Hi all,
I'm analysing results of a discrete choice experiment to understand predictors of choice for different types of psychologist visits vs choosing to go without a visit. I have used estimates from a mixed logit model to predict how changes to different attributes (e.g., visit costs, wait times etc.) from a given base level would affect uptake of visits (e.g., if visit costs increase from $50 to $90, by what percentage would the preference for a visit go down). I want to then show these changes in uptake relative to the base case in a bar chart, for changes of different attributes. Not all coefficient estimates from the mixed logit model are significant, and therefore I want to use a different colour in the bars for predicted uptake changes derived based on insignificant coefficients, and use an option like rcap to display confidence intervals as a measure of prediction uncertainty.
I suspect I would need locals to recall the saved estimates from the model and feed this information into the changes derived in uptake relative to the base level? I'm not familiar with using locals and would appreciate some advice on how to approach this. I have included some code used to estimate the model (here I've used a multinomial logit which takes a shorter time to run and reduced the number of variables) and code for predicting a change in uptake when the cost changes, along with a sample dataset. This illustrates just one case for simplicity, but in the actual analysis I would have the levels of different attributes changing, some of which are based on insignificant estimates which I want to differentiate from the significant ones. I'm unsure of how to recall the model estimates and link them to the prediction uptake changes derived, and then display these in the graph.
Any help with this task would be greatly appreciated.
Many thanks.
I'm analysing results of a discrete choice experiment to understand predictors of choice for different types of psychologist visits vs choosing to go without a visit. I have used estimates from a mixed logit model to predict how changes to different attributes (e.g., visit costs, wait times etc.) from a given base level would affect uptake of visits (e.g., if visit costs increase from $50 to $90, by what percentage would the preference for a visit go down). I want to then show these changes in uptake relative to the base case in a bar chart, for changes of different attributes. Not all coefficient estimates from the mixed logit model are significant, and therefore I want to use a different colour in the bars for predicted uptake changes derived based on insignificant coefficients, and use an option like rcap to display confidence intervals as a measure of prediction uncertainty.
I suspect I would need locals to recall the saved estimates from the model and feed this information into the changes derived in uptake relative to the base level? I'm not familiar with using locals and would appreciate some advice on how to approach this. I have included some code used to estimate the model (here I've used a multinomial logit which takes a shorter time to run and reduced the number of variables) and code for predicting a change in uptake when the cost changes, along with a sample dataset. This illustrates just one case for simplicity, but in the actual analysis I would have the levels of different attributes changing, some of which are based on insignificant estimates which I want to differentiate from the significant ones. I'm unsure of how to recall the model estimates and link them to the prediction uptake changes derived, and then display these in the graph.
Any help with this task would be greatly appreciated.
Many thanks.
Code:
decode alt, gen(alt1)
destring id_cset, replace
*Model estimates
global X base_visitIPM base_visitTH base_urbanTH time_cont wait_cont wait_qd cost_cont hub1 first_th1
clogit y ASC_IP ASC_MIX ASC_TH $X, group(id_cset) vce(cluster id)
est save mnl, replace
keep if set==1
*Replace all effects with zeros
foreach x in $X {
replace `x'=0
}
*Set levels to base case
replace time_cont=0.5 if (alt1=="IP"|alt1=="Mix")
replace wait_cont=0.75 if alt1~="None"
replace wait_qd=wait_cont*wait_cont if alt1~="None"
replace cost_cont=50 if alt1~="None"
*Generate predictions for base case
predict basecase
*Cost changes from $50 to $90 for in-person visits
replace cost_cont = 90 if alt1=="IP"
predict cost90
*Change in uptake predictions relative to basecase
gen dcost=cost90-basecase
*Calculate average difference
egen cost_up_ip=mean(dcost) if alt==1
egen cost_up_mix=mean(dcost) if alt==2
egen cost_up_th=mean(dcost) if alt==3
egen cost_up_none=mean(dcost) if alt==4
gen cost_uptake=cost_up_ip if alt==1
replace cost_uptake=cost_up_mix if alt==2
replace cost_uptake=cost_up_th if alt==3
replace cost_uptake=cost_up_none if alt==4
drop cost_up_ip-cost_up_none
keep if id==1
*Bar graph for change in opt-out (going without visit) when cost increases from $50 to $90
graph hbar (mean) cost_uptake if alt==4
Code:
* Example generated by -dataex-. For more info, type help dataex clear input float id byte set int id_cset byte alt str4 alt1 float(y ASC_IP ASC_MIX ASC_TH base_visitIPM base_visitTH base_urbanTH time_cont wait_cont wait_qd cost_cont hub1 first_th1) 1 1 11 1 "IP" 0 1 0 0 0 0 0 2.5 2 4 120 0 0 1 1 11 2 "Mix" 0 0 1 0 1 0 0 1.5 2 4 90 0 1 1 1 11 3 "TH" 1 0 0 1 0 0 0 0 5 25 50 0 0 1 1 11 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 12 1 "IP" 0 1 0 0 1 0 0 1.5 9 81 50 0 0 1 2 12 2 "Mix" 0 0 1 0 0 0 0 1.5 .75 .5625 120 1 0 1 2 12 3 "TH" 1 0 0 1 0 0 1 0 5 25 50 1 0 1 2 12 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 1 3 13 1 "IP" 1 1 0 0 1 0 0 1.5 5 25 0 0 0 1 3 13 2 "Mix" 0 0 1 0 1 0 0 2.5 .25 .0625 120 0 0 1 3 13 3 "TH" 0 0 0 1 0 0 1 0 .75 .5625 120 0 0 1 3 13 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 1 4 14 1 "IP" 0 1 0 0 0 0 0 3.5 .75 .5625 120 0 0 1 4 14 2 "Mix" 0 0 1 0 1 0 0 .5 .25 .0625 0 0 1 1 4 14 3 "TH" 1 0 0 1 0 1 0 0 .25 .0625 0 0 0 1 4 14 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 1 5 15 1 "IP" 0 1 0 0 1 0 0 1.5 2 4 120 0 0 1 5 15 2 "Mix" 0 0 1 0 1 0 0 1.5 2 4 50 1 0 1 5 15 3 "TH" 1 0 0 1 0 1 0 0 2 4 50 1 0 1 5 15 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 1 6 16 1 "IP" 0 1 0 0 0 0 0 2.5 5 25 90 0 0 1 6 16 2 "Mix" 0 0 1 0 1 0 0 .5 2 4 90 0 1 1 6 16 3 "TH" 0 0 0 1 0 0 0 0 .25 .0625 90 0 0 1 6 16 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 1 7 17 1 "IP" 0 1 0 0 1 0 0 .5 9 81 50 0 0 1 7 17 2 "Mix" 1 0 1 0 0 0 0 3.5 5 25 0 1 1 1 7 17 3 "TH" 0 0 0 1 0 0 0 0 .75 .5625 120 1 0 1 7 17 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 1 8 18 1 "IP" 0 1 0 0 0 0 0 1.5 2 4 90 0 0 1 8 18 2 "Mix" 1 0 1 0 0 0 0 .5 2 4 50 1 1 1 8 18 3 "TH" 0 0 0 1 0 0 0 0 .75 .5625 90 1 0 1 8 18 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 2 1 21 1 "IP" 1 1 0 0 0 0 0 2.5 2 4 120 0 0 2 1 21 2 "Mix" 0 0 1 0 1 0 0 1.5 2 4 90 0 1 2 1 21 3 "TH" 0 0 0 1 0 0 0 0 5 25 50 0 0 2 1 21 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 22 1 "IP" 0 1 0 0 1 0 0 1.5 9 81 50 0 0 2 2 22 2 "Mix" 1 0 1 0 0 0 0 1.5 .75 .5625 120 1 0 2 2 22 3 "TH" 0 0 0 1 0 0 1 0 5 25 50 1 0 2 2 22 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 2 3 23 1 "IP" 0 1 0 0 1 0 0 1.5 5 25 0 0 0 2 3 23 2 "Mix" 1 0 1 0 1 0 0 2.5 .25 .0625 120 0 0 2 3 23 3 "TH" 0 0 0 1 0 0 1 0 .75 .5625 120 0 0 2 3 23 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 2 4 24 1 "IP" 0 1 0 0 0 0 0 3.5 .75 .5625 120 0 0 2 4 24 2 "Mix" 1 0 1 0 1 0 0 .5 .25 .0625 0 0 1 2 4 24 3 "TH" 0 0 0 1 0 1 0 0 .25 .0625 0 0 0 2 4 24 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 2 5 25 1 "IP" 1 1 0 0 1 0 0 1.5 2 4 120 0 0 2 5 25 2 "Mix" 0 0 1 0 1 0 0 1.5 2 4 50 1 0 2 5 25 3 "TH" 0 0 0 1 0 1 0 0 2 4 50 1 0 2 5 25 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 2 6 26 1 "IP" 0 1 0 0 0 0 0 2.5 5 25 90 0 0 2 6 26 2 "Mix" 1 0 1 0 1 0 0 .5 2 4 90 0 1 2 6 26 3 "TH" 0 0 0 1 0 0 0 0 .25 .0625 90 0 0 2 6 26 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 2 7 27 1 "IP" 0 1 0 0 1 0 0 .5 9 81 50 0 0 2 7 27 2 "Mix" 0 0 1 0 0 0 0 3.5 5 25 0 1 1 2 7 27 3 "TH" 1 0 0 1 0 0 0 0 .75 .5625 120 1 0 2 7 27 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 2 8 28 1 "IP" 0 1 0 0 0 0 0 1.5 2 4 90 0 0 2 8 28 2 "Mix" 0 0 1 0 0 0 0 .5 2 4 50 1 1 2 8 28 3 "TH" 1 0 0 1 0 0 0 0 .75 .5625 90 1 0 2 8 28 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 3 1 31 1 "IP" 1 1 0 0 1 0 0 .5 2 4 90 0 0 3 1 31 2 "Mix" 0 0 1 0 0 0 0 2.5 5 25 50 0 0 3 1 31 3 "TH" 0 0 0 1 0 0 0 0 5 25 90 0 0 3 1 31 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 3 2 32 1 "IP" 0 1 0 0 1 0 0 1.5 .75 .5625 90 0 0 3 2 32 2 "Mix" 0 0 1 0 0 0 0 2.5 .25 .0625 90 1 1 3 2 32 3 "TH" 1 0 0 1 0 0 1 0 .75 .5625 0 1 0 3 2 32 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 3 3 33 1 "IP" 0 1 0 0 0 0 0 1.5 .75 .5625 120 0 0 3 3 33 2 "Mix" 1 0 1 0 1 0 0 1.5 .25 .0625 0 1 1 3 3 33 3 "TH" 0 0 0 1 0 1 0 0 2 4 50 1 0 3 3 33 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 3 4 34 1 "IP" 0 1 0 0 1 0 0 3.5 5 25 120 0 0 3 4 34 2 "Mix" 0 0 1 0 0 0 0 1.5 5 25 120 0 0 3 4 34 3 "TH" 0 0 0 1 0 0 0 0 .75 .5625 120 0 0 3 4 34 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 3 5 35 1 "IP" 0 1 0 0 0 0 0 1.5 5 25 50 0 0 3 5 35 2 "Mix" 0 0 1 0 0 0 0 3.5 .75 .5625 50 1 1 3 5 35 3 "TH" 0 0 0 1 0 0 1 0 .75 .5625 90 1 0 3 5 35 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 3 6 36 1 "IP" 0 1 0 0 1 0 0 3.5 9 81 50 0 0 3 6 36 2 "Mix" 0 0 1 0 1 0 0 .5 5 25 90 0 1 3 6 36 3 "TH" 0 0 0 1 0 1 0 0 2 4 90 0 0 3 6 36 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 3 7 37 1 "IP" 0 1 0 0 1 0 0 2.5 .75 .5625 120 0 0 3 7 37 2 "Mix" 0 0 1 0 0 0 0 3.5 2 4 90 1 0 3 7 37 3 "TH" 1 0 0 1 0 0 1 0 .25 .0625 50 1 0 3 7 37 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 3 8 38 1 "IP" 0 1 0 0 0 0 0 2.5 2 4 0 0 0 3 8 38 2 "Mix" 1 0 1 0 0 0 0 .5 .25 .0625 50 1 1 3 8 38 3 "TH" 0 0 0 1 0 0 0 0 2 4 50 1 0 3 8 38 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 4 1 41 1 "IP" 0 1 0 0 1 0 0 3.5 2 4 120 0 0 4 1 41 2 "Mix" 0 0 1 0 1 0 0 2.5 5 25 0 1 1 4 1 41 3 "TH" 0 0 0 1 0 0 0 0 5 25 90 1 0 4 1 41 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 4 2 42 1 "IP" 1 1 0 0 1 0 0 .5 .75 .5625 50 0 0 4 2 42 2 "Mix" 0 0 1 0 1 0 0 .5 2 4 0 0 0 4 2 42 3 "TH" 0 0 0 1 0 1 0 0 .25 .0625 0 0 0 4 2 42 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 4 3 43 1 "IP" 0 1 0 0 1 0 0 2.5 2 4 50 0 0 4 3 43 2 "Mix" 0 0 1 0 0 0 0 3.5 .75 .5625 120 0 0 4 3 43 3 "TH" 0 0 0 1 0 1 0 0 5 25 120 0 0 4 3 43 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 4 4 44 1 "IP" 0 1 0 0 0 0 0 1.5 9 81 0 0 0 4 4 44 2 "Mix" 0 0 1 0 1 0 0 2.5 .75 .5625 90 0 1 4 4 44 3 "TH" 0 0 0 1 0 0 1 0 2 4 50 0 0 4 4 44 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 4 5 45 1 "IP" 0 1 0 0 0 0 0 3.5 9 81 120 0 0 4 5 45 2 "Mix" 0 0 1 0 0 0 0 1.5 .75 .5625 50 0 1 4 5 45 3 "TH" 0 0 0 1 0 1 0 0 .75 .5625 0 0 0 4 5 45 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 4 6 46 1 "IP" 1 1 0 0 0 0 0 .5 2 4 90 0 0 4 6 46 2 "Mix" 0 0 1 0 0 0 0 .5 5 25 90 1 1 4 6 46 3 "TH" 0 0 0 1 0 0 1 0 2 4 90 1 0 4 6 46 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 4 7 47 1 "IP" 0 1 0 0 0 0 0 3.5 2 4 90 0 0 4 7 47 2 "Mix" 0 0 1 0 1 0 0 3.5 .25 .0625 90 1 1 4 7 47 3 "TH" 0 0 0 1 0 0 1 0 2 4 120 1 0 4 7 47 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 4 8 48 1 "IP" 1 1 0 0 0 0 0 .5 5 25 0 0 0 4 8 48 2 "Mix" 0 0 1 0 0 0 0 2.5 2 4 120 0 0 4 8 48 3 "TH" 0 0 0 1 0 0 0 0 .75 .5625 90 0 0 4 8 48 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 5 1 51 1 "IP" 1 1 0 0 0 0 0 1.5 2 4 0 0 0 5 1 51 2 "Mix" 0 0 1 0 1 0 0 3.5 5 25 50 1 0 5 1 51 3 "TH" 0 0 0 1 0 0 1 0 5 25 50 1 0 5 1 51 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 5 2 52 1 "IP" 0 1 0 0 0 0 0 .5 9 81 120 0 0 5 2 52 2 "Mix" 1 0 1 0 0 0 0 3.5 .25 .0625 0 0 0 5 2 52 3 "TH" 0 0 0 1 0 0 1 0 2 4 120 0 0 5 2 52 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 5 3 53 1 "IP" 0 1 0 0 0 0 0 3.5 5 25 0 0 0 5 3 53 2 "Mix" 0 0 1 0 1 0 0 .5 .75 .5625 120 1 1 5 3 53 3 "TH" 1 0 0 1 0 0 0 0 5 25 0 1 0 5 3 53 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 5 4 54 1 "IP" 0 1 0 0 0 0 0 3.5 .75 .5625 50 0 0 5 4 54 2 "Mix" 1 0 1 0 1 0 0 .5 .75 .5625 0 1 0 5 4 54 3 "TH" 0 0 0 1 0 0 1 0 .75 .5625 50 1 0 5 4 54 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 5 5 55 1 "IP" 0 1 0 0 1 0 0 2.5 .75 .5625 0 0 0 5 5 55 2 "Mix" 0 0 1 0 1 0 0 1.5 5 25 50 1 1 5 5 55 3 "TH" 1 0 0 1 0 0 1 0 .25 .0625 0 1 0 5 5 55 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 5 6 56 1 "IP" 0 1 0 0 0 0 0 2.5 9 81 90 0 0 5 6 56 2 "Mix" 0 0 1 0 1 0 0 3.5 2 4 90 1 1 5 6 56 3 "TH" 0 0 0 1 0 0 0 0 2 4 120 1 0 5 6 56 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 5 7 57 1 "IP" 0 1 0 0 0 0 0 2.5 5 25 90 0 0 5 7 57 2 "Mix" 0 0 1 0 1 0 0 2.5 .75 .5625 120 1 0 5 7 57 3 "TH" 0 0 0 1 0 1 0 0 .25 .0625 90 1 0 5 7 57 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 5 8 58 1 "IP" 0 1 0 0 1 0 0 .5 .75 .5625 50 0 0 5 8 58 2 "Mix" 0 0 1 0 0 0 0 .5 5 25 50 0 0 5 8 58 3 "TH" 1 0 0 1 0 0 0 0 2 4 0 0 0 5 8 58 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 6 1 61 1 "IP" 1 1 0 0 1 0 0 .5 2 4 90 0 0 6 1 61 2 "Mix" 0 0 1 0 0 0 0 2.5 5 25 50 0 0 6 1 61 3 "TH" 0 0 0 1 0 0 0 0 5 25 90 0 0 6 1 61 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 6 2 62 1 "IP" 1 1 0 0 1 0 0 1.5 .75 .5625 90 0 0 6 2 62 2 "Mix" 0 0 1 0 0 0 0 2.5 .25 .0625 90 1 1 6 2 62 3 "TH" 0 0 0 1 0 0 1 0 .75 .5625 0 1 0 6 2 62 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 6 3 63 1 "IP" 1 1 0 0 0 0 0 1.5 .75 .5625 120 0 0 6 3 63 2 "Mix" 0 0 1 0 1 0 0 1.5 .25 .0625 0 1 1 6 3 63 3 "TH" 0 0 0 1 0 1 0 0 2 4 50 1 0 6 3 63 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 6 4 64 1 "IP" 0 1 0 0 1 0 0 3.5 5 25 120 0 0 6 4 64 2 "Mix" 0 0 1 0 0 0 0 1.5 5 25 120 0 0 6 4 64 3 "TH" 1 0 0 1 0 0 0 0 .75 .5625 120 0 0 6 4 64 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 6 5 65 1 "IP" 1 1 0 0 0 0 0 1.5 5 25 50 0 0 6 5 65 2 "Mix" 0 0 1 0 0 0 0 3.5 .75 .5625 50 1 1 6 5 65 3 "TH" 0 0 0 1 0 0 1 0 .75 .5625 90 1 0 6 5 65 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 6 6 66 1 "IP" 0 1 0 0 1 0 0 3.5 9 81 50 0 0 6 6 66 2 "Mix" 0 0 1 0 1 0 0 .5 5 25 90 0 1 6 6 66 3 "TH" 1 0 0 1 0 1 0 0 2 4 90 0 0 6 6 66 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 6 7 67 1 "IP" 1 1 0 0 1 0 0 2.5 .75 .5625 120 0 0 6 7 67 2 "Mix" 0 0 1 0 0 0 0 3.5 2 4 90 1 0 6 7 67 3 "TH" 0 0 0 1 0 0 1 0 .25 .0625 50 1 0 6 7 67 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 6 8 68 1 "IP" 0 1 0 0 0 0 0 2.5 2 4 0 0 0 6 8 68 2 "Mix" 1 0 1 0 0 0 0 .5 .25 .0625 50 1 1 6 8 68 3 "TH" 0 0 0 1 0 0 0 0 2 4 50 1 0 6 8 68 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 7 1 71 1 "IP" 0 1 0 0 1 0 0 3.5 2 4 120 0 0 7 1 71 2 "Mix" 0 0 1 0 1 0 0 2.5 5 25 0 1 1 7 1 71 3 "TH" 0 0 0 1 0 0 0 0 5 25 90 1 0 7 1 71 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 7 2 72 1 "IP" 1 1 0 0 1 0 0 .5 .75 .5625 50 0 0 7 2 72 2 "Mix" 0 0 1 0 1 0 0 .5 2 4 0 0 0 7 2 72 3 "TH" 0 0 0 1 0 1 0 0 .25 .0625 0 0 0 7 2 72 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 7 3 73 1 "IP" 0 1 0 0 1 0 0 2.5 2 4 50 0 0 7 3 73 2 "Mix" 0 0 1 0 0 0 0 3.5 .75 .5625 120 0 0 7 3 73 3 "TH" 0 0 0 1 0 1 0 0 5 25 120 0 0 7 3 73 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 7 4 74 1 "IP" 0 1 0 0 0 0 0 1.5 9 81 0 0 0 7 4 74 2 "Mix" 0 0 1 0 1 0 0 2.5 .75 .5625 90 0 1 7 4 74 3 "TH" 0 0 0 1 0 0 1 0 2 4 50 0 0 7 4 74 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 7 5 75 1 "IP" 0 1 0 0 0 0 0 3.5 9 81 120 0 0 7 5 75 2 "Mix" 0 0 1 0 0 0 0 1.5 .75 .5625 50 0 1 7 5 75 3 "TH" 0 0 0 1 0 1 0 0 .75 .5625 0 0 0 7 5 75 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 7 6 76 1 "IP" 1 1 0 0 0 0 0 .5 2 4 90 0 0 7 6 76 2 "Mix" 0 0 1 0 0 0 0 .5 5 25 90 1 1 7 6 76 3 "TH" 0 0 0 1 0 0 1 0 2 4 90 1 0 7 6 76 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 7 7 77 1 "IP" 0 1 0 0 0 0 0 3.5 2 4 90 0 0 7 7 77 2 "Mix" 0 0 1 0 1 0 0 3.5 .25 .0625 90 1 1 7 7 77 3 "TH" 0 0 0 1 0 0 1 0 2 4 120 1 0 7 7 77 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 7 8 78 1 "IP" 1 1 0 0 0 0 0 .5 5 25 0 0 0 7 8 78 2 "Mix" 0 0 1 0 0 0 0 2.5 2 4 120 0 0 7 8 78 3 "TH" 0 0 0 1 0 0 0 0 .75 .5625 90 0 0 7 8 78 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 8 1 81 1 "IP" 0 1 0 0 1 0 0 3.5 2 4 120 0 0 8 1 81 2 "Mix" 0 0 1 0 1 0 0 2.5 5 25 0 1 1 8 1 81 3 "TH" 0 0 0 1 0 0 0 0 5 25 90 1 0 8 1 81 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 8 2 82 1 "IP" 0 1 0 0 1 0 0 .5 .75 .5625 50 0 0 8 2 82 2 "Mix" 0 0 1 0 1 0 0 .5 2 4 0 0 0 8 2 82 3 "TH" 0 0 0 1 0 1 0 0 .25 .0625 0 0 0 8 2 82 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 8 3 83 1 "IP" 0 1 0 0 1 0 0 2.5 2 4 50 0 0 8 3 83 2 "Mix" 0 0 1 0 0 0 0 3.5 .75 .5625 120 0 0 8 3 83 3 "TH" 0 0 0 1 0 1 0 0 5 25 120 0 0 8 3 83 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 8 4 84 1 "IP" 0 1 0 0 0 0 0 1.5 9 81 0 0 0 8 4 84 2 "Mix" 0 0 1 0 1 0 0 2.5 .75 .5625 90 0 1 8 4 84 3 "TH" 0 0 0 1 0 0 1 0 2 4 50 0 0 8 4 84 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 8 5 85 1 "IP" 0 1 0 0 0 0 0 3.5 9 81 120 0 0 8 5 85 2 "Mix" 0 0 1 0 0 0 0 1.5 .75 .5625 50 0 1 8 5 85 3 "TH" 0 0 0 1 0 1 0 0 .75 .5625 0 0 0 8 5 85 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 8 6 86 1 "IP" 0 1 0 0 0 0 0 .5 2 4 90 0 0 8 6 86 2 "Mix" 0 0 1 0 0 0 0 .5 5 25 90 1 1 8 6 86 3 "TH" 0 0 0 1 0 0 1 0 2 4 90 1 0 8 6 86 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 8 7 87 1 "IP" 0 1 0 0 0 0 0 3.5 2 4 90 0 0 8 7 87 2 "Mix" 0 0 1 0 1 0 0 3.5 .25 .0625 90 1 1 8 7 87 3 "TH" 0 0 0 1 0 0 1 0 2 4 120 1 0 8 7 87 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 8 8 88 1 "IP" 0 1 0 0 0 0 0 .5 5 25 0 0 0 8 8 88 2 "Mix" 0 0 1 0 0 0 0 2.5 2 4 120 0 0 8 8 88 3 "TH" 0 0 0 1 0 0 0 0 .75 .5625 90 0 0 8 8 88 4 "None" 1 0 0 0 0 0 0 0 0 0 0 0 0 9 1 91 1 "IP" 0 1 0 0 1 0 0 3.5 2 4 120 0 0 9 1 91 2 "Mix" 1 0 1 0 1 0 0 2.5 5 25 0 1 1 9 1 91 3 "TH" 0 0 0 1 0 0 0 0 5 25 90 1 0 9 1 91 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 9 2 92 1 "IP" 0 1 0 0 1 0 0 .5 .75 .5625 50 0 0 9 2 92 2 "Mix" 0 0 1 0 1 0 0 .5 2 4 0 0 0 9 2 92 3 "TH" 1 0 0 1 0 1 0 0 .25 .0625 0 0 0 9 2 92 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 9 3 93 1 "IP" 1 1 0 0 1 0 0 2.5 2 4 50 0 0 9 3 93 2 "Mix" 0 0 1 0 0 0 0 3.5 .75 .5625 120 0 0 9 3 93 3 "TH" 0 0 0 1 0 1 0 0 5 25 120 0 0 9 3 93 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 9 4 94 1 "IP" 0 1 0 0 0 0 0 1.5 9 81 0 0 0 9 4 94 2 "Mix" 1 0 1 0 1 0 0 2.5 .75 .5625 90 0 1 9 4 94 3 "TH" 0 0 0 1 0 0 1 0 2 4 50 0 0 9 4 94 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 9 5 95 1 "IP" 0 1 0 0 0 0 0 3.5 9 81 120 0 0 9 5 95 2 "Mix" 0 0 1 0 0 0 0 1.5 .75 .5625 50 0 1 9 5 95 3 "TH" 1 0 0 1 0 1 0 0 .75 .5625 0 0 0 9 5 95 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 9 6 96 1 "IP" 0 1 0 0 0 0 0 .5 2 4 90 0 0 9 6 96 2 "Mix" 1 0 1 0 0 0 0 .5 5 25 90 1 1 9 6 96 3 "TH" 0 0 0 1 0 0 1 0 2 4 90 1 0 9 6 96 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 9 7 97 1 "IP" 0 1 0 0 0 0 0 3.5 2 4 90 0 0 9 7 97 2 "Mix" 1 0 1 0 1 0 0 3.5 .25 .0625 90 1 1 9 7 97 3 "TH" 0 0 0 1 0 0 1 0 2 4 120 1 0 9 7 97 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 9 8 98 1 "IP" 0 1 0 0 0 0 0 .5 5 25 0 0 0 9 8 98 2 "Mix" 0 0 1 0 0 0 0 2.5 2 4 120 0 0 9 8 98 3 "TH" 1 0 0 1 0 0 0 0 .75 .5625 90 0 0 9 8 98 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 10 1 101 1 "IP" 1 1 0 0 1 0 0 .5 2 4 90 0 0 10 1 101 2 "Mix" 0 0 1 0 0 0 0 2.5 5 25 50 0 0 10 1 101 3 "TH" 0 0 0 1 0 0 0 0 5 25 90 0 0 10 1 101 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 10 2 102 1 "IP" 1 1 0 0 1 0 0 1.5 .75 .5625 90 0 0 10 2 102 2 "Mix" 0 0 1 0 0 0 0 2.5 .25 .0625 90 1 1 10 2 102 3 "TH" 0 0 0 1 0 0 1 0 .75 .5625 0 1 0 10 2 102 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 10 3 103 1 "IP" 0 1 0 0 0 0 0 1.5 .75 .5625 120 0 0 10 3 103 2 "Mix" 0 0 1 0 1 0 0 1.5 .25 .0625 0 1 1 10 3 103 3 "TH" 1 0 0 1 0 1 0 0 2 4 50 1 0 10 3 103 4 "None" 0 0 0 0 0 0 0 0 0 0 0 0 0 end label values alt alt label def alt 1 "IP", modify label def alt 2 "Mix", modify label def alt 3 "TH", modify label def alt 4 "None", modify

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