj R-Sq 0.1024\par Coeff Var 76.99034\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 23.23008 14.96093 1.55 0.1326 0\par annualmintemp annualmintemp 1 -1.14072 1.00137 -1.14 0.2650 1.56391\par annualmaxtemp annualmaxtemp 1 -1.07865 1.20640 -0.89 0.3795 1.56391\par \par \par \par The SAS System 2697\par \par The REG Procedure\par Model: MODEL4\par Dependent Variable: Dieback_08 Dieback_08\par \par Collinearity Diagnostics\par \par Condition -----------Proportion of Variation-----------\par Number Eigenvalue Index Intercept annualmintemp annualmaxtemp\par \par 1 2.44246 1.00000 0.00096799 0.04355 0.00092355\par 2 0.55451 2.09873 0.00164 0.61700 0.00099373\par 3 0.00302 28.42348 0.99740 0.33945 0.99808\par \par The SAS System 2698\par \par The REG Procedure\par Model: MODEL5\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 73\par Number of Observations Used 29\par Number of Observations with Missing Values 44\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 2 224.06644 112.03322 2.78 0.0807\par Error 26 1048.85730 40.34067\par Corrected Total 28 1272.92374\par \par \par Root MSE 6.35143 R-Square 0.1760\par Dependent Mean 8.29733 Adj R-Sq 0.1126\par Coeff Var 76.54789\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 25.00383 14.39135 1.74 0.0941 0\par annualmintemp annualmintemp 1 0.13469 1.89601 0.07 0.9439 5.67168\par annualmeantemp annualmeantemp 1 -2.43341 2.30955 -1.05 0.3017 5.67168\par \par \par \par The SAS System 2699\par \par The REG Procedure\par Model: MODEL5\par Dependent Variable: Dieback_08 Dieback_08\par \par Collinearity Diagnostics\par \par Condition ------------Proportion of Variation-----------\par Number Eigenvalue Index Intercept annualmintemp annualmeantemp\par \par 1 2.48251 1.00000 0.00097083 0.01256 0.00082925\par 2 0.51458 2.19644 0.00274 0.17569 0.00062554\par 3 0.00291 29.21604 0.99629 0.81175 0.99855\par \par The SAS System 2700\par \par The REG Procedure\par Model: MODEL6\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 73\par Number of Observations Used 29\par Number of Observations with Missing Values 44\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 2 225.25477 112.62739 2.80 0.0795\par Error 26 1047.66896 40.29496\par Corrected Total 28 1272.92374\par \par \par Root MSE 6.34783 R-Square 0.1770\par Dependent Mean 8.29733 Adj R-Sq 0.1136\par Coeff Var 76.50451\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 21.60094 15.08728 1.43 0.1641 0\par annualmeantemp annualmeantemp 1 -2.61838 2.04120 -1.28 0.2109 4.43525\par annualmaxtemp annualmaxtemp 1 0.37521 2.01880 0.19 0.8540 4.43525\par \par \par \par The SAS System 2701\par \par The REG Procedure\par Model: MODEL6\par Dependent Variable: Dieback_08 Dieback_08\par \par Collinearity Diagnostics\par \par Condition ------------Proportion of Variation-----------\par Number Eigenvalue Index Intercept annualmeantemp annualmaxtemp\par \par 1 2.98353 1.00000 0.00068053 0.00075316 0.00023050\par 2 0.01511 14.05358 0.19716 0.22896 0.00003808\par 3 0.00137 46.73897 0.80216 0.77028 0.99973\par \par The SAS System 2702\par \par The REG Procedure\par Model: MODEL7\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 73\par Number of Observations Used 29\par Number of Observations with Missing Values 44\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 2 154.64820 77.32410 1.80 0.1857\par Error 26 1118.27554 43.01060\par Corrected Total 28 1272.92374\par \par \par Root MSE 6.55825 R-Square 0.1215\par Dependent Mean 8.29733 Adj R-Sq 0.0539\par Coeff Var 79.04046\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 5.05244 2.47878 2.04 0.0518 0\par defol defol 1 0.20911 4.52562 0.05 0.9635 2.52874\par Defol_2006 Defol_2006 1 4.71060 4.07438 1.16 0.2581 2.52874\par \par \par \par The SAS System 2703\par \par The REG Procedure\par Model: MODEL7\par Dependent Variable: Dieback_08 Dieback_08\par \par Collinearity Diagnostics\par \par Condition ---------Proportion of Variation---------\par Number Eigenvalue Index Intercept defol Defol_2006\par \par 1 2.74074 1.00000 0.02801 0.01214 0.01659\par 2 0.19887 3.71237 0.76490 0.01822 0.22755\par 3 0.06039 6.73678 0.20709 0.96964 0.75586\par \par The SAS System 2704\par \par The REG Procedure\par Model: MODEL8\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 73\par Number of Observations Used 29\par Number of Observations with Missing Values 44\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 2 172.73808 86.36904 2.04 0.1502\par Error 26 1100.18565 42.31483\par Corrected Total 28 1272.92374\par \par \par Root MSE 6.50499 R-Square 0.1357\par Dependent Mean 8.29733 Adj R-Sq 0.0692\par Coeff Var 78.39855\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 11.04276 1.82279 6.06 <.0001 0\par A_Ca A_Ca 1 -0.21529 0.19820 -1.09 0.2873 1.23938\par B_Mg B_Mg 1 -4.50068 4.27452 -1.05 0.3021 1.23938\par \par \par \par The SAS System 2705\par \par The REG Procedure\par Model: MODEL8\par Dependent Variable: Dieback_08 Dieback_08\par \par Collinearity Diagnostics\par \par Condition ---------Proportion of Variation---------\par Number Eigenvalue Index Intercept A_Ca B_Mg\par \par 1 2.39042 1.00000 0.06064 0.06109 0.05719\par 2 0.32960 2.69304 0.62875 0.70976 0.00165\par 3 0.27998 2.92195 0.31061 0.22916 0.94116\par \par The SAS System 2706\par \par The REG Procedure\par Model: MODEL9\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 73\par Number of Observations Used 29\par Number of Observations with Missing Values 44\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 2 152.88542 76.44271 1.77 0.1895\par Error 26 1120.03832 43.07840\par Corrected Total 28 1272.92374\par \par \par Root MSE 6.56341 R-Square 0.1201\par Dependent Mean 8.29733 Adj R-Sq 0.0524\par Coeff Var 79.10273\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 10.39159 1.66437 6.24 <.0001 0\par A_Ca A_Ca 1 -0.19879 0.22563 -0.88 0.3864 1.57775\par B_Ca B_Ca 1 -0.34939 0.44086 -0.79 0.4352 1.57775\par \par \par \par The SAS System 2707\par \par The REG Procedure\par Model: MODEL9\par Dependent Variable: Dieback_08 Dieback_08\par \par Collinearity Diagnostics\par \par Condition ---------Proportion of Variation---------\par Number Eigenvalue Index Intercept A_Ca B_Ca\par \par 1 2.34373 1.00000 0.06964 0.05374 0.05951\par 2 0.42699 2.34285 0.80786 0.03008 0.31232\par 3 0.22928 3.19721 0.12251 0.91617 0.62817\par \par The SAS System 2708\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.2555 0.2298 12.9251 71.8914 72.8973 3.09061 annualmintemp\par 1 0.2198 0.1929 14.8388 73.3428 74.1724 3.16381 fiveyearmeanz\par 1 0.1862 0.1582 16.6397 74.6492 75.3229 3.23119 microrelief1\par 1 0.1075 0.0767 20.8617 77.5121 77.8546 3.38388 crown_struc1\par 1 0.0949 0.0637 21.5365 77.9461 78.2398 3.40765 B_Ca\par 1 0.0607 0.0283 23.3723 79.0970 79.2628 3.47150 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.4040 0.3615 6.9600 66.9933 68.8113 2.81413 microrelief1 fiveyearmeanz\par 2 0.3737 0.3290 8.5861 68.5317 70.0579 2.88484 crown_struc1 fiveyearmeanz\par 2 0.3656 0.3203 9.0215 68.9311 70.3824 2.90348 microrelief1 annualmintemp\par 2 0.3284 0.2804 11.0178 70.6987 71.8240 2.98745 fiveyearmeanz annualmintemp\par 2 0.3155 0.2667 11.7049 71.2845 72.3036 3.01580 B_Ca fiveyearmeanz\par 2 0.2897 0.2390 13.0893 72.4322 73.2461 3.07215 B_Ca annualmintemp\par 2 0.2669 0.2145 14.3143 73.4135 74.0551 3.12116 annualmintemp Defol_2005\par 2 0.2645 0.2120 14.4424 73.5143 74.1384 3.12624 crown_struc1 annualmintemp\par 2 0.2403 0.1861 15.7386 74.5167 74.9681 3.17720 microrelief1 B_Ca\par 2 0.2204 0.1647 16.8087 75.3205 75.6357 3.21866 microrelief1 Defol_2005\par 2 0.2200 0.1643 16.8277 75.3346 75.6474 3.21939 fiveyearmeanz Defol_2005\par 2 0.2056 0.1489 17.6001 75.9018 76.1197 3.24898 microrelief1 crown_struc1\par 2 0.1463 0.0853 20.7801 78.1336 77.9880 3.36806 crown_struc1 B_Ca\par 2 0.1431 0.0819 20.9547 78.2516 78.0872 3.37447 B_Ca Defol_2005\par 2 0.1366 0.0749 21.3005 78.4840 78.2828 3.38715 crown_struc1 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.4593 0.3992 5.9970 65.9772 68.5203 2.72970 microrelief1 fiveyearmeanz annualmintemp\par 3 0.4590 0.3988 6.0144 65.9958 68.5339 2.73052 microrelief1 B_Ca fiveyearmeanz\par 3 0.4490 0.3878 6.5486 66.5614 68.9495 2.75554 microrelief1 crown_struc1 fiveyearmeanz\par 3 0.4122 0.3468 8.5244 68.5679 70.4342 2.84618 microrelief1 fiveyearmeanz Defol_2005\par 3 0.4059 0.3399 8.8593 68.8954 70.6782 2.86125 crown_struc1 fiveyearmeanz Defol_2005\par 3 0.4028 0.3364 9.0263 69.0575 70.7991 2.86874 crown_struc1 B_Ca fiveyearmeanz\par \par The SAS System 2709\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 3 0.3863 0.3181 9.9095 69.9008 71.4299 2.90803 crown_struc1 fiveyearmeanz annualmintemp\par 3 0.3854 0.3171 9.9593 69.9477 71.4651 2.91023 microrelief1 B_Ca annualmintemp\par 3 0.3797 0.3108 10.2648 70.2337 71.6798 2.92369 fiveyearmeanz annualmintemp Defol_2005\par 3 0.3786 0.3095 10.3255 70.2902 71.7222 2.92635 B_Ca fiveyearmeanz annualmintemp\par 3 0.3779 0.3088 10.3599 70.3223 71.7463 2.92786 microrelief1 annualmintemp Defol_2005\par 3 0.3687 0.2985 10.8562 70.7800 72.0909 2.94956 microrelief1 crown_struc1 annualmintemp\par 3 0.3179 0.2421 13.5774 73.1766 73.9102 3.06581 B_Ca fiveyearmeanz Defol_2005\par 3 0.2975 0.2195 14.6717 74.0904 74.6109 3.11133 B_Ca annualmintemp Defol_2005\par 3 0.2913 0.2126 15.0049 74.3634 74.8210 3.12506 crown_struc1 B_Ca annualmintemp\par 3 0.2740 0.1934 15.9306 75.1095 75.3968 3.16289 crown_struc1 annualmintemp Defol_2005\par 3 0.2692 0.1880 16.1883 75.3140 75.5551 3.17334 microrelief1 B_Ca Defol_2005\par 3 0.2443 0.1603 17.5254 76.3540 76.3632 3.22702 microrelief1 crown_struc1 B_Ca\par 3 0.2312 0.1457 18.2307 76.8890 76.7807 3.25498 microrelief1 crown_struc1 Defol_2005\par 3 0.1758 0.0842 21.1992 79.0442 78.4768 3.37012 crown_struc1 B_Ca Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 4 0.5206 0.4469 4.7064 64.2432 68.2177 2.61911 microrelief1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.4918 0.4136 6.2553 66.0570 69.3931 2.69687 microrelief1 B_Ca fiveyearmeanz\par annualmintemp\par 4 0.4798 0.3997 6.8990 66.7806 69.8674 2.72853 microrelief1 crown_struc1 fiveyearmeanz\par Defol_2005\par 4 0.4784 0.3981 6.9739 66.8637 69.9221 2.73219 microrelief1 crown_struc1 B_Ca\par fiveyearmeanz\par 4 0.4709 0.3895 7.3724 67.3022 70.2112 2.75158 microrelief1 B_Ca fiveyearmeanz Defol_2005\par 4 0.4676 0.3857 7.5490 67.4945 70.3383 2.76013 microrelief1 crown_struc1 fiveyearmeanz\par annualmintemp\par 4 0.4477 0.3627 8.6191 68.6353 71.0971 2.81138 crown_struc1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.4323 0.3449 9.4450 69.4878 71.6695 2.85031 crown_struc1 B_Ca fiveyearmeanz Defol_2005\par 4 0.4246 0.3361 9.8558 69.9033 71.9500 2.86947 B_Ca fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.4130 0.3227 10.4800 70.5242 72.3712 2.89835 crown_struc1 B_Ca fiveyearmeanz\par annualmintemp\par \par The SAS System 2710\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.3951 0.3021 11.4361 71.4517 73.0050 2.94204 microrelief1 crown_struc1 B_Ca\par annualmintemp\par 4 0.3948 0.3017 11.4568 71.4714 73.0186 2.94297 microrelief1 B_Ca annualmintemp Defol_2005\par 4 0.3827 0.2877 12.1037 72.0832 73.4397 2.97216 microrelief1 crown_struc1 annualmintemp\par Defol_2005\par 4 0.2986 0.1907 16.6121 76.0414 76.2216 3.16809 crown_struc1 B_Ca annualmintemp Defol_2005\par 4 0.2702 0.1579 18.1375 77.2738 77.1081 3.23169 microrelief1 crown_struc1 B_Ca Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.5479 0.4574 5.2462 64.4303 69.6177 2.59401 microrelief1 B_Ca fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5323 0.4387 6.0819 65.4808 70.2009 2.63834 microrelief1 crown_struc1 fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5064 0.4077 7.4675 67.1476 71.1440 2.71023 microrelief1 crown_struc1 B_Ca\par fiveyearmeanz Defol_2005\par 5 0.4940 0.3928 8.1343 67.9190 71.5880 2.74416 microrelief1 crown_struc1 B_Ca\par fiveyearmeanz annualmintemp\par 5 0.4683 0.3619 9.5156 69.4583 72.4886 2.81314 crown_struc1 B_Ca fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.4065 0.2878 12.8286 72.8656 74.5519 2.97207 microrelief1 crown_struc1 B_Ca\par annualmintemp Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 6 0.5525 0.4406 7.0000 66.1139 72.0271 2.63403 microrelief1 crown_struc1 B_Ca\par fiveyearmeanz annualmintemp Defol_2005\par \par \par \par The SAS System 2711\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 6 205.55277 34.25880 4.94 0.0020\par Error 24 166.51435 6.93810\par Corrected Total 30 372.06712\par \par \par Root MSE 2.63403 R-Square 0.5525\par Dependent Mean 2.10393 Adj R-Sq 0.4406\par Coeff Var 125.19532\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 5.90562 4.56383 1.29 0.2080 0\par microrelief1 1 2.61658 1.23133 2.13 0.0441 1.31117\par crown_struc1 1 -0.44925 0.90549 -0.50 0.6243 2.17288\par B_Ca B_Ca 1 -0.15802 0.15192 -1.04 0.3086 1.19081\par fiveyearmeanz fiveyearmeanz 1 -6.14607 2.19662 -2.80 0.0100 1.84708\par annualmintemp annualmintemp 1 -0.77007 0.49024 -1.57 0.1293 2.46704\par Defol_2005 Defol_2005 1 -2.40734 1.35978 -1.77 0.0894 2.04603\par \par The SAS System 2712\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Durbin-Watson D 2.041\par Number of Observations 31\par 1st Order Autocorrelation -0.022\par \par The SAS System 2713\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.2555 0.2298 14.4314 71.8914 72.7575 3.09061 annualmintemp\par 1 0.2198 0.1929 16.4173 73.3428 74.0352 3.16381 fiveyearmeanz\par 1 0.1862 0.1582 18.2861 74.6492 75.1883 3.23119 microrelief1\par 1 0.1346 0.1047 21.1620 76.5579 76.8786 3.33221 B_Mg\par 1 0.1075 0.0767 22.6674 77.5121 77.7261 3.38388 crown_struc1\par 1 0.0607 0.0283 25.2727 79.0970 79.1379 3.47150 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.4040 0.3615 8.1658 66.9933 68.5930 2.81413 microrelief1 fiveyearmeanz\par 2 0.3737 0.3290 9.8532 68.5317 69.8440 2.88484 crown_struc1 fiveyearmeanz\par 2 0.3656 0.3203 10.3051 68.9311 70.1697 2.90348 microrelief1 annualmintemp\par 2 0.3439 0.2971 11.5110 69.9723 71.0211 2.95265 B_Mg fiveyearmeanz\par 2 0.3294 0.2815 12.3185 70.6504 71.5772 2.98512 B_Mg annualmintemp\par 2 0.3284 0.2804 12.3767 70.6987 71.6168 2.98745 fiveyearmeanz annualmintemp\par 2 0.2814 0.2301 14.9875 72.7918 73.3422 3.09002 microrelief1 B_Mg\par 2 0.2669 0.2145 15.7975 73.4135 73.8572 3.12116 annualmintemp Defol_2005\par 2 0.2645 0.2120 15.9305 73.5143 73.9409 3.12624 crown_struc1 annualmintemp\par 2 0.2204 0.1647 18.3861 75.3205 75.4446 3.21866 microrelief1 Defol_2005\par 2 0.2200 0.1643 18.4058 75.3346 75.4564 3.21939 fiveyearmeanz Defol_2005\par 2 0.2056 0.1489 19.2073 75.9018 75.9307 3.24898 microrelief1 crown_struc1\par 2 0.1995 0.1423 19.5464 76.1387 76.1292 3.26141 B_Mg Defol_2005\par 2 0.1864 0.1283 20.2758 76.6422 76.5515 3.28801 crown_struc1 B_Mg\par 2 0.1366 0.0749 23.0473 78.4840 78.1034 3.38715 crown_struc1 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.4906 0.4340 5.3473 64.1267 66.8578 2.64943 microrelief1 B_Mg fiveyearmeanz\par 3 0.4593 0.3992 7.0910 65.9772 68.2170 2.72970 microrelief1 fiveyearmeanz annualmintemp\par 3 0.4490 0.3878 7.6634 66.5614 68.6490 2.75554 microrelief1 crown_struc1 fiveyearmeanz\par 3 0.4328 0.3697 8.5671 67.4618 69.3174 2.79585 crown_struc1 B_Mg fiveyearmeanz\par 3 0.4225 0.3583 9.1399 68.0193 69.7330 2.82110 microrelief1 B_Mg annualmintemp\par 3 0.4127 0.3475 9.6821 68.5379 70.1208 2.84480 B_Mg fiveyearmeanz annualmintemp\par \par The SAS System 2714\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 3 0.4122 0.3468 9.7137 68.5679 70.1433 2.84618 microrelief1 fiveyearmeanz Defol_2005\par 3 0.4059 0.3399 10.0612 68.8954 70.3889 2.86125 crown_struc1 fiveyearmeanz Defol_2005\par 3 0.3863 0.3181 11.1511 69.9008 71.1456 2.90803 crown_struc1 fiveyearmeanz annualmintemp\par 3 0.3797 0.3108 11.5198 70.2337 71.3972 2.92369 fiveyearmeanz annualmintemp Defol_2005\par 3 0.3779 0.3088 11.6185 70.3223 71.4642 2.92786 microrelief1 annualmintemp Defol_2005\par 3 0.3687 0.2985 12.1335 70.7800 71.8111 2.94956 microrelief1 crown_struc1 annualmintemp\par 3 0.3439 0.2710 13.5107 71.9719 72.7189 3.00681 B_Mg fiveyearmeanz Defol_2005\par 3 0.3322 0.2580 14.1650 72.5226 73.1405 3.03364 B_Mg annualmintemp Defol_2005\par 3 0.3303 0.2559 14.2667 72.6073 73.2055 3.03779 crown_struc1 B_Mg annualmintemp\par 3 0.3210 0.2456 14.7865 73.0368 73.5354 3.05890 microrelief1 B_Mg Defol_2005\par 3 0.2848 0.2054 16.7981 74.6446 74.7783 3.13926 microrelief1 crown_struc1 B_Mg\par 3 0.2740 0.1934 17.3994 75.1095 75.1399 3.16289 crown_struc1 annualmintemp Defol_2005\par 3 0.2312 0.1457 19.7863 76.8890 76.5334 3.25498 microrelief1 crown_struc1 Defol_2005\par 3 0.2270 0.1411 20.0168 77.0556 76.6647 3.26374 crown_struc1 B_Mg Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 4 0.5249 0.4518 5.4408 63.9684 67.6333 2.60753 microrelief1 B_Mg fiveyearmeanz\par annualmintemp\par 4 0.5206 0.4469 5.6763 64.2432 67.8115 2.61911 microrelief1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.5091 0.4335 6.3205 64.9830 68.2935 2.65055 microrelief1 crown_struc1 B_Mg\par fiveyearmeanz\par 4 0.4953 0.4176 7.0880 65.8418 68.8571 2.68752 microrelief1 B_Mg fiveyearmeanz Defol_2005\par 4 0.4798 0.3997 7.9516 66.7806 69.4781 2.72853 microrelief1 crown_struc1 fiveyearmeanz\par Defol_2005\par 4 0.4676 0.3857 8.6261 67.4945 69.9540 2.76013 microrelief1 crown_struc1 fiveyearmeanz\par annualmintemp\par 4 0.4511 0.3667 9.5443 68.4408 70.5895 2.80257 crown_struc1 B_Mg fiveyearmeanz Defol_2005\par 4 0.4477 0.3627 9.7366 68.6353 70.7208 2.81138 crown_struc1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.4442 0.3586 9.9323 68.8320 70.8539 2.82032 crown_struc1 B_Mg fiveyearmeanz\par annualmintemp\par 4 0.4429 0.3572 10.0016 68.9014 70.9009 2.82347 B_Mg fiveyearmeanz annualmintemp\par Defol_2005\par \par The SAS System 2715\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.4346 0.3476 10.4669 69.3632 71.2144 2.84458 microrelief1 crown_struc1 B_Mg\par annualmintemp\par 4 0.4265 0.3382 10.9168 69.8033 71.5144 2.86485 microrelief1 B_Mg annualmintemp Defol_2005\par 4 0.3827 0.2877 13.3526 72.0832 73.0883 2.97216 microrelief1 crown_struc1 annualmintemp\par Defol_2005\par 4 0.3329 0.2303 16.1223 74.4870 74.7834 3.08965 crown_struc1 B_Mg annualmintemp Defol_2005\par 4 0.3212 0.2168 16.7754 75.0276 75.1697 3.11671 microrelief1 crown_struc1 B_Mg Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.5651 0.4781 5.2027 63.2266 68.4390 2.54413 microrelief1 B_Mg fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5323 0.4387 7.0282 65.4808 69.7000 2.63834 microrelief1 crown_struc1 fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5263 0.4315 7.3640 65.8782 69.9265 2.65530 microrelief1 crown_struc1 B_Mg\par fiveyearmeanz annualmintemp\par 5 0.5262 0.4315 7.3656 65.8801 69.9276 2.65538 microrelief1 crown_struc1 B_Mg\par fiveyearmeanz Defol_2005\par 5 0.4841 0.3809 9.7124 68.5234 71.4668 2.77104 crown_struc1 B_Mg fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.4397 0.3277 12.1786 71.0780 73.0091 2.88760 microrelief1 crown_struc1 B_Mg\par annualmintemp Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 6 0.5687 0.4609 7.0000 64.9659 70.8791 2.58570 microrelief1 crown_struc1 B_Mg\par fiveyearmeanz annualmintemp Defol_2005\par \par \par \par The SAS System 2716\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 6 211.60656 35.26776 5.27 0.0014\par Error 24 160.46056 6.68586\par Corrected Total 30 372.06712\par \par \par Root MSE 2.58570 R-Square 0.5687\par Dependent Mean 2.10393 Adj R-Sq 0.4609\par Coeff Var 122.89846\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 5.63874 4.48805 1.26 0.2211 0\par microrelief1 1 2.62391 1.20873 2.17 0.0401 1.31114\par crown_struc1 1 -0.39768 0.88340 -0.45 0.6566 2.14619\par B_Mg B_Mg 1 -2.30870 1.62111 -1.42 0.1673 1.16331\par fiveyearmeanz fiveyearmeanz 1 -5.82237 2.17310 -2.68 0.0131 1.87594\par annualmintemp annualmintemp 1 -0.74150 0.48210 -1.54 0.1371 2.47587\par Defol_2005 Defol_2005 1 -2.09667 1.36366 -1.54 0.1372 2.13535\par \par The SAS System 2717\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Durbin-Watson D 2.076\par Number of Observations 31\par 1st Order Autocorrelation -0.039\par \par The SAS System 2718\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.2555 0.2298 19.3225 71.8914 72.3495 3.09061 annualmintemp\par 1 0.2198 0.1929 21.5429 73.3428 73.6361 3.16381 fiveyearmeanz\par 1 0.1862 0.1582 23.6323 74.6492 74.7976 3.23119 microrelief1\par 1 0.1520 0.1228 25.7620 75.9265 75.9364 3.29844 B_K\par 1 0.0607 0.0283 31.4437 79.0970 78.7776 3.47150 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.4040 0.3615 12.0811 66.9933 67.9555 2.81413 microrelief1 fiveyearmeanz\par 2 0.3656 0.3203 14.4730 68.9311 69.5510 2.90348 microrelief1 annualmintemp\par 2 0.3517 0.3054 15.3366 69.6020 70.1061 2.93507 microrelief1 B_K\par 2 0.3347 0.2872 16.3932 70.4036 70.7710 2.97326 B_K annualmintemp\par 2 0.3284 0.2804 16.7891 70.6987 71.0163 2.98745 fiveyearmeanz annualmintemp\par 2 0.2709 0.2189 20.3625 73.2422 73.1420 3.11255 B_K fiveyearmeanz\par 2 0.2669 0.2145 20.6138 73.4135 73.2859 3.12116 annualmintemp Defol_2005\par 2 0.2204 0.1647 23.5079 75.3205 74.8944 3.21866 microrelief1 Defol_2005\par 2 0.2200 0.1643 23.5300 75.3346 74.9063 3.21939 fiveyearmeanz Defol_2005\par 2 0.1650 0.1053 26.9550 77.4487 76.7034 3.33106 B_K Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.4641 0.4046 10.3422 65.6985 67.1267 2.71746 microrelief1 B_K fiveyearmeanz\par 3 0.4637 0.4041 10.3699 65.7243 67.1460 2.71858 microrelief1 B_K annualmintemp\par 3 0.4593 0.3992 10.6433 65.9772 67.3363 2.72970 microrelief1 fiveyearmeanz annualmintemp\par 3 0.4122 0.3468 13.5757 68.5679 69.3018 2.84618 microrelief1 fiveyearmeanz Defol_2005\par 3 0.3797 0.3108 15.5950 70.2337 70.5820 2.92369 fiveyearmeanz annualmintemp Defol_2005\par 3 0.3779 0.3088 15.7054 70.3223 70.6504 2.92786 microrelief1 annualmintemp Defol_2005\par 3 0.3726 0.3029 16.0337 70.5842 70.8529 2.94026 B_K annualmintemp Defol_2005\par 3 0.3702 0.3002 16.1850 70.7041 70.9458 2.94595 B_K fiveyearmeanz annualmintemp\par 3 0.3531 0.2812 17.2505 71.5357 71.5915 2.98573 microrelief1 B_K Defol_2005\par 3 0.2743 0.1937 22.1505 75.0970 74.3933 3.16225 B_K fiveyearmeanz Defol_2005\par \par The SAS System 2719\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.5206 0.4469 8.8255 64.2432 66.6339 2.61911 microrelief1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.5109 0.4357 9.4310 64.8663 67.0526 2.64557 microrelief1 B_K fiveyearmeanz\par annualmintemp\par 4 0.5076 0.4319 9.6359 65.0743 67.1929 2.65446 microrelief1 B_K annualmintemp Defol_2005\par 4 0.4843 0.4050 11.0842 66.5062 68.1660 2.71648 microrelief1 B_K fiveyearmeanz Defol_2005\par 4 0.4423 0.3565 13.6982 68.9343 69.8458 2.82497 B_K fiveyearmeanz annualmintemp Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.5982 0.5178 6.0000 60.7721 65.5369 2.44539 microrelief1 B_K fiveyearmeanz\par annualmintemp Defol_2005\par \par \par \par The SAS System 2720\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 5 222.56938 44.51388 7.44 0.0002\par Error 25 149.49775 5.97991\par Corrected Total 30 372.06712\par \par \par Root MSE 2.44539 R-Square 0.5982\par Dependent Mean 2.10393 Adj R-Sq 0.5178\par Coeff Var 116.22919\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 4.10453 2.88154 1.42 0.1667 0\par microrelief1 1 3.21274 1.03164 3.11 0.0046 1.06786\par B_K B_K 1 -18.03290 8.20908 -2.20 0.0375 1.22879\par fiveyearmeanz fiveyearmeanz 1 -4.47397 1.88457 -2.37 0.0256 1.57742\par annualmintemp annualmintemp 1 -1.03978 0.39066 -2.66 0.0134 1.81761\par Defol_2005 Defol_2005 1 -2.97830 1.27799 -2.33 0.0281 2.09689\par \par The SAS System 2721\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 19 18.02 0.5210\par \par \par Durbin-Watson D 1.918\par Number of Observations 31\par 1st Order Autocorrelation 0.041\par \par The SAS System 2722\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 8 ˆ\par ‚\par ‚ *\par ‚\par 6 ˆ\par ‚\par ‚\par ‚\par 4 ˆ\par ‚ * *\par R ‚\par e ‚ * * *\par s 2 ˆ\par i ‚\par d ‚ * *\par u ‚ * *\par a 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par l ‚ ** * *\par ‚ ****\par ‚ *\par -2 ˆ ***\par ‚ *\par ‚ *\par ‚\par -4 ˆ\par ‚ *\par ‚\par ‚\par -6 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 2 obs hidden.\par \par The SAS System 2723\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ *\par ‚\par ‚\par ‚\par ‚\par S 2 ˆ\par t ‚ *\par u ‚ *\par d ‚ *\par e ‚ *\par n 1 ˆ *\par t ‚\par i ‚ *\par z ‚ *\par e ‚ * *\par d 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par ‚ ** * *\par R ‚ ****\par e ‚\par s ‚ ***\par i -1 ˆ\par d ‚ * * *\par u ‚\par a ‚\par l ‚\par -2 ˆ *\par ‚\par ‚\par ‚\par ‚\par -3 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 3 obs hidden.\par \par The SAS System 2724\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 2.7363 -0.41074 -0.17733\par 2 0.0000 0.7918 -0.79179 -0.40716\par 3 3.5714 3.9220 -0.35059 -0.16277\par 4 0.0000 -0.9996 0.99958 0.48999\par 5 4.8780 4.7236 0.15441 0.06791\par 6 0.0000 0.7650 -0.76496 -0.33184\par 7 0.0000 1.6576 -1.65763 -0.70509\par 8 0.0000 1.8510 -1.85097 -0.79491\par 9 0.0000 1.1197 -1.11970 -0.47281\par 10 0.0000 0.2335 -0.23353 -0.10930\par 11 0.0000 0.9409 -0.94086 -0.41071\par 12 3.8462 0.1452 3.70097 1.58916\par 13 0.0000 -0.4254 0.42536 0.21621\par 14 0.0000 0.2811 -0.28112 -0.12084\par 15 0.0000 2.1749 -2.17490 -1.10215\par 16 2.5641 7.0894 -4.52531 -2.08963\par 17 13.5135 10.1623 3.35121 1.71554\par 18 11.3208 10.3293 0.99141 0.50952\par 19 0.0000 1.8373 -1.83734 -0.80385\par 20 2.1277 -0.1264 2.25405 1.00090\par 21 0.0000 -0.0244 0.02438 0.01105\par 22 0.0000 0.4617 -0.46172 -0.23012\par 23 0.0000 -0.4306 0.43059 0.19240\par 24 9.5238 2.7396 6.78417 3.04844\par 25 3.8462 1.1686 2.67760 1.15112\par 26 0.0000 2.5671 -2.56709 -1.14667\par 27 0.0000 2.8181 -2.81806 -1.20249\par 28 4.4444 1.9103 2.53415 1.40548\par 29 0.0000 2.0142 -2.01416 -0.88467\par 30 1.8519 1.4536 0.39821 0.17585\par 31 1.4085 1.3341 0.07437 0.03268\par \par The SAS System 2725\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 31 Sum Weights 31\par Mean 0 Sum Observations 0\par Std Deviation 2.23232125 Variance 4.98325817\par Skewness 0.89283385 Kurtosis 1.84227452\par Uncorrected SS 149.497745 Corrected SS 149.497745\par Coeff Variation . Std Error Mean 0.40093673\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 2.23232\par Median -0.28112 Variance 4.98326\par Mode . Range 11.30948\par Interquartile Range 2.64904\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -1.5 Pr >= |M| 0.7201\par Signed Rank S -24 Pr >= |S| 0.6458\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.945817 Pr < W 0.1196\par Kolmogorov-Smirnov D 0.165459 Pr > D 0.0292\par Cramer-von Mises W-Sq 0.112282 Pr > W-Sq 0.0771\par Anderson-Darling A-Sq 0.619399 Pr > A-Sq 0.0980\par \par The SAS System 2726\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 6.784170\par 99% 6.784170\par 95% 3.700967\par 90% 2.677599\par 75% Q3 0.991414\par 50% Median -0.281123\par 25% Q1 -1.657629\par 10% -2.174898\par 5% -2.818055\par 1% -4.525306\par 0% Min -4.525306\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -4.52531 16 2.53415 28\par -2.81806 27 2.67760 25\par -2.56709 26 3.35121 17\par -2.17490 15 3.70097 12\par -2.01416 29 6.78417 24\par \par \par \par The SAS System 2727\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 6 8 1 0 6.5+ *\par 5 | +++\par 4 | +++++\par 3 47 2 | | *+*+\par 2 357 3 | | **+*+\par 1 00 2 +-----+ | ++++\par 0 012444 6 | + | | ++**\par -0 98854432 8 *-----* | **\par -1 9871 4 +-----+ | ****+\par -2 8620 4 | | * *+*+*+\par -3 | | ++++\par -4 5 1 | -4.5+ +*+++\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2728\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.2555 0.2298 18.5724 71.8914 72.4079 3.09061 annualmintemp\par 1 0.2198 0.1929 20.7568 73.3428 73.6931 3.16381 fiveyearmeanz\par 1 0.1862 0.1582 22.8124 74.6492 74.8533 3.23119 microrelief1\par 1 0.1520 0.1228 24.9076 75.9265 75.9909 3.29844 B_K\par 1 0.1075 0.0767 27.6317 77.5121 77.4076 3.38388 crown_struc1\par 1 0.0607 0.0283 30.4974 79.0970 78.8288 3.47150 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.4040 0.3615 11.4807 66.9933 68.0467 2.81413 microrelief1 fiveyearmeanz\par 2 0.3737 0.3290 13.3368 68.5317 69.3102 2.88484 crown_struc1 fiveyearmeanz\par 2 0.3656 0.3203 13.8338 68.9311 69.6393 2.90348 microrelief1 annualmintemp\par 2 0.3517 0.3054 14.6835 69.6020 70.1934 2.93507 microrelief1 B_K\par 2 0.3347 0.2872 15.7229 70.4036 70.8570 2.97326 B_K annualmintemp\par 2 0.3284 0.2804 16.1125 70.6987 71.1019 2.98745 fiveyearmeanz annualmintemp\par 2 0.2709 0.2189 19.6280 73.2422 73.2235 3.11255 B_K fiveyearmeanz\par 2 0.2669 0.2145 19.8752 73.4135 73.3671 3.12116 annualmintemp Defol_2005\par 2 0.2645 0.2120 20.0214 73.5143 73.4517 3.12624 crown_struc1 annualmintemp\par 2 0.2603 0.2075 20.2780 73.6905 73.5996 3.13514 crown_struc1 B_K\par 2 0.2204 0.1647 22.7225 75.3205 74.9725 3.21866 microrelief1 Defol_2005\par 2 0.2200 0.1643 22.7441 75.3346 74.9844 3.21939 fiveyearmeanz Defol_2005\par 2 0.2056 0.1489 23.6258 75.9018 75.4642 3.24898 microrelief1 crown_struc1\par 2 0.1650 0.1053 26.1137 77.4487 76.7779 3.33106 B_K Defol_2005\par 2 0.1366 0.0749 27.8496 78.4840 77.6615 3.38715 crown_struc1 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.4641 0.4046 9.8024 65.6985 67.2529 2.71746 microrelief1 B_K fiveyearmeanz\par 3 0.4637 0.4041 9.8296 65.7243 67.2722 2.71858 microrelief1 B_K annualmintemp\par 3 0.4593 0.3992 10.0985 65.9772 67.4619 2.72970 microrelief1 fiveyearmeanz annualmintemp\par 3 0.4490 0.3878 10.7282 66.5614 67.9012 2.75554 microrelief1 crown_struc1 fiveyearmeanz\par 3 0.4162 0.3513 12.7371 68.3549 69.2594 2.83642 crown_struc1 B_K fiveyearmeanz\par 3 0.4122 0.3468 12.9834 68.5679 69.4216 2.84618 microrelief1 fiveyearmeanz Defol_2005\par \par The SAS System 2729\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 3 0.4059 0.3399 13.3657 68.8954 69.6715 2.86125 crown_struc1 fiveyearmeanz Defol_2005\par 3 0.3863 0.3181 14.5644 69.9008 70.4417 2.90803 crown_struc1 fiveyearmeanz annualmintemp\par 3 0.3797 0.3108 14.9700 70.2337 70.6978 2.92369 fiveyearmeanz annualmintemp Defol_2005\par 3 0.3779 0.3088 15.0786 70.3223 70.7660 2.92786 microrelief1 annualmintemp Defol_2005\par 3 0.3726 0.3029 15.4017 70.5842 70.9679 2.94026 B_K annualmintemp Defol_2005\par 3 0.3702 0.3002 15.5505 70.7041 71.0605 2.94595 B_K fiveyearmeanz annualmintemp\par 3 0.3692 0.2991 15.6133 70.7546 71.0995 2.94835 microrelief1 crown_struc1 B_K\par 3 0.3687 0.2985 15.6450 70.7800 71.1191 2.94956 microrelief1 crown_struc1 annualmintemp\par 3 0.3531 0.2812 16.5987 71.5357 71.7043 2.98573 microrelief1 B_K Defol_2005\par 3 0.3526 0.2807 16.6264 71.5574 71.7211 2.98678 crown_struc1 B_K annualmintemp\par 3 0.2743 0.1937 21.4194 75.0970 74.4976 3.16225 B_K fiveyearmeanz Defol_2005\par 3 0.2740 0.1934 21.4373 75.1095 74.5075 3.16289 crown_struc1 annualmintemp Defol_2005\par 3 0.2611 0.1790 22.2323 75.6592 74.9440 3.19106 crown_struc1 B_K Defol_2005\par 3 0.2312 0.1457 24.0627 76.8890 75.9255 3.25498 microrelief1 crown_struc1 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 4 0.5206 0.4469 8.3425 64.2432 66.8017 2.61911 microrelief1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.5109 0.4357 8.9382 64.8663 67.2184 2.64557 microrelief1 B_K fiveyearmeanz\par annualmintemp\par 4 0.5076 0.4319 9.1398 65.0743 67.3581 2.65446 microrelief1 B_K annualmintemp Defol_2005\par 4 0.5011 0.4244 9.5375 65.4807 67.6317 2.67191 microrelief1 crown_struc1 B_K\par fiveyearmeanz\par 4 0.4843 0.4050 10.5647 66.5062 68.3267 2.71648 microrelief1 B_K fiveyearmeanz Defol_2005\par 4 0.4798 0.3997 10.8453 66.7806 68.5138 2.72853 microrelief1 crown_struc1 fiveyearmeanz\par Defol_2005\par 4 0.4676 0.3857 11.5872 67.4945 69.0027 2.76013 microrelief1 crown_struc1 fiveyearmeanz\par annualmintemp\par 4 0.4651 0.3828 11.7413 67.6408 69.1033 2.76665 crown_struc1 B_K fiveyearmeanz Defol_2005\par 4 0.4642 0.3818 11.7979 67.6943 69.1401 2.76903 microrelief1 crown_struc1 B_K\par annualmintemp\par 4 0.4477 0.3627 12.8087 68.6353 69.7907 2.81138 crown_struc1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.4423 0.3565 13.1364 68.9343 69.9986 2.82497 B_K fiveyearmeanz annualmintemp Defol_2005\par \par The SAS System 2730\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.4268 0.3387 14.0839 69.7830 70.5919 2.86391 crown_struc1 B_K fiveyearmeanz\par annualmintemp\par 4 0.3874 0.2931 16.5007 71.8482 72.0546 2.96091 crown_struc1 B_K annualmintemp Defol_2005\par 4 0.3827 0.2877 16.7861 72.0832 72.2228 2.97216 microrelief1 crown_struc1 annualmintemp\par Defol_2005\par 4 0.3693 0.2722 17.6079 72.7502 72.7020 3.00430 microrelief1 crown_struc1 B_K Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.5982 0.5178 5.5952 60.7721 65.7614 2.44539 microrelief1 B_K fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5500 0.4600 8.5450 64.2835 67.7572 2.58788 microrelief1 crown_struc1 B_K\par fiveyearmeanz Defol_2005\par 5 0.5323 0.4387 9.6297 65.4808 68.4606 2.63834 microrelief1 crown_struc1 fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5175 0.4210 10.5347 66.4456 69.0360 2.67971 microrelief1 crown_struc1 B_K\par fiveyearmeanz annualmintemp\par 5 0.5105 0.4126 10.9613 66.8901 69.3037 2.69900 crown_struc1 B_K fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5094 0.4113 11.0304 66.9616 69.3469 2.70211 microrelief1 crown_struc1 B_K\par annualmintemp Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 6 0.6079 0.5099 7.0000 62.0127 67.9259 2.46543 microrelief1 crown_struc1 B_K\par fiveyearmeanz annualmintemp Defol_2005\par \par \par \par The SAS System 2731\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 6 226.18715 37.69786 6.20 0.0005\par Error 24 145.87997 6.07833\par Corrected Total 30 372.06712\par \par \par Root MSE 2.46543 R-Square 0.6079\par Dependent Mean 2.10393 Adj R-Sq 0.5099\par Coeff Var 117.18178\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 6.52155 4.27261 1.53 0.1400 0\par microrelief1 1 2.82307 1.15625 2.44 0.0224 1.31969\par crown_struc1 1 -0.63222 0.81948 -0.77 0.4479 2.03143\par B_K B_K 1 -17.81810 8.28104 -2.15 0.0417 1.23018\par fiveyearmeanz fiveyearmeanz 1 -5.18292 2.11057 -2.46 0.0217 1.94641\par annualmintemp annualmintemp 1 -0.86073 0.45715 -1.88 0.0719 2.44870\par Defol_2005 Defol_2005 1 -3.03641 1.29067 -2.35 0.0272 2.10406\par \par The SAS System 2732\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 25 23.47 0.5503\par \par \par Durbin-Watson D 2.033\par Number of Observations 31\par 1st Order Autocorrelation -0.017\par \par The SAS System 2733\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 8 ˆ\par ‚\par ‚ *\par ‚\par 6 ˆ\par ‚\par ‚\par ‚\par 4 ˆ\par ‚ * *\par R ‚\par e ‚ *\par s 2 ˆ * *\par i ‚\par d ‚ * *\par u ‚ *\par a 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par l ‚ *** * *\par ‚ ***\par ‚ *\par -2 ˆ ***\par ‚ **\par ‚\par ‚\par -4 ˆ\par ‚\par ‚ *\par ‚\par -6 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 3 obs hidden.\par \par The SAS System 2734\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ *\par ‚\par ‚\par ‚\par ‚\par S 2 ˆ\par t ‚ *\par u ‚ *\par d ‚ *\par e ‚\par n 1 ˆ *\par t ‚ *\par i ‚ * *\par z ‚ *\par e ‚ *\par d 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par ‚ *** * *\par R ‚ ***\par e ‚\par s ‚ * *\par i -1 ˆ * *\par d ‚ **\par u ‚\par a ‚\par l ‚\par -2 ˆ\par ‚ *\par ‚\par ‚\par ‚\par -3 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 2 obs hidden.\par \par The SAS System 2735\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 2.4653 -0.13968 -0.06050\par 2 0.0000 0.7684 -0.76839 -0.39197\par 3 3.5714 3.5099 0.06150 0.02922\par 4 0.0000 -1.1635 1.16347 0.56873\par 5 4.8780 5.1542 -0.27614 -0.12421\par 6 0.0000 0.5174 -0.51738 -0.22477\par 7 0.0000 0.8968 -0.89682 -0.41609\par 8 0.0000 1.7386 -1.73859 -0.74201\par 9 0.0000 0.3653 -0.36530 -0.16771\par 10 0.0000 0.5504 -0.55042 -0.26029\par 11 0.0000 0.9875 -0.98747 -0.42770\par 12 3.8462 0.2013 3.64488 1.55310\par 13 0.0000 -0.5922 0.59218 0.30035\par 14 0.0000 0.3356 -0.33559 -0.14314\par 15 0.0000 1.9126 -1.91257 -0.97569\par 16 2.5641 7.4318 -4.86772 -2.27701\par 17 13.5135 10.1167 3.39680 1.72552\par 18 11.3208 10.2818 1.03899 0.52990\par 19 0.0000 1.9680 -1.96799 -0.85632\par 20 2.1277 0.2776 1.85002 0.83739\par 21 0.0000 -0.5038 0.50377 0.23588\par 22 0.0000 0.8320 -0.83196 -0.42336\par 23 0.0000 -0.0252 0.02522 0.01149\par 24 9.5238 2.7517 6.77210 3.01836\par 25 3.8462 1.6485 2.19769 0.97194\par 26 0.0000 2.5812 -2.58122 -1.14364\par 27 0.0000 2.6461 -2.64610 -1.12495\par 28 4.4444 1.7450 2.69944 1.49540\par 29 0.0000 2.1427 -2.14270 -0.93594\par 30 1.8519 2.2153 -0.36348 -0.17658\par 31 1.4085 1.4650 -0.05653 -0.02471\par \par The SAS System 2736\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 31 Sum Weights 31\par Mean 0 Sum Observations 0\par Std Deviation 2.20514528 Variance 4.86266572\par Skewness 0.84367878 Kurtosis 2.22092741\par Uncorrected SS 145.879972 Corrected SS 145.879972\par Coeff Variation . Std Error Mean 0.39605578\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 2.20515\par Median -0.33559 Variance 4.86267\par Mode . Range 11.63982\par Interquartile Range 2.02646\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -3.5 Pr >= |M| 0.2810\par Signed Rank S -29 Pr >= |S| 0.5783\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.939584 Pr < W 0.0804\par Kolmogorov-Smirnov D 0.166295 Pr > D 0.0272\par Cramer-von Mises W-Sq 0.138381 Pr > W-Sq 0.0334\par Anderson-Darling A-Sq 0.73673 Pr > A-Sq 0.0491\par \par The SAS System 2737\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 6.772103\par 99% 6.772103\par 95% 3.644881\par 90% 2.699435\par 75% Q3 1.038993\par 50% Median -0.335589\par 25% Q1 -0.987467\par 10% -2.142699\par 5% -2.646102\par 1% -4.867720\par 0% Min -4.867720\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -4.86772 16 2.19769 25\par -2.64610 27 2.69944 28\par -2.58122 26 3.39680 17\par -2.14270 29 3.64488 12\par -1.96799 19 6.77210 24\par \par \par \par The SAS System 2738\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 6 8 1 0 6.5+ *\par 5 | +++\par 4 | ++++\par 3 46 2 | | *+*++\par 2 27 2 | | *+*+\par 1 029 3 +-----+ | ++***\par 0 0156 4 | + | | +++****\par -0 98865443311 11 *-----* | \par -1 970 3 +-----+ | ***+++\par -2 6610 4 | | * *+*++\par -3 | +++++\par -4 9 1 0 -4.5+ +*++\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2739\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.2555 0.2298 18.5724 71.8914 72.4079 3.09061 annualmintemp\par 1 0.2198 0.1929 20.7568 73.3428 73.6931 3.16381 fiveyearmeanz\par 1 0.1862 0.1582 22.8124 74.6492 74.8533 3.23119 microrelief1\par 1 0.1520 0.1228 24.9076 75.9265 75.9909 3.29844 B_K\par 1 0.1075 0.0767 27.6317 77.5121 77.4076 3.38388 crown_struc1\par 1 0.0607 0.0283 30.4974 79.0970 78.8288 3.47150 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.4040 0.3615 11.4807 66.9933 68.0467 2.81413 microrelief1 fiveyearmeanz\par 2 0.3737 0.3290 13.3368 68.5317 69.3102 2.88484 crown_struc1 fiveyearmeanz\par 2 0.3656 0.3203 13.8338 68.9311 69.6393 2.90348 microrelief1 annualmintemp\par 2 0.3517 0.3054 14.6835 69.6020 70.1934 2.93507 microrelief1 B_K\par 2 0.3347 0.2872 15.7229 70.4036 70.8570 2.97326 B_K annualmintemp\par 2 0.3284 0.2804 16.1125 70.6987 71.1019 2.98745 fiveyearmeanz annualmintemp\par 2 0.2709 0.2189 19.6280 73.2422 73.2235 3.11255 B_K fiveyearmeanz\par 2 0.2669 0.2145 19.8752 73.4135 73.3671 3.12116 annualmintemp Defol_2005\par 2 0.2645 0.2120 20.0214 73.5143 73.4517 3.12624 crown_struc1 annualmintemp\par 2 0.2603 0.2075 20.2780 73.6905 73.5996 3.13514 crown_struc1 B_K\par 2 0.2204 0.1647 22.7225 75.3205 74.9725 3.21866 microrelief1 Defol_2005\par 2 0.2200 0.1643 22.7441 75.3346 74.9844 3.21939 fiveyearmeanz Defol_2005\par 2 0.2056 0.1489 23.6258 75.9018 75.4642 3.24898 crown_struc1 microrelief1\par 2 0.1650 0.1053 26.1137 77.4487 76.7779 3.33106 B_K Defol_2005\par 2 0.1366 0.0749 27.8496 78.4840 77.6615 3.38715 crown_struc1 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.4641 0.4046 9.8024 65.6985 67.2529 2.71746 microrelief1 B_K fiveyearmeanz\par 3 0.4637 0.4041 9.8296 65.7243 67.2722 2.71858 microrelief1 B_K annualmintemp\par 3 0.4593 0.3992 10.0985 65.9772 67.4619 2.72970 microrelief1 fiveyearmeanz annualmintemp\par 3 0.4490 0.3878 10.7282 66.5614 67.9012 2.75554 crown_struc1 microrelief1 fiveyearmeanz\par 3 0.4162 0.3513 12.7371 68.3549 69.2594 2.83642 crown_struc1 B_K fiveyearmeanz\par 3 0.4122 0.3468 12.9834 68.5679 69.4216 2.84618 microrelief1 fiveyearmeanz Defol_2005\par \par The SAS System 2740\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 3 0.4059 0.3399 13.3657 68.8954 69.6715 2.86125 crown_struc1 fiveyearmeanz Defol_2005\par 3 0.3863 0.3181 14.5644 69.9008 70.4417 2.90803 crown_struc1 fiveyearmeanz annualmintemp\par 3 0.3797 0.3108 14.9700 70.2337 70.6978 2.92369 fiveyearmeanz annualmintemp Defol_2005\par 3 0.3779 0.3088 15.0786 70.3223 70.7660 2.92786 microrelief1 annualmintemp Defol_2005\par 3 0.3726 0.3029 15.4017 70.5842 70.9679 2.94026 B_K annualmintemp Defol_2005\par 3 0.3702 0.3002 15.5505 70.7041 71.0605 2.94595 B_K fiveyearmeanz annualmintemp\par 3 0.3692 0.2991 15.6133 70.7546 71.0995 2.94835 crown_struc1 microrelief1 B_K\par 3 0.3687 0.2985 15.6450 70.7800 71.1191 2.94956 crown_struc1 microrelief1 annualmintemp\par 3 0.3531 0.2812 16.5987 71.5357 71.7043 2.98573 microrelief1 B_K Defol_2005\par 3 0.3526 0.2807 16.6264 71.5574 71.7211 2.98678 crown_struc1 B_K annualmintemp\par 3 0.2743 0.1937 21.4194 75.0970 74.4976 3.16225 B_K fiveyearmeanz Defol_2005\par 3 0.2740 0.1934 21.4373 75.1095 74.5075 3.16289 crown_struc1 annualmintemp Defol_2005\par 3 0.2611 0.1790 22.2323 75.6592 74.9440 3.19106 crown_struc1 B_K Defol_2005\par 3 0.2312 0.1457 24.0627 76.8890 75.9255 3.25498 crown_struc1 microrelief1 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 4 0.5206 0.4469 8.3425 64.2432 66.8017 2.61911 microrelief1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.5109 0.4357 8.9382 64.8663 67.2184 2.64557 microrelief1 B_K fiveyearmeanz\par annualmintemp\par 4 0.5076 0.4319 9.1398 65.0743 67.3581 2.65446 microrelief1 B_K annualmintemp Defol_2005\par 4 0.5011 0.4244 9.5375 65.4807 67.6317 2.67191 crown_struc1 microrelief1 B_K\par fiveyearmeanz\par 4 0.4843 0.4050 10.5647 66.5062 68.3267 2.71648 microrelief1 B_K fiveyearmeanz Defol_2005\par 4 0.4798 0.3997 10.8453 66.7806 68.5138 2.72853 crown_struc1 microrelief1 fiveyearmeanz\par Defol_2005\par 4 0.4676 0.3857 11.5872 67.4945 69.0027 2.76013 crown_struc1 microrelief1 fiveyearmeanz\par annualmintemp\par 4 0.4651 0.3828 11.7413 67.6408 69.1033 2.76665 crown_struc1 B_K fiveyearmeanz Defol_2005\par 4 0.4642 0.3818 11.7979 67.6943 69.1401 2.76903 crown_struc1 microrelief1 B_K\par annualmintemp\par 4 0.4477 0.3627 12.8087 68.6353 69.7907 2.81138 crown_struc1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.4423 0.3565 13.1364 68.9343 69.9986 2.82497 B_K fiveyearmeanz annualmintemp Defol_2005\par \par The SAS System 2741\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.4268 0.3387 14.0839 69.7830 70.5919 2.86391 crown_struc1 B_K fiveyearmeanz\par annualmintemp\par 4 0.3874 0.2931 16.5007 71.8482 72.0546 2.96091 crown_struc1 B_K annualmintemp Defol_2005\par 4 0.3827 0.2877 16.7861 72.0832 72.2228 2.97216 crown_struc1 microrelief1 annualmintemp\par Defol_2005\par 4 0.3693 0.2722 17.6079 72.7502 72.7020 3.00430 crown_struc1 microrelief1 B_K Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.5982 0.5178 5.5952 60.7721 65.7614 2.44539 microrelief1 B_K fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5500 0.4600 8.5450 64.2835 67.7572 2.58788 crown_struc1 microrelief1 B_K\par fiveyearmeanz Defol_2005\par 5 0.5323 0.4387 9.6297 65.4808 68.4606 2.63834 crown_struc1 microrelief1 fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5175 0.4210 10.5347 66.4456 69.0360 2.67971 crown_struc1 microrelief1 B_K\par fiveyearmeanz annualmintemp\par 5 0.5105 0.4126 10.9613 66.8901 69.3037 2.69900 crown_struc1 B_K fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5094 0.4113 11.0304 66.9616 69.3469 2.70211 crown_struc1 microrelief1 B_K\par annualmintemp Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 6 0.6079 0.5099 7.0000 62.0127 67.9259 2.46543 crown_struc1 microrelief1 B_K\par fiveyearmeanz annualmintemp Defol_2005\par \par \par \par The SAS System 2742\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 6 226.18715 37.69786 6.20 0.0005\par Error 24 145.87997 6.07833\par Corrected Total 30 372.06712\par \par \par Root MSE 2.46543 R-Square 0.6079\par Dependent Mean 2.10393 Adj R-Sq 0.5099\par Coeff Var 117.18178\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 6.52155 4.27261 1.53 0.1400 0\par crown_struc1 1 -0.63222 0.81948 -0.77 0.4479 2.03143\par microrelief1 1 2.82307 1.15625 2.44 0.0224 1.31969\par B_K B_K 1 -17.81810 8.28104 -2.15 0.0417 1.23018\par fiveyearmeanz fiveyearmeanz 1 -5.18292 2.11057 -2.46 0.0217 1.94641\par annualmintemp annualmintemp 1 -0.86073 0.45715 -1.88 0.0719 2.44870\par Defol_2005 Defol_2005 1 -3.03641 1.29067 -2.35 0.0272 2.10406\par \par The SAS System 2743\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 25 23.47 0.5503\par \par \par Durbin-Watson D 2.033\par Number of Observations 31\par 1st Order Autocorrelation -0.017\par \par The SAS System 2744\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 8 ˆ\par ‚\par ‚ *\par ‚\par 6 ˆ\par ‚\par ‚\par ‚\par 4 ˆ\par ‚ * *\par R ‚\par e ‚ *\par s 2 ˆ * *\par i ‚\par d ‚ * *\par u ‚ *\par a 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par l ‚ *** * *\par ‚ ***\par ‚ *\par -2 ˆ ***\par ‚ **\par ‚\par ‚\par -4 ˆ\par ‚\par ‚ *\par ‚\par -6 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 3 obs hidden.\par \par The SAS System 2745\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ *\par ‚\par ‚\par ‚\par ‚\par S 2 ˆ\par t ‚ *\par u ‚ *\par d ‚ *\par e ‚\par n 1 ˆ *\par t ‚ *\par i ‚ * *\par z ‚ *\par e ‚ *\par d 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par ‚ *** * *\par R ‚ ***\par e ‚\par s ‚ * *\par i -1 ˆ * *\par d ‚ **\par u ‚\par a ‚\par l ‚\par -2 ˆ\par ‚ *\par ‚\par ‚\par ‚\par -3 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 2 obs hidden.\par \par The SAS System 2746\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 2.4653 -0.13968 -0.06050\par 2 0.0000 0.7684 -0.76839 -0.39197\par 3 3.5714 3.5099 0.06150 0.02922\par 4 0.0000 -1.1635 1.16347 0.56873\par 5 4.8780 5.1542 -0.27614 -0.12421\par 6 0.0000 0.5174 -0.51738 -0.22477\par 7 0.0000 0.8968 -0.89682 -0.41609\par 8 0.0000 1.7386 -1.73859 -0.74201\par 9 0.0000 0.3653 -0.36530 -0.16771\par 10 0.0000 0.5504 -0.55042 -0.26029\par 11 0.0000 0.9875 -0.98747 -0.42770\par 12 3.8462 0.2013 3.64488 1.55310\par 13 0.0000 -0.5922 0.59218 0.30035\par 14 0.0000 0.3356 -0.33559 -0.14314\par 15 0.0000 1.9126 -1.91257 -0.97569\par 16 2.5641 7.4318 -4.86772 -2.27701\par 17 13.5135 10.1167 3.39680 1.72552\par 18 11.3208 10.2818 1.03899 0.52990\par 19 0.0000 1.9680 -1.96799 -0.85632\par 20 2.1277 0.2776 1.85002 0.83739\par 21 0.0000 -0.5038 0.50377 0.23588\par 22 0.0000 0.8320 -0.83196 -0.42336\par 23 0.0000 -0.0252 0.02522 0.01149\par 24 9.5238 2.7517 6.77210 3.01836\par 25 3.8462 1.6485 2.19769 0.97194\par 26 0.0000 2.5812 -2.58122 -1.14364\par 27 0.0000 2.6461 -2.64610 -1.12495\par 28 4.4444 1.7450 2.69944 1.49540\par 29 0.0000 2.1427 -2.14270 -0.93594\par 30 1.8519 2.2153 -0.36348 -0.17658\par 31 1.4085 1.4650 -0.05653 -0.02471\par \par The SAS System 2747\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 31 Sum Weights 31\par Mean 0 Sum Observations 0\par Std Deviation 2.20514528 Variance 4.86266572\par Skewness 0.84367878 Kurtosis 2.22092741\par Uncorrected SS 145.879972 Corrected SS 145.879972\par Coeff Variation . Std Error Mean 0.39605578\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 2.20515\par Median -0.33559 Variance 4.86267\par Mode . Range 11.63982\par Interquartile Range 2.02646\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -3.5 Pr >= |M| 0.2810\par Signed Rank S -29 Pr >= |S| 0.5783\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.939584 Pr < W 0.0804\par Kolmogorov-Smirnov D 0.166295 Pr > D 0.0272\par Cramer-von Mises W-Sq 0.138381 Pr > W-Sq 0.0334\par Anderson-Darling A-Sq 0.73673 Pr > A-Sq 0.0491\par \par The SAS System 2748\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 6.772103\par 99% 6.772103\par 95% 3.644881\par 90% 2.699435\par 75% Q3 1.038993\par 50% Median -0.335589\par 25% Q1 -0.987467\par 10% -2.142699\par 5% -2.646102\par 1% -4.867720\par 0% Min -4.867720\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -4.86772 16 2.19769 25\par -2.64610 27 2.69944 28\par -2.58122 26 3.39680 17\par -2.14270 29 3.64488 12\par -1.96799 19 6.77210 24\par \par \par \par The SAS System 2749\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 6 8 1 0 6.5+ *\par 5 | +++\par 4 | ++++\par 3 46 2 | | *+*++\par 2 27 2 | | *+*+\par 1 029 3 +-----+ | ++***\par 0 0156 4 | + | | +++****\par -0 98865443311 11 *-----* | \par -1 970 3 +-----+ | ***+++\par -2 6610 4 | | * *+*++\par -3 | +++++\par -4 9 1 0 -4.5+ +*++\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2750\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.2555 0.2298 17.4738 71.8914 72.4960 3.09061 annualmintemp\par 1 0.2198 0.1929 19.6055 73.3428 73.7792 3.16381 fiveyearmeanz\par 1 0.1862 0.1582 21.6115 74.6492 74.9375 3.23119 microrelief1\par 1 0.1520 0.1228 23.6562 75.9265 76.0732 3.29844 B_K\par 1 0.0949 0.0637 27.0663 77.9461 77.8755 3.40765 B_Ca\par 1 0.0607 0.0283 29.1112 79.0970 78.9063 3.47150 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.4040 0.3615 10.6012 66.9933 68.1844 2.81413 microrelief1 fiveyearmeanz\par 2 0.3656 0.3203 12.8976 68.9311 69.7728 2.90348 microrelief1 annualmintemp\par 2 0.3517 0.3054 13.7268 69.6020 70.3253 2.93507 microrelief1 B_K\par 2 0.3347 0.2872 14.7412 70.4036 70.9871 2.97326 B_K annualmintemp\par 2 0.3284 0.2804 15.1213 70.6987 71.2313 2.98745 fiveyearmeanz annualmintemp\par 2 0.3155 0.2667 15.8867 71.2845 71.7167 3.01580 B_Ca fiveyearmeanz\par 2 0.2897 0.2390 17.4288 72.4322 72.6709 3.07215 B_Ca annualmintemp\par 2 0.2709 0.2189 18.5521 73.2422 73.3468 3.11255 B_K fiveyearmeanz\par 2 0.2669 0.2145 18.7934 73.4135 73.4900 3.12116 annualmintemp Defol_2005\par 2 0.2403 0.1861 20.3799 74.5167 74.4146 3.17720 microrelief1 B_Ca\par 2 0.2204 0.1647 21.5720 75.3205 75.0907 3.21866 microrelief1 Defol_2005\par 2 0.2200 0.1643 21.5931 75.3346 75.1026 3.21939 fiveyearmeanz Defol_2005\par 2 0.1699 0.1106 24.5853 77.2640 76.7342 3.32115 B_Ca B_K\par 2 0.1650 0.1053 24.8815 77.4487 76.8910 3.33106 B_K Defol_2005\par 2 0.1431 0.0819 26.1903 78.2516 77.5739 3.37447 B_Ca Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.4641 0.4046 9.0116 65.6985 67.4437 2.71746 microrelief1 B_K fiveyearmeanz\par 3 0.4637 0.4041 9.0381 65.7243 67.4629 2.71858 microrelief1 B_K annualmintemp\par 3 0.4593 0.3992 9.3006 65.9772 67.6518 2.72970 microrelief1 fiveyearmeanz annualmintemp\par 3 0.4590 0.3988 9.3200 65.9958 67.6657 2.73052 microrelief1 B_Ca fiveyearmeanz\par 3 0.4122 0.3468 12.1160 68.5679 69.6027 2.84618 microrelief1 fiveyearmeanz Defol_2005\par 3 0.3854 0.3171 13.7143 69.9477 70.6541 2.91023 microrelief1 B_Ca annualmintemp\par \par The SAS System 2751\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 3 0.3797 0.3108 14.0546 70.2337 70.8732 2.92369 fiveyearmeanz annualmintemp Defol_2005\par 3 0.3786 0.3095 14.1222 70.2902 70.9165 2.92635 B_Ca fiveyearmeanz annualmintemp\par 3 0.3779 0.3088 14.1606 70.3223 70.9410 2.92786 microrelief1 annualmintemp Defol_2005\par 3 0.3726 0.3029 14.4759 70.5842 71.1420 2.94026 B_K annualmintemp Defol_2005\par 3 0.3702 0.3002 14.6211 70.7041 71.2342 2.94595 B_K fiveyearmeanz annualmintemp\par 3 0.3531 0.2812 15.6441 71.5357 71.8750 2.98573 microrelief1 B_K Defol_2005\par 3 0.3526 0.2807 15.6713 71.5575 71.8919 2.98678 microrelief1 B_Ca B_K\par 3 0.3387 0.2652 16.5064 72.2199 72.4046 3.01886 B_Ca B_K annualmintemp\par 3 0.3207 0.2453 17.5763 73.0483 73.0488 3.05947 B_Ca B_K fiveyearmeanz\par 3 0.3179 0.2421 17.7447 73.1766 73.1489 3.06581 B_Ca fiveyearmeanz Defol_2005\par 3 0.2975 0.2195 18.9636 74.0904 73.8638 3.11133 B_Ca annualmintemp Defol_2005\par 3 0.2743 0.1937 20.3486 75.0970 74.6558 3.16225 B_K fiveyearmeanz Defol_2005\par 3 0.2692 0.1880 20.6530 75.3140 74.8271 3.17334 microrelief1 B_Ca Defol_2005\par 3 0.1865 0.0961 25.5944 78.6383 77.4796 3.34813 B_Ca B_K Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 4 0.5206 0.4469 7.6352 64.2432 67.0554 2.61911 microrelief1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.5109 0.4357 8.2165 64.8663 67.4693 2.64557 microrelief1 B_K fiveyearmeanz\par annualmintemp\par 4 0.5076 0.4319 8.4132 65.0743 67.6080 2.65446 microrelief1 B_K annualmintemp Defol_2005\par 4 0.4918 0.4136 9.3605 66.0570 68.2667 2.69687 microrelief1 B_Ca fiveyearmeanz\par annualmintemp\par 4 0.4843 0.4050 9.8037 66.5062 68.5699 2.71648 microrelief1 B_K fiveyearmeanz Defol_2005\par 4 0.4782 0.3980 10.1679 66.8705 68.8166 2.73249 microrelief1 B_Ca B_K fiveyearmeanz\par 4 0.4709 0.3895 10.6049 67.3022 69.1101 2.75158 microrelief1 B_Ca fiveyearmeanz Defol_2005\par 4 0.4638 0.3813 11.0316 67.7179 69.3938 2.77009 microrelief1 B_Ca B_K annualmintemp\par 4 0.4423 0.3565 12.3134 68.9343 70.2302 2.82497 B_K fiveyearmeanz annualmintemp Defol_2005\par 4 0.4246 0.3361 13.3712 69.9033 70.9033 2.86947 B_Ca fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.3948 0.3017 15.1545 71.4714 72.0051 2.94297 microrelief1 B_Ca annualmintemp Defol_2005\par 4 0.3885 0.2944 15.5295 71.7913 72.2318 2.95819 B_Ca B_K fiveyearmeanz annualmintemp\par 4 0.3727 0.2762 16.4702 72.5794 72.7931 2.99604 B_Ca B_K annualmintemp Defol_2005\par 4 0.3544 0.2551 17.5641 73.4715 73.4331 3.03946 microrelief1 B_Ca B_K Defol_2005\par 4 0.3244 0.2205 19.3560 74.8795 74.4536 3.10927 B_Ca B_K fiveyearmeanz Defol_2005\par \par The SAS System 2752\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 5 0.5982 0.5178 5.0023 60.7721 66.1007 2.44539 microrelief1 B_K fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5479 0.4574 8.0085 64.4303 68.1600 2.59401 microrelief1 B_Ca fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5152 0.4183 9.9577 66.5905 69.4268 2.68598 microrelief1 B_Ca B_K fiveyearmeanz\par annualmintemp\par 5 0.5131 0.4157 10.0862 66.7277 69.5086 2.69193 microrelief1 B_Ca B_K annualmintemp\par Defol_2005\par 5 0.4973 0.3967 11.0313 67.7190 70.1040 2.73532 microrelief1 B_Ca B_K fiveyearmeanz\par Defol_2005\par 5 0.4499 0.3399 13.8617 70.5111 71.8249 2.86132 B_Ca B_K fiveyearmeanz annualmintemp\par Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 6 0.5982 0.4978 7.0000 62.7692 68.6824 2.49569 microrelief1 B_Ca B_K fiveyearmeanz\par annualmintemp Defol_2005\par \par \par \par The SAS System 2753\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 6 222.58343 37.09724 5.96 0.0006\par Error 24 149.48369 6.22849\par Corrected Total 30 372.06712\par \par \par Root MSE 2.49569 R-Square 0.5982\par Dependent Mean 2.10393 Adj R-Sq 0.4978\par Coeff Var 118.62034\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 4.13189 2.99668 1.38 0.1807 0\par microrelief1 1 3.20226 1.07572 2.98 0.0066 1.11471\par B_Ca B_Ca 1 -0.00807 0.16994 -0.05 0.9625 1.65981\par B_K B_K 1 -17.75356 10.23549 -1.73 0.0957 1.83407\par fiveyearmeanz fiveyearmeanz 1 -4.49913 1.99496 -2.26 0.0335 1.69708\par annualmintemp annualmintemp 1 -1.03338 0.42078 -2.46 0.0217 2.02458\par Defol_2005 Defol_2005 1 -2.96549 1.33185 -2.23 0.0356 2.18647\par \par The SAS System 2754\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 25 25.80 0.4184\par \par \par Durbin-Watson D 1.918\par Number of Observations 31\par 1st Order Autocorrelation 0.040\par \par The SAS System 2755\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 8 ˆ\par ‚\par ‚ *\par ‚\par 6 ˆ\par ‚\par ‚\par ‚\par 4 ˆ\par ‚ * *\par R ‚\par e ‚ *\par s 2 ˆ * *\par i ‚\par d ‚ * *\par u ‚ *\par a 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par l ‚ *** * *\par ‚ ***\par ‚ *\par -2 ˆ ***\par ‚ **\par ‚\par ‚\par -4 ˆ\par ‚\par ‚ *\par ‚\par -6 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 3 obs hidden.\par \par The SAS System 2756\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ *\par ‚\par ‚\par ‚\par ‚\par S 2 ˆ\par t ‚ *\par u ‚ *\par d ‚ *\par e ‚\par n 1 ˆ *\par t ‚ *\par i ‚ * *\par z ‚ *\par e ‚ *\par d 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par ‚ *** * *\par R ‚ ***\par e ‚\par s ‚ * *\par i -1 ˆ * *\par d ‚ **\par u ‚\par a ‚\par l ‚\par -2 ˆ\par ‚ *\par ‚\par ‚\par ‚\par -3 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 2 obs hidden.\par \par The SAS System 2757\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 2.7304 -0.40479 -0.17148\par 2 0.0000 0.8238 -0.82384 -0.44140\par 3 3.5714 3.9469 -0.37544 -0.17585\par 4 0.0000 -1.0685 1.06853 0.71590\par 5 4.8780 4.7250 0.15304 0.06596\par 6 0.0000 0.7885 -0.78855 -0.34290\par 7 0.0000 1.6136 -1.61360 -0.72912\par 8 0.0000 1.8555 -1.85553 -0.78145\par 9 0.0000 1.1171 -1.11715 -0.46234\par 10 0.0000 0.2568 -0.25680 -0.12085\par 11 0.0000 0.9495 -0.94953 -0.40739\par 12 3.8462 0.1603 3.68581 1.56492\par 13 0.0000 -0.4545 0.45447 0.23769\par 14 0.0000 0.2964 -0.29641 -0.12601\par 15 0.0000 2.1866 -2.18660 -1.09395\par 16 2.5641 7.0923 -4.52824 -2.04963\par 17 13.5135 10.1580 3.35554 1.68488\par 18 11.3208 10.3229 0.99790 0.50371\par 19 0.0000 1.8318 -1.83175 -0.78625\par 20 2.1277 -0.1171 2.24472 0.98025\par 21 0.0000 -0.0246 0.02456 0.01091\par 22 0.0000 0.4482 -0.44819 -0.22102\par 23 0.0000 -0.4146 0.41465 0.18353\par 24 9.5238 2.7247 6.79914 3.02283\par 25 3.8462 1.1975 2.64866 1.15438\par 26 0.0000 2.5320 -2.53197 -1.17122\par 27 0.0000 2.8218 -2.82178 -1.18044\par 28 4.4444 1.9082 2.53622 1.37866\par 29 0.0000 2.0132 -2.01316 -0.86644\par 30 1.8519 1.4572 0.39467 0.17087\par 31 1.4085 1.3431 0.06539 0.02825\par \par The SAS System 2758\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 31 Sum Weights 31\par Mean 0 Sum Observations 0\par Std Deviation 2.2322163 Variance 4.98278962\par Skewness 0.89816674 Kurtosis 1.86472872\par Uncorrected SS 149.483689 Corrected SS 149.483689\par Coeff Variation . Std Error Mean 0.40091788\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 2.23222\par Median -0.29641 Variance 4.98279\par Mode . Range 11.32738\par Interquartile Range 2.61150\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -1.5 Pr >= |M| 0.7201\par Signed Rank S -22 Pr >= |S| 0.6736\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.94604 Pr < W 0.1213\par Kolmogorov-Smirnov D 0.16127 Pr > D 0.0392\par Cramer-von Mises W-Sq 0.11027 Pr > W-Sq 0.0817\par Anderson-Darling A-Sq 0.61104 Pr > A-Sq 0.1027\par \par The SAS System 2759\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 6.799141\par 99% 6.799141\par 95% 3.685810\par 90% 2.648659\par 75% Q3 0.997903\par 50% Median -0.296411\par 25% Q1 -1.613597\par 10% -2.186595\par 5% -2.821776\par 1% -4.528238\par 0% Min -4.528238\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -4.52824 16 2.53622 28\par -2.82178 27 2.64866 25\par -2.53197 26 3.35554 17\par -2.18660 15 3.68581 12\par -2.01316 29 6.79914 24\par \par \par \par The SAS System 2760\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 6 8 1 0 6.5+ *\par 5 | +++\par 4 | +++++\par 3 47 2 | | *+*+\par 2 256 3 | | **+*+\par 1 01 2 +-----+ | +++*\par 0 012445 6 | + | | ++*\par -0 98844433 8 *-----* | **\par -1 9861 4 +-----+ | ****+\par -2 8520 4 | | * *+*+*+\par -3 | | ++++\par -4 5 1 | -4.5+ +*+++\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2761\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.2555 0.2298 17.4823 71.8914 72.4953 3.09061 annualmintemp\par 1 0.2198 0.1929 19.6145 73.3428 73.7785 3.16381 fiveyearmeanz\par 1 0.1862 0.1582 21.6209 74.6492 74.9369 3.23119 microrelief1\par 1 0.1520 0.1228 23.6660 75.9265 76.0726 3.29844 B_K\par 1 0.1346 0.1047 24.7086 76.5579 76.6352 3.33221 B_Mg\par 1 0.0607 0.0283 29.1220 79.0970 78.9057 3.47150 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.4040 0.3615 10.6080 66.9933 68.1833 2.81413 microrelief1 fiveyearmeanz\par 2 0.3656 0.3203 12.9049 68.9311 69.7717 2.90348 microrelief1 annualmintemp\par 2 0.3517 0.3054 13.7342 69.6020 70.3242 2.93507 microrelief1 B_K\par 2 0.3439 0.2971 14.1996 69.9723 70.6297 2.95265 B_Mg fiveyearmeanz\par 2 0.3347 0.2872 14.7488 70.4036 70.9861 2.97326 B_K annualmintemp\par 2 0.3294 0.2815 15.0666 70.6504 71.1903 2.98512 B_Mg annualmintemp\par 2 0.3284 0.2804 15.1290 70.6987 71.2302 2.98745 fiveyearmeanz annualmintemp\par 2 0.2814 0.2301 17.9321 72.7918 72.9697 3.09002 microrelief1 B_Mg\par 2 0.2709 0.2189 18.5605 73.2422 73.3459 3.11255 B_K fiveyearmeanz\par 2 0.2669 0.2145 18.8018 73.4135 73.4890 3.12116 annualmintemp Defol_2005\par 2 0.2204 0.1647 21.5809 75.3205 75.0898 3.21866 microrelief1 Defol_2005\par 2 0.2200 0.1643 21.6021 75.3346 75.1017 3.21939 fiveyearmeanz Defol_2005\par 2 0.1995 0.1423 22.8268 76.1387 75.7802 3.26141 B_Mg Defol_2005\par 2 0.1780 0.1193 24.1123 76.9610 76.4762 3.30496 B_Mg B_K\par 2 0.1650 0.1053 24.8911 77.4487 76.8901 3.33106 B_K Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.4906 0.4340 7.4347 64.1267 66.2746 2.64943 microrelief1 B_Mg fiveyearmeanz\par 3 0.4641 0.4046 9.0177 65.6985 67.4422 2.71746 microrelief1 B_K fiveyearmeanz\par 3 0.4637 0.4041 9.0443 65.7243 67.4614 2.71858 microrelief1 B_K annualmintemp\par 3 0.4593 0.3992 9.3068 65.9772 67.6503 2.72970 microrelief1 fiveyearmeanz annualmintemp\par 3 0.4225 0.3583 11.5066 68.0193 69.1856 2.82110 microrelief1 B_Mg annualmintemp\par 3 0.4127 0.3475 12.0888 68.5379 69.5785 2.84480 B_Mg fiveyearmeanz annualmintemp\par \par The SAS System 2762\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 3 0.4122 0.3468 12.1227 68.5679 69.6013 2.84618 microrelief1 fiveyearmeanz Defol_2005\par 3 0.3797 0.3108 14.0618 70.2337 70.8718 2.92369 fiveyearmeanz annualmintemp Defol_2005\par 3 0.3779 0.3088 14.1678 70.3223 70.9397 2.92786 microrelief1 annualmintemp Defol_2005\par 3 0.3726 0.3029 14.4831 70.5842 71.1407 2.94026 B_K annualmintemp Defol_2005\par 3 0.3702 0.3002 14.6283 70.7041 71.2328 2.94595 B_K fiveyearmeanz annualmintemp\par 3 0.3564 0.2849 15.4519 71.3752 71.7497 2.97801 microrelief1 B_Mg B_K\par 3 0.3531 0.2812 15.6515 71.5357 71.8737 2.98573 microrelief1 B_K Defol_2005\par 3 0.3515 0.2794 15.7464 71.6117 71.9324 2.98940 B_Mg B_K annualmintemp\par 3 0.3439 0.2711 16.1978 71.9708 72.2102 3.00676 B_Mg B_K fiveyearmeanz\par 3 0.3439 0.2710 16.1992 71.9719 72.2111 3.00681 B_Mg fiveyearmeanz Defol_2005\par 3 0.3322 0.2580 16.9018 72.5226 72.6384 3.03364 B_Mg annualmintemp Defol_2005\par 3 0.3210 0.2456 17.5691 73.0368 73.0385 3.05890 microrelief1 B_Mg Defol_2005\par 3 0.2743 0.1937 20.3569 75.0970 74.6545 3.16225 B_K fiveyearmeanz Defol_2005\par 3 0.2094 0.1216 24.2337 77.7519 76.7661 3.30060 B_Mg B_K Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 4 0.5249 0.4518 7.3879 63.9684 66.8716 2.60753 microrelief1 B_Mg fiveyearmeanz\par annualmintemp\par 4 0.5206 0.4469 7.6407 64.2432 67.0534 2.61911 microrelief1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.5109 0.4357 8.2221 64.8663 67.4673 2.64557 microrelief1 B_K fiveyearmeanz\par annualmintemp\par 4 0.5076 0.4319 8.4189 65.0743 67.6060 2.65446 microrelief1 B_K annualmintemp Defol_2005\par 4 0.4953 0.4176 9.1563 65.8418 68.1200 2.68752 microrelief1 B_Mg fiveyearmeanz Defol_2005\par 4 0.4949 0.4172 9.1784 65.8645 68.1353 2.68851 microrelief1 B_Mg B_K fiveyearmeanz\par 4 0.4843 0.4050 9.8096 66.5062 68.5679 2.71648 microrelief1 B_K fiveyearmeanz Defol_2005\par 4 0.4672 0.3852 10.8349 67.5210 69.2574 2.76130 microrelief1 B_Mg B_K annualmintemp\par 4 0.4429 0.3572 12.2845 68.9014 70.2056 2.82347 B_Mg fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.4423 0.3565 12.3198 68.9343 70.2284 2.82497 B_K fiveyearmeanz annualmintemp Defol_2005\par 4 0.4265 0.3382 13.2671 69.8033 70.8317 2.86485 microrelief1 B_Mg annualmintemp Defol_2005\par 4 0.4131 0.3228 14.0676 70.5192 71.3324 2.89812 B_Mg B_K fiveyearmeanz annualmintemp\par 4 0.3743 0.2780 16.3866 72.5042 72.7376 2.99241 B_Mg B_K annualmintemp Defol_2005\par 4 0.3611 0.2629 17.1701 73.1472 73.1982 3.02360 microrelief1 B_Mg B_K Defol_2005\par 4 0.3440 0.2430 18.1966 73.9699 73.7913 3.06399 B_Mg B_K fiveyearmeanz Defol_2005\par \par The SAS System 2763\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 5 0.5982 0.5178 5.0069 60.7721 66.0980 2.44539 microrelief1 B_K fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5651 0.4781 6.9849 63.2266 67.4681 2.54413 microrelief1 B_Mg fiveyearmeanz\par annualmintemp Defol_2005\par 5 0.5306 0.4368 9.0432 65.5897 68.8327 2.64298 microrelief1 B_Mg B_K fiveyearmeanz\par annualmintemp\par 5 0.5105 0.4126 10.2474 66.8931 69.6050 2.69913 microrelief1 B_Mg B_K annualmintemp\par Defol_2005\par 5 0.5041 0.4049 10.6278 67.2937 69.8452 2.71662 microrelief1 B_Mg B_K fiveyearmeanz\par Defol_2005\par 5 0.4530 0.3436 13.6800 70.3332 71.7111 2.85312 B_Mg B_K fiveyearmeanz annualmintemp\par Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 6 0.5983 0.4979 7.0000 62.7632 68.6764 2.49545 microrelief1 B_Mg B_K fiveyearmeanz\par annualmintemp Defol_2005\par \par \par \par The SAS System 2764\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 6 222.61213 37.10202 5.96 0.0006\par Error 24 149.45499 6.22729\par Corrected Total 30 372.06712\par \par \par Root MSE 2.49545 R-Square 0.5983\par Dependent Mean 2.10393 Adj R-Sq 0.4979\par Coeff Var 118.60895\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 4.13071 2.95745 1.40 0.1753 0\par microrelief1 1 3.19158 1.08329 2.95 0.0070 1.13069\par B_Mg B_Mg 1 -0.18466 2.22858 -0.08 0.9346 2.36041\par B_K B_K 1 -17.28977 12.27216 -1.41 0.1717 2.63708\par fiveyearmeanz fiveyearmeanz 1 -4.50867 1.96823 -2.29 0.0311 1.65224\par annualmintemp annualmintemp 1 -1.02589 0.43245 -2.37 0.0260 2.13881\par Defol_2005 Defol_2005 1 -2.92491 1.45462 -2.01 0.0557 2.60866\par \par The SAS System 2765\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 25 26.10 0.4021\par \par \par Durbin-Watson D 1.923\par Number of Observations 31\par 1st Order Autocorrelation 0.038\par \par The SAS System 2766\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 8 ˆ\par ‚\par ‚ *\par ‚\par 6 ˆ\par ‚\par ‚\par ‚\par 4 ˆ\par ‚ * *\par R ‚\par e ‚ * *\par s 2 ˆ *\par i ‚\par d ‚ * *\par u ‚ ** *\par a 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par l ‚ ** * *\par ‚ ***\par ‚ *\par -2 ˆ ***\par ‚ *\par ‚ *\par ‚\par -4 ˆ\par ‚ *\par ‚\par ‚\par -6 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 3 obs hidden.\par \par The SAS System 2767\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ *\par ‚\par ‚\par ‚\par ‚\par S ‚\par t 2 ˆ\par u ‚\par d ‚ *\par e ‚ *\par n ‚ *\par t ‚ *\par i 1 ˆ *\par z ‚\par e ‚ *\par d ‚ *\par ‚ *\par R ‚ * *\par e 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par s ‚ ** * *\par i ‚ **\par d ‚ * *\par u ‚ *\par a ‚ **\par l -1 ˆ *\par ‚ * *\par ‚\par ‚\par ‚\par ‚\par -2 ˆ *\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 2 obs hidden.\par \par The SAS System 2768\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 2.7137 -0.38808 -0.16530\par 2 0.0000 0.8606 -0.86060 -0.47750\par 3 3.5714 3.9715 -0.40004 -0.18912\par 4 0.0000 -1.1056 1.10564 0.67345\par 5 4.8780 4.7116 0.16643 0.07187\par 6 0.0000 0.8011 -0.80114 -0.34659\par 7 0.0000 1.6385 -1.63853 -0.68615\par 8 0.0000 1.8521 -1.85209 -0.77945\par 9 0.0000 1.1152 -1.11523 -0.46159\par 10 0.0000 0.2772 -0.27725 -0.13105\par 11 0.0000 0.9542 -0.95416 -0.40913\par 12 3.8462 0.1473 3.69888 1.55649\par 13 0.0000 -0.5117 0.51171 0.29820\par 14 0.0000 0.2878 -0.28779 -0.12129\par 15 0.0000 2.1545 -2.15453 -1.07799\par 16 2.5641 7.0955 -4.53140 -2.05160\par 17 13.5135 10.1575 3.35606 1.68427\par 18 11.3208 10.3176 1.00316 0.50651\par 19 0.0000 1.8560 -1.85595 -0.79941\par 20 2.1277 -0.1028 2.23045 0.97809\par 21 0.0000 -0.0475 0.04746 0.02124\par 22 0.0000 0.4799 -0.47991 -0.23574\par 23 0.0000 -0.3833 0.38330 0.17333\par 24 9.5238 2.7367 6.78711 2.98894\par 25 3.8462 1.2210 2.62510 1.14753\par 26 0.0000 2.5001 -2.50011 -1.17004\par 27 0.0000 2.8174 -2.81744 -1.17811\par 28 4.4444 1.8909 2.55358 1.39925\par 29 0.0000 2.0166 -2.01661 -0.86804\par 30 1.8519 1.4529 0.39891 0.17263\par 31 1.4085 1.3454 0.06308 0.02721\par \par The SAS System 2769\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 31 Sum Weights 31\par Mean 0 Sum Observations 0\par Std Deviation 2.232002 Variance 4.98183294\par Skewness 0.89546719 Kurtosis 1.84257135\par Uncorrected SS 149.454988 Corrected SS 149.454988\par Coeff Variation . Std Error Mean 0.40087939\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 2.23200\par Median -0.28779 Variance 4.98183\par Mode . Range 11.31852\par Interquartile Range 2.64169\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -1.5 Pr >= |M| 0.7201\par Signed Rank S -24 Pr >= |S| 0.6458\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.946689 Pr < W 0.1264\par Kolmogorov-Smirnov D 0.151269 Pr > D 0.0705\par Cramer-von Mises W-Sq 0.107279 Pr > W-Sq 0.0886\par Anderson-Darling A-Sq 0.600513 Pr > A-Sq 0.1104\par \par The SAS System 2770\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 6.787114\par 99% 6.787114\par 95% 3.698884\par 90% 2.625104\par 75% Q3 1.003162\par 50% Median -0.287793\par 25% Q1 -1.638527\par 10% -2.154535\par 5% -2.817440\par 1% -4.531403\par 0% Min -4.531403\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -4.53140 16 2.55358 28\par -2.81744 27 2.62510 25\par -2.50011 26 3.35606 17\par -2.15453 15 3.69888 12\par -2.01661 29 6.78711 24\par \par \par \par The SAS System 2771\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 6 8 1 0 6.5+ *\par 5 | +++\par 4 | +++++\par 3 47 2 | | *+*+\par 2 266 3 | | **+*+\par 1 01 2 +-----+ | ++**\par 0 012445 6 | + | | ++\par -0 9854433 7 *-----* | **\par -1 99610 5 +-----+ | ****+\par -2 8520 4 | | * *+*+*+\par -3 | | ++++\par -4 5 1 | -4.5+ +*+++\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2772\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.2555 0.2298 15.7963 71.8914 72.6369 3.09061 annualmintemp\par 1 0.2198 0.1929 17.8477 73.3428 73.9171 3.16381 fiveyearmeanz\par 1 0.1862 0.1582 19.7780 74.6492 75.0725 3.23119 microrelief1\par 1 0.1346 0.1047 22.7487 76.5579 76.7664 3.33221 B_Mg\par 1 0.0607 0.0283 26.9948 79.0970 79.0307 3.47150 Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.4040 0.3615 9.2584 66.9933 68.4045 2.81413 microrelief1 fiveyearmeanz\par 2 0.3656 0.3203 11.4682 68.9311 69.9864 2.90348 microrelief1 annualmintemp\par 2 0.3439 0.2971 12.7139 69.9723 70.8408 2.95265 B_Mg fiveyearmeanz\par 2 0.3294 0.2815 13.5480 70.6504 71.3989 2.98512 B_Mg annualmintemp\par 2 0.3284 0.2804 13.6080 70.6987 71.4387 2.98745 fiveyearmeanz annualmintemp\par 2 0.2814 0.2301 16.3048 72.7918 73.1704 3.09002 microrelief1 B_Mg\par 2 0.2669 0.2145 17.1416 73.4135 73.6874 3.12116 annualmintemp Defol_2005\par 2 0.2204 0.1647 19.8154 75.3205 75.2808 3.21866 microrelief1 Defol_2005\par 2 0.2200 0.1643 19.8358 75.3346 75.2926 3.21939 fiveyearmeanz Defol_2005\par 2 0.1995 0.1423 21.0140 76.1387 75.9680 3.26141 B_Mg Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.4906 0.4340 6.2812 64.1267 66.5894 2.64943 microrelief1 B_Mg fiveyearmeanz\par 3 0.4593 0.3992 8.0823 65.9772 67.9560 2.72970 microrelief1 fiveyearmeanz annualmintemp\par 3 0.4225 0.3583 10.1987 68.0193 69.4807 2.82110 microrelief1 B_Mg annualmintemp\par 3 0.4127 0.3475 10.7588 68.5379 69.8708 2.84480 B_Mg fiveyearmeanz annualmintemp\par 3 0.4122 0.3468 10.7915 68.5679 69.8933 2.84618 microrelief1 fiveyearmeanz Defol_2005\par 3 0.3797 0.3108 12.6570 70.2337 71.1548 2.92369 fiveyearmeanz annualmintemp Defol_2005\par 3 0.3779 0.3088 12.7590 70.3223 71.2222 2.92786 microrelief1 annualmintemp Defol_2005\par 3 0.3439 0.2710 14.7135 71.9719 72.4845 3.00681 B_Mg fiveyearmeanz Defol_2005\par 3 0.3322 0.2580 15.3894 72.5226 72.9087 3.03364 B_Mg annualmintemp Defol_2005\par 3 0.3210 0.2456 16.0314 73.0368 73.3059 3.05890 microrelief1 B_Mg Defol_2005\par \par The SAS System 2773\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.5249 0.4518 6.3119 63.9684 67.2823 2.60753 microrelief1 B_Mg fiveyearmeanz\par annualmintemp\par 4 0.5206 0.4469 6.5551 64.2432 67.4622 2.61911 microrelief1 fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.4953 0.4176 8.0133 65.8418 68.5172 2.68752 microrelief1 B_Mg fiveyearmeanz Defol_2005\par 4 0.4429 0.3572 11.0229 68.9014 70.5799 2.82347 B_Mg fiveyearmeanz annualmintemp\par Defol_2005\par 4 0.4265 0.3382 11.9683 69.8033 71.1992 2.86485 microrelief1 B_Mg annualmintemp Defol_2005\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.5651 0.4781 6.0000 63.2266 67.9914 2.54413 microrelief1 B_Mg fiveyearmeanz\par annualmintemp Defol_2005\par \par \par \par The SAS System 2774\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Number of Observations Read 31\par Number of Observations Used 31\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 5 210.25164 42.05033 6.50 0.0005\par Error 25 161.81549 6.47262\par Corrected Total 30 372.06712\par \par \par Root MSE 2.54413 R-Square 0.5651\par Dependent Mean 2.10393 Adj R-Sq 0.4781\par Coeff Var 120.92273\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 4.16258 3.01506 1.38 0.1796 0\par microrelief1 1 2.85456 1.07716 2.65 0.0138 1.07556\par B_Mg B_Mg 1 -2.47913 1.55094 -1.60 0.1225 1.09986\par fiveyearmeanz fiveyearmeanz 1 -5.37847 1.90536 -2.82 0.0092 1.48968\par annualmintemp annualmintemp 1 -0.84207 0.42034 -2.00 0.0561 1.94412\par Defol_2005 Defol_2005 1 -2.02689 1.33304 -1.52 0.1409 2.10776\par \par The SAS System 2775\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: PERCSMMORT PERCSMMORT\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 19 17.59 0.5498\par \par \par Durbin-Watson D 2.001\par Number of Observations 31\par 1st Order Autocorrelation -0.001\par \par The SAS System 2776\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 8 ˆ\par ‚\par ‚ *\par ‚\par 6 ˆ\par ‚\par ‚\par ‚\par 4 ˆ\par ‚ * *\par R ‚ *\par e ‚\par s 2 ˆ * *\par i ‚ * *\par d ‚ * *\par u ‚ * * *\par a 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par l ‚ * *\par ‚ ** *\par ‚ ** *\par -2 ˆ **\par ‚ *\par ‚\par ‚\par -4 ˆ\par ‚ *\par ‚\par ‚\par -6 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10\par \par Predicted Value of PERCSMMORT\par \par NOTE: 5 obs hidden.\par \par The SAS System 2777\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 4 ˆ\par ‚\par ‚\par ‚\par ‚\par S 3 ˆ *\par t ‚\par u ‚\par d ‚\par e ‚\par n 2 ˆ\par t ‚ *\par i ‚ * *\par z ‚\par e ‚\par d 1 ˆ *\par ‚ *\par R ‚ * * *\par e ‚ *\par s ‚ * * *\par i 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par d ‚ * *\par u ‚ ** *\par a ‚ **\par l ‚ **\par -1 ˆ *\par ‚ *\par ‚\par ‚\par ‚\par -2 ˆ *\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10\par \par Predicted Value of PERCSMMORT\par \par NOTE: 6 obs hidden.\par \par The SAS System 2778\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 2.01961 0.30597 0.12511\par 2 0.0000 1.73941 -1.73941 -0.89457\par 3 3.5714 4.57247 -1.00104 -0.45502\par 4 0.0000 -1.79387 1.79387 1.02724\par 5 4.8780 4.27175 0.60629 0.25452\par 6 0.0000 1.71890 -1.71890 -0.70205\par 7 0.0000 1.11807 -1.11807 -0.45385\par 8 0.0000 1.44625 -1.44625 -0.59267\par 9 0.0000 1.01692 -1.01692 -0.41267\par 10 0.0000 1.72761 -1.72761 -0.72025\par 11 0.0000 0.70329 -0.70329 -0.29493\par 12 3.8462 0.11248 3.73367 1.54098\par 13 0.0000 -1.08370 1.08370 0.60281\par 14 0.0000 0.24928 -0.24928 -0.10304\par 15 0.0000 2.50876 -2.50876 -1.22157\par 16 2.5641 7.02693 -4.46283 -1.98141\par 17 13.5135 9.94124 3.57227 1.75328\par 18 11.3208 9.94101 1.37974 0.67718\par 19 0.0000 1.87805 -1.87805 -0.79344\par 20 2.1277 0.17871 1.94895 0.83509\par 21 0.0000 0.28835 -0.28835 -0.12589\par 22 0.0000 1.85471 -1.85471 -0.80585\par 23 0.0000 0.24450 -0.24450 -0.10631\par 24 9.5238 2.29091 7.23290 3.09441\par 25 3.8462 2.29496 1.55119 0.63100\par 26 0.0000 1.33569 -1.33569 -0.57185\par 27 0.0000 2.49452 -2.49452 -1.01846\par 28 4.4444 1.34548 3.09897 1.62935\par 29 0.0000 1.75893 -1.75893 -0.74035\par 30 1.8519 0.96295 0.88890 0.37311\par 31 1.4085 1.05777 0.35069 0.14781\par \par The SAS System 2779\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 31 Sum Weights 31\par Mean 0 Sum Observations 0\par Std Deviation 2.32246626 Variance 5.39384952\par Skewness 1.03589357 Kurtosis 1.95136125\par Uncorrected SS 161.815485 Corrected SS 161.815485\par Coeff Variation . Std Error Mean 0.41712725\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 2.32247\par Median -0.28835 Variance 5.39385\par Mode . Range 11.69573\par Interquartile Range 3.10735\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -2.5 Pr >= |M| 0.4731\par Signed Rank S -24 Pr >= |S| 0.6458\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.932375 Pr < W 0.0509\par Kolmogorov-Smirnov D 0.122567 Pr > D >0.1500\par Cramer-von Mises W-Sq 0.107056 Pr > W-Sq 0.0891\par Anderson-Darling A-Sq 0.679008 Pr > A-Sq 0.0727\par \par The SAS System 2780\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 7.232897\par 99% 7.232897\par 95% 3.733674\par 90% 3.098966\par 75% Q3 1.379741\par 50% Median -0.288349\par 25% Q1 -1.727612\par 10% -1.878055\par 5% -2.508757\par 1% -4.462828\par 0% Min -4.462828\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -4.46283 16 1.94895 20\par -2.50876 15 3.09897 28\par -2.49452 27 3.57227 17\par -1.87805 19 3.73367 12\par -1.85471 22 7.23290 24\par \par \par \par The SAS System 2781\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 7 2 1 0 7.5+ *\par 6 |\par 5 | ++++\par 4 | ++++\par 3 167 3 | | *+*+*+\par 2 | | ++++\par 1 14689 5 +-----+ 1.5+ +\par 0 3469 4 | + | | ++****\par -0 7322 4 *-----* | +++****\par -1 99877743100 11 +-----+ | * ****\par -2 55 2 | | * * ++++\par -3 | | +++++\par -4 5 1 | -4.5+ *+++\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2782\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.3204 0.2953 46.1431 102.4683 101.3971 5.66020 microrelief1\par 1 0.2625 0.2352 52.2122 104.8424 103.5650 5.89669 fiveyearmeanz\par 1 0.2446 0.2166 54.0806 105.5358 104.2005 5.96761 fiveyearmeantemp\par 1 0.1327 0.1006 65.7991 109.5430 107.8941 6.39449 A_Mg\par 1 0.1214 0.0889 66.9793 109.9176 108.2410 6.43592 Defol_2006\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.5795 0.5471 21.0230 90.5489 90.2684 4.53733 microrelief1 fiveyearmeanz\par 2 0.5177 0.4806 27.4918 94.5247 93.6085 4.85927 microrelief1 fiveyearmeantemp\par 2 0.4768 0.4365 31.7753 96.8861 95.6199 5.06119 Defol_2006 fiveyearmeanz\par 2 0.4672 0.4262 32.7828 97.4147 96.0729 5.10753 microrelief1 A_Mg\par 2 0.3518 0.3020 44.8584 103.0975 101.0058 5.63329 Defol_2006 microrelief1\par 2 0.3487 0.2986 45.1822 103.2355 101.1270 5.64672 fiveyearmeantemp A_Mg\par 2 0.3374 0.2864 46.3731 103.7377 101.5685 5.69582 fiveyearmeanz A_Mg\par 2 0.3340 0.2828 46.7204 103.8825 101.6960 5.71006 fiveyearmeantemp fiveyearmeanz\par 2 0.3213 0.2691 48.0551 104.4324 102.1806 5.76445 Defol_2006 fiveyearmeantemp\par 2 0.2846 0.2296 51.8963 105.9592 103.5314 5.91822 Defol_2006 A_Mg\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.6665 0.6265 13.9128 85.8250 86.4128 4.12069 Defol_2006 microrelief1 fiveyearmeanz\par 3 0.6655 0.6253 14.0204 85.9142 86.4798 4.12703 microrelief1 fiveyearmeanz A_Mg\par 3 0.6363 0.5927 17.0716 88.3368 88.3170 4.30306 microrelief1 fiveyearmeantemp A_Mg\par 3 0.6235 0.5783 18.4169 89.3439 89.0900 4.37843 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 3 0.5715 0.5201 23.8624 93.0966 92.0180 4.67109 Defol_2006 fiveyearmeanz A_Mg\par 3 0.5323 0.4762 27.9618 95.6324 94.0383 4.87984 Defol_2006 microrelief1 fiveyearmeantemp\par 3 0.5144 0.4562 29.8355 96.7215 94.9162 4.97234 Defol_2006 microrelief1 A_Mg\par 3 0.4941 0.4334 31.9640 97.9110 95.8819 5.07537 Defol_2006 fiveyearmeantemp fiveyearmeanz\par 3 0.4503 0.3843 36.5507 100.3195 97.8586 5.29057 Defol_2006 fiveyearmeantemp A_Mg\par 3 0.4107 0.3400 40.6951 102.3361 99.5349 5.47775 fiveyearmeantemp fiveyearmeanz A_Mg\par \par The SAS System 2783\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.7644 0.7251 5.6685 77.7525 81.4467 3.53519 Defol_2006 microrelief1 fiveyearmeanz A_Mg\par 4 0.7105 0.6623 11.3045 83.7198 85.2857 3.91828 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg\par 4 0.6833 0.6305 14.1550 86.3268 87.0422 4.09841 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 4 0.6625 0.6062 16.3366 88.1749 88.3173 4.23111 Defol_2006 microrelief1 fiveyearmeantemp\par A_Mg\par 4 0.5879 0.5193 24.1400 93.9613 92.4687 4.67500 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_Mg\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.7803 0.7325 6.0000 77.7216 82.7159 3.48696 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg\par \par \par \par The SAS System 2784\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 5 993.26884 198.65377 16.34 <.0001\par Error 23 279.65490 12.15891\par Corrected Total 28 1272.92374\par \par \par Root MSE 3.48696 R-Square 0.7803\par Dependent Mean 8.29733 Adj R-Sq 0.7325\par Coeff Var 42.02512\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 13.23373 5.58641 2.37 0.0266 0\par Defol_2006 Defol_2006 1 4.16864 1.54240 2.70 0.0127 1.28191\par microrelief1 1 6.76112 1.50657 4.49 0.0002 1.12004\par fiveyearmeantemp fiveyearmeantemp 1 -1.03138 0.79846 -1.29 0.2093 1.51204\par fiveyearmeanz fiveyearmeanz 1 -11.17686 3.18217 -3.51 0.0019 1.57575\par A_Mg A_Mg 1 -3.30608 1.03747 -3.19 0.0041 1.04157\par \par The SAS System 2785\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 18 11.91 0.8518\par \par \par Durbin-Watson D 1.638\par Number of Observations 29\par 1st Order Autocorrelation 0.169\par \par The SAS System 2786\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 8 ˆ\par ‚\par ‚ *\par ‚\par 6 ˆ\par ‚\par ‚\par ‚\par 4 ˆ\par ‚ * *\par R ‚\par e ‚ * * *\par s 2 ˆ\par i ‚\par d ‚ * *\par u ‚ * *\par a 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par l ‚ ** * *\par ‚ ****\par ‚ *\par -2 ˆ ***\par ‚ *\par ‚ *\par ‚\par -4 ˆ\par ‚ *\par ‚\par ‚\par -6 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 2 obs hidden.\par \par The SAS System 2787\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ *\par ‚\par ‚\par ‚\par ‚\par S 2 ˆ\par t ‚ *\par u ‚ *\par d ‚ *\par e ‚ *\par n 1 ˆ *\par t ‚\par i ‚ *\par z ‚ *\par e ‚ * *\par d 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par ‚ ** * *\par R ‚ ****\par e ‚\par s ‚ ***\par i -1 ˆ\par d ‚ * * *\par u ‚\par a ‚\par l ‚\par -2 ˆ *\par ‚\par ‚\par ‚\par ‚\par -3 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ\par -2 0 2 4 6 8 10 12\par \par Predicted Value of PERCSMMORT\par \par NOTE: 3 obs hidden.\par \par The SAS System 2788\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 8.8508 -2.10659 -0.63276\par 2 0.0000 9.8922 -3.57643 -1.40109\par 3 3.5714 . . .\par 4 0.0000 2.1396 1.32195 0.44881\par 5 4.8780 7.3520 -0.60199 -0.19301\par 6 0.0000 8.7258 -0.72581 -0.21762\par 7 0.0000 0.9937 1.57776 0.50429\par 8 0.0000 9.4136 2.14888 0.65199\par 9 0.0000 7.5192 -5.01922 -1.48935\par 10 0.0000 4.3758 -2.37581 -0.74421\par 11 0.0000 9.3778 8.62219 2.61414\par 12 3.8462 8.1286 6.67913 1.98909\par 13 0.0000 2.8512 1.37958 0.54045\par 14 0.0000 8.0772 -2.86886 -0.85400\par 15 0.0000 10.4148 -2.73626 -0.94752\par 16 2.5641 . . .\par 17 13.5135 27.6693 2.88623 1.11029\par 18 11.3208 27.9003 -0.07010 -0.02710\par 19 0.0000 9.1156 -2.99060 -0.88335\par 20 2.1277 8.0220 -2.58723 -0.76841\par 21 0.0000 3.7995 2.31158 0.78624\par 22 0.0000 9.0310 0.29336 0.08666\par 23 0.0000 6.6736 -1.43546 -0.46139\par 24 9.5238 5.8051 1.82644 0.57454\par 25 3.8462 6.4707 3.72934 1.19578\par 26 0.0000 6.4223 -0.83406 -0.25757\par 27 0.0000 6.9836 -1.52904 -0.49372\par 28 4.4444 3.7698 2.27672 0.78604\par 29 0.0000 9.7939 -4.19395 -1.24100\par 30 1.8519 7.6341 -2.91184 -1.04529\par 31 1.4085 3.4195 1.51009 0.51732\par \par The SAS System 2789\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 29 Sum Weights 29\par Mean 0 Sum Observations 0\par Std Deviation 3.16032829 Variance 9.98767491\par Skewness 0.82406202 Kurtosis 0.80973293\par Uncorrected SS 279.654898 Corrected SS 279.654898\par Coeff Variation . Std Error Mean 0.58685823\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 3.16033\par Median -0.60199 Variance 9.98767\par Mode . Range 13.64140\par Interquartile Range 4.41368\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -1.5 Pr >= |M| 0.7111\par Signed Rank S -22.5 Pr >= |S| 0.6349\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.944284 Pr < W 0.1298\par Kolmogorov-Smirnov D 0.094325 Pr > D >0.1500\par Cramer-von Mises W-Sq 0.065295 Pr > W-Sq >0.2500\par Anderson-Darling A-Sq 0.486084 Pr > A-Sq 0.2171\par \par The SAS System 2790\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 8.622187\par 99% 8.622187\par 95% 6.679131\par 90% 3.729336\par 75% Q3 1.826443\par 50% Median -0.601987\par 25% Q1 -2.587234\par 10% -3.576426\par 5% -4.193945\par 1% -5.019216\par 0% Min -5.019216\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -5.01922 9 2.31158 21\par -4.19395 29 2.88623 17\par -3.57643 2 3.72934 25\par -2.99060 19 6.67913 12\par -2.91184 30 8.62219 11\par \par \par Missing Values\par \par -----Percent Of-----\par Missing Missing\par Value Count All Obs Obs\par \par . 2 6.45 100.00\par \par \par \par The SAS System 2791\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 8 6 1 0 9+ *\par 6 7 1 | | * +++++++\par 4 | | ++++++\par 2 13397 5 | | +***+**\par 0 334568 6 +--+--+ | ++\par -0 548761 6 *-----* | +++\par -2 60997641 8 +-----+ | **+***+***\par -4 02 2 | -5+ * ++*+++\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2792\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.3204 0.2953 35.9671 102.4683 101.8212 5.66020 microrelief1\par 1 0.2625 0.2352 41.1681 104.8424 103.9644 5.89669 fiveyearmeanz\par 1 0.2446 0.2166 42.7692 105.5358 104.5929 5.96761 fiveyearmeantemp\par 1 0.1699 0.1391 49.4769 108.2728 107.0846 6.25597 A_K\par 1 0.1214 0.0889 53.8229 109.9176 108.5901 6.43592 Defol_2006\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.5795 0.5471 14.7261 90.5489 91.0541 4.53733 microrelief1 fiveyearmeanz\par 2 0.5177 0.4806 20.2696 94.5247 94.3285 4.85927 microrelief1 fiveyearmeantemp\par 2 0.4997 0.4612 21.8886 95.5900 95.2157 4.94934 microrelief1 A_K\par 2 0.4768 0.4365 23.9404 96.8861 96.3008 5.06119 Defol_2006 fiveyearmeanz\par 2 0.3595 0.3102 34.4617 102.7511 101.2885 5.59975 fiveyearmeantemp A_K\par 2 0.3518 0.3020 35.1522 103.0975 101.5870 5.63329 Defol_2006 microrelief1\par 2 0.3340 0.2828 36.7479 103.8825 102.2651 5.71006 fiveyearmeantemp fiveyearmeanz\par 2 0.3282 0.2765 37.2729 104.1362 102.4847 5.73509 Defol_2006 A_K\par 2 0.3213 0.2691 37.8917 104.4324 102.7413 5.76445 Defol_2006 fiveyearmeantemp\par 2 0.3082 0.2550 39.0652 104.9860 103.2219 5.81974 fiveyearmeanz A_K\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.6665 0.6265 8.9191 85.8250 87.5774 4.12069 Defol_2006 microrelief1 fiveyearmeanz\par 3 0.6454 0.6028 10.8167 87.6084 88.8845 4.24936 microrelief1 fiveyearmeantemp A_K\par 3 0.6314 0.5871 12.0736 88.7320 89.7163 4.33248 microrelief1 fiveyearmeanz A_K\par 3 0.6235 0.5783 12.7789 89.3439 90.1720 4.37843 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 3 0.5510 0.4971 19.2820 94.4499 94.0524 4.78136 Defol_2006 microrelief1 A_K\par 3 0.5323 0.4762 20.9585 95.6324 94.9709 4.87984 Defol_2006 microrelief1 fiveyearmeantemp\par 3 0.5287 0.4721 21.2858 95.8578 95.1468 4.89884 Defol_2006 fiveyearmeanz A_K\par 3 0.4941 0.4334 24.3882 97.9110 96.7617 5.07537 Defol_2006 fiveyearmeantemp fiveyearmeanz\par 3 0.4670 0.4030 26.8204 99.4247 97.9664 5.20958 Defol_2006 fiveyearmeantemp A_K\par 3 0.3903 0.3172 33.6964 103.3208 101.1209 5.57154 fiveyearmeantemp fiveyearmeanz A_K\par \par The SAS System 2793\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.7216 0.6751 5.9811 82.5940 86.1511 3.84296 Defol_2006 microrelief1 fiveyearmeanz A_K\par 4 0.6839 0.6312 9.3569 86.2698 88.4956 4.09439 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K\par 4 0.6833 0.6305 9.4126 86.3268 88.5327 4.09841 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 4 0.6747 0.6205 10.1824 87.1020 89.0394 4.15356 Defol_2006 microrelief1 fiveyearmeantemp\par A_K\par 4 0.5512 0.4764 21.2664 96.4387 95.4841 4.87901 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_K\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.7436 0.6879 6.0000 82.1980 87.1923 3.76674 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K\par \par \par \par The SAS System 2794\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 5 946.59169 189.31834 13.34 <.0001\par Error 23 326.33204 14.18835\par Corrected Total 28 1272.92374\par \par \par Root MSE 3.76674 R-Square 0.7436\par Dependent Mean 8.29733 Adj R-Sq 0.6879\par Coeff Var 45.39705\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 13.83027 6.05334 2.28 0.0319 0\par Defol_2006 Defol_2006 1 3.84828 1.66269 2.31 0.0299 1.27658\par microrelief1 1 6.76285 1.62753 4.16 0.0004 1.12015\par fiveyearmeantemp fiveyearmeantemp 1 -1.21775 0.86519 -1.41 0.1727 1.52138\par fiveyearmeanz fiveyearmeanz 1 -9.19305 3.69728 -2.49 0.0206 1.82293\par A_K A_K 1 -16.36360 7.03357 -2.33 0.0292 1.23210\par \par The SAS System 2795\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 19 17.30 0.5699\par \par \par Durbin-Watson D 1.937\par Number of Observations 29\par 1st Order Autocorrelation 0.015\par \par The SAS System 2796\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 10.0 ˆ\par ‚\par ‚ *\par ‚\par 7.5 ˆ\par ‚\par ‚\par ‚ * *\par 5.0 ˆ\par ‚\par R ‚ *\par e ‚ *\par s 2.5 ˆ * * *\par i ‚\par d ‚ *\par u ‚ * *\par a 0.0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒ**ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒ\par l ‚ * *\par ‚ * *\par ‚ * ** *\par -2.5 ˆ *\par ‚ *\par ‚\par ‚\par -5.0 ˆ * * *\par ‚ *\par ‚\par ‚\par -7.5 ˆ\par ‚\par Šˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒ\par 0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5\par \par Predicted Value of Dieback_08\par \par NOTE: 2 obs had missing values.\par \par The SAS System 2797\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ\par ‚\par ‚\par ‚ *\par ‚\par S ‚\par t 2 ˆ\par u ‚\par d ‚ * *\par e ‚\par n ‚ *\par t ‚\par i 1 ˆ\par z ‚ * *\par e ‚ * *\par d ‚ *\par ‚ *\par R ‚ * *\par e 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒ**ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par s ‚ * *\par i ‚ *\par d ‚ * * ** *\par u ‚ *\par a ‚\par l -1 ˆ\par ‚ *\par ‚ *\par ‚ * *\par ‚ *\par ‚\par -2 ˆ\par ‚\par Šƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒ\par 0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5\par \par Predicted Value of Dieback_08\par \par NOTE: 2 obs had missing values.\par \par The SAS System 2798\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 8.4058 -1.66158 -0.46130\par 2 0.0000 9.5371 -3.22135 -1.16545\par 3 3.5714 . . .\par 4 0.0000 4.7449 -1.28335 -0.37936\par 5 4.8780 7.5005 -0.75054 -0.22542\par 6 0.0000 7.6188 0.38121 0.10482\par 7 0.0000 1.6557 0.91571 0.26962\par 8 0.0000 9.2611 2.30144 0.65254\par 9 0.0000 7.3407 -4.84073 -1.32924\par 10 0.0000 3.6192 -1.61923 -0.46728\par 11 0.0000 9.3190 8.68100 2.46595\par 12 3.8462 8.9534 5.85429 1.64519\par 13 0.0000 4.2788 -0.04806 -0.01686\par 14 0.0000 7.8849 -2.67658 -0.73762\par 15 0.0000 12.6410 -4.96246 -1.50892\par 16 2.5641 . . .\par 17 13.5135 26.6146 3.94092 1.38743\par 18 11.3208 27.5401 0.29012 0.10370\par 19 0.0000 6.0087 0.11627 0.03421\par 20 2.1277 7.3482 -1.91343 -0.53533\par 21 0.0000 5.8583 0.25278 0.07495\par 22 0.0000 6.7871 2.53723 0.72215\par 23 0.0000 6.9152 -1.67707 -0.50443\par 24 9.5238 6.1799 1.45166 0.42960\par 25 3.8462 4.8067 5.39329 1.59579\par 26 0.0000 10.7034 -5.11513 -1.43242\par 27 0.0000 6.0396 -0.58506 -0.17323\par 28 4.4444 3.5085 2.53800 0.81116\par 29 0.0000 11.4752 -5.87518 -1.67011\par 30 1.8519 6.0221 -1.29983 -0.42602\par 31 1.4085 2.0539 2.87567 0.90574\par \par The SAS System 2799\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 29 Sum Weights 29\par Mean 0 Sum Observations 0\par Std Deviation 3.41390038 Variance 11.6547158\par Skewness 0.4773667 Kurtosis 0.35059585\par Uncorrected SS 326.332043 Corrected SS 326.332043\par Coeff Variation . Std Error Mean 0.63394539\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 3.41390\par Median -0.04806 Variance 11.65472\par Mode . Range 14.55619\par Interquartile Range 3.97852\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -0.5 Pr >= |M| 1.0000\par Signed Rank S -9.5 Pr >= |S| 0.8414\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.971634 Pr < W 0.6048\par Kolmogorov-Smirnov D 0.110718 Pr > D >0.1500\par Cramer-von Mises W-Sq 0.044026 Pr > W-Sq >0.2500\par Anderson-Darling A-Sq 0.283815 Pr > A-Sq >0.2500\par \par The SAS System 2800\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 8.6810048\par 99% 8.6810048\par 95% 5.8542884\par 90% 5.3932924\par 75% Q3 2.3014439\par 50% Median -0.0480645\par 25% Q1 -1.6770746\par 10% -4.9624553\par 5% -5.1151295\par 1% -5.8751848\par 0% Min -5.8751848\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -5.87518 29 2.87567 31\par -5.11513 26 3.94092 17\par -4.96246 15 5.39329 25\par -4.84073 9 5.85429 12\par -3.22135 2 8.68100 11\par \par \par Missing Values\par \par -----Percent Of-----\par Missing Missing\par Value Count All Obs Obs\par \par . 2 6.45 100.00\par \par \par \par The SAS System 2801\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 8 7 1 0 9+ * ++\par 6 | ++++++\par 4 49 2 | | +*++*+\par 2 35599 5 +-----+ | *+***+*\par 0 133495 6 | + | | +\par -0 977633860 9 *-----* | * **\par -2 27 2 | | +**+++\par -4 9108 4 | -5+ * +*++**\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2802\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.3204 0.2953 34.8963 102.4683 101.8729 5.66020 microrelief1\par 1 0.2625 0.2352 40.0059 104.8424 104.0132 5.89669 fiveyearmeanz\par 1 0.2446 0.2166 41.5790 105.5358 104.6409 5.96761 fiveyearmeantemp\par 1 0.1699 0.1391 48.1689 108.2728 107.1294 6.25597 A_K\par 1 0.1302 0.0980 51.6671 109.6272 108.3671 6.40378 BA_mha\par 1 0.1214 0.0889 52.4385 109.9176 108.6330 6.43592 Defol_2006\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.5795 0.5471 14.0635 90.5489 91.1489 4.53733 microrelief1 fiveyearmeanz\par 2 0.5177 0.4806 19.5097 94.5247 94.4159 4.85927 microrelief1 fiveyearmeantemp\par 2 0.4997 0.4612 21.1002 95.5900 95.3010 4.94934 microrelief1 A_K\par 2 0.4768 0.4365 23.1160 96.8861 96.3837 5.06119 Defol_2006 fiveyearmeanz\par 2 0.3962 0.3497 30.2230 101.0427 99.8977 5.43722 microrelief1 BA_mha\par 2 0.3595 0.3102 33.4525 102.7511 101.3603 5.59975 fiveyearmeantemp A_K\par 2 0.3583 0.3089 33.5594 102.8060 101.4075 5.60505 fiveyearmeanz BA_mha\par 2 0.3518 0.3020 34.1309 103.0975 101.6582 5.63329 Defol_2006 microrelief1\par 2 0.3340 0.2828 35.6985 103.8825 102.3348 5.71006 fiveyearmeantemp fiveyearmeanz\par 2 0.3282 0.2765 36.2143 104.1362 102.5540 5.73509 Defol_2006 A_K\par 2 0.3213 0.2691 36.8222 104.4324 102.8101 5.76445 Defol_2006 fiveyearmeantemp\par 2 0.3082 0.2550 37.9751 104.9860 103.2896 5.81974 fiveyearmeanz A_K\par 2 0.2954 0.2412 39.1010 105.5166 103.7503 5.87322 fiveyearmeantemp BA_mha\par 2 0.2582 0.2011 42.3866 107.0117 105.0534 6.02659 Defol_2006 BA_mha\par 2 0.1989 0.1372 47.6119 109.2413 107.0109 6.26276 A_K BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.6665 0.6265 8.3936 85.8250 87.7175 4.12069 Defol_2006 microrelief1 fiveyearmeanz\par 3 0.6454 0.6028 10.2579 87.6084 89.0201 4.24936 microrelief1 fiveyearmeantemp A_K\par 3 0.6314 0.5871 11.4927 88.7320 89.8489 4.33248 microrelief1 fiveyearmeanz A_K\par 3 0.6295 0.5851 11.6550 88.8764 89.9560 4.34329 microrelief1 fiveyearmeanz BA_mha\par \par The SAS System 2803\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 3 0.6235 0.5783 12.1856 89.3439 90.3030 4.37843 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 3 0.5739 0.5228 16.5561 92.9318 93.0054 4.65783 Defol_2006 fiveyearmeanz BA_mha\par 3 0.5510 0.4971 18.5745 94.4499 94.1694 4.78136 Defol_2006 microrelief1 A_K\par 3 0.5419 0.4869 19.3811 95.0350 94.6214 4.82984 microrelief1 fiveyearmeantemp BA_mha\par 3 0.5323 0.4762 20.2216 95.6324 95.0847 4.87984 Defol_2006 microrelief1 fiveyearmeantemp\par 3 0.5287 0.4721 20.5432 95.8578 95.2600 4.89884 Defol_2006 fiveyearmeanz A_K\par 3 0.5031 0.4435 22.7985 97.3909 96.4596 5.03006 microrelief1 A_K BA_mha\par 3 0.4941 0.4334 23.5911 97.9110 96.8693 5.07537 Defol_2006 fiveyearmeantemp fiveyearmeanz\par 3 0.4670 0.4030 25.9805 99.4247 98.0700 5.20958 Defol_2006 fiveyearmeantemp A_K\par 3 0.4362 0.3685 28.6967 101.0547 99.3761 5.35806 Defol_2006 microrelief1 BA_mha\par 3 0.3935 0.3207 32.4553 103.1690 101.0905 5.55698 fiveyearmeantemp fiveyearmeanz BA_mha\par 3 0.3903 0.3172 32.7357 103.3208 101.2144 5.57154 fiveyearmeantemp fiveyearmeanz A_K\par 3 0.3821 0.3079 33.4646 103.7115 101.5339 5.60920 Defol_2006 fiveyearmeantemp BA_mha\par 3 0.3634 0.2871 35.1066 104.5729 102.2410 5.69313 fiveyearmeantemp A_K BA_mha\par 3 0.3616 0.2850 35.2647 104.6545 102.3082 5.70114 fiveyearmeanz A_K BA_mha\par 3 0.3520 0.2743 36.1118 105.0878 102.6654 5.74390 Defol_2006 A_K BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 4 0.7250 0.6791 5.2409 82.2357 86.1218 3.81929 Defol_2006 microrelief1 fiveyearmeanz\par BA_mha\par 4 0.7216 0.6751 5.5423 82.5940 86.3444 3.84296 Defol_2006 microrelief1 fiveyearmeanz A_K\par 4 0.6839 0.6312 8.8588 86.2698 88.6761 4.09439 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K\par 4 0.6833 0.6305 8.9136 86.3268 88.7130 4.09841 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 4 0.6747 0.6205 9.6698 87.1020 89.2169 4.15356 Defol_2006 microrelief1 fiveyearmeantemp\par A_K\par 4 0.6535 0.5958 11.5390 88.9336 90.4246 4.28682 microrelief1 fiveyearmeantemp\par fiveyearmeanz BA_mha\par 4 0.6465 0.5876 12.1587 89.5162 90.8138 4.33010 microrelief1 fiveyearmeantemp A_K BA_mha\par 4 0.6455 0.5864 12.2451 89.5965 90.8676 4.33609 microrelief1 fiveyearmeanz A_K BA_mha\par 4 0.5792 0.5091 18.0872 94.5674 94.2917 4.72411 Defol_2006 fiveyearmeanz A_K BA_mha\par 4 0.5755 0.5048 18.4126 94.8207 94.4710 4.74479 Defol_2006 fiveyearmeantemp fiveyearmeanz\par BA_mha\par \par The SAS System 2804\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.5618 0.4887 19.6248 95.7454 95.1294 4.82104 Defol_2006 microrelief1 fiveyearmeantemp\par BA_mha\par 4 0.5551 0.4810 20.2134 96.1840 95.4438 4.85764 Defol_2006 microrelief1 A_K BA_mha\par 4 0.5512 0.4764 20.5592 96.4387 95.6270 4.87901 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_K\par 4 0.4710 0.3829 27.6225 101.2029 99.1374 5.29671 Defol_2006 fiveyearmeantemp A_K BA_mha\par 4 0.4073 0.3085 33.2451 104.5050 101.6598 5.60701 fiveyearmeantemp fiveyearmeanz A_K BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.7436 0.6879 5.5960 82.1980 87.4383 3.76674 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K\par 5 0.7401 0.6836 5.9078 82.5954 87.6452 3.79264 Defol_2006 microrelief1 fiveyearmeanz A_K\par BA_mha\par 5 0.7285 0.6695 6.9307 83.8622 88.3144 3.87639 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz BA_mha\par 5 0.6852 0.6167 10.7508 88.1571 90.6933 4.17433 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K BA_mha\par 5 0.6752 0.6047 11.6236 89.0552 91.2127 4.23947 Defol_2006 microrelief1 fiveyearmeantemp\par A_K BA_mha\par 5 0.5834 0.4929 19.7177 96.2770 95.6664 4.80162 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_K BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 6 0.7504 0.6823 7.0000 83.4227 89.6748 3.80026 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K BA_mha\par \par \par \par The SAS System 2805\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 6 955.19973 159.19996 11.02 <.0001\par Error 22 317.72400 14.44200\par Corrected Total 28 1272.92374\par \par \par Root MSE 3.80026 R-Square 0.7504\par Dependent Mean 8.29733 Adj R-Sq 0.6823\par Coeff Var 45.80104\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 15.51505 6.48539 2.39 0.0257 0\par Defol_2006 Defol_2006 1 4.09522 1.70771 2.40 0.0254 1.32299\par microrelief1 1 6.46777 1.68591 3.84 0.0009 1.18084\par fiveyearmeantemp fiveyearmeantemp 1 -0.91285 0.95808 -0.95 0.3510 1.83282\par fiveyearmeanz fiveyearmeanz 1 -10.36646 4.02794 -2.57 0.0173 2.12557\par A_K A_K 1 -12.28857 8.84396 -1.39 0.1786 1.91378\par BA_mha BA_mha 1 -0.11440 0.14818 -0.77 0.4483 1.77798\par \par The SAS System 2806\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 26 23.20 0.6215\par \par \par Durbin-Watson D 1.925\par Number of Observations 29\par 1st Order Autocorrelation 0.024\par \par The SAS System 2807\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 10.0 ˆ\par ‚\par ‚ *\par ‚\par 7.5 ˆ\par ‚\par ‚\par ‚ * *\par 5.0 ˆ\par ‚\par R ‚ *\par e ‚ *\par s 2.5 ˆ\par i ‚ * * *\par d ‚ * *\par u ‚ * *\par a 0.0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒ\par l ‚ * * *\par ‚ * *\par ‚ *\par -2.5 ˆ * * *\par ‚\par ‚\par ‚ *\par -5.0 ˆ *\par ‚ * *\par ‚\par ‚\par -7.5 ˆ\par ‚\par Šˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒ\par 0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5\par \par Predicted Value of Dieback_08\par \par NOTE: 2 obs had missing values. 1 obs hidden.\par \par The SAS System 2808\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ\par ‚\par ‚\par ‚\par ‚ *\par S ‚\par t 2 ˆ\par u ‚\par d ‚ * *\par e ‚\par n ‚ *\par t ‚\par i 1 ˆ\par z ‚ *\par e ‚ *\par d ‚ * ** *\par ‚\par R ‚ * * *\par e 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par s ‚ * *\par i ‚ * *\par d ‚ * *\par u ‚ * * *\par a ‚\par l -1 ˆ *\par ‚ *\par ‚\par ‚ *\par ‚ * *\par ‚\par -2 ˆ\par ‚\par Šƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒ\par 0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5\par \par Predicted Value of Dieback_08\par \par NOTE: 2 obs had missing values.\par \par The SAS System 2809\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 7.0906 -0.34637 -0.10791\par 2 0.0000 8.9971 -2.68126 -0.99325\par 3 3.5714 . . .\par 4 0.0000 4.7764 -1.31490 -0.38528\par 5 4.8780 7.5211 -0.77106 -0.22955\par 6 0.0000 7.3273 0.67274 0.18432\par 7 0.0000 1.1595 1.41196 0.41951\par 8 0.0000 9.3935 2.16901 0.61028\par 9 0.0000 8.2218 -5.72179 -1.63836\par 10 0.0000 4.2706 -2.27056 -0.66924\par 11 0.0000 9.5487 8.45126 2.38791\par 12 3.8462 8.8926 5.91512 1.64801\par 13 0.0000 4.3871 -0.15633 -0.05441\par 14 0.0000 7.7340 -2.52563 -0.69087\par 15 0.0000 12.6711 -4.99253 -1.50478\par 16 2.5641 . . .\par 17 13.5135 27.0045 3.55108 1.25885\par 18 11.3208 27.5492 0.28102 0.09957\par 19 0.0000 6.3212 -0.19622 -0.05762\par 20 2.1277 7.1293 -1.69451 -0.47136\par 21 0.0000 4.5643 1.54680 0.52237\par 22 0.0000 7.5453 1.77898 0.52232\par 23 0.0000 7.2389 -2.00076 -0.60119\par 24 9.5238 6.8116 0.81996 0.24776\par 25 3.8462 4.3716 5.82838 1.73315\par 26 0.0000 9.7828 -4.19455 -1.23380\par 27 0.0000 6.3747 -0.92020 -0.27228\par 28 4.4444 4.3694 1.67716 0.56791\par 29 0.0000 11.4459 -5.84593 -1.64723\par 30 1.8519 6.0678 -1.34559 -0.43721\par 31 1.4085 2.0549 2.87472 0.89746\par \par The SAS System 2810\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 29 Sum Weights 29\par Mean 0 Sum Observations 0\par Std Deviation 3.36857326 Variance 11.3472858\par Skewness 0.45534863 Kurtosis 0.45776017\par Uncorrected SS 317.724003 Corrected SS 317.724003\par Coeff Variation . Std Error Mean 0.62552835\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 3.36857\par Median -0.19622 Variance 11.34729\par Mode . Range 14.29719\par Interquartile Range 3.67792\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -1.5 Pr >= |M| 0.7111\par Signed Rank S -8.5 Pr >= |S| 0.8579\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.971466 Pr < W 0.6001\par Kolmogorov-Smirnov D 0.091815 Pr > D >0.1500\par Cramer-von Mises W-Sq 0.036536 Pr > W-Sq >0.2500\par Anderson-Darling A-Sq 0.271994 Pr > A-Sq >0.2500\par \par The SAS System 2811\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 8.451262\par 99% 8.451262\par 95% 5.915117\par 90% 5.828382\par 75% Q3 1.677161\par 50% Median -0.196222\par 25% Q1 -2.000761\par 10% -4.992528\par 5% -5.721795\par 1% -5.845930\par 0% Min -5.845930\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -5.84593 29 2.87472 31\par -5.72179 9 3.55108 17\par -4.99253 15 5.82838 25\par -4.19455 26 5.91512 12\par -2.68126 2 8.45126 11\par \par \par Missing Values\par \par -----Percent Of-----\par Missing Missing\par Value Count All Obs Obs\par \par . 2 6.45 100.00\par \par \par \par The SAS System 2812\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 8 5 1 0 9+ * ++\par 6 | ++++++\par 4 89 2 | | +*++*+\par 2 296 3 | | +++**+*\par 0 3784578 7 +--+--+ | ++ *\par -0 73398322 8 *-----* | **\par -2 7530 4 +-----+ | +***+*\par -4 8702 4 | -5+ * +*++**\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2813\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.3204 0.2953 43.2190 102.4683 101.5077 5.66020 microrelief1\par 1 0.2625 0.2352 49.0386 104.8424 103.6690 5.89669 fiveyearmeanz\par 1 0.2446 0.2166 50.8302 105.5358 104.3027 5.96761 fiveyearmeantemp\par 1 0.1327 0.1006 62.0671 109.5430 107.9858 6.39449 A_Mg\par 1 0.1302 0.0980 62.3201 109.6272 108.0635 6.40378 BA_mha\par 1 0.1214 0.0889 63.1988 109.9176 108.3318 6.43592 Defol_2006\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.5795 0.5471 19.2136 90.5489 90.4748 4.53733 microrelief1 fiveyearmeanz\par 2 0.5177 0.4806 25.4165 94.5247 93.7969 4.85927 microrelief1 fiveyearmeantemp\par 2 0.4768 0.4365 29.5239 96.8861 95.7977 5.06119 Defol_2006 fiveyearmeanz\par 2 0.4672 0.4262 30.4901 97.4147 96.2484 5.10753 microrelief1 A_Mg\par 2 0.3962 0.3497 37.6184 101.0427 99.3690 5.43722 microrelief1 BA_mha\par 2 0.3583 0.3089 41.4184 102.8060 100.9024 5.60505 fiveyearmeanz BA_mha\par 2 0.3518 0.3020 42.0693 103.0975 101.1570 5.63329 Defol_2006 microrelief1\par 2 0.3487 0.2986 42.3797 103.2355 101.2777 5.64672 fiveyearmeantemp A_Mg\par 2 0.3374 0.2864 43.5217 103.7377 101.7171 5.69582 fiveyearmeanz A_Mg\par 2 0.3340 0.2828 43.8548 103.8825 101.8440 5.71006 fiveyearmeantemp fiveyearmeanz\par 2 0.3213 0.2691 45.1346 104.4324 102.3264 5.76445 Defol_2006 fiveyearmeantemp\par 2 0.2954 0.2412 47.7301 105.5166 103.2805 5.87322 fiveyearmeantemp BA_mha\par 2 0.2846 0.2296 48.8179 105.9592 103.6711 5.91822 Defol_2006 A_Mg\par 2 0.2582 0.2011 51.4721 107.0117 104.6025 6.02659 Defol_2006 BA_mha\par 2 0.1651 0.1009 60.8132 110.4385 107.6591 6.39338 A_Mg BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.6665 0.6265 12.4779 85.8250 86.7192 4.12069 Defol_2006 microrelief1 fiveyearmeanz\par 3 0.6655 0.6253 12.5810 85.9142 86.7856 4.12703 microrelief1 fiveyearmeanz A_Mg\par 3 0.6363 0.5927 15.5067 88.3368 88.6072 4.30306 microrelief1 fiveyearmeantemp A_Mg\par 3 0.6295 0.5851 16.1925 88.8764 89.0172 4.34329 microrelief1 fiveyearmeanz BA_mha\par \par The SAS System 2814\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 3 0.6235 0.5783 16.7968 89.3439 89.3736 4.37843 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 3 0.5739 0.5228 21.7746 92.9318 92.1481 4.65783 Defol_2006 fiveyearmeanz BA_mha\par 3 0.5715 0.5201 22.0185 93.0966 92.2773 4.67109 Defol_2006 fiveyearmeanz A_Mg\par 3 0.5419 0.4869 24.9922 95.0350 93.8064 4.82984 microrelief1 fiveyearmeantemp BA_mha\par 3 0.5323 0.4762 25.9494 95.6324 94.2816 4.87984 Defol_2006 microrelief1 fiveyearmeantemp\par 3 0.5144 0.4562 27.7461 96.7215 95.1526 4.97234 Defol_2006 microrelief1 A_Mg\par 3 0.4941 0.4334 29.7871 97.9110 96.1110 5.07537 Defol_2006 fiveyearmeantemp fiveyearmeanz\par 3 0.4701 0.4065 32.1926 99.2530 97.2008 5.19417 microrelief1 A_Mg BA_mha\par 3 0.4503 0.3843 34.1853 100.3195 98.0733 5.29057 Defol_2006 fiveyearmeantemp A_Mg\par 3 0.4362 0.3685 35.6021 101.0547 98.6779 5.35806 Defol_2006 microrelief1 BA_mha\par 3 0.4107 0.3400 38.1593 102.3361 99.7380 5.47775 fiveyearmeantemp fiveyearmeanz A_Mg\par 3 0.3935 0.3207 39.8830 103.1690 100.4311 5.55698 fiveyearmeantemp fiveyearmeanz BA_mha\par 3 0.3821 0.3079 41.0325 103.7115 100.8843 5.60920 Defol_2006 fiveyearmeantemp BA_mha\par 3 0.3712 0.2958 42.1197 104.2153 101.3065 5.65814 fiveyearmeanz A_Mg BA_mha\par 3 0.3505 0.2725 44.2066 105.1586 102.0999 5.75091 fiveyearmeantemp A_Mg BA_mha\par 3 0.3107 0.2280 48.1926 106.8793 103.5574 5.92408 Defol_2006 A_Mg BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 4 0.7644 0.7251 4.6546 77.7525 81.9102 3.53519 Defol_2006 microrelief1 fiveyearmeanz A_Mg\par 4 0.7250 0.6791 8.6092 82.2357 84.7343 3.81929 Defol_2006 microrelief1 fiveyearmeanz\par BA_mha\par 4 0.7105 0.6623 10.0589 83.7198 85.6995 3.91828 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg\par 4 0.6833 0.6305 12.7922 86.3268 87.4331 4.09841 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 4 0.6691 0.6139 14.2226 87.6030 88.2997 4.18960 microrelief1 fiveyearmeanz A_Mg BA_mha\par 4 0.6625 0.6062 14.8842 88.1749 88.6919 4.23111 Defol_2006 microrelief1 fiveyearmeantemp\par A_Mg\par 4 0.6535 0.5958 15.7824 88.9336 89.2159 4.28682 microrelief1 fiveyearmeantemp\par fiveyearmeanz BA_mha\par 4 0.6409 0.5811 17.0488 89.9707 89.9389 4.36416 microrelief1 fiveyearmeantemp A_Mg BA_mha\par 4 0.5976 0.5306 21.3937 93.2709 92.2911 4.61968 Defol_2006 fiveyearmeanz A_Mg BA_mha\par 4 0.5879 0.5193 22.3669 93.9613 92.7930 4.67500 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_Mg\par \par The SAS System 2815\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.5755 0.5048 23.6111 94.8207 93.4224 4.74479 Defol_2006 fiveyearmeantemp fiveyearmeanz\par BA_mha\par 4 0.5618 0.4887 24.9918 95.7454 94.1053 4.82104 Defol_2006 microrelief1 fiveyearmeantemp\par BA_mha\par 4 0.5180 0.4376 29.3886 98.5080 96.1801 5.05623 Defol_2006 microrelief1 A_Mg BA_mha\par 4 0.4520 0.3607 36.0080 102.2262 99.0511 5.39099 Defol_2006 fiveyearmeantemp A_Mg BA_mha\par 4 0.4194 0.3227 39.2832 103.9035 100.3743 5.54916 fiveyearmeantemp fiveyearmeanz A_Mg BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.7803 0.7325 5.0547 77.7216 83.3022 3.48696 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg\par 5 0.7690 0.7188 6.1868 79.1733 84.0561 3.57534 Defol_2006 microrelief1 fiveyearmeanz A_Mg\par BA_mha\par 5 0.7285 0.6695 10.2559 83.8622 86.6219 3.87639 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz BA_mha\par 5 0.7107 0.6479 12.0383 85.6992 87.6834 4.00113 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg BA_mha\par 5 0.6657 0.5930 16.5615 89.8973 90.2294 4.30148 Defol_2006 microrelief1 fiveyearmeantemp\par A_Mg BA_mha\par 5 0.6032 0.5170 22.8301 94.8634 93.4527 4.68601 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_Mg BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 6 0.7808 0.7211 7.0000 79.6496 85.9017 3.56091 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg BA_mha\par \par \par \par The SAS System 2816\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 6 993.96194 165.66032 13.06 <.0001\par Error 22 278.96180 12.68008\par Corrected Total 28 1272.92374\par \par \par Root MSE 3.56091 R-Square 0.7808\par Dependent Mean 8.29733 Adj R-Sq 0.7211\par Coeff Var 42.91634\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 13.77565 6.15780 2.24 0.0357 0\par Defol_2006 Defol_2006 1 4.22137 1.59118 2.65 0.0145 1.30820\par microrelief1 1 6.67598 1.58102 4.22 0.0004 1.18279\par fiveyearmeantemp fiveyearmeantemp 1 -0.95572 0.87727 -1.09 0.2878 1.75022\par fiveyearmeanz fiveyearmeanz 1 -11.35749 3.34022 -3.40 0.0026 1.66482\par A_Mg A_Mg 1 -3.10828 1.35581 -2.29 0.0318 1.70573\par BA_mha BA_mha 1 -0.03333 0.14257 -0.23 0.8173 1.87456\par \par The SAS System 2817\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 25 17.75 0.8528\par \par \par Durbin-Watson D 1.660\par Number of Observations 29\par 1st Order Autocorrelation 0.160\par \par The SAS System 2818\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.3204 0.2953 41.3535 102.4683 101.5827 5.66020 microrelief1\par 1 0.2625 0.2352 47.0140 104.8424 103.7396 5.89669 fiveyearmeanz\par 1 0.1759 0.1453 55.4706 108.0623 106.6856 6.23331 annualmeantemp\par 1 0.1327 0.1006 59.6861 109.5430 108.0480 6.39449 A_Mg\par 1 0.1214 0.0889 60.7869 109.9176 108.3934 6.43592 Defol_2006\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.5795 0.5471 18.0592 90.5489 90.6141 4.53733 microrelief1 fiveyearmeanz\par 2 0.4768 0.4365 28.0876 96.8861 95.9182 5.06119 Defol_2006 fiveyearmeanz\par 2 0.4672 0.4262 29.0273 97.4147 96.3673 5.10753 microrelief1 A_Mg\par 2 0.3922 0.3455 36.3424 101.2298 99.6391 5.45478 microrelief1 annualmeantemp\par 2 0.3518 0.3020 40.2899 103.0975 101.2597 5.63329 Defol_2006 microrelief1\par 2 0.3498 0.2998 40.4824 103.1856 101.3364 5.64185 annualmeantemp A_Mg\par 2 0.3374 0.2864 41.7026 103.7377 101.8179 5.69582 fiveyearmeanz A_Mg\par 2 0.3148 0.2620 43.9087 104.7100 102.6685 5.79211 annualmeantemp fiveyearmeanz\par 2 0.2846 0.2296 46.8540 105.9592 103.7661 5.91822 Defol_2006 A_Mg\par 2 0.2235 0.1637 52.8234 108.3372 105.8693 6.16590 Defol_2006 annualmeantemp\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.6665 0.6265 11.5624 85.8250 86.9259 4.12069 Defol_2006 microrelief1 fiveyearmeanz\par 3 0.6655 0.6253 11.6627 85.9142 86.9920 4.12703 microrelief1 fiveyearmeanz A_Mg\par 3 0.5826 0.5325 19.7601 92.3369 91.8622 4.61030 microrelief1 annualmeantemp fiveyearmeanz\par 3 0.5715 0.5201 20.8421 93.0966 92.4529 4.67109 Defol_2006 fiveyearmeanz A_Mg\par 3 0.5657 0.5135 21.4095 93.4872 92.7578 4.70266 microrelief1 annualmeantemp A_Mg\par 3 0.5144 0.4562 26.4131 96.7215 95.3130 4.97234 Defol_2006 microrelief1 A_Mg\par 3 0.4769 0.4141 30.0806 98.8822 97.0503 5.16107 Defol_2006 annualmeantemp fiveyearmeanz\par 3 0.4247 0.3557 35.1705 101.6368 99.2991 5.41210 annualmeantemp fiveyearmeanz A_Mg\par 3 0.4116 0.3410 36.4514 102.2907 99.8384 5.47346 Defol_2006 annualmeantemp A_Mg\par 3 0.4038 0.3322 37.2164 102.6743 100.1557 5.50978 Defol_2006 microrelief1 annualmeantemp\par \par The SAS System 2819\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.7644 0.7251 4.0077 77.7525 82.2213 3.53519 Defol_2006 microrelief1 fiveyearmeanz A_Mg\par 4 0.6805 0.6272 12.1977 86.5834 87.8691 4.11659 microrelief1 annualmeantemp fiveyearmeanz\par A_Mg\par 4 0.6721 0.6175 13.0138 87.3323 88.3732 4.17008 Defol_2006 microrelief1 annualmeantemp\par fiveyearmeanz\par 4 0.5849 0.5157 21.5354 94.1765 93.1688 4.69238 Defol_2006 microrelief1 annualmeantemp\par A_Mg\par 4 0.5771 0.5066 22.2954 94.7152 93.5605 4.73617 Defol_2006 annualmeantemp fiveyearmeanz\par A_Mg\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.7644 0.7132 6.0000 79.7428 84.7371 3.61062 Defol_2006 microrelief1 annualmeantemp\par fiveyearmeanz A_Mg\par \par \par \par The SAS System 2820\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 5 973.08246 194.61649 14.93 <.0001\par Error 23 299.84128 13.03658\par Corrected Total 28 1272.92374\par \par \par Root MSE 3.61062 R-Square 0.7644\par Dependent Mean 8.29733 Adj R-Sq 0.7132\par Coeff Var 43.51545\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 7.80940 6.00987 1.30 0.2067 0\par Defol_2006 Defol_2006 1 4.80938 1.67974 2.86 0.0088 1.41800\par microrelief1 1 6.79666 1.58900 4.28 0.0003 1.16208\par annualmeantemp annualmeantemp 1 0.06306 0.71755 0.09 0.9307 1.69409\par fiveyearmeanz fiveyearmeanz 1 -13.63693 3.25655 -4.19 0.0004 1.53918\par A_Mg A_Mg 1 -3.29994 1.09914 -3.00 0.0064 1.09038\par \par The SAS System 2821\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 19 17.98 0.5237\par \par \par Durbin-Watson D 1.500\par Number of Observations 29\par 1st Order Autocorrelation 0.242\par \par The SAS System 2822\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 10.0 ˆ\par ‚\par ‚\par ‚ *\par 7.5 ˆ\par ‚\par ‚ *\par ‚\par 5.0 ˆ *\par ‚\par R ‚\par e ‚ * *\par s 2.5 ˆ * *\par i ‚ * *\par d ‚\par u ‚ * *\par a 0.0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒ**ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒ\par l ‚ * * *\par ‚\par ‚ * * *\par -2.5 ˆ * ** *\par ‚ *\par ‚ *\par ‚\par -5.0 ˆ *\par ‚ *\par ‚\par ‚\par -7.5 ˆ\par ‚\par Šˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒ\par 0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5\par \par Predicted Value of Dieback_08\par \par NOTE: 2 obs had missing values.\par \par The SAS System 2823\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ\par ‚\par ‚\par ‚ *\par ‚\par S ‚\par t 2 ˆ\par u ‚ *\par d ‚\par e ‚ *\par n ‚\par t ‚ *\par i 1 ˆ *\par z ‚ *\par e ‚ * *\par d ‚ *\par ‚\par R ‚ * * *\par e 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒ**ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ\par s ‚ * * *\par i ‚\par d ‚ * *\par u ‚ * *\par a ‚ * *\par l -1 ˆ * *\par ‚ *\par ‚\par ‚ *\par ‚\par ‚ *\par -2 ˆ\par ‚\par Šƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒˆƒƒ\par 0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5\par \par Predicted Value of Dieback_08\par \par NOTE: 2 obs had missing values.\par \par The SAS System 2824\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 8.9222 -2.17806 -0.65004\par 2 0.0000 9.0048 -2.68902 -0.98259\par 3 3.5714 . . .\par 4 0.0000 3.4562 0.00533 0.00186\par 5 4.8780 8.5503 -1.80033 -0.53451\par 6 0.0000 8.7975 -0.79751 -0.23741\par 7 0.0000 0.5048 2.06661 0.63926\par 8 0.0000 9.5821 1.98036 0.58161\par 9 0.0000 7.6667 -5.16673 -1.48064\par 10 0.0000 3.8526 -1.85265 -0.58304\par 11 0.0000 9.5849 8.41506 2.51574\par 12 3.8462 8.3380 6.46969 1.90926\par 13 0.0000 3.8861 0.34463 0.12441\par 14 0.0000 8.2867 -3.07840 -0.90828\par 15 0.0000 10.4789 -2.80036 -0.96664\par 16 2.5641 . . .\par 17 13.5135 27.3675 3.18809 1.18222\par 18 11.3208 27.5980 0.23219 0.08655\par 19 0.0000 8.8615 -2.73651 -0.78356\par 20 2.1277 7.8611 -2.42627 -0.71210\par 21 0.0000 3.5553 2.55580 0.83780\par 22 0.0000 8.8016 0.52276 0.14896\par 23 0.0000 5.4874 -0.24930 -0.07435\par 24 9.5238 5.1618 2.46973 0.74515\par 25 3.8462 5.2723 4.92774 1.46958\par 26 0.0000 5.7779 -0.18963 -0.05626\par 27 0.0000 5.7842 -0.32969 -0.09907\par 28 4.4444 3.0822 2.96431 1.02627\par 29 0.0000 9.5386 -3.93860 -1.13151\par 30 1.8519 10.2081 -5.48592 -1.80928\par 31 1.4085 5.3529 -0.42333 -0.13188\par \par The SAS System 2825\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 29 Sum Weights 29\par Mean 0 Sum Observations 0\par Std Deviation 3.27240232 Variance 10.708617\par Skewness 0.65757032 Kurtosis 0.45095452\par Uncorrected SS 299.841275 Corrected SS 299.841275\par Coeff Variation . Std Error Mean 0.60766986\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 3.27240\par Median -0.24930 Variance 10.70862\par Mode . Range 13.90098\par Interquartile Range 4.49289\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -1.5 Pr >= |M| 0.7111\par Signed Rank S -15.5 Pr >= |S| 0.7439\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.96311 Pr < W 0.3911\par Kolmogorov-Smirnov D 0.126195 Pr > D >0.1500\par Cramer-von Mises W-Sq 0.060072 Pr > W-Sq >0.2500\par Anderson-Darling A-Sq 0.371449 Pr > A-Sq >0.2500\par \par The SAS System 2826\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 8.415061\par 99% 8.415061\par 95% 6.469687\par 90% 4.927736\par 75% Q3 2.066614\par 50% Median -0.249296\par 25% Q1 -2.426272\par 10% -3.938604\par 5% -5.166727\par 1% -5.485917\par 0% Min -5.485917\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -5.48592 30 2.96431 28\par -5.16673 9 3.18809 17\par -3.93860 29 4.92774 25\par -3.07840 14 6.46969 12\par -2.80036 15 8.41506 11\par \par \par Missing Values\par \par -----Percent Of-----\par Missing Missing\par Value Count All Obs Obs\par \par . 2 6.45 100.00\par \par \par \par The SAS System 2827\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 8 4 1 | 9+ * +\par 6 5 1 | | * ++++++\par 4 9 1 | | *+++++\par 2 015602 6 +-----+ | *+***+*\par 0 0235 4 | + | | ++****+\par -0 9884322 7 *-----* | ++*\par -2 9187742 7 +-----+ | **+***+**\par -4 52 2 | -5+ * ++*+++\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par \par \par The SAS System 2828\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 1 0.3204 0.2953 40.5972 102.4683 101.6142 5.66020 microrelief1\par 1 0.2625 0.2352 46.1931 104.8424 103.7693 5.89669 fiveyearmeanz\par 1 0.2446 0.2166 47.9158 105.5358 104.4012 5.96761 fiveyearmeantemp\par 1 0.1699 0.1391 55.1329 108.2728 106.9061 6.25597 A_K\par 1 0.1327 0.1006 58.7208 109.5430 108.0742 6.39449 A_Mg\par 1 0.1302 0.0980 58.9641 109.6272 108.1517 6.40378 BA_mha\par 1 0.1214 0.0889 59.8090 109.9176 108.4193 6.43592 Defol_2006\par ------------------------------------------------------------------------------------------------------------------------\par 2 0.5795 0.5471 17.5912 90.5489 90.6724 4.53733 microrelief1 fiveyearmeanz\par 2 0.5177 0.4806 23.5557 94.5247 93.9778 4.85927 microrelief1 fiveyearmeantemp\par 2 0.4997 0.4612 25.2976 95.5900 94.8733 4.94934 microrelief1 A_K\par 2 0.4768 0.4365 27.5052 96.8861 95.9687 5.06119 Defol_2006 fiveyearmeanz\par 2 0.4672 0.4262 28.4343 97.4147 96.4172 5.10753 microrelief1 A_Mg\par 2 0.3962 0.3497 35.2887 101.0427 99.5229 5.43722 microrelief1 BA_mha\par 2 0.3595 0.3102 38.8255 102.7511 101.0017 5.59975 fiveyearmeantemp A_K\par 2 0.3583 0.3089 38.9426 102.8060 101.0493 5.60505 fiveyearmeanz BA_mha\par 2 0.3518 0.3020 39.5685 103.0975 101.3028 5.63329 Defol_2006 microrelief1\par 2 0.3487 0.2986 39.8670 103.2355 101.4229 5.64672 fiveyearmeantemp A_Mg\par 2 0.3374 0.2864 40.9650 103.7377 101.8603 5.69582 fiveyearmeanz A_Mg\par 2 0.3340 0.2828 41.2853 103.8825 101.9867 5.71006 fiveyearmeantemp fiveyearmeanz\par 2 0.3282 0.2765 41.8501 104.1362 102.2081 5.73509 Defol_2006 A_K\par 2 0.3213 0.2691 42.5159 104.4324 102.4670 5.76445 Defol_2006 fiveyearmeantemp\par 2 0.3082 0.2550 43.7786 104.9860 102.9515 5.81974 fiveyearmeanz A_K\par 2 0.2954 0.2412 45.0117 105.5166 103.4170 5.87322 fiveyearmeantemp BA_mha\par 2 0.2846 0.2296 46.0577 105.9592 103.8059 5.91822 Defol_2006 A_Mg\par 2 0.2582 0.2011 48.6099 107.0117 104.7334 6.02659 Defol_2006 BA_mha\par 2 0.1989 0.1372 54.3326 109.2413 106.7100 6.26276 A_K BA_mha\par 2 0.1827 0.1198 55.8979 109.8224 107.2278 6.32583 A_Mg A_K\par \par The SAS System 2829\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 2 0.1651 0.1009 57.5919 110.4385 107.7779 6.39338 A_Mg BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 3 0.6665 0.6265 11.1912 85.8250 87.0123 4.12069 Defol_2006 microrelief1 fiveyearmeanz\par 3 0.6655 0.6253 11.2903 85.9142 87.0782 4.12703 microrelief1 fiveyearmeanz A_Mg\par 3 0.6454 0.6028 13.2330 87.6084 88.3388 4.24936 microrelief1 fiveyearmeantemp A_K\par 3 0.6363 0.5927 14.1037 88.3368 88.8853 4.30306 microrelief1 fiveyearmeantemp A_Mg\par 3 0.6314 0.5871 14.5853 88.7320 89.1830 4.33248 microrelief1 fiveyearmeanz A_K\par 3 0.6295 0.5851 14.7630 88.8764 89.2921 4.34329 microrelief1 fiveyearmeanz BA_mha\par 3 0.6235 0.5783 15.3441 89.3439 89.6456 4.37843 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 3 0.5739 0.5228 20.1306 92.9318 92.3984 4.65783 Defol_2006 fiveyearmeanz BA_mha\par 3 0.5715 0.5201 20.3652 93.0966 92.5265 4.67109 Defol_2006 fiveyearmeanz A_Mg\par 3 0.5510 0.4971 22.3411 94.4499 93.5838 4.78136 Defol_2006 microrelief1 A_K\par 3 0.5419 0.4869 23.2245 95.0350 94.0440 4.82984 microrelief1 fiveyearmeantemp BA_mha\par 3 0.5323 0.4762 24.1449 95.6324 94.5156 4.87984 Defol_2006 microrelief1 fiveyearmeantemp\par 3 0.5287 0.4721 24.4972 95.8578 94.6940 4.89884 Defol_2006 fiveyearmeanz A_K\par 3 0.5161 0.4581 25.7060 96.6182 95.2980 4.96349 microrelief1 A_Mg A_K\par 3 0.5144 0.4562 25.8726 96.7215 95.3803 4.97234 Defol_2006 microrelief1 A_Mg\par 3 0.5031 0.4435 26.9672 97.3909 95.9148 5.03006 microrelief1 A_K BA_mha\par 3 0.4941 0.4334 27.8352 97.9110 96.3317 5.07537 Defol_2006 fiveyearmeantemp fiveyearmeanz\par 3 0.4701 0.4065 30.1482 99.2530 97.4138 5.19417 microrelief1 A_Mg BA_mha\par 3 0.4670 0.4030 30.4520 99.4247 97.5530 5.20958 Defol_2006 fiveyearmeantemp A_K\par 3 0.4503 0.3843 32.0643 100.3195 98.2803 5.29057 Defol_2006 fiveyearmeantemp A_Mg\par 3 0.4362 0.3685 33.4267 101.0547 98.8808 5.35806 Defol_2006 microrelief1 BA_mha\par 3 0.4107 0.3400 35.8856 102.3361 99.9339 5.47775 fiveyearmeantemp fiveyearmeanz A_Mg\par 3 0.3935 0.3207 37.5430 103.1690 100.6226 5.55698 fiveyearmeantemp fiveyearmeanz BA_mha\par 3 0.3903 0.3172 37.8502 103.3208 100.7484 5.57154 fiveyearmeantemp fiveyearmeanz A_K\par 3 0.3821 0.3079 38.6484 103.7115 101.0729 5.60920 Defol_2006 fiveyearmeantemp BA_mha\par 3 0.3752 0.3003 39.3069 104.0299 101.3379 5.64008 fiveyearmeantemp A_Mg A_K\par 3 0.3712 0.2958 39.6938 104.2153 101.4924 5.65814 fiveyearmeanz A_Mg BA_mha\par 3 0.3634 0.2871 40.4467 104.5729 101.7908 5.69313 fiveyearmeantemp A_K BA_mha\par 3 0.3616 0.2850 40.6199 104.6545 101.8590 5.70114 fiveyearmeanz A_K BA_mha\par 3 0.3520 0.2743 41.5475 105.0878 102.2216 5.74390 Defol_2006 A_K BA_mha\par 3 0.3505 0.2725 41.7005 105.1586 102.2810 5.75091 fiveyearmeantemp A_Mg BA_mha\par \par The SAS System 2830\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 3 0.3449 0.2663 42.2340 105.4043 102.4871 5.77533 Defol_2006 A_Mg A_K\par 3 0.3388 0.2594 42.8261 105.6746 102.7141 5.80231 fiveyearmeanz A_Mg A_K\par 3 0.3107 0.2280 45.5333 106.8793 103.7298 5.92408 Defol_2006 A_Mg BA_mha\par 3 0.2017 0.1059 56.0636 111.1402 107.3728 6.37567 A_Mg A_K BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 4 0.7644 0.7251 3.7455 77.7525 82.3511 3.53519 Defol_2006 microrelief1 fiveyearmeanz A_Mg\par 4 0.7250 0.6791 7.5481 82.2357 85.1422 3.81929 Defol_2006 microrelief1 fiveyearmeanz\par BA_mha\par 4 0.7216 0.6751 7.8782 82.5940 85.3710 3.84296 Defol_2006 microrelief1 fiveyearmeanz A_K\par 4 0.7105 0.6623 8.9421 83.7198 86.0956 3.91828 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg\par 4 0.6839 0.6312 11.5104 86.2698 87.7699 4.09439 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K\par 4 0.6833 0.6305 11.5703 86.3268 87.8078 4.09841 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz\par 4 0.6747 0.6205 12.3986 87.1020 88.3264 4.15356 Defol_2006 microrelief1 fiveyearmeantemp\par A_K\par 4 0.6691 0.6139 12.9457 87.6030 88.6639 4.18960 microrelief1 fiveyearmeanz A_Mg BA_mha\par 4 0.6670 0.6115 13.1453 87.7836 88.7860 4.20266 microrelief1 fiveyearmeanz A_Mg A_K\par 4 0.6645 0.6086 13.3875 88.0013 88.9335 4.21846 microrelief1 fiveyearmeantemp A_Mg A_K\par 4 0.6625 0.6062 13.5819 88.1749 89.0513 4.23111 Defol_2006 microrelief1 fiveyearmeantemp\par A_Mg\par 4 0.6535 0.5958 14.4456 88.9336 89.5691 4.28682 microrelief1 fiveyearmeantemp\par fiveyearmeanz BA_mha\par 4 0.6465 0.5876 15.1243 89.5162 89.9694 4.33010 microrelief1 fiveyearmeantemp A_K BA_mha\par 4 0.6455 0.5864 15.2189 89.5965 90.0248 4.33609 microrelief1 fiveyearmeanz A_K BA_mha\par 4 0.6409 0.5811 15.6633 89.9707 90.2835 4.36416 microrelief1 fiveyearmeantemp A_Mg BA_mha\par 4 0.5976 0.5306 19.8412 93.2709 92.6088 4.61968 Defol_2006 fiveyearmeanz A_Mg BA_mha\par 4 0.5879 0.5193 20.7770 93.9613 93.1051 4.67500 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_Mg\par 4 0.5792 0.5091 21.6171 94.5674 93.5436 4.72411 Defol_2006 fiveyearmeanz A_K BA_mha\par 4 0.5755 0.5048 21.9734 94.8207 93.7277 4.74479 Defol_2006 fiveyearmeantemp fiveyearmeanz\par BA_mha\par 4 0.5721 0.5008 22.3030 95.0531 93.8969 4.76383 Defol_2006 fiveyearmeanz A_Mg A_K\par \par The SAS System 2831\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 4 0.5696 0.4978 22.5510 95.2266 94.0235 4.77811 Defol_2006 microrelief1 A_Mg A_K\par 4 0.5618 0.4887 23.3010 95.7454 94.4033 4.82104 Defol_2006 microrelief1 fiveyearmeantemp\par BA_mha\par 4 0.5551 0.4810 23.9456 96.1840 94.7259 4.85764 Defol_2006 microrelief1 A_K BA_mha\par 4 0.5512 0.4764 24.3244 96.4387 94.9137 4.87901 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_K\par 4 0.5180 0.4376 27.5289 98.5080 96.4569 5.05623 Defol_2006 microrelief1 A_Mg BA_mha\par 4 0.5162 0.4356 27.6979 98.6132 96.5361 5.06541 microrelief1 A_Mg A_K BA_mha\par 4 0.4859 0.4002 30.6287 100.3784 97.8763 5.22194 Defol_2006 fiveyearmeantemp A_Mg A_K\par 4 0.4710 0.3829 32.0600 101.2029 98.5092 5.29671 Defol_2006 fiveyearmeantemp A_K BA_mha\par 4 0.4520 0.3607 33.8939 102.2262 99.3008 5.39099 Defol_2006 fiveyearmeantemp A_Mg BA_mha\par 4 0.4194 0.3227 37.0432 103.9035 100.6124 5.54916 fiveyearmeantemp fiveyearmeanz A_Mg BA_mha\par 4 0.4151 0.3176 37.4591 104.1179 100.7813 5.56971 fiveyearmeantemp fiveyearmeanz A_Mg A_K\par 4 0.4073 0.3085 38.2177 104.5050 101.0869 5.60701 fiveyearmeantemp fiveyearmeanz A_K BA_mha\par 4 0.3754 0.2714 41.2881 106.0208 102.2924 5.75548 fiveyearmeantemp A_Mg A_K BA_mha\par 4 0.3713 0.2665 41.6925 106.2147 102.4475 5.77475 fiveyearmeanz A_Mg A_K BA_mha\par 4 0.3579 0.2509 42.9823 106.8245 102.9370 5.83579 Defol_2006 A_Mg A_K BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 5 0.7803 0.7325 4.2070 77.7216 83.8611 3.48696 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg\par 5 0.7690 0.7188 5.2957 79.1733 84.6009 3.57534 Defol_2006 microrelief1 fiveyearmeanz A_Mg\par BA_mha\par 5 0.7653 0.7142 5.6587 79.6417 84.8434 3.60433 Defol_2006 microrelief1 fiveyearmeanz A_Mg\par A_K\par 5 0.7436 0.6879 7.7467 82.1980 86.2014 3.76674 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K\par 5 0.7401 0.6836 8.0881 82.5954 86.4178 3.79264 Defol_2006 microrelief1 fiveyearmeanz A_K\par BA_mha\par 5 0.7285 0.6695 9.2083 83.8622 87.1177 3.87639 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz BA_mha\par 5 0.7143 0.6522 10.5798 85.3413 87.9540 3.97652 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg A_K\par 5 0.7107 0.6479 10.9222 85.6992 88.1594 4.00113 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg BA_mha\par \par The SAS System 2832\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 5 0.6953 0.6291 12.4092 87.2039 89.0365 4.10629 Defol_2006 microrelief1 fiveyearmeantemp\par A_Mg A_K\par 5 0.6852 0.6167 13.3920 88.1571 89.6033 4.17433 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K BA_mha\par 5 0.6752 0.6047 14.3479 89.0552 90.1452 4.23947 Defol_2006 microrelief1 fiveyearmeantemp\par A_K BA_mha\par 5 0.6742 0.6034 14.4496 89.1491 90.2023 4.24634 microrelief1 fiveyearmeantemp A_Mg A_K\par BA_mha\par 5 0.6697 0.5979 14.8824 89.5455 90.4443 4.27546 microrelief1 fiveyearmeanz A_Mg A_K BA_mha\par 5 0.6657 0.5930 15.2716 89.8973 90.6603 4.30148 Defol_2006 microrelief1 fiveyearmeantemp\par A_Mg BA_mha\par 5 0.6032 0.5170 21.2993 94.8634 93.8318 4.68601 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_Mg BA_mha\par 5 0.5978 0.5103 21.8289 95.2617 94.0959 4.71830 Defol_2006 fiveyearmeanz A_Mg A_K BA_mha\par 5 0.5896 0.5004 22.6166 95.8441 94.4847 4.76591 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_Mg A_K\par 5 0.5834 0.4929 23.2124 96.2770 94.7756 4.80162 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_K BA_mha\par 5 0.5697 0.4761 24.5373 97.2171 95.4129 4.88008 Defol_2006 microrelief1 A_Mg A_K BA_mha\par 5 0.4860 0.3742 32.6192 102.3728 99.0409 5.33374 Defol_2006 fiveyearmeantemp A_Mg A_K\par BA_mha\par 5 0.4212 0.2953 38.8751 105.8164 101.5819 5.66000 fiveyearmeantemp fiveyearmeanz A_Mg A_K\par BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 6 0.7823 0.7230 6.0102 79.4512 86.4859 3.54875 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg A_K\par 6 0.7808 0.7211 6.1545 79.6496 86.5667 3.56091 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg BA_mha\par 6 0.7692 0.7063 7.2754 81.1470 87.1910 3.65404 Defol_2006 microrelief1 fiveyearmeanz A_Mg\par A_K BA_mha\par 6 0.7504 0.6823 9.0939 83.4227 88.1905 3.80026 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_K BA_mha\par 6 0.7154 0.6378 12.4726 87.2284 90.0006 4.05798 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg A_K BA_mha\par \par The SAS System 2833\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08\par \par R-Square Selection Method\par \par Number in Adjusted Root\par Model R-Square R-Square C(p) AIC BIC MSE Variables in Model\par \par 6 0.7033 0.6223 13.6433 88.4386 90.6126 4.14354 Defol_2006 microrelief1 fiveyearmeantemp\par A_Mg A_K BA_mha\par 6 0.6033 0.4951 23.2966 96.8614 95.3450 4.79116 Defol_2006 fiveyearmeantemp fiveyearmeanz\par A_Mg A_K BA_mha\par ------------------------------------------------------------------------------------------------------------------------\par 7 0.7824 0.7099 8.0000 81.4371 89.2421 3.63138 Defol_2006 microrelief1 fiveyearmeantemp\par fiveyearmeanz A_Mg A_K BA_mha\par \par \par \par The SAS System 2834\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Number of Observations Read 31\par Number of Observations Used 29\par Number of Observations with Missing Values 2\par \par \par Analysis of Variance\par \par Sum of Mean\par Source DF Squares Square F Value Pr > F\par \par Model 7 995.99885 142.28555 10.79 <.0001\par Error 21 276.92489 13.18690\par Corrected Total 28 1272.92374\par \par \par Root MSE 3.63138 R-Square 0.7824\par Dependent Mean 8.29733 Adj R-Sq 0.7099\par Coeff Var 43.76562\par \par \par Parameter Estimates\par \par Parameter Standard Variance\par Variable Label DF Estimate Error t Value Pr > |t| Inflation\par \par Intercept Intercept 1 13.68946 6.28348 2.18 0.0409 0\par Defol_2006 Defol_2006 1 4.15238 1.63214 2.54 0.0189 1.32351\par microrelief1 1 6.72821 1.61778 4.16 0.0004 1.19082\par fiveyearmeantemp fiveyearmeantemp 1 -1.03698 0.91821 -1.13 0.2715 1.84371\par fiveyearmeanz fiveyearmeanz 1 -10.65035 3.85232 -2.76 0.0116 2.12931\par A_Mg A_Mg 1 -2.79878 1.59117 -1.76 0.0931 2.25905\par A_K A_K 1 -3.82232 9.72551 -0.39 0.6983 2.53459\par BA_mha BA_mha 1 -0.01542 0.15237 -0.10 0.9204 2.05881\par \par The SAS System 2835\par \par The REG Procedure\par Model: MODEL1\par Dependent Variable: Dieback_08 Dieback_08\par \par Test of First and Second\par Moment Specification\par \par DF Chi-Square Pr > ChiSq\par \par 30 20.92 0.8904\par \par \par Durbin-Watson D 1.680\par Number of Observations 29\par 1st Order Autocorrelation 0.147\par \par The SAS System 2836\par \par Plot of residual*predict. Symbol used is '*'.\par \par ‚\par ‚\par 10.0 ˆ\par ‚\par ‚\par ‚ *\par ‚\par 7.5 ˆ\par ‚\par ‚ *\par ‚\par ‚\par 5.0 ˆ\par R ‚\par e ‚ *\par s ‚\par i ‚ *\par d 2.5 ˆ *\par u ‚ * * *\par a ‚ * *\par l ‚ * *\par ‚\par 0.0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒ\par ‚ *\par ‚ *\par ‚ **\par ‚ * **\par -2.5 ˆ * *\par ‚ * *\par ‚ *\par ‚\par ‚ *\par -5.0 ˆ *\par ‚\par Šƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒ\par 0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5 30.0\par \par Predicted Value of Dieback_08\par \par NOTE: 2 obs had missing values. 2 obs hidden.\par \par The SAS System 2837\par \par Plot of student*predict. Symbol used is '*'.\par \par ‚\par ‚\par 3 ˆ\par ‚\par ‚\par ‚ *\par ‚\par S ‚\par t 2 ˆ\par u ‚ *\par d ‚\par e ‚\par n ‚ *\par t ‚ *\par i 1 ˆ *\par z ‚\par e ‚ * * *\par d ‚ * * *\par ‚ * *\par R ‚\par e 0 ˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ*ƒƒƒƒƒƒƒƒƒ\par s ‚ *\par i ‚ *\par d ‚ **\par u ‚ * * **\par a ‚ *\par l -1 ˆ * *\par ‚\par ‚ * *\par ‚ *\par ‚\par ‚\par -2 ˆ\par ‚\par Šƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒ\par 0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5 30.0\par \par Predicted Value of Dieback_08\par \par NOTE: 2 obs had missing values. 1 obs hidden.\par \par The SAS System 2838\par \par Obs PERCSMMORT predict residual student\par \par 1 2.3256 8.7491 -2.00491 -0.68690\par 2 0.0000 9.8136 -3.49779 -1.37850\par 3 3.5714 . . .\par 4 0.0000 2.4270 1.03453 0.34774\par 5 4.8780 7.5743 -0.82429 -0.25682\par 6 0.0000 8.5710 -0.57102 -0.16720\par 7 0.0000 0.8427 1.72877 0.53837\par 8 0.0000 9.6492 1.91334 0.56390\par 9 0.0000 7.6333 -5.13331 -1.54600\par 10 0.0000 4.3850 -2.38504 -0.73582\par 11 0.0000 9.6474 8.35257 2.47012\par 12 3.8462 8.4530 6.35465 1.85775\par 13 0.0000 2.9492 1.28160 0.48897\par 14 0.0000 8.1120 -2.90364 -0.83279\par 15 0.0000 10.6235 -2.94494 -0.99866\par 16 2.5641 . . .\par 17 13.5135 27.5878 2.96780 1.10944\par 18 11.3208 27.9792 -0.14901 -0.05548\par 19 0.0000 8.3239 -2.19891 -0.72138\par 20 2.1277 7.6844 -2.24957 -0.65764\par 21 0.0000 3.5669 2.54424 0.91779\par 22 0.0000 8.5203 0.80404 0.25071\par 23 0.0000 6.9279 -1.68983 -0.53220\par 24 9.5238 5.5999 2.03169 0.65825\par 25 3.8462 6.0906 4.10936 1.34240\par 26 0.0000 7.1216 -1.53335 -0.53338\par 27 0.0000 6.9580 -1.50348 -0.46803\par 28 4.4444 3.9565 2.09005 0.74321\par 29 0.0000 10.3125 -4.71247 -1.41539\par 30 1.8519 7.3795 -2.65724 -0.93407\par 31 1.4085 3.1834 1.74617 0.58345\par \par The SAS System 2839\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Moments\par \par N 29 Sum Weights 29\par Mean 0 Sum Observations 0\par Std Deviation 3.1448648 Variance 9.8901746\par Skewness 0.71822627 Kurtosis 0.55226058\par Uncorrected SS 276.924889 Corrected SS 276.924889\par Coeff Variation . Std Error Mean 0.58398673\par \par \par Basic Statistical Measures\par \par Location Variability\par \par Mean 0.00000 Std Deviation 3.14486\par Median -0.57102 Variance 9.89017\par Mode . Range 13.48588\par Interquartile Range 4.16292\par \par \par Tests for Location: Mu0=0\par \par Test -Statistic- -----p Value------\par \par Student's t t 0 Pr > |t| 1.0000\par Sign M -1.5 Pr >= |M| 0.7111\par Signed Rank S -17.5 Pr >= |S| 0.7121\par \par \par Tests for Normality\par \par Test --Statistic--- -----p Value------\par \par Shapiro-Wilk W 0.953607 Pr < W 0.2268\par Kolmogorov-Smirnov D 0.131977 Pr > D >0.1500\par Cramer-von Mises W-Sq 0.07033 Pr > W-Sq >0.2500\par Anderson-Darling A-Sq 0.45576 Pr > A-Sq >0.2500\par \par The SAS System 2840\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Quantiles (Definition 5)\par \par Quantile Estimate\par \par 100% Max 8.352565\par 99% 8.352565\par 95% 6.354648\par 90% 4.109361\par 75% Q3 1.913345\par 50% Median -0.571024\par 25% Q1 -2.249574\par 10% -3.497795\par 5% -4.712469\par 1% -5.133312\par 0% Min -5.133312\par \par \par Extreme Observations\par \par ------Lowest----- -----Highest-----\par \par Value Obs Value Obs\par \par -5.13331 9 2.54424 21\par -4.71247 29 2.96780 17\par -3.49779 2 4.10936 25\par -2.94494 15 6.35465 12\par -2.90364 14 8.35257 11\par \par \par Missing Values\par \par -----Percent Of-----\par Missing Missing\par Value Count All Obs Obs\par \par . 2 6.45 100.00\par \par \par \par The SAS System 2841\par \par The UNIVARIATE Procedure\par Variable: residual (Residual)\par \par Stem Leaf # Boxplot Normal Probability Plot\par 8 4 1 0 9+ *\par 6 4 1 | | * ++++++\par 4 1 1 | | *++++++\par 2 0150 4 | | +***+*\par 0 803779 6 +--+--+ | ++\par -0 755861 6 *-----* | +++\par -2 59974220 8 +-----+ | **+***+***\par -4 17 2 | -5+ *+++*+++\par ----+----+----+----+ +----+----+----+----+----+----+----+----+----+----+\par -2 -1 0 +1 +2\par \par }