{smcl} {com}{sf}{ul off}{txt}{.-} name: {res} {txt}log: {res}/Users/stephenchang/Desktop/TICR Program/Spring 2017/EPI 265 Epidemiologic Methods III Research Methods in Chronic Disease Epidemiology/Lecture 8/HW8/assign8_stephenchang.smcl {txt}log type: {res}smcl {txt}opened on: {res}20 May 2017, 16:31:02 {txt} {com}. . *Assignment8 . . /* > Modify your data generation code from last week to match the following causal > DAG: > > Where S1 and S2 are indicators for whether an observation is selected into the > analysis (ie, when S1=0 or S2=0, the observations are excluded). > > Write out data generating rules to match this causal DAG for at least 2 values > S1 (e.g., S1 = 1 for 90% of observations vs S1=1 for 50% of observations) and 2 > values for S2. Please be sure that your data generating model entails that U > influences X, Y, and S2. > For each, write a simulation model generating data with N=500 individuals > following these data generating rules. Report the structural causal model for > each variable in the DAG, including the distributions of the error terms. Use > the statistical method of your choice to estimate the effect of X on Y in each > scenario, assuming that U is unmeasured (ie, your estimate will likely be > biased because you cannot account for U). > > Now assume the null, that X has no effect on Y. Under each of your four > scenarios above, what is: > - The average estimate of the effect of X on Y (ie, if you repeat your > chosen statistical analysis across repeated iterations, what is the average > value of the parameter estimate for the association between X and Y)? > - the type 1 error rate using an alpha threshold of 0.05 (ie, the percent of > iterations under which you would find a statistically significant association > between X and Y, using a p<.05 threshold)?*/ . . if 1 {c -(} . clear . . set seed 98770 . set obs 500 {txt}{p} number of observations (_N) was 0, now 500 {p_end} {com}. gen errorTerm = rnormal(0, 0.5) . gen U = runiform(0, 1.) . gen X = runiform(0, 1) + 0.2 * U . gen Y = 0 + 0.5*X + 1.*X*(U-0.5) + errorTerm . . * generate data . foreach p1 in 0.2 1.1 /// > {c -(} {txt} 2{com}. foreach p2 in 1.0 0.1 /// > {c -(} {txt} 3{com}. . display "S1 param = `p2', S2 param = `p1'" {txt} 4{com}. . capture drop S1 S2 Xsel Ysel {txt} 5{com}. . gen S2 = runiform()>=`p1'*U {txt} 6{com}. gen S1 = runiform()<=`p2'*(X+Y) {txt} 7{com}. . gen Xsel = X if S1 == 1 & S2 == 1 {txt} 8{com}. gen Ysel = Y if S1 == 1 & S2 == 1 {txt} 9{com}. . * check & visualize data . summarize {txt} 10{com}. * scatter Xsel Ysel . . * simple linear regression of Y on X . regress Ysel Xsel {txt} 11{com}. {c )-} {txt} 12{com}. {c )-} S1 param = 1.0, S2 param = 0.2 {txt}(189 missing values generated) (189 missing values generated) Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 3}errorTerm {c |}{res} 500 -.0069216 .5353013 -1.43531 1.540367 {txt}{space 11}U {c |}{res} 500 .4802203 .2819826 .0042005 .9938892 {txt}{space 11}X {c |}{res} 500 .6130487 .3009047 .0142714 1.172624 {txt}{space 11}Y {c |}{res} 500 .3053068 .6091797 -1.42284 2.335514 {txt}{space 10}S2 {c |}{res} 500 .894 .3081459 0 1 {txt}{hline 13}{c +}{hline 57} {space 10}S1 {c |}{res} 500 .7 .4587165 0 1 {txt}{space 8}Xsel {c |}{res} 311 .6982614 .2802072 .0244896 1.172624 {txt}{space 8}Ysel {c |}{res} 311 .5316799 .5332607 -.7154276 2.335514 {txt} Source {c |} SS df MS Number of obs ={res} 311 {txt}{hline 13}{c +}{hline 34} F(1, 309) = {res} 2.47 {txt} Model {c |} {res} .697917448 1 .697917448 {txt}Prob > F ={res} 0.1174 {txt} Residual {c |} {res} 87.4558557 309 .283028659 {txt}R-squared ={res} 0.0079 {txt}{hline 13}{c +}{hline 34} Adj R-squared ={res} 0.0047 {txt} Total {c |} {res} 88.1537732 310 .28436701 {txt}Root MSE = {res} .532 {txt}{hline 13}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {col 1} Ysel{col 14}{c |} Coef.{col 26} Std. Err.{col 38} t{col 46} P>|t|{col 54} [95% Con{col 67}f. Interval] {hline 13}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {space 8}Xsel {c |}{col 14}{res}{space 2} .1693331{col 26}{space 2} .1078338{col 37}{space 1} 1.57{col 46}{space 3}0.117{col 54}{space 4}-.0428484{col 67}{space 3} .3815147 {txt}{space 7}_cons {c |}{col 14}{res}{space 2} .4134412{col 26}{space 2} .0811146{col 37}{space 1} 5.10{col 46}{space 3}0.000{col 54}{space 4} .2538343{col 67}{space 3} .573048 {txt}{hline 13}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {res}S1 param = 0.1, S2 param = 0.2 {txt}(454 missing values generated) (454 missing values generated) Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 3}errorTerm {c |}{res} 500 -.0069216 .5353013 -1.43531 1.540367 {txt}{space 11}U {c |}{res} 500 .4802203 .2819826 .0042005 .9938892 {txt}{space 11}X {c |}{res} 500 .6130487 .3009047 .0142714 1.172624 {txt}{space 11}Y {c |}{res} 500 .3053068 .6091797 -1.42284 2.335514 {txt}{space 10}S2 {c |}{res} 500 .884 .3205456 0 1 {txt}{hline 13}{c +}{hline 57} {space 10}S1 {c |}{res} 500 .104 .3055663 0 1 {txt}{space 8}Xsel {c |}{res} 46 .7491884 .2717626 .1120304 1.122617 {txt}{space 8}Ysel {c |}{res} 46 .7139529 .5350957 -.1785502 2.023463 {txt} Source {c |} SS df MS Number of obs ={res} 46 {txt}{hline 13}{c +}{hline 34} F(1, 44) = {res} 2.56 {txt} Model {c |} {res} .709390187 1 .709390187 {txt}Prob > F ={res} 0.1165 {txt} Residual {c |} {res} 12.1753422 44 .276712323 {txt}R-squared ={res} 0.0551 {txt}{hline 13}{c +}{hline 34} Adj R-squared ={res} 0.0336 {txt} Total {c |} {res} 12.8847324 45 .286327387 {txt}Root MSE = {res} .52603 {txt}{hline 13}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {col 1} Ysel{col 14}{c |} Coef.{col 26} Std. Err.{col 38} t{col 46} P>|t|{col 54} [95% Con{col 67}f. Interval] {hline 13}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {space 8}Xsel {c |}{col 14}{res}{space 2} .462005{col 26}{space 2} .2885482{col 37}{space 1} 1.60{col 46}{space 3}0.117{col 54}{space 4}-.1195256{col 67}{space 3} 1.043536 {txt}{space 7}_cons {c |}{col 14}{res}{space 2} .3678241{col 26}{space 2} .2296692{col 37}{space 1} 1.60{col 46}{space 3}0.116{col 54}{space 4}-.0950438{col 67}{space 3} .8306921 {txt}{hline 13}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {res}S1 param = 1.0, S2 param = 1.1 {txt}(344 missing values generated) (344 missing values generated) Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 3}errorTerm {c |}{res} 500 -.0069216 .5353013 -1.43531 1.540367 {txt}{space 11}U {c |}{res} 500 .4802203 .2819826 .0042005 .9938892 {txt}{space 11}X {c |}{res} 500 .6130487 .3009047 .0142714 1.172624 {txt}{space 11}Y {c |}{res} 500 .3053068 .6091797 -1.42284 2.335514 {txt}{space 10}S2 {c |}{res} 500 .506 .5004647 0 1 {txt}{hline 13}{c +}{hline 57} {space 10}S1 {c |}{res} 500 .684 .4653785 0 1 {txt}{space 8}Xsel {c |}{res} 156 .6825249 .2661343 .0671131 1.098191 {txt}{space 8}Ysel {c |}{res} 156 .441816 .4958685 -.5124294 1.972102 {txt} Source {c |} SS df MS Number of obs ={res} 156 {txt}{hline 13}{c +}{hline 34} F(1, 154) = {res} 3.08 {txt} Model {c |} {res} .748395057 1 .748395057 {txt}Prob > F ={res} 0.0810 {txt} Residual {c |} {res} 37.3638668 154 .242622512 {txt}R-squared ={res} 0.0196 {txt}{hline 13}{c +}{hline 34} Adj R-squared ={res} 0.0133 {txt} Total {c |} {res} 38.1122619 155 .24588556 {txt}Root MSE = {res} .49257 {txt}{hline 13}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {col 1} Ysel{col 14}{c |} Coef.{col 26} Std. Err.{col 38} t{col 46} P>|t|{col 54} [95% Con{col 67}f. Interval] {hline 13}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {space 8}Xsel {c |}{col 14}{res}{space 2}-.2610951{col 26}{space 2} .1486616{col 37}{space 1} -1.76{col 46}{space 3}0.081{col 54}{space 4}-.5547743{col 67}{space 3} .0325841 {txt}{space 7}_cons {c |}{col 14}{res}{space 2} .6200199{col 26}{space 2} .1088599{col 37}{space 1} 5.70{col 46}{space 3}0.000{col 54}{space 4} .4049685{col 67}{space 3} .8350712 {txt}{hline 13}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {res}S1 param = 0.1, S2 param = 1.1 {txt}(488 missing values generated) (488 missing values generated) Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 3}errorTerm {c |}{res} 500 -.0069216 .5353013 -1.43531 1.540367 {txt}{space 11}U {c |}{res} 500 .4802203 .2819826 .0042005 .9938892 {txt}{space 11}X {c |}{res} 500 .6130487 .3009047 .0142714 1.172624 {txt}{space 11}Y {c |}{res} 500 .3053068 .6091797 -1.42284 2.335514 {txt}{space 10}S2 {c |}{res} 500 .462 .4990532 0 1 {txt}{hline 13}{c +}{hline 57} {space 10}S1 {c |}{res} 500 .078 .2684402 0 1 {txt}{space 8}Xsel {c |}{res} 12 .7059129 .2996585 .1511894 1.054284 {txt}{space 8}Ysel {c |}{res} 12 .7253423 .6196588 -.2001904 1.972102 {txt} Source {c |} SS df MS Number of obs ={res} 12 {txt}{hline 13}{c +}{hline 34} F(1, 10) = {res} 0.12 {txt} Model {c |} {res} .049598242 1 .049598242 {txt}Prob > F ={res} 0.7375 {txt} Residual {c |} {res} 4.17414905 10 .417414905 {txt}R-squared ={res} 0.0117 {txt}{hline 13}{c +}{hline 34} Adj R-squared ={res} -0.0871 {txt} Total {c |} {res} 4.22374729 11 .383977026 {txt}Root MSE = {res} .64608 {txt}{hline 13}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {col 1} Ysel{col 14}{c |} Coef.{col 26} Std. Err.{col 38} t{col 46} P>|t|{col 54} [95% Con{col 67}f. Interval] {hline 13}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {space 8}Xsel {c |}{col 14}{res}{space 2}-.2240837{col 26}{space 2} .6500714{col 37}{space 1} -0.34{col 46}{space 3}0.737{col 54}{space 4}-1.672533{col 67}{space 3} 1.224366 {txt}{space 7}_cons {c |}{col 14}{res}{space 2} .8835259{col 26}{space 2} .4953464{col 37}{space 1} 1.78{col 46}{space 3}0.105{col 54}{space 4}-.2201747{col 67}{space 3} 1.987226 {txt}{hline 13}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {res}{com}. {c )-} {txt} {com}. . /* The average estimate of the effect of X on Y (ie, if you repeat your chosen > statistical analysis across repeated iterations, what is the average value > of the parameter estimate for the association between X and Y)? */ . . if 1 {c -(} . clear . set obs 50000 {txt}{p} number of observations (_N) was 0, now 50,000 {p_end} {com}. . capture drop errorTerm U X Y . gen errorTerm = rnormal(0, 0.5) . gen U = runiform(0, 1.) . gen X = runiform(0, 1) + 0.2 * U . gen Y = 0 + 0.5*X + 1.*X*(U-0.5) + errorTerm . . * generate data . foreach p1 in 0.2 1.1 /// > {c -(} {txt} 2{com}. foreach p2 in 1.0 0.1 /// > {c -(} {txt} 3{com}. . display "S1 param = `p2', S2 param = `p1'" {txt} 4{com}. . capture drop S1 S2 Xsel Ysel {txt} 5{com}. . gen S2 = runiform()>=`p1'*U {txt} 6{com}. gen S1 = runiform()<=`p2'*(X+Y) {txt} 7{com}. . gen Xsel = X if S1 == 1 & S2 == 1 {txt} 8{com}. gen Ysel = Y if S1 == 1 & S2 == 1 {txt} 9{com}. . * simple linear regression of Y on X . bootstrap, reps(100) size(500): regress Ysel Xsel {txt} 10{com}. {c )-} {txt} 11{com}. {c )-} S1 param = 1.0, S2 param = 0.2 {txt}(18,997 missing values generated) (18,997 missing values generated) (running regress on estimation sample) Bootstrap replications ({res}100{txt}) {hline 4}{c +}{hline 3} 1 {hline 3}{c +}{hline 3} 2 {hline 3}{c +}{hline 3} 3 {hline 3}{c +}{hline 3} 4 {hline 3}{c +}{hline 3} 5 .................................................. 50 .................................................. 100 {res} {txt}Linear regression{col 49}Number of obs{col 67}= {res} 31,003 {txt}{col 49}Replications{col 67}= {res} 100 {txt}{col 49}Wald chi2({res}1{txt}){col 67}= {res} 4.59 {txt}{col 49}Prob > chi2{col 67}= {res} 0.0322 {txt}{col 49}R-squared{col 67}= {res} 0.0099 {txt}{col 49}Adj R-squared{col 67}= {res} 0.0099 {txt}{col 49}Root MSE{col 67}= {res} 0.4577 {txt}{hline 13}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {col 14}{c |} Observed{col 26} Bootstrap{col 54} Norm{col 67}al-based {col 1} Ysel{col 14}{c |} Coef.{col 26} Std. Err.{col 38} z{col 46} P>|z|{col 54} [95% Con{col 67}f. Interval] {hline 13}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {space 8}Xsel {c |}{col 14}{res}{space 2} .1680687{col 26}{space 2} .078472{col 37}{space 1} 2.14{col 46}{space 3}0.032{col 54}{space 4} .0142664{col 67}{space 3} .321871 {txt}{space 7}_cons {c |}{col 14}{res}{space 2} .4277872{col 26}{space 2} .0497253{col 37}{space 1} 8.60{col 46}{space 3}0.000{col 54}{space 4} .3303275{col 67}{space 3} .5252469 {txt}{hline 13}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} S1 param = 0.1, S2 param = 0.2 (45,710 missing values generated) (45,710 missing values generated) (running regress on estimation sample) Bootstrap replications ({res}100{txt}) {hline 4}{c +}{hline 3} 1 {hline 3}{c +}{hline 3} 2 {hline 3}{c +}{hline 3} 3 {hline 3}{c +}{hline 3} 4 {hline 3}{c +}{hline 3} 5 .................................................. 50 .................................................. 100 {res} {txt}Linear regression{col 49}Number of obs{col 67}= {res} 4,290 {txt}{col 49}Replications{col 67}= {res} 100 {txt}{col 49}Wald chi2({res}1{txt}){col 67}= {res} 16.88 {txt}{col 49}Prob > chi2{col 67}= {res} 0.0000 {txt}{col 49}R-squared{col 67}= {res} 0.0353 {txt}{col 49}Adj R-squared{col 67}= {res} 0.0351 {txt}{col 49}Root MSE{col 67}= {res} 0.4942 {txt}{hline 13}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {col 14}{c |} Observed{col 26} Bootstrap{col 54} Norm{col 67}al-based {col 1} Ysel{col 14}{c |} Coef.{col 26} Std. Err.{col 38} z{col 46} P>|z|{col 54} [95% Con{col 67}f. Interval] {hline 13}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {space 8}Xsel {c |}{col 14}{res}{space 2} .3485647{col 26}{space 2} .0848501{col 37}{space 1} 4.11{col 46}{space 3}0.000{col 54}{space 4} .1822615{col 67}{space 3} .5148679 {txt}{space 7}_cons {c |}{col 14}{res}{space 2} .4045199{col 26}{space 2} .0600283{col 37}{space 1} 6.74{col 46}{space 3}0.000{col 54}{space 4} .2868666{col 67}{space 3} .5221732 {txt}{hline 13}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} S1 param = 1.0, S2 param = 1.1 (35,913 missing values generated) (35,913 missing values generated) (running regress on estimation sample) Bootstrap replications ({res}100{txt}) {hline 4}{c +}{hline 3} 1 {hline 3}{c +}{hline 3} 2 {hline 3}{c +}{hline 3} 3 {hline 3}{c +}{hline 3} 4 {hline 3}{c +}{hline 3} 5 .................................................. 50 .................................................. 100 {res} {txt}Linear regression{col 49}Number of obs{col 67}= {res} 14,087 {txt}{col 49}Replications{col 67}= {res} 100 {txt}{col 49}Wald chi2({res}1{txt}){col 67}= {res} 2.17 {txt}{col 49}Prob > chi2{col 67}= {res} 0.1410 {txt}{col 49}R-squared{col 67}= {res} 0.0035 {txt}{col 49}Adj R-squared{col 67}= {res} 0.0034 {txt}{col 49}Root MSE{col 67}= {res} 0.4254 {txt}{hline 13}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {col 14}{c |} Observed{col 26} Bootstrap{col 54} Norm{col 67}al-based {col 1} Ysel{col 14}{c |} Coef.{col 26} Std. Err.{col 38} z{col 46} P>|z|{col 54} [95% Con{col 67}f. Interval] {hline 13}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {space 8}Xsel {c |}{col 14}{res}{space 2}-.0930817{col 26}{space 2} .0632368{col 37}{space 1} -1.47{col 46}{space 3}0.141{col 54}{space 4}-.2170235{col 67}{space 3} .0308601 {txt}{space 7}_cons {c |}{col 14}{res}{space 2} .4974803{col 26}{space 2} .0399946{col 37}{space 1} 12.44{col 46}{space 3}0.000{col 54}{space 4} .4190923{col 67}{space 3} .5758683 {txt}{hline 13}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} S1 param = 0.1, S2 param = 1.1 (48,227 missing values generated) (48,227 missing values generated) (running regress on estimation sample) Bootstrap replications ({res}100{txt}) {hline 4}{c +}{hline 3} 1 {hline 3}{c +}{hline 3} 2 {hline 3}{c +}{hline 3} 3 {hline 3}{c +}{hline 3} 4 {hline 3}{c +}{hline 3} 5 .................................................. 50 .................................................. 100 {res} {txt}Linear regression{col 49}Number of obs{col 67}= {res} 1,773 {txt}{col 49}Replications{col 67}= {res} 100 {txt}{col 49}Wald chi2({res}1{txt}){col 67}= {res} 0.09 {txt}{col 49}Prob > chi2{col 67}= {res} 0.7601 {txt}{col 49}R-squared{col 67}= {res} 0.0002 {txt}{col 49}Adj R-squared{col 67}= {res} -0.0004 {txt}{col 49}Root MSE{col 67}= {res} 0.4484 {txt}{hline 13}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {col 14}{c |} Observed{col 26} Bootstrap{col 54} Norm{col 67}al-based {col 1} Ysel{col 14}{c |} Coef.{col 26} Std. Err.{col 38} z{col 46} P>|z|{col 54} [95% Con{col 67}f. Interval] {hline 13}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {space 8}Xsel {c |}{col 14}{res}{space 2} .0221603{col 26}{space 2} .0725615{col 37}{space 1} 0.31{col 46}{space 3}0.760{col 54}{space 4}-.1200577{col 67}{space 3} .1643783 {txt}{space 7}_cons {c |}{col 14}{res}{space 2} .5035067{col 26}{space 2} .0501339{col 37}{space 1} 10.04{col 46}{space 3}0.000{col 54}{space 4} .4052461{col 67}{space 3} .6017674 {txt}{hline 13}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12} {com}. {c )-} {txt} {com}. . /* the type 1 error rate using an alpha threshold of 0.05 (ie, the percent of > iterations under which you would find a statistically significant association > between X and Y, using a p<.05 threshold)? */ . . if 1 {c -(} . clear . set seed 98770 . foreach p1 in 0.2 1.1 /// > {c -(} {txt} 2{com}. foreach p2 in 1.0 0.1 /// > {c -(} {txt} 3{com}. . display "S1 param = `p2', S2 param = `p1'" {txt} 4{com}. . postfile results p using sim_`p1'_`p2', replace {txt} 5{com}. forvalues n=1/100 {c -(} {txt} 6{com}. set obs 500 {txt} 7{com}. . capture drop errorTerm U X Y {txt} 8{com}. gen errorTerm = rnormal(0, 0.5) {txt} 9{com}. gen U = runiform(0, 1.) {txt} 10{com}. gen X = runiform(0, 1) + 0.2 * U {txt} 11{com}. gen Y = 0 + 0.5*X + 1.*X*(U-0.5) + errorTerm {txt} 12{com}. . capture drop S1 S2 Xsel Ysel {txt} 13{com}. gen S2 = runiform()>=`p1'*U {txt} 14{com}. gen S1 = runiform()<=`p2'*(X+Y) {txt} 15{com}. . gen Xsel = X if S1 == 1 & S2 == 1 {txt} 16{com}. gen Ysel = Y if S1 == 1 & S2 == 1 {txt} 17{com}. . quietly regress Ysel Xsel {txt} 18{com}. mat b = r(table) {txt} 19{com}. local p = b[4,1] {txt} 20{com}. post results (`p') {txt} 21{com}. {c )-} {txt} 22{com}. postclose results {txt} 23{com}. {c )-} {txt} 24{com}. {c )-} S1 param = 1.0, S2 param = 0.2 {txt}(note: file sim_0.2_1.0 not found) {p} number of observations (_N) was 0, now 500 {p_end} (189 missing values generated) (189 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (198 missing values generated) (198 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (200 missing values generated) (200 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (198 missing values generated) (198 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (204 missing values generated) (204 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (183 missing values generated) (183 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (195 missing values generated) (195 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (180 missing values generated) (180 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (191 missing values generated) (191 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (202 missing values generated) (202 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (181 missing values generated) (181 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (191 missing values generated) (191 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (185 missing values generated) (185 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (197 missing values generated) (197 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (182 missing values generated) (182 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (190 missing values generated) (190 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (188 missing values generated) (188 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (190 missing values generated) (190 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (186 missing values generated) (186 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (213 missing values generated) (213 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (192 missing values generated) (192 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (187 missing values generated) (187 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (189 missing values generated) (189 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (177 missing values generated) (177 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (185 missing values generated) (185 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (192 missing values generated) (192 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (198 missing values generated) (198 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (181 missing values generated) (181 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (198 missing values generated) (198 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (195 missing values generated) (195 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (192 missing values generated) (192 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (178 missing values generated) (178 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (192 missing values generated) (192 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (194 missing values generated) (194 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (192 missing values generated) (192 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (185 missing values generated) (185 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (184 missing values generated) (184 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (190 missing values generated) (190 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (196 missing values generated) (196 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (190 missing values generated) (190 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (180 missing values generated) (180 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (187 missing values generated) (187 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (192 missing values generated) (192 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (199 missing values generated) (199 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (174 missing values generated) (174 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (191 missing values generated) (191 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (194 missing values generated) (194 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (189 missing values generated) (189 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (190 missing values generated) (190 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (186 missing values generated) (186 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (182 missing values generated) (182 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (194 missing values generated) (194 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (195 missing values generated) (195 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (203 missing values generated) (203 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (203 missing values generated) (203 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (194 missing values generated) (194 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (196 missing values generated) (196 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (208 missing values generated) (208 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (204 missing values generated) (204 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (187 missing values generated) (187 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (200 missing values generated) (200 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (188 missing values generated) (188 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (190 missing values generated) (190 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (204 missing values generated) (204 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (202 missing values generated) (202 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (181 missing values generated) (181 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (196 missing values generated) (196 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (185 missing values generated) (185 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (194 missing values generated) (194 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (208 missing values generated) (208 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (180 missing values generated) (180 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (208 missing values generated) (208 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (189 missing values generated) (189 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (170 missing values generated) (170 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (201 missing values generated) (201 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (185 missing values generated) (185 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (180 missing values generated) (180 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (193 missing values generated) (193 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (174 missing values generated) (174 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (173 missing values generated) (173 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (183 missing values generated) (183 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (189 missing values generated) (189 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (158 missing values generated) (158 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (179 missing values generated) (179 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (207 missing values generated) (207 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (178 missing values generated) (178 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (182 missing values generated) (182 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (189 missing values generated) (189 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (189 missing values generated) (189 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (193 missing values generated) (193 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (183 missing values generated) (183 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (171 missing values generated) (171 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (187 missing values generated) (187 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (200 missing values generated) (200 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (184 missing values generated) (184 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (205 missing values generated) (205 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (201 missing values generated) (201 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (172 missing values generated) (172 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (175 missing values generated) (175 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (193 missing values generated) (193 missing values generated) S1 param = 0.1, S2 param = 0.2 (note: file sim_0.2_0.1 not found) {p} number of observations (_N) was 500, now 500 {p_end} (464 missing values generated) (464 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (466 missing values generated) (466 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (459 missing values generated) (459 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (451 missing values generated) (451 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (454 missing values generated) (454 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (458 missing values generated) (458 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (466 missing values generated) (466 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (459 missing values generated) (459 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (465 missing values generated) (465 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (458 missing values generated) (458 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (464 missing values generated) (464 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (459 missing values generated) (459 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (460 missing values generated) (460 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (455 missing values generated) (455 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (461 missing values generated) (461 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (459 missing values generated) (459 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (445 missing values generated) (445 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (465 missing values generated) (465 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (455 missing values generated) (455 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (461 missing values generated) (461 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (461 missing values generated) (461 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (464 missing values generated) (464 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (453 missing values generated) (453 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (454 missing values generated) (454 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (459 missing values generated) (459 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (454 missing values generated) (454 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (443 missing values generated) (443 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (461 missing values generated) (461 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (455 missing values generated) (455 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (462 missing values generated) (462 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (446 missing values generated) (446 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (461 missing values generated) (461 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (465 missing values generated) (465 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (452 missing values generated) (452 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (467 missing values generated) (467 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (451 missing values generated) (451 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (462 missing values generated) (462 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (453 missing values generated) (453 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (452 missing values generated) (452 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (467 missing values generated) (467 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (463 missing values generated) (463 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (451 missing values generated) (451 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (462 missing values generated) (462 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (453 missing values generated) (453 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (459 missing values generated) (459 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (454 missing values generated) (454 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (450 missing values generated) (450 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (453 missing values generated) (453 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (451 missing values generated) (451 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (458 missing values generated) (458 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (454 missing values generated) (454 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (456 missing values generated) (456 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (453 missing values generated) (453 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (458 missing values generated) (458 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (468 missing values generated) (468 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (453 missing values generated) (453 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (459 missing values generated) (459 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (456 missing values generated) (456 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (458 missing values generated) (458 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (452 missing values generated) (452 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (452 missing values generated) (452 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (458 missing values generated) (458 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (464 missing values generated) (464 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (461 missing values generated) (461 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (461 missing values generated) (461 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (453 missing values generated) (453 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (450 missing values generated) (450 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (460 missing values generated) (460 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (469 missing values generated) (469 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (460 missing values generated) (460 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (464 missing values generated) (464 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (453 missing values generated) (453 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (467 missing values generated) (467 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (461 missing values generated) (461 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (463 missing values generated) (463 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (444 missing values generated) (444 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (456 missing values generated) (456 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (457 missing values generated) (457 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (460 missing values generated) (460 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (449 missing values generated) (449 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (456 missing values generated) (456 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (455 missing values generated) (455 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (461 missing values generated) (461 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (454 missing values generated) (454 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (463 missing values generated) (463 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (463 missing values generated) (463 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (450 missing values generated) (450 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (450 missing values generated) (450 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (454 missing values generated) (454 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (450 missing values generated) (450 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (468 missing values generated) (468 missing values generated) S1 param = 1.0, S2 param = 1.1 (note: file sim_1.1_1.0 not found) {p} number of observations (_N) was 500, now 500 {p_end} (360 missing values generated) (360 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (354 missing values generated) (354 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (373 missing values generated) (373 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (346 missing values generated) (346 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (364 missing values generated) (364 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (345 missing values generated) (345 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (372 missing values generated) (372 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (350 missing values generated) (350 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (368 missing values generated) (368 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (359 missing values generated) (359 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (337 missing values generated) (337 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (355 missing values generated) (355 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (345 missing values generated) (345 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (374 missing values generated) (374 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (350 missing values generated) (350 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (363 missing values generated) (363 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (355 missing values generated) (355 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (363 missing values generated) (363 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (360 missing values generated) (360 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (363 missing values generated) (363 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (351 missing values generated) (351 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (359 missing values generated) (359 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (365 missing values generated) (365 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (356 missing values generated) (356 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (365 missing values generated) (365 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (368 missing values generated) (368 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (362 missing values generated) (362 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (349 missing values generated) (349 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (366 missing values generated) (366 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (346 missing values generated) (346 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (347 missing values generated) (347 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (359 missing values generated) (359 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (364 missing values generated) (364 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (356 missing values generated) (356 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (359 missing values generated) (359 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (363 missing values generated) (363 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (356 missing values generated) (356 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (353 missing values generated) (353 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (383 missing values generated) (383 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (359 missing values generated) (359 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (356 missing values generated) (356 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (368 missing values generated) (368 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (360 missing values generated) (360 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (366 missing values generated) (366 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (362 missing values generated) (362 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (363 missing values generated) (363 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (350 missing values generated) (350 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (349 missing values generated) (349 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (353 missing values generated) (353 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (357 missing values generated) (357 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (344 missing values generated) (344 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (364 missing values generated) (364 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (365 missing values generated) (365 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (349 missing values generated) (349 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (360 missing values generated) (360 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (368 missing values generated) (368 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (340 missing values generated) (340 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (363 missing values generated) (363 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (357 missing values generated) (357 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (355 missing values generated) (355 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (353 missing values generated) (353 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (356 missing values generated) (356 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (353 missing values generated) (353 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (344 missing values generated) (344 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (362 missing values generated) (362 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (363 missing values generated) (363 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (361 missing values generated) (361 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (351 missing values generated) (351 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (333 missing values generated) (333 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (342 missing values generated) (342 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (343 missing values generated) (343 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (358 missing values generated) (358 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (364 missing values generated) (364 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (354 missing values generated) (354 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (364 missing values generated) (364 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (340 missing values generated) (340 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (345 missing values generated) (345 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (371 missing values generated) (371 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (373 missing values generated) (373 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (367 missing values generated) (367 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (358 missing values generated) (358 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (362 missing values generated) (362 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (361 missing values generated) (361 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (363 missing values generated) (363 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (343 missing values generated) (343 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (355 missing values generated) (355 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (350 missing values generated) (350 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (359 missing values generated) (359 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (369 missing values generated) (369 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (372 missing values generated) (372 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (367 missing values generated) (367 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (364 missing values generated) (364 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (362 missing values generated) (362 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (354 missing values generated) (354 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (364 missing values generated) (364 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (356 missing values generated) (356 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (350 missing values generated) (350 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (358 missing values generated) (358 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (360 missing values generated) (360 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (356 missing values generated) (356 missing values generated) S1 param = 0.1, S2 param = 1.1 (note: file sim_1.1_0.1 not found) {p} number of observations (_N) was 500, now 500 {p_end} (483 missing values generated) (483 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (476 missing values generated) (476 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (489 missing values generated) (489 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (480 missing values generated) (480 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (485 missing values generated) (485 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (485 missing values generated) (485 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (488 missing values generated) (488 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (485 missing values generated) (485 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (479 missing values generated) (479 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (489 missing values generated) (489 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (477 missing values generated) (477 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (478 missing values generated) (478 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (486 missing values generated) (486 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (487 missing values generated) (487 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (488 missing values generated) (488 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (470 missing values generated) (470 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (479 missing values generated) (479 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (483 missing values generated) (483 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (474 missing values generated) (474 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (485 missing values generated) (485 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (479 missing values generated) (479 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (483 missing values generated) (483 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (487 missing values generated) (487 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (483 missing values generated) (483 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (478 missing values generated) (478 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (486 missing values generated) (486 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (487 missing values generated) (487 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (483 missing values generated) (483 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (479 missing values generated) (479 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (483 missing values generated) (483 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (487 missing values generated) (487 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (483 missing values generated) (483 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (492 missing values generated) (492 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (487 missing values generated) (487 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (479 missing values generated) (479 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (485 missing values generated) (485 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (480 missing values generated) (480 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (486 missing values generated) (486 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (490 missing values generated) (490 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (485 missing values generated) (485 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (486 missing values generated) (486 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (471 missing values generated) (471 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (488 missing values generated) (488 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (491 missing values generated) (491 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (485 missing values generated) (485 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (474 missing values generated) (474 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (479 missing values generated) (479 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (478 missing values generated) (478 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (473 missing values generated) (473 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (480 missing values generated) (480 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (480 missing values generated) (480 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (478 missing values generated) (478 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (477 missing values generated) (477 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (483 missing values generated) (483 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (484 missing values generated) (484 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (486 missing values generated) (486 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (480 missing values generated) (480 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (488 missing values generated) (488 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (477 missing values generated) (477 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (486 missing values generated) (486 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (489 missing values generated) (489 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (480 missing values generated) (480 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (487 missing values generated) (487 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (479 missing values generated) (479 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (475 missing values generated) (475 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (483 missing values generated) (483 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (474 missing values generated) (474 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (486 missing values generated) (486 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (479 missing values generated) (479 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (482 missing values generated) (482 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (481 missing values generated) (481 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (479 missing values generated) (479 missing values generated) {p} number of observations (_N) was 500, now 500 {p_end} (480 missing values generated) (480 missing values generated) {com}. . foreach p1 in 0.2 1.1 /// > {c -(} {txt} 2{com}. foreach p2 in 1.0 0.1 /// > {c -(} {txt} 3{com}. clear {txt} 4{com}. use sim_`p1'_`p2' {txt} 5{com}. . display "S1 param = `p2', S2 param = `p1'" {txt} 6{com}. . * show total number of p values . summarize p {txt} 7{com}. . * show number of p values with p < 0.05 . summarize p if p < 0.05 {txt} 8{com}. {c )-} {txt} 9{com}. {c )-} S1 param = 1.0, S2 param = 0.2 {txt} Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 11}p {c |}{res} 100 .1966748 .261059 .0000864 .9832942 {txt} Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 11}p {c |}{res} 42 .0164047 .0158625 .0000864 .0474486 S1 param = 0.1, S2 param = 0.2 {txt} Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 11}p {c |}{res} 100 .328459 .291638 .0004549 .9922009 {txt} Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 11}p {c |}{res} 19 .0182594 .0130774 .0004549 .0458555 S1 param = 1.0, S2 param = 1.1 {txt} Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 11}p {c |}{res} 100 .4915957 .3285587 .0013235 .9996558 {txt} Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 11}p {c |}{res} 12 .0202482 .0146905 .0013235 .0381924 S1 param = 0.1, S2 param = 1.1 {txt} Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 11}p {c |}{res} 100 .5382526 .2797091 .0219545 .9840519 {txt} Variable {c |} Obs Mean Std. Dev. Min Max {hline 13}{c +}{hline 57} {space 11}p {c |}{res} 4 .0306168 .0081697 .0219545 .0408995 {com}. {c )-} {txt} {com}. . {txt}end of do-file {com}. exit