8 Supplement

8.1 Data Construction

The following plot shows the high degree of correlation between respondent educational attainment and income in the DCAS 2016 sample. The high level of correlation and the larger share of missingness on income led me to use educational attainment to measure socioeconomic status rather than using income or both educational attainment and income.

ggplot(dcas16, aes(x=dem.income.cat4,y=dem.educ.attain)) + 
    geom_jitter(size=.9) +
    labs(
        title = "Correlation of respondent education and income",
        x = "Income",
        y = "Educational attainment"
    ) +
    theme_minimal()

8.2 Within Neighborhood Robustness Analysis

The data from the DCAS 2016 raise the issue that I, by construction, only received responses from residents selected on two types of behaviors: residents who chose not to move out of multiracial neighborhoods and residents who selected to move into multiracial neighborhoods. Residents may have exhibited one or both of these behaviors. These residents might exhibit different levels of satisfaction that either those who left or chose not to move into multiracial neighborhoods. Given the importance of selection effects, and the importance of selection of whites in particular based on the predictions of existing theories, I conducted analyses to mitigate concerns about selection effects among whites. The first analyses examine levels of satisfaction among whites by duration of residence and the second examine interracial differences by the size of white population change in neighborhoods.

8.2.1 Influence of length of residence on satisfaction

The first robustness analysis considers length of residence in neighborhoods by race. One element of selection would exist if whites were so disinterested in moving to multiracial neighborhoods that no new whites moved in. If this were true, then multiracial integration would be the exclusive result of incumbents remaining in integrated neighborhoods.

Distribution of years lived in current neighborhood by race

Figure 8.1: Distribution of years lived in current neighborhood by race

Figure 8.1 shows evidence against the dynamic of total white avoidance. Figure 8.1 plots the distribution of years lived in their current neighborhood by the race of the respondent. While it is true that whites exclusively account for residents who have lived in neighborhoods longer than 40 years, about half of white respondents moved into multiracial neighborhoods in the past 10 years. The mixture of long-term and short-term white residents does not suggest that neighborhoods have become anathema to whites as they have become more integrated. Of DCAS 2016 respondents who had moved into their neighborhoods in the previous 10 years, 29 were white (in fact, approximately equal shares of newcomers identified by each race: 23 were Asian, 26 were Black, and 22 were Latinx).

Previous theories and evidence suggest that the white residents who have stayed in multiracial neighborhoods will be some mixture of:

  1. white residents who have been satisfied living in integrated neighborhoods and chose not to leave (satisfied stayers), and
  2. white residents who have been stuck in the neighborhood without the means to move out of the neighborhood despite being dissatisified (dissatisfied stayers).

The latter subgroup, the “dissatisfied stayers” would perceive neighbohroods similarly to those who were dissatisfied and able to leave. Meanwhile, previous theories and evidence do not provide a strong reason that the former subgroup, the “satisfied stayers,” would have higher levels of satisfaction than new white entrants who selected multiracial neighborhoods above other neighborhood types. Without a reason to suspect that stayers would, on average, be more satisfied than the average new entrant, and stayers comprise both those satisfied and those dissatisfied with integration, then evidence of lower satisfaction among longer-term residents would provide some evidence that selection by satisfaction level has been occurring.

Figure ?? shows the (unweighted) smoothed percent of white residents satisified by length of residence in their neighborhoods. Given the importance of white residents to the theories, and the fact that the neighborhoods in the sample were almost all predominantly white neighborhoods that integrated over time, I focus on white respondents. Just under 70 percent of whites who lived in the neighborhood fewer than 40 years reported being satisfied, with a possible modest increase among those who lived in the neighborhood from 10 to 20 years. A consistent downward trend existed among the five percent of white residents who lived in the neighborhood for at least 40 years (but even then, more of those residents were satisfied than dissatisfied).

Satisfaction by length of residence among whites in multiracial neighborhoods

Figure 8.2: Satisfaction by length of residence among whites in multiracial neighborhoods

The descriptive plot above does not, however, account for other factors that might correlate with satisfaction and length of residents, especially age, which mechanically correlates with length of residence. I created models that include a categorical variable for how long respondents have lived in multiracial neighborhoods and estimated parameters based only among white respondents.

## Warnings are suppressed
## Subset data to include only white respondents
dcas16nhw <- subset(dcas16svy, raceeth=='white')

## Estimate model with fixed effects
m3yrs <- sub('nhdyrsc', 'nhdyrscat', m3) 
m3yrs <- sub('raceeth \\+', '', m3yrs)
m3nhwyrs <- with(dcas16nhw, svyglm(
    as.formula(paste('satisfied ~', m3yrs)), family=binomial)
)

m3yrs_wo <- sub('nhdyrscat \\+', '', m3yrs)
m3nhwyrs_wo <- with(dcas16nhw, svyglm(
    as.formula(paste('satisfied ~', m3yrs_wo)), family=binomial)
)

## Estimate model without fixed effects
m3yrs_nofe <- sub('sample_tract +', '', m3yrs)
m3nhwyrs_nofe <- with(dcas16nhw, svyglm(
    as.formula(paste('satisfied ~', m3yrs_nofe)), family=binomial)
)

m3yrs_nofe_wo <- sub('nhdyrscat \\+', '', m3yrs_nofe)
m3nhwyrs_nofe_wo <- with(dcas16nhw, svyglm(
    as.formula(paste('satisfied ~', m3yrs_nofe_wo)), family=binomial)
)

The results of these models are reported below. The first two columns report estimates of models with neighborhood fixed effects, meaning the models statistically compare white residents living in the same neighborhood. The first column shows that length of residence does not predict satisfaction among whites. The coefficients for residents who lived longer in their neighborhoods were negative, but the standard errors were double the estimated point estimates for two of three cases and as large as the point estimate for the third. What is more, the data fit the model without length of residence better than the model that included length of residence, evidence of which can be seen in the smaller AIC in the second column compared to the first.

Table 8.1: Table 8.2: Logistic regression coefficients and standard errors predicted of models estimating neighborhood satisfaction among white residents of multiracial neighborhoods
(1)(2)(1)(2)
(Intercept)-3.040   -2.970   0.959 *0.991 **
(1.794)  (1.738)  (0.422) (0.360)  
Demographics                           
Age0.001   -0.010   0.003  0.002   
(0.024)  (0.020)  (0.014) (0.013)  
Foreign Born3.243 **3.225 **0.502  0.528   
(1.242)  (1.212)  (0.660) (0.652)  
Male0.164   0.020   -0.103  -0.098   
(0.708)  (0.597)  (0.388) (0.382)  
Children Present-1.108   -0.896   0.113  0.187   
(0.779)  (0.712)  (0.444) (0.443)  
Married0.987   0.982   0.023  -0.034   
(0.725)  (0.674)  (0.473) (0.457)  
Education                           
<H.S.0.396   -0.058   0.382  0.190   
(6.876)  (5.976)  (2.115) (1.916)  
Some college, no B.A.0.840   0.854   -0.030  -0.055   
(1.036)  (1.095)  (0.843) (0.865)  
B.A.0.243   0.468   -0.042  -0.083   
(0.921)  (0.964)  (0.830) (0.832)  
M.A.+-0.681   -0.429   -0.504  -0.573   
(1.003)  (0.999)  (0.842) (0.820)  
Neighborhood perceptions                           
Home owner0.536   0.534   0.697  0.753   
(0.627)  (0.652)  (0.462) (0.441)  
11-20 years in neighborhood0.464          0.275         
(0.821)         (0.500)        
21-30 years in neighborhood-0.930          -0.343         
(0.917)         (0.536)        
31-40 years in neighborhood-0.771          -0.241         
(1.291)         (0.762)        
>40 years in neighborhood-0.394          0.367         
(1.719)         (1.095)        
10-50 blocks0.441   0.301   0.747 *0.701   
(0.631)  (0.596)  (0.355) (0.360)  
>50 blocks-7.770 * -8.037 * -1.397  -1.401   
(3.892)  (3.689)  (1.161) (1.286)  
Neighborhood Fixed EffectsX       X                    
N 263        263        263       263       
AIC320.360   310.724   308.395  300.433   
*** p < 0.001; ** p < 0.01; * p < 0.05.

The third and fourth columns report analogous models without fixed effects. Removing the fixed effects and not including any neighborhood covariates allowed me to examine whether the duration of residence between any two white residents randomly drawn from any multiracial neighborhood in the DC Area differ from one another. Not accounting for different neighborhood conditions allowed any trends in satisfaction between newcomers and incumbents to be observed, even if those conditions were the result of neighborhood conditions. Accordingly, it provided a conservative estimate regarding the association between duration and neighborhoods and satisfaction. As with the first two models, none of the coefficients can be distinguished from a null association and the data fit the model without length of residence better than the model with length of residence. Given existing the existing theories regarding neighborhood selection, these results provide evidence that mitigate concerns that selection effects undermine the share of satisfied white residents living in multiracial neighborhoods.

8.2.2 Influence of white population change

The second analysis examined whether white residents were systematically less likely than other racial to be satisfied in neighborhoods that tended to lose more whites. The loss of whites could signal dissatisfaction as whites “vote with their feet” and move out of the neighborhood. In addition, the loss of white neighbors could lead white residents who remain to feel less satisfied with their neighborhoods. Existing theories would predict that whites would be more sensitive to the loss of white residents than other racial groups, so we would expect to see larger interracial disparities in neighborhoods that lost more whites.

To address the possibility that white losses affect satisfaction differently for whites than other groups, I stratified the data by the white population change that occurred in the neighborhood from 2000 to 2015 (the latter being based on the 2011-2015 Five-year American Community Survey estimates). To account for different neighborhood sizes, I calculated the ratio of whites living in the neighborhood in 2015 to the number of whites who lived in the neighborhood in 2000; I then took the natural log of this value (i.e., \(\ln(\text{POP}_{2015}/\text{POP}_{2000})\)) to obtain a linear variable to include in models.

sampled_nhoods <- dcas16q %>%
    group_by(sample_tract) %>%
    slice(1L) %>%
    ungroup()

chgsum <- summary(sampled_nhoods$lntotchg)
chgtertiles <- quantile(sampled_nhoods$lntotchg, probs = seq(0, 1, 1/3))
gainnhw <- nrow(filter(sampled_nhoods, lntotchg>0)) / nrow(sampled_nhoods)

I calculated tertiles of change based on the distribution of white population change in neighborhoods.3 The average neighborhood kept 80 out of every 100 of its white residents (median = 78 out of 100). The bands for the white population ratio in each tertile reported in Table 8.3 and are depicted in orange in Figure 8.3.

Table 8.3: Values of white population change ratio ranges by tertiles
Tertile Range of change ratio
First 0.21-0.71
Second 0.71-0.88
Third 0.88-3.42

Table 8.3 and 8.3 show considerable variation in how much white population change occurred in multiracial neighborhoods. Some neighborhoods lost a large number of whites, but even in the tertile representing the largest white losses, the upper limit of neighborhoods kept 71 percent of white residents. This value is consistent with average annual mobility rates among whites, which in 2010 were TK. Although multiracial neighborhoods in the data lost whites, there were still 20 percent of neighborhoods that gained white residents over 15 years. The data used in the manuscript, therefore, reflect neighborhoods with a large distribution of white population losses and gains. These descriptive analysies show that the data used in the manuscript, therefore, reflect neighborhoods with a large distribution of white population losses and gains.

Distribution of neighborhood white population change

Figure 8.3: Distribution of neighborhood white population change

To examine whether interracial differences in satisfaction were consistent across this distribution of white neighborhood change, I stratified the DCAS 2016 by tertiles, report the unconditional means of satisfaction by race, and re-estimated Models 2 and 3 from Table 6 of the manuscript. Before doing so, I investigate the distribution of DCAS 2016 sample respondents across the three tertiles. Figure 8.4 shows the smoothed percentage of white respondents who were satisfied in their neighborhoods by the logged white population change ratio.

## Create variable measuring tertiles of white population change in 
## DCAS 2016 data
dcas16svy <- dcas16svy %>%
    update(
        chgtert = factor(
                cut(lntotchg, breaks = chgtertiles, include.lowest = TRUE),
                labels = as.character(1:3)
            )
        )

nhwsat <- filter(dcas16svy$designs$imp1$variables, raceeth=='white')
chgsat_smth <- ggplot(nhwsat, aes(x=lntotchg, y=satisfied)) +
    geom_smooth(color='#333333') +
    geom_vline(xintercept = chgtertiles[2:3], color='orange') +
    scale_x_continuous(breaks = seq(-1.5, 2.75, 0.5)) +
    scale_y_continuous(breaks = seq(0.1,1.0,0.2)) +
    labs(
        title = paste(
            "Satisfaction by change in white population among whites in", 
            "multiracial neighborhoods"
            ),
        subtitle = paste(
            "Unweighted percent of white residents living in multiracial",
            "neighborhoods"
            ),
        y = "Percent satisfied",
        x = NULL
        ) +
    theme_minimal() +
    theme(
        axis.text.x = element_blank()
    )

chgsat_hst <- ggplot(nhwsat, aes(x = lntotchg)) +
    geom_histogram(bins = 41) +
    geom_vline(xintercept = chgtertiles[2:3], color='orange') +
    scale_x_continuous(breaks = seq(-1.5, 2.75, 0.5)) +
    labs(
        y = "Count",
        x = "White population change ratio (logged)",
        caption = "Note: Orange vertical lines demarcate tertiles"
    ) +
    theme_minimal() 

chgsat_plt <- ggarrange(chgsat_smth, chgsat_hst, ncol = 1, heights = c(.65, .35))
ggsave("images/supp-chgsat.pdf", plot = mfxC_plt,
       width=6.75, units='in')
chgsat_plt
Share of white respondents satisfied in neighborhood by logged white population change ratio

Figure 8.4: Share of white respondents satisfied in neighborhood by logged white population change ratio

Table 8.4 shows the number of respondents by race and tertile of white change.

racedisp <- racelabs
names(racedisp) = racelevs[-1]
tertcount <- dcas16svy$designs$imp1$variables %>%
    group_by(chgtert, raceeth) %>%
    count() %>%
    ungroup() %>%
    pivot_wider(id_cols = raceeth, names_from = chgtert, values_from = n) %>%
    mutate(
        Race = recode_factor(raceeth, !!!racedisp, ordered = !!!racedisp)
    )

tertcount_tbl <- tertcount %>%
    select(Race, `1`, `2`, `3`) %>%
    as_huxtable() %>%
    insert_row(c("", "Tertile of White Change", "" ,"")) %>%
    set_align(1, everywhere, "center") %>%
    merge_across(1, 2:4) %>%
    set_bold(1:2, everywhere, TRUE) %>%
    set_bottom_border(c(2, nrow(.)), everywhere, TRUE) %>%
    set_caption(paste(
        "Number of sample respondents by race and tertile of white",
        "population change")) %>%
    set_label("tab:tertcount") 
tertcount_tbl
Table 8.4: Number of sample respondents by race and tertile of white population change
Tertile of White Change
Race123
White9073100
Asian666156
Black453029
Latino263026
gsub("```(.+\\n)?", "", to_latex(tertcount_tbl), perl=TRUE) %>% 
    cat(file="tables/supp-tertcount.tex")
## Create variable measuring tertiles of white population change in 
## DCAS 2016 data
dcas16svy <- dcas16svy %>%
    update(
        chgtert = factor(
                cut(lntotchg, breaks = chgtertiles, include.lowest = TRUE),
                labels = as.character(1:3)
            )
        )
racedfs <- list(
    # dcas16svy,
    subset(dcas16svy, raceeth=="asian"),
    subset(dcas16svy, raceeth=="black"),
    subset(dcas16svy, raceeth=="latino"),
    subset(dcas16svy, raceeth=="white")
)
desctert <- lapply(racedfs, function(df){
    res <- with(df, svyby(~satisfied, ~raceeth + chgtert, svymean)) %>%
        MIcombine()
    n <- nrow(df$designs$imp1)
    list(Percent=coef(res)*100)
}) %>%
    bind_rows() %>%
    mutate(
        Race = rep(racelabs, each = 3),
        tertile = rep(1:3, 4)
    ) 

desctert_tbl <- desctert %>%
    pivot_wider(id_cols = "Race",
                names_from = "tertile", values_from = "Percent") %>%
    as_huxtable() %>%
    insert_row(c("", "Tertile of White Change", "" ,"")) %>%
    set_align(1, everywhere, "center") %>%
    merge_across(1, 2:4) %>%
    set_bold(1:2, everywhere, TRUE) %>%
    set_bottom_border(c(2, nrow(.)), everywhere, TRUE) %>%
    set_caption(paste(
        "Mean percent of residents satisfied by race in each tertile of", 
        "white population change")) %>%
    set_label("tab:desctert") 
desctert_tbl
Table 8.5: Mean percent of residents satisfied by race in each tertile of white population change
Tertile of White Change
Race123
Asian68.973.372.9
Black62.565.378  
Latino71.871.582.6
White61.674.971.6
gsub("```(.+\\n)?", "", to_latex(desctert_tbl), perl=TRUE) %>% 
    cat(file="tables/supp-desctert.tex")
## Warnings are suppressed
## Subset DCAS 2016 data by tertile
svytert <- lapply(as.character(1:3), function(t){
    svy <- subset(dcas16svy, chgtert==t) %>%
        update(sample_tract = factor(as.character(sample_tract)))
    contr_N <- length(unique(svy$designs$imp1$variables$sample_tract))
    for(d in svy$designs) {
        contrasts(d$variables$sample_tract) <- contr.sum(contr_N)
    }
    return(svy)
})

## Estimate parameters of full model
tert_model <- function(svy, vars) {
    with(svy, svyglm(
        as.formula(paste('satisfied ~', vars)), family=binomial
    ))
}

m3tert <- lapply(svytert, tert_model, m3) # Full model
m4tert <- lapply(svytert, tert_model, m4) # Without race

The parameter estimates, standard errors, and AIC values for the models re-estimating Models 2 and 3 from Table 6 of the manuscript are reported in Table 8.2. Model 2 in each of the tertiles includes race as a predictor of satisfaction. No effect exists that can be statistically distinguished from the null in any of the three models. In the two lowest tertiles, the data fit Model 3, which does not include race, than they fit Model 2. The data for the highest tertile fit the model that includes race better than the model that does not, but none of the race coefficients approach statistical significance.

Table 8.6: Table 8.2: Logistic regression coefficients and standard errors predicted from models estimating neighborhood satisfaction among residents of mulitracial neighborhoods by tertile of white population change
FirstSecondThird
(2)(3)(2)(3)(2)(3)
(Intercept)18.889 ***19.287 ***-3.104   -3.491 * 1.921  2.505 *
(0.959)   (0.745)   (1.890)  (1.624)  (1.337) (1.241) 
Race                                          
Asian1.229            0.405          -0.449        
(0.827)           (1.005)         (0.857)       
Black0.756            -0.358          1.207        
(0.594)           (0.800)         (0.919)       
Latinx0.819            -0.562          0.465        
(0.825)           (1.048)         (0.879)       
Demographics                                          
Age-0.002    -0.006    0.022   0.021   0.000  -0.002  
(0.020)   (0.018)   (0.024)  (0.025)  (0.024) (0.024) 
Foreign Born-0.704    -0.151    0.403   0.358   0.165  0.132  
(0.852)   (0.588)   (0.752)  (0.629)  (0.717) (0.577) 
Male0.227    0.191    0.441   0.352   0.481  0.340  
(0.495)   (0.488)   (0.565)  (0.557)  (0.584) (0.546) 
Children Present-0.166    -0.160    -0.370   -0.405   -1.762 *-1.491 *
(0.686)   (0.649)   (0.618)  (0.603)  (0.686) (0.616) 
Married0.297    0.228    0.708   0.852   0.833  0.494  
(0.535)   (0.506)   (0.676)  (0.636)  (0.581) (0.607) 
Socioeconomic                                          
<H.S.-0.137    -0.284    -5.135 **-4.388 **-0.850  -0.553  
(1.878)   (1.710)   (1.952)  (1.616)  (1.669) (1.489) 
Some college, no B.A.-2.514 ** -2.451 ** -0.987   -0.730   1.453  1.422  
(0.868)   (0.846)   (1.390)  (1.434)  (1.202) (1.224) 
B.A.-1.881 *  -1.825 *  -1.000   -0.835   0.395  0.196  
(0.927)   (0.867)   (1.289)  (1.201)  (1.083) (0.957) 
M.A.+-3.035 ***-2.955 ***-1.459   -1.237   0.433  0.432  
(0.867)   (0.818)   (1.165)  (1.098)  (1.035) (0.909) 
Neighborhood perceptions                                          
Home owner0.349    0.357    -0.527   -0.361   1.147  0.968  
(0.670)   (0.655)   (0.817)  (0.756)  (0.707) (0.700) 
Years in neighborhood0.004    0.004    -0.047   -0.045   -0.026  -0.025  
(0.029)   (0.028)   (0.031)  (0.031)  (0.034) (0.034) 
10-50 blocks0.765    0.778    1.653 * 1.505 * 1.368 *1.403 *
(0.653)   (0.602)   (0.672)  (0.641)  (0.693) (0.611) 
>50 blocks1.365    1.493    0.168   -0.061   -1.376  -1.424  
(1.167)   (1.178)   (1.012)  (1.065)  (1.932) (1.903) 
Tract fixed effectsX        X        X       X       X      X      
N 227         227         194        194        211       211      
AIC243.238    239.493    204.225   200.868   225.520  227.064  
*** p < 0.001; ** p < 0.01; * p < 0.05.

The disparate intercepts across tertiles in Table 8.2 cause concern about the potential for satisfaction to vary substantially by white population change. The large intercepts are not caused by the race of the respondent, but by respondent education. Table 8.7 shows that 90.5 percent of residents with high school degrees were satisfied living in neighborhoods with the largest white declines. Satisfaction was substantially higher among high school graduates than all other groups (range 14.5-37.3 percentage points). Since high school graduates represented the reference category, the intercept in the parameter estimates with data from the first tertile of racial change was extremely high.

## Warnings issued because of missingness on educational attainment leads
## subsets to be different across tertiles
educdfs <- list(
    subset(dcas16svy, educ=="H.S."),
    subset(dcas16svy, educ=="<H.S."),
    subset(dcas16svy, educ=="Some college, no B.A."),
    subset(dcas16svy, educ=="B.A."),
    subset(dcas16svy, educ=="M.A.+")
)
## Warning in subset.svyimputationList(dcas16svy, educ == "H.S."): subset differed
## between imputations
## Warning in subset.svyimputationList(dcas16svy, educ == "Some college, no B.A."):
## subset differed between imputations
## Warning in subset.svyimputationList(dcas16svy, educ == "B.A."): subset differed
## between imputations
## Warning in subset.svyimputationList(dcas16svy, educ == "M.A.+"): subset differed
## between imputations
eductert <- lapply(educdfs, function(df){
    res <- with(df, svyby(~satisfied, ~educ + chgtert, svymean)) %>%
        MIcombine()
    n <- nrow(df$designs$imp1)
    list(Percent=coef(res)*100)
}) %>%
    bind_rows() %>%
    mutate(
        Education = rep(levels(dcas16$educ), each = 3),
        tertile = rep(1:3, 5)
    ) 

eductert_tbl <- eductert %>%
    pivot_wider(id_cols = "Education",
                names_from = "tertile", values_from = "Percent") %>%
    as_huxtable() %>%
    insert_row(c("", "Tertile of White Change", "" ,"")) %>%
    set_align(1, everywhere, "center") %>%
    merge_across(1, 2:4) %>%
    set_bold(1:2, everywhere, TRUE) %>%
    set_bottom_border(c(2, nrow(.)), everywhere, TRUE) %>%
    set_caption(paste(
        "Mean percent of residents satisfied by educational attainment",
        "in each tertile of white population change")) %>%
    set_label("tab:eductert") 
eductert_tbl
Table 8.7: Mean percent of residents satisfied by educational attainment in each tertile of white population change
Tertile of White Change
Education123
H.S.85.685.954.4
<H.S.96.742.749.3
Some college, no B.A.56.477.387.7
B.A.76.876.176.2
M.A.+52.465.674.8

8.2.3 Summary of within-neighborhood robustness analyses

While the analyses above cannot definitively reject selection effects, they mitigate concerns that selection effects are responsible for finding shared satisfaction among residents in multiracial neighborhoods. Among whites—the group that previous research suggests would be the most likely to be affected by integration—the inclusion of the variable measuring length of residence did not improve the fit of the model. About half of white residents moved into multiracial neighborhoods in the past 10 years. They were not more satisfied than whites who moved into multiracial neighborhoods 20, 30, or 40 years prior. Although the data cannot disprove the exit of dissatisfied white residents, the results provide evidence that the share of satisfied long-term white residents are similar to white newcomers. Evidence against selection effects was further bolstered by the fact that interracial differences in satifaction were not systematically related to white losses in multiracial neighborhoods. Whites were not less likely than other groups to be satisfied in neighborhoods that lost more whites.

Together, these findings provide some assurance that selection effects are not solely responsible for shared satisfaction. Further data that measures satisfaction among people over time would, of course, provide data to answer the question. Even without these data, however, these results provide evidence of shared satisfaction among current residents, regardless of how they ended up living in multiracial neighborhoods.

8.3 Between Neighborhood Robustness Analysis

I also conducted two supplemental analyses to confirm the plausibility of the findings in the comparative analysis. The comparative analysis examined satisfaction levels, by race, between residents of multiracial neighborhoods and residents of DC-area neighborhoods generally. The findings reported in the article showed that a larger proportion of whites were satisfied living in the DC area neighborhoods relative to whites living in multiracial nieghborhoods while satisfaction levels were similar for non-white racial groups. I first analyzed whether neighborhood racial diversity predicted satisfaction among the DCAS 2018 sample and what effect a changing white population had on residents in both samples.

8.3.1 Satisfaction in DC area by neighborhood entropy

A different way to approach the between-neighborhood analysis reported in Figure 3 of the manuscript is to analyze the influence of racial composition on the sample that represents all DC-area residents using the DCAS 2018 data. The DCAS 2018 data, which represented residents in the entire DC area, offered an opportunity to assess the influence of multiracial diversity on satisfaction across the DC area. The between neighborhood analysis showed:

  1. satisfaction among white residents of multiracial neighborhoods is lower than satisfaction among white residents in general; and
  2. satisfaction does not differ between residents of multiracial and other neighborhoods among Black, Latinx, and Asian residents in the DC area.

I use entropy to measure racial integration. Entropy reaches its maximum when each group makes up an equal share of residents in a neighborhood. Entropy offers a useful measure of multiracial diversity, however it does not account for differences between racial compositions at the same level of entropy (an all-white and all-Black neighborhood would, for example, both have entropy scores of zero). An alternative would be to categorize neighborhoods by presence of racial groups. Unfortunately sample sizes within different categories of racial composition do not allow me to meaningfully compare neighborhoods by composition. In addition to approaching the comparitive satisfaction differently, the analysis allowed me to ascertain the validity of the internal satisfaction associations found in the manuscript (i.e., Tables 5 & 6 and Figure 2 in the manuscript).

## Warnings are suppressed
## Recenter entropy at mean level in DCAS 2016 neighborhoods
dcas16_mean_H <- mean(sampled_nhoods$H, na.rm=TRUE)
dcarea_sigma_H <- sd(dcarea$H, na.rm=TRUE)
dcas18svy <- dcas18svy %>%
    update(Hc = (H - dcas16_mean_H)/dcarea_sigma_H)

## Define models and estimate parameters
m5bn <- paste(m3bn, "+ Hc")
m5bn_ixn <- paste(m3bn, "+ Hc*raceeth")

m518 <- with(dcas18svy, svyglm(
    as.formula(paste('satisfied ~', m5bn)), family=binomial)
    )
m518_ixn <- with(dcas18svy, svyglm(
    as.formula(paste('satisfied ~', m5bn_ixn)), family=binomial)
    )

I centered entropy around the mean value of neighborhood entropy among DCAS 2016 respondents (H=1.27 out of a maximum of 1.39) and rescaled the variable so that values equal standard deviations based on all DC-area neighborhoods. Centering around the mean neighborhood included in the DCAS 2016 value allowed the intercept of the model to equal the average exposure used to predict values in Figure 3. I estimated two models, one that included entropy as an independent variable and a second that included interactions between entropy and respondent race.

## Calculate average entropy exposure among whites in DC area
dcarea <- dcarea %>%
    mutate(nhwwgt = nhw15/sum(nhw15))
nhwH <- sum(dcarea$H * dcarea$nhwwgt, na.rm=TRUE)
nhwHc <- nhwH - dcas16_mean_H
nhwHsd <- nhwHc / dcarea_sigma_H

## Calculate total influence of entropy on satisfaction for non-white groups
m518_ixnc <- MIcombine_aic(m518_ixn)
entropy_satisfaction <- function(
    r,
    desmat = NULL,
    coefs = NULL
    ) {
    if(is.null(coefs)) coefs <- c('Hc', paste0('raceeth', r, ':Hc'))
    if(is.null(desmat)) desmat <- desmat <- rep(1, length(coefs))
    beta_r <- coef(m518_ixnc)[coefs]
    yhat_r <- t(desmat) %*% beta_r
    se_r   <- sqrt(t(desmat %*% vcov(m518_ixnc)[coefs, coefs] %*% desmat))
    p_r    <- pt(yhat_r / se_r, df = m518[[1]]$df.residual)
    ci_r   <- c(yhat_r - 1.96*se_r, yhat_r + 1.96*se_r) %>%
        sapply(plogis)
    return(list(yhat=yhat_r, se=se_r, pval = p_r, ci=ci_r))
}
nhw_quad <- entropy_satisfaction('white', coefs=c(1), desmat = c(1))
nhw_avg  <- entropy_satisfaction('white', coefs=c('(Intercept)', 'Hc'),
                                 desmat = c(1, nhwHsd))
entfx <- sapply(racelevs[2:4], entropy_satisfaction, desmat = c(-1, -1))

The estimated values of both models can be found in Table 8.9. The model that includes the interaction between the race of resident with neighborhood entropy is consistent with the findings reported in Figure 3. At the mean level of entropy in multiracial neighborhoods, Model (2) predicts that 82 percent of white residents would be satisfied (95% confidence interval: [70, 90]), while 88 percent of white residents with the average white exposure in the DC area would be satisfied (95% confidence interval: [82, 92]). The respective corresponding values of white satisfaction reported in Figure 3 were 70 and 86 percent. The association of entropy on satisfaction among whites did not have an association statistically distinguishable from the null, despite the point estimate being relatively large.

Table 8.8: Table 8.9: Logistic regression coefficients and standard errors predicted of models estimating neighborhood satisfaction among DC-area residents including entropy index
(1)(2)
(Intercept)1.984 ***1.506 ***
(0.275)   (0.340)   
Asian-0.588    -0.586    
(0.498)   (0.644)   
Black-0.876 ** -0.095    
(0.302)   (0.473)   
Latinx-0.761    -0.031    
(0.475)   (0.608)   
Age0.003    0.004    
(0.009)   (0.009)   
Foreign Born0.182    0.053    
(0.375)   (0.387)   
Male-0.303    -0.291    
(0.254)   (0.250)   
Children Present0.059    0.066    
(0.310)   (0.306)   
Married0.586 *  0.590 *  
(0.291)   (0.291)   
<H.S.0.732    0.752    
(0.633)   (0.636)   
Some college, no B.A.-0.038    -0.047    
(0.408)   (0.393)   
B.A.0.079    0.074    
(0.418)   (0.390)   
M.A.+0.233    0.258    
(0.394)   (0.393)   
Home owner0.481    0.375    
(0.284)   (0.273)   
Years in neighborhood-0.002    -0.001    
(0.012)   (0.012)   
10-50 blocks-0.076    -0.132    
(0.278)   (0.278)   
>50 blocks-1.185 *  -1.268 *  
(0.591)   (0.571)   
Entropy 0.050    -0.488    
(0.133)   (0.323)   
Entropy x Asian        -0.348    
        (0.667)   
Entropy x Black        0.725 *  
        (0.364)   
Entropy x Latinx        0.887    
        (0.535)   
N 989         989        
AIC904.407    894.090    
*** p < 0.001; ** p < 0.01; * p < 0.05.

Entropy had almost no influence on the satisfaction expressed by Blacks and Latinos. A one standard deviation decrease in entropy only reduced the odds of satisfaction among Black residents 0.79 (p\(\approx\) 0.07) times and among Latinx residents 0.67 (p\(\approx\) 0.17) times. Asian residents appeared to be more satisfied in less diverse neighborhoods; the odds of an Asian resident being satisfied were 2.31 times higher for each standard deviation decrease in entropy and were marginally significant (p\(\approx\) 0.92).

Finally, Model (1) shows that white DC-area residents were more likely to be satisfied living in their neighborhoods than Asian, Black, and Latinx residents. The coefficients for Asian, Black, and Latinx respondents were negative in the model, though the difference from white residents was only statistically significant for Black residents despite relatively large coefficients for Asian and Latinx residents. Controlling for the interaction of race by entropy almost eliminated differences between whites and both Black and Latinx residents when entropy equaled the mean level found in multiracial neighborhoods.

In summary, this supplemental analysis shows:

  1. that whites and Asians are less satisfied in multiracial neighborhoods with some possibility that the difference reflects a statistical artifact (roughly consistent with Figure 3), and
  2. that satisfaction did not differ by level of neighborhood diversity among Black and Latino residents (consistent with Figure 3).

8.3.2 Differences in white population change between multiracial and other neighborhoods

Distribution of logged ratio of white population, 2015 to 2000

Figure 8.5: Distribution of logged ratio of white population, 2015 to 2000

A second analysis assessed the influence of changing white population on satisfaction among residents of the DC area. Using the same measure that I used above (the logged ratio of the white populations in 2015 to those in 2000), I examined the distribution of changes respondents in the DCAS 2016 experienced compared to those that the DCAS 2018 experienced. Figure 8.5 plots these two distributions and Table 8.10 reports descriptive statistics of the changes.

Table 8.10: Descriptive statistics of logged white change, 2016 and 2018 DCAS respondents
Year Min. 1st Qu. Median Mean 3rd Qu. Max.
2016 -1.547431 -0.4682503 -0.249756349 -0.1220045 0.04029554 2.534387
2018 -2.738309 -0.3209064 -0.005275868 0.1461065 0.28826356 6.917830

One can see from both Figure 8.5 and Table 8.10 that respondents to the DCAS 2018 live in neighborhoods that experienced a much larger distribution of change than the respondents to the DCAS 2016. Ignoring the one outlying neighborhood where the logged change ratio equaled almost seven, the standard deviation of logged white change among DCAS 2018 respondents was 0.82 while the standard deviation among DCAS 2016 residents was 0.64.4

## Warnings are suppressed
## Create datasets that remove impossible values of lntotchg
dcas16svyln <- subset(dcas16svy, !is.infinite(lntotchg), lntotchg < 6)
dcas18svyln <- subset(dcas18svy, !is.infinite(lntotchg), lntotchg < 6)

mean16 <- with(dcas16svyln, svymean(~lntotchg)) %>% MIcombine() %>% coef()
var16  <- with(dcas16svyln, svyvar(~lntotchg)) %>% MIcombine() %>% coef()

dcas16svyln <- update(dcas16svyln, whiterat = (lntotchg - mean16)/sqrt(var16))
dcas18svyln <- update(dcas18svyln, whiterat = (lntotchg - mean16)/sqrt(var16))

## Estimate models of satisfaction with interactions by white change
m6bn <- paste(m3bn, "+ race.pnhw + whiterat")
m7bn <- paste(m3bn, "+ race.pnhw + whiterat*raceeth")

m616 <- with(dcas16svyln, svyglm(
    as.formula(paste('satisfied ~', m3bn)), family=binomial)
)
m716 <- with(dcas16svyln, svyglm(
    as.formula(paste('satisfied ~', m7bn)), family=binomial)
)

m618 <- with(dcas18svyln, svyglm(
    as.formula(paste('satisfied ~', m6bn)), family=binomial)
)
m718 <- with(dcas18svyln, svyglm(
    as.formula(paste('satisfied ~', m7bn)), family=binomial)
)

## Calculate predicted satisfaction at -1 s.d. of white change
sat1sig <- plogis(
    diff(coef(MIcombine(m616))[c('whiterat', '(Intercept)')]))

## Calculate exposure to white loss among whites in DCAS 2018

mean18nhw <- with(subset(dcas18svyln, raceeth=="white"), svymean(~lntotchg)) %>% MIcombine() %>% coef()
var18nhw  <- with(subset(dcas18svyln, raceeth=="white"), svyvar(~lntotchg)) %>% MIcombine() %>% coef()

I examined whether the white population change from 2000 to 2015 affected the results reported in Figure 3. I added the logged change ratio to models for both respondents representing residents of multiracial neighborhoods (DCAS 2016 respondents) and those representing residents of the entire DC area (DCAS 2018 respondents). I centered the variable around the mean change experienced by DCAS 2018 respondents and scaled the variable by the standard deviation of the DCAS 2018 respondents. I estimated two models for each set of data, one each with and without interactions with race. The interactions would account for the different sensitivity white residents have to the loss of white neighbors. The parameter estimates and standard errors are reported in Table 8.12.

The first two columns of Table 8.12 report parameter estimates using data representing residents of multiracial neighborhoods. The results in the first column show that residents were more satisfied in neighborhoods that gained more whites—or, inversely, lost fewer whites. The odds of being satisfied among residents of multiracial neighborhoods where white change was one standard deviation above the DC-area mean were NA times higher than residents of multiracial neighborhoods that matched the DC-area-wide mean. Consistent with the findings reported in Table 8.2 above showing no racial differences across tertiles of white population change, I found that the data fit the model with an interaction worse than the model without. The results imply that white growth (or the absence of white loss) increases satisfaction, but it does so equally across all racial groups.

Table 8.11: Table 8.12: Logistic regression coefficients and standard errors predicted of models estimating neighborhood satisfaction among residents of multiracial neighborhoods and the DC-area, including logged change ratio of white population
MultiracialDC area
(1)(2)(1)(2)
(Intercept)0.829 ***0.401    0.425    0.473    
(0.227)   (0.576)   (0.355)   (0.372)   
Asian-0.014    0.061    -0.338    -0.489    
(0.390)   (0.392)   (0.526)   (0.540)   
Black-0.100    0.099    0.127    0.099    
(0.371)   (0.410)   (0.367)   (0.385)   
Latinx0.143    0.236    -0.223    -0.250    
(0.403)   (0.403)   (0.493)   (0.500)   
Age0.002    0.001    -0.003    -0.005    
(0.009)   (0.009)   (0.009)   (0.009)   
Foreign Born0.046    0.045    -0.065    -0.117    
(0.335)   (0.337)   (0.402)   (0.393)   
Male0.006    0.037    -0.207    -0.102    
(0.260)   (0.259)   (0.270)   (0.270)   
Children Present-0.338    -0.392    0.241    0.252    
(0.281)   (0.287)   (0.343)   (0.345)   
Married0.158    0.158    0.553    0.542    
(0.273)   (0.279)   (0.305)   (0.301)   
<H.S.-0.815    -0.870    0.957    1.049    
(0.686)   (0.736)   (0.651)   (0.680)   
Some college, no B.A.-0.328    -0.321    -0.136    -0.210    
(0.518)   (0.572)   (0.427)   (0.450)   
B.A.-0.174    -0.260    -0.161    -0.180    
(0.503)   (0.573)   (0.429)   (0.435)   
M.A.+-0.721    -0.807    0.027    -0.068    
(0.502)   (0.562)   (0.429)   (0.448)   
Home owner0.449    0.496    0.407    0.430    
(0.325)   (0.334)   (0.292)   (0.299)   
Years in neighborhood-0.009    -0.004    0.005    0.008    
(0.013)   (0.014)   (0.013)   (0.012)   
10-50 blocks0.983 ***1.021 ***-0.221    -0.205    
(0.294)   (0.301)   (0.292)   (0.298)   
>50 blocks0.928    0.962    -1.613 ** -1.708 ** 
(0.556)   (0.565)   (0.597)   (0.611)   
Percent white (2015)        0.011    0.032 ***0.032 ***
        (0.014)   (0.006)   (0.006)   
Logged white change         0.417    -0.009    -0.019    
        (0.221)   (0.054)   (0.066)   
Logged white change x Asian        -0.309            0.479    
        (0.272)           (0.503)   
Logged white change x Black        -0.027            -0.060    
        (0.368)           (0.105)   
Logged white change x Latinx        -0.169            0.315    
        (0.323)           (0.164)   
N 632         632         978         978        
AIC673.559    671.342    834.610    828.047    
*** p < 0.001; ** p < 0.01; * p < 0.05.

The second two columns of Table 8.12 report parameter estimates using data representing all DC-area residents. The amount of what change that occurred in the neighborhood had little influence on satisfaction of residents, though in the case of residents from the entire DC-area the data fit the model with an interaction better. The fourth column shows that the influence of white population growth was higher for Asian and Latinx residents was higher than the influence on whites, though only the the association for Latinx residents could be distingushed from the null.

8.3.3 Summary of between-neighborhood robustness analysis

The analyses of entropy among only DCAS 2018 respondents showed that satisfaction among White residents correlates with the racial diversity of neighborhoods. Satisfaction among other racial groups appeared be insensitive or less senstive than whites to the racial diversity of neighborhood residents. These results comport with the findings reported in Figure 3 that compared the results of the two surveys.

The influence of white population change were different in multiracial neighborhoods than DC-area neighborhoods generall. Residents of multiracial neighborhoods, regardless of race, were more likely to be satisfied in neighborhoods where white populations had increased. This finding supports the notion of shared satisfaction across racial groups living in multiracial neighborhoods.

Among neighborhoods in the DC area generally, Asian and Latinx were more likely satisfied than white and Black residents. The satisfaction of White and Black residents seemed unassociated with white population change. The differences between groups among neighborhoods in general do not contradict any of the conclusions of this paper, but do shed light on an area for further research.

8.4 Neighborhood Change Robustness Analysis

8.4.1 Multinomial Logistic Regression of Neighborhood Change Questions

library(svrepmisc)
dcas16svy <- dcas16svy %>%
    update(
        nhdchg = relevel(nhdchg, ref = 'Same')
    )
des <- as.svrepdesign(dcas16svy$designs[[1]], type="bootstrap" , replicates=1000)
m3m_bet <- svymultinom(as.formula(paste('nhdchg ~', m3)),
                       design = des)
## # weights:  360 (238 variable)
## initial  value 602.023714 
## iter  10 value 413.381031
## iter  20 value 282.901179
## iter  30 value 271.267348
## iter  40 value 266.539374
## iter  50 value 265.106679
## iter  60 value 265.085714
## iter  70 value 265.059265
## iter  80 value 265.051431
## iter  90 value 265.051017
## final  value 265.051008 
## converged
## # weights:  360 (238 variable)
## initial  value 595.764810 
## iter  10 value 377.580708
## iter  20 value 200.261154
## iter  30 value 186.184579
## iter  40 value 183.239961
## iter  50 value 182.375669
## iter  60 value 181.960636
## iter  70 value 181.929699
## iter  80 value 181.929008
## iter  90 value 181.927736
## iter 100 value 181.923562
## final  value 181.923562 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.844951 
## iter  10 value 373.928520
## iter  20 value 209.612506
## iter  30 value 191.860283
## iter  40 value 186.216994
## iter  50 value 184.772553
## iter  60 value 184.715998
## iter  70 value 184.664275
## iter  80 value 184.660356
## iter  90 value 184.659974
## final  value 184.659965 
## converged
## # weights:  360 (238 variable)
## initial  value 602.232451 
## iter  10 value 403.111990
## iter  20 value 200.649694
## iter  30 value 188.194155
## iter  40 value 181.727927
## iter  50 value 179.272403
## iter  60 value 179.040108
## iter  70 value 178.994687
## iter  80 value 178.990179
## iter  90 value 178.989890
## final  value 178.989863 
## converged
## # weights:  360 (238 variable)
## initial  value 641.974420 
## iter  10 value 420.574539
## iter  20 value 221.196134
## iter  30 value 202.032836
## iter  40 value 195.160729
## iter  50 value 193.618827
## iter  60 value 193.452844
## iter  70 value 193.387200
## iter  80 value 193.366609
## iter  90 value 193.351388
## iter 100 value 193.350403
## final  value 193.350403 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 625.008331 
## iter  10 value 381.807128
## iter  20 value 221.704775
## iter  30 value 206.686430
## iter  40 value 204.196221
## iter  50 value 203.378379
## iter  60 value 203.234093
## iter  70 value 203.227279
## iter  80 value 203.218204
## iter  90 value 203.212841
## iter 100 value 203.209679
## final  value 203.209679 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 583.241729 
## iter  10 value 368.465145
## iter  20 value 210.611025
## iter  30 value 192.169385
## iter  40 value 189.726945
## iter  50 value 189.270610
## iter  60 value 189.137338
## iter  70 value 189.075449
## iter  80 value 189.067589
## iter  90 value 189.066072
## iter 100 value 189.065992
## final  value 189.065992 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.824144 
## iter  10 value 360.943940
## iter  20 value 256.368058
## iter  30 value 240.893822
## iter  40 value 235.301214
## iter  50 value 234.404636
## iter  60 value 234.284315
## iter  70 value 234.241861
## iter  80 value 234.240269
## final  value 234.240166 
## converged
## # weights:  360 (238 variable)
## initial  value 623.137944 
## iter  10 value 363.625131
## iter  20 value 224.039189
## iter  30 value 208.629631
## iter  40 value 205.629535
## iter  50 value 203.301654
## iter  60 value 201.892169
## iter  70 value 201.634238
## iter  80 value 201.604901
## iter  90 value 201.596225
## iter 100 value 201.590700
## final  value 201.590700 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 552.009390 
## iter  10 value 313.037795
## iter  20 value 193.982049
## iter  30 value 179.536483
## iter  40 value 174.927508
## iter  50 value 174.148473
## iter  60 value 174.086479
## iter  70 value 174.029990
## iter  80 value 174.019237
## iter  90 value 174.018539
## iter 100 value 174.018412
## final  value 174.018412 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 590.779308 
## iter  10 value 359.853558
## iter  20 value 223.453578
## iter  30 value 211.005548
## iter  40 value 208.336945
## iter  50 value 207.592288
## iter  60 value 207.519524
## iter  70 value 207.516956
## iter  80 value 207.511663
## iter  90 value 207.511203
## final  value 207.511184 
## converged
## # weights:  360 (238 variable)
## initial  value 593.453989 
## iter  10 value 371.750800
## iter  20 value 212.255946
## iter  30 value 199.226613
## iter  40 value 194.715830
## iter  50 value 193.617388
## iter  60 value 193.571728
## iter  70 value 193.520918
## iter  80 value 193.510498
## iter  90 value 193.510041
## final  value 193.510018 
## converged
## # weights:  360 (238 variable)
## initial  value 599.325083 
## iter  10 value 365.132651
## iter  20 value 202.673159
## iter  30 value 187.941801
## iter  40 value 183.884481
## iter  50 value 181.299095
## iter  60 value 180.964035
## iter  70 value 180.899163
## iter  80 value 180.889480
## iter  90 value 180.888857
## iter 100 value 180.888717
## final  value 180.888717 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 590.238241 
## iter  10 value 371.610795
## iter  20 value 218.543578
## iter  30 value 200.905862
## iter  40 value 191.605332
## iter  50 value 190.100915
## iter  60 value 189.981891
## iter  70 value 189.892951
## iter  80 value 189.875706
## iter  90 value 189.874519
## iter 100 value 189.874305
## final  value 189.874305 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 584.427461 
## iter  10 value 317.469457
## iter  20 value 212.343488
## iter  30 value 195.183735
## iter  40 value 188.721371
## iter  50 value 185.750238
## iter  60 value 185.412300
## iter  70 value 185.368513
## iter  80 value 185.348700
## iter  90 value 185.346662
## iter 100 value 185.346422
## final  value 185.346422 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 579.134786 
## iter  10 value 316.684955
## iter  20 value 213.891635
## iter  30 value 201.104438
## iter  40 value 198.253926
## iter  50 value 195.604770
## iter  60 value 195.354187
## iter  70 value 195.343596
## iter  80 value 195.318499
## iter  90 value 195.314340
## iter 100 value 195.314164
## final  value 195.314164 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 568.391786 
## iter  10 value 341.435714
## iter  20 value 226.391375
## iter  30 value 212.206014
## iter  40 value 207.467853
## iter  50 value 205.053268
## iter  60 value 204.859325
## iter  70 value 204.834480
## iter  80 value 204.826453
## iter  90 value 204.826155
## final  value 204.826130 
## converged
## # weights:  360 (238 variable)
## initial  value 630.389883 
## iter  10 value 383.362203
## iter  20 value 223.412198
## iter  30 value 208.837645
## iter  40 value 200.304306
## iter  50 value 198.826366
## iter  60 value 198.693255
## iter  70 value 198.664147
## iter  80 value 198.662567
## final  value 198.662505 
## converged
## # weights:  360 (238 variable)
## initial  value 625.043597 
## iter  10 value 410.458739
## iter  20 value 234.490811
## iter  30 value 212.941555
## iter  40 value 205.282148
## iter  50 value 203.794248
## iter  60 value 203.672346
## iter  70 value 203.628916
## iter  80 value 203.596091
## iter  90 value 203.582144
## iter 100 value 203.579938
## final  value 203.579938 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 594.579407 
## iter  10 value 356.081186
## iter  20 value 213.393533
## iter  30 value 200.753342
## iter  40 value 194.499853
## iter  50 value 192.690684
## iter  60 value 192.617891
## iter  70 value 192.568680
## iter  80 value 192.559664
## iter  90 value 192.558974
## final  value 192.558948 
## converged
## # weights:  360 (238 variable)
## initial  value 602.082380 
## iter  10 value 374.082129
## iter  20 value 213.883664
## iter  30 value 194.561201
## iter  40 value 187.072746
## iter  50 value 186.486218
## iter  60 value 186.351351
## iter  70 value 186.328996
## iter  80 value 186.327788
## iter  90 value 186.327608
## final  value 186.327602 
## converged
## # weights:  360 (238 variable)
## initial  value 600.134431 
## iter  10 value 387.754820
## iter  20 value 227.451570
## iter  30 value 206.670202
## iter  40 value 201.295595
## iter  50 value 200.708160
## iter  60 value 200.602367
## iter  70 value 200.537218
## iter  80 value 200.516833
## iter  90 value 200.515049
## iter 100 value 200.514669
## final  value 200.514669 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 617.028781 
## iter  10 value 356.487071
## iter  20 value 203.055872
## iter  30 value 187.731295
## iter  40 value 183.794833
## iter  50 value 182.576448
## iter  60 value 182.505585
## iter  70 value 182.432937
## iter  80 value 182.426386
## iter  90 value 182.425995
## final  value 182.425944 
## converged
## # weights:  360 (238 variable)
## initial  value 604.463293 
## iter  10 value 349.091079
## iter  20 value 204.906939
## iter  30 value 190.432773
## iter  40 value 185.692005
## iter  50 value 184.287414
## iter  60 value 184.213970
## iter  70 value 184.143235
## iter  80 value 184.138253
## iter  90 value 184.136540
## iter 100 value 184.134201
## final  value 184.134201 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 634.499572 
## iter  10 value 443.611579
## iter  20 value 235.735807
## iter  30 value 211.342188
## iter  40 value 201.010898
## iter  50 value 200.073993
## iter  60 value 199.964570
## iter  70 value 199.887399
## iter  80 value 199.864972
## iter  90 value 199.863647
## iter 100 value 199.862997
## final  value 199.862997 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.342131 
## iter  10 value 318.566198
## iter  20 value 189.155276
## iter  30 value 177.094954
## iter  40 value 174.906202
## iter  50 value 173.442480
## iter  60 value 173.168530
## iter  70 value 173.145860
## iter  80 value 173.140632
## iter  90 value 173.138892
## final  value 173.138824 
## converged
## # weights:  360 (238 variable)
## initial  value 624.582289 
## iter  10 value 377.134363
## iter  20 value 230.079036
## iter  30 value 216.400950
## iter  40 value 214.571580
## iter  50 value 213.480942
## iter  60 value 213.103207
## iter  70 value 213.100185
## iter  80 value 213.098053
## iter  90 value 213.096323
## iter 100 value 213.095911
## final  value 213.095911 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.314944 
## iter  10 value 377.198550
## iter  20 value 211.309872
## iter  30 value 195.082289
## iter  40 value 191.043143
## iter  50 value 186.045034
## iter  60 value 185.796464
## iter  70 value 185.791875
## iter  80 value 185.791417
## iter  90 value 185.788883
## iter 100 value 185.787504
## final  value 185.787504 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.865462 
## iter  10 value 355.339906
## iter  20 value 203.425078
## iter  30 value 189.749266
## iter  40 value 186.164273
## iter  50 value 185.258194
## iter  60 value 185.195440
## iter  70 value 185.169075
## iter  80 value 185.168418
## final  value 185.168353 
## converged
## # weights:  360 (238 variable)
## initial  value 577.750315 
## iter  10 value 364.007952
## iter  20 value 227.548898
## iter  30 value 210.348875
## iter  40 value 203.042064
## iter  50 value 202.374065
## iter  60 value 202.303132
## iter  70 value 202.238283
## iter  80 value 202.226282
## iter  90 value 202.225645
## final  value 202.225585 
## converged
## # weights:  360 (238 variable)
## initial  value 629.291271 
## iter  10 value 394.278434
## iter  20 value 224.562537
## iter  30 value 207.111070
## iter  40 value 202.809708
## iter  50 value 200.363314
## iter  60 value 200.003890
## iter  70 value 199.980460
## iter  80 value 199.978901
## iter  90 value 199.978155
## iter 100 value 199.976876
## final  value 199.976876 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 586.640066 
## iter  10 value 362.351876
## iter  20 value 242.136587
## iter  30 value 227.600768
## iter  40 value 223.308778
## iter  50 value 221.775945
## iter  60 value 221.715426
## iter  70 value 221.681240
## iter  80 value 221.679863
## final  value 221.679824 
## converged
## # weights:  360 (238 variable)
## initial  value 633.696267 
## iter  10 value 378.829337
## iter  20 value 200.466685
## iter  30 value 180.298439
## iter  40 value 172.524668
## iter  50 value 171.716464
## iter  60 value 171.649360
## iter  70 value 171.582532
## iter  80 value 171.569771
## iter  90 value 171.569039
## iter 100 value 171.568970
## final  value 171.568970 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.497220 
## iter  10 value 373.727874
## iter  20 value 221.202344
## iter  30 value 201.489769
## iter  40 value 194.625976
## iter  50 value 193.999069
## iter  60 value 193.898399
## iter  70 value 193.867872
## iter  80 value 193.833991
## iter  90 value 193.822159
## iter 100 value 193.820659
## final  value 193.820659 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.445389 
## iter  10 value 402.075131
## iter  20 value 200.413386
## iter  30 value 181.645551
## iter  40 value 172.802521
## iter  50 value 171.303084
## iter  60 value 171.233818
## iter  70 value 171.179622
## iter  80 value 171.176592
## iter  90 value 171.176238
## final  value 171.176219 
## converged
## # weights:  360 (238 variable)
## initial  value 651.607712 
## iter  10 value 383.525170
## iter  20 value 186.163103
## iter  30 value 168.558990
## iter  40 value 159.240593
## iter  50 value 158.163619
## iter  60 value 158.086563
## iter  70 value 158.030100
## iter  80 value 158.023344
## iter  90 value 158.022699
## iter 100 value 158.022614
## final  value 158.022614 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 600.099714 
## iter  10 value 313.888645
## iter  20 value 184.045135
## iter  30 value 169.902172
## iter  40 value 165.739906
## iter  50 value 164.548877
## iter  60 value 164.456193
## iter  70 value 164.391685
## iter  80 value 164.363588
## iter  90 value 164.361892
## iter 100 value 164.361691
## final  value 164.361691 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 581.443740 
## iter  10 value 382.166985
## iter  20 value 235.772119
## iter  30 value 220.103584
## iter  40 value 215.790501
## iter  50 value 214.400909
## iter  60 value 214.374312
## iter  70 value 214.337877
## iter  80 value 214.334675
## iter  90 value 214.334476
## final  value 214.334459 
## converged
## # weights:  360 (238 variable)
## initial  value 588.335005 
## iter  10 value 373.156701
## iter  20 value 173.251510
## iter  30 value 158.303222
## iter  40 value 154.660064
## iter  50 value 153.751328
## iter  60 value 153.256566
## iter  70 value 153.223877
## iter  80 value 153.216910
## iter  90 value 153.211999
## iter 100 value 153.204732
## final  value 153.204732 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.682431 
## iter  10 value 367.219995
## iter  20 value 213.954396
## iter  30 value 197.707401
## iter  40 value 193.048106
## iter  50 value 190.996995
## iter  60 value 190.967542
## iter  70 value 190.941021
## iter  80 value 190.933938
## iter  90 value 190.933502
## final  value 190.933470 
## converged
## # weights:  360 (238 variable)
## initial  value 617.081514 
## iter  10 value 393.454747
## iter  20 value 203.034489
## iter  30 value 188.027148
## iter  40 value 184.672131
## iter  50 value 183.408504
## iter  60 value 183.374540
## iter  70 value 183.361709
## iter  80 value 183.347965
## iter  90 value 183.346704
## iter 100 value 183.346611
## final  value 183.346611 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 577.474234 
## iter  10 value 341.538488
## iter  20 value 227.479985
## iter  30 value 217.383277
## iter  40 value 212.371921
## iter  50 value 210.748590
## iter  60 value 210.643207
## iter  70 value 210.615623
## iter  80 value 210.583495
## iter  90 value 210.581790
## iter 100 value 210.581621
## final  value 210.581621 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 614.840015 
## iter  10 value 356.757269
## iter  20 value 208.748599
## iter  30 value 194.027974
## iter  40 value 189.438165
## iter  50 value 186.719816
## iter  60 value 186.413740
## iter  70 value 186.375592
## iter  80 value 186.372455
## iter  90 value 186.372099
## final  value 186.372087 
## converged
## # weights:  360 (238 variable)
## initial  value 563.490987 
## iter  10 value 324.154678
## iter  20 value 190.552505
## iter  30 value 178.051136
## iter  40 value 175.567769
## iter  50 value 175.233380
## iter  60 value 175.183557
## iter  70 value 175.129904
## iter  80 value 175.097946
## iter  90 value 175.091816
## final  value 175.091799 
## converged
## # weights:  360 (238 variable)
## initial  value 564.115218 
## iter  10 value 360.064213
## iter  20 value 218.055094
## iter  30 value 205.100310
## iter  40 value 201.873367
## iter  50 value 200.113965
## iter  60 value 200.080041
## iter  70 value 200.049277
## iter  80 value 200.032920
## iter  90 value 200.032208
## final  value 200.032185 
## converged
## # weights:  360 (238 variable)
## initial  value 610.602558 
## iter  10 value 362.407422
## iter  20 value 225.490910
## iter  30 value 211.741373
## iter  40 value 207.076927
## iter  50 value 204.834782
## iter  60 value 204.669919
## iter  70 value 204.661116
## iter  80 value 204.660048
## iter  90 value 204.659947
## iter  90 value 204.659945
## iter  90 value 204.659945
## final  value 204.659945 
## converged
## # weights:  360 (238 variable)
## initial  value 622.978206 
## iter  10 value 401.375740
## iter  20 value 221.987889
## iter  30 value 203.332837
## iter  40 value 192.237089
## iter  50 value 188.218903
## iter  60 value 187.965677
## iter  70 value 187.866784
## iter  80 value 187.842775
## iter  90 value 187.839812
## iter 100 value 187.839284
## final  value 187.839284 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.211219 
## iter  10 value 349.898603
## iter  20 value 210.618975
## iter  30 value 196.401068
## iter  40 value 192.158602
## iter  50 value 190.976346
## iter  60 value 190.938178
## iter  70 value 190.903034
## iter  80 value 190.901802
## final  value 190.901731 
## converged
## # weights:  360 (238 variable)
## initial  value 632.010666 
## iter  10 value 328.976852
## iter  20 value 201.282920
## iter  30 value 188.028406
## iter  40 value 183.579136
## iter  50 value 182.507449
## iter  60 value 182.402558
## iter  70 value 182.341622
## iter  80 value 182.326777
## iter  90 value 182.325741
## iter 100 value 182.325586
## final  value 182.325586 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 589.334303 
## iter  10 value 378.538537
## iter  20 value 226.929837
## iter  30 value 210.888114
## iter  40 value 205.566045
## iter  50 value 204.045364
## iter  60 value 203.978009
## iter  70 value 203.928789
## iter  80 value 203.925715
## iter  90 value 203.925512
## final  value 203.925505 
## converged
## # weights:  360 (238 variable)
## initial  value 623.703399 
## iter  10 value 376.070420
## iter  20 value 222.242715
## iter  30 value 209.929892
## iter  40 value 206.393503
## iter  50 value 205.554821
## iter  60 value 205.456247
## iter  70 value 205.409108
## iter  80 value 205.406710
## final  value 205.406582 
## converged
## # weights:  360 (238 variable)
## initial  value 677.121005 
## iter  10 value 390.744050
## iter  20 value 219.183082
## iter  30 value 197.249566
## iter  40 value 193.335340
## iter  50 value 191.365018
## iter  60 value 191.104871
## iter  70 value 191.034642
## iter  80 value 191.009700
## iter  90 value 190.992601
## iter 100 value 190.990019
## final  value 190.990019 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.821837 
## iter  10 value 367.228615
## iter  20 value 232.262257
## iter  30 value 217.399648
## iter  40 value 213.339966
## iter  50 value 211.410311
## iter  60 value 211.322739
## iter  70 value 211.269665
## iter  80 value 211.242587
## iter  90 value 211.239615
## iter 100 value 211.239211
## final  value 211.239211 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 633.638041 
## iter  10 value 391.385607
## iter  20 value 218.262971
## iter  30 value 200.838827
## iter  40 value 197.260520
## iter  50 value 195.373688
## iter  60 value 195.251609
## iter  70 value 195.216887
## iter  80 value 195.200486
## iter  90 value 195.185143
## iter 100 value 195.184171
## final  value 195.184171 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.005419 
## iter  10 value 351.158818
## iter  20 value 206.347458
## iter  30 value 189.619067
## iter  40 value 185.038014
## iter  50 value 183.950226
## iter  60 value 183.867557
## iter  70 value 183.806463
## iter  80 value 183.794295
## iter  90 value 183.793603
## final  value 183.793536 
## converged
## # weights:  360 (238 variable)
## initial  value 583.463429 
## iter  10 value 364.590231
## iter  20 value 225.303302
## iter  30 value 210.504769
## iter  40 value 208.083263
## iter  50 value 207.200187
## iter  60 value 207.030744
## iter  70 value 207.028161
## iter  80 value 207.022015
## iter  90 value 207.020263
## iter 100 value 207.020173
## final  value 207.020173 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.085997 
## iter  10 value 357.809014
## iter  20 value 211.737927
## iter  30 value 198.933818
## iter  40 value 196.718654
## iter  50 value 195.901019
## iter  60 value 195.882320
## iter  70 value 195.873809
## iter  80 value 195.866944
## iter  90 value 195.866635
## final  value 195.866618 
## converged
## # weights:  360 (238 variable)
## initial  value 584.856249 
## iter  10 value 353.656992
## iter  20 value 195.395910
## iter  30 value 181.718287
## iter  40 value 178.677719
## iter  50 value 176.667811
## iter  60 value 176.163860
## iter  70 value 176.115412
## iter  80 value 176.095866
## iter  90 value 176.093735
## final  value 176.093674 
## converged
## # weights:  360 (238 variable)
## initial  value 611.019042 
## iter  10 value 326.927820
## iter  20 value 211.737923
## iter  30 value 198.403700
## iter  40 value 193.314277
## iter  50 value 192.201490
## iter  60 value 191.990047
## iter  70 value 191.972925
## iter  80 value 191.961201
## iter  90 value 191.959909
## final  value 191.959795 
## converged
## # weights:  360 (238 variable)
## initial  value 631.789186 
## iter  10 value 381.884519
## iter  20 value 232.896868
## iter  30 value 218.086920
## iter  40 value 210.955021
## iter  50 value 209.645118
## iter  60 value 209.569897
## iter  70 value 209.528232
## iter  80 value 209.526452
## iter  90 value 209.526323
## final  value 209.526319 
## converged
## # weights:  360 (238 variable)
## initial  value 559.980591 
## iter  10 value 381.106322
## iter  20 value 221.365640
## iter  30 value 199.491313
## iter  40 value 192.160825
## iter  50 value 191.816288
## iter  60 value 191.722267
## iter  70 value 191.698798
## iter  80 value 191.689765
## iter  90 value 191.680922
## iter 100 value 191.677427
## final  value 191.677427 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.865891 
## iter  10 value 401.788504
## iter  20 value 216.417960
## iter  30 value 198.912126
## iter  40 value 193.587950
## iter  50 value 190.624311
## iter  60 value 190.422579
## iter  70 value 190.320304
## iter  80 value 190.300582
## iter  90 value 190.299444
## final  value 190.299345 
## converged
## # weights:  360 (238 variable)
## initial  value 606.141862 
## iter  10 value 377.481765
## iter  20 value 203.427521
## iter  30 value 183.184525
## iter  40 value 176.003513
## iter  50 value 174.259633
## iter  60 value 174.155369
## iter  70 value 174.116137
## iter  80 value 174.094909
## iter  90 value 174.087221
## iter 100 value 174.085542
## final  value 174.085542 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.800166 
## iter  10 value 370.046321
## iter  20 value 222.472968
## iter  30 value 203.836792
## iter  40 value 197.614032
## iter  50 value 195.810564
## iter  60 value 195.646886
## iter  70 value 195.551416
## iter  80 value 195.535510
## iter  90 value 195.534031
## iter 100 value 195.533753
## final  value 195.533753 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.126925 
## iter  10 value 374.472938
## iter  20 value 220.693573
## iter  30 value 206.522766
## iter  40 value 200.420321
## iter  50 value 198.768246
## iter  60 value 198.700860
## iter  70 value 198.647930
## iter  80 value 198.646177
## final  value 198.646081 
## converged
## # weights:  360 (238 variable)
## initial  value 623.977943 
## iter  10 value 365.617047
## iter  20 value 225.088045
## iter  30 value 210.542664
## iter  40 value 204.314637
## iter  50 value 203.432688
## iter  60 value 203.323549
## iter  70 value 203.302880
## iter  80 value 203.301605
## iter  90 value 203.301405
## final  value 203.301391 
## converged
## # weights:  360 (238 variable)
## initial  value 596.946368 
## iter  10 value 332.419160
## iter  20 value 195.891336
## iter  30 value 178.703250
## iter  40 value 173.780123
## iter  50 value 171.748072
## iter  60 value 171.420726
## iter  70 value 171.345153
## iter  80 value 171.331159
## iter  90 value 171.330696
## iter 100 value 171.329890
## final  value 171.329890 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.446068 
## iter  10 value 417.498175
## iter  20 value 206.250563
## iter  30 value 192.214657
## iter  40 value 186.635598
## iter  50 value 184.889489
## iter  60 value 184.595528
## iter  70 value 184.494195
## iter  80 value 184.449836
## iter  90 value 184.432967
## iter 100 value 184.430904
## final  value 184.430904 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 619.377614 
## iter  10 value 386.413488
## iter  20 value 234.265279
## iter  30 value 219.250845
## iter  40 value 215.022412
## iter  50 value 213.208940
## iter  60 value 213.150128
## iter  70 value 213.106243
## iter  80 value 213.102173
## iter  90 value 213.101828
## final  value 213.101798 
## converged
## # weights:  360 (238 variable)
## initial  value 612.486898 
## iter  10 value 369.958950
## iter  20 value 223.399942
## iter  30 value 205.570821
## iter  40 value 201.891255
## iter  50 value 200.462158
## iter  60 value 200.121263
## iter  70 value 200.075568
## iter  80 value 200.036544
## iter  90 value 200.014198
## iter 100 value 200.005038
## final  value 200.005038 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.364995 
## iter  10 value 384.281139
## iter  20 value 215.545683
## iter  30 value 199.992464
## iter  40 value 195.296549
## iter  50 value 193.977285
## iter  60 value 193.805920
## iter  70 value 193.775052
## iter  80 value 193.763135
## iter  90 value 193.761011
## final  value 193.760895 
## converged
## # weights:  360 (238 variable)
## initial  value 628.309881 
## iter  10 value 404.329399
## iter  20 value 207.294520
## iter  30 value 187.789810
## iter  40 value 181.089774
## iter  50 value 178.368670
## iter  60 value 178.068102
## iter  70 value 178.010235
## iter  80 value 177.974446
## iter  90 value 177.971730
## iter 100 value 177.971443
## final  value 177.971443 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 589.870535 
## iter  10 value 353.199186
## iter  20 value 220.487485
## iter  30 value 206.808939
## iter  40 value 204.529690
## iter  50 value 203.287794
## iter  60 value 203.175938
## iter  70 value 203.174951
## iter  80 value 203.170275
## iter  90 value 203.169834
## final  value 203.169819 
## converged
## # weights:  360 (238 variable)
## initial  value 612.857679 
## iter  10 value 411.284970
## iter  20 value 235.760682
## iter  30 value 220.486476
## iter  40 value 215.148416
## iter  50 value 211.329284
## iter  60 value 211.052717
## iter  70 value 211.014219
## iter  80 value 211.006777
## iter  90 value 211.001340
## iter 100 value 211.001125
## final  value 211.001125 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 577.738780 
## iter  10 value 399.899639
## iter  20 value 231.770218
## iter  30 value 218.284227
## iter  40 value 216.648062
## iter  50 value 216.358370
## iter  60 value 216.332024
## iter  70 value 216.245671
## iter  80 value 216.218294
## iter  90 value 216.216229
## iter 100 value 216.215857
## final  value 216.215857 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 590.435442 
## iter  10 value 333.975701
## iter  20 value 209.875802
## iter  30 value 196.383369
## iter  40 value 190.897048
## iter  50 value 188.677612
## iter  60 value 188.535385
## iter  70 value 188.516895
## iter  80 value 188.513229
## iter  90 value 188.512991
## final  value 188.512980 
## converged
## # weights:  360 (238 variable)
## initial  value 599.176880 
## iter  10 value 367.322341
## iter  20 value 230.129774
## iter  30 value 218.091416
## iter  40 value 213.687722
## iter  50 value 210.360597
## iter  60 value 210.279458
## iter  70 value 210.245356
## iter  80 value 210.239629
## iter  90 value 210.239072
## final  value 210.239033 
## converged
## # weights:  360 (238 variable)
## initial  value 612.253882 
## iter  10 value 378.174748
## iter  20 value 202.799589
## iter  30 value 183.654081
## iter  40 value 178.517542
## iter  50 value 176.786615
## iter  60 value 176.604392
## iter  70 value 176.545243
## iter  80 value 176.520275
## iter  90 value 176.513482
## iter 100 value 176.513013
## final  value 176.513013 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 582.517743 
## iter  10 value 331.504668
## iter  20 value 188.603532
## iter  30 value 176.155337
## iter  40 value 173.323983
## iter  50 value 172.897193
## iter  60 value 172.816946
## iter  70 value 172.751567
## iter  80 value 172.749651
## iter  90 value 172.748642
## final  value 172.748561 
## converged
## # weights:  360 (238 variable)
## initial  value 640.901626 
## iter  10 value 366.516884
## iter  20 value 227.456615
## iter  30 value 210.774802
## iter  40 value 207.602326
## iter  50 value 206.714582
## iter  60 value 206.653495
## iter  70 value 206.589734
## iter  80 value 206.586082
## iter  90 value 206.585709
## final  value 206.585700 
## converged
## # weights:  360 (238 variable)
## initial  value 601.173718 
## iter  10 value 336.182286
## iter  20 value 214.342325
## iter  30 value 200.560768
## iter  40 value 193.199000
## iter  50 value 191.574846
## iter  60 value 191.499238
## iter  70 value 191.429409
## iter  80 value 191.421913
## iter  90 value 191.421337
## final  value 191.421286 
## converged
## # weights:  360 (238 variable)
## initial  value 594.347820 
## iter  10 value 348.840495
## iter  20 value 218.589288
## iter  30 value 199.611478
## iter  40 value 190.127902
## iter  50 value 188.163317
## iter  60 value 187.790554
## iter  70 value 187.705614
## iter  80 value 187.698587
## iter  90 value 187.691760
## iter 100 value 187.690164
## final  value 187.690164 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.074604 
## iter  10 value 350.308887
## iter  20 value 214.516374
## iter  30 value 198.732777
## iter  40 value 195.788679
## iter  50 value 194.095773
## iter  60 value 194.041546
## iter  70 value 194.035334
## iter  80 value 194.021160
## iter  90 value 194.016275
## iter 100 value 194.015862
## final  value 194.015862 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.872129 
## iter  10 value 369.030071
## iter  20 value 219.045918
## iter  30 value 203.255578
## iter  40 value 197.579449
## iter  50 value 196.179772
## iter  60 value 196.056393
## iter  70 value 195.983924
## iter  80 value 195.962787
## iter  90 value 195.960804
## iter 100 value 195.960582
## final  value 195.960582 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.438542 
## iter  10 value 371.157864
## iter  20 value 184.004565
## iter  30 value 169.295407
## iter  40 value 166.187671
## iter  50 value 164.507290
## iter  60 value 164.408434
## iter  70 value 164.366002
## iter  80 value 164.345026
## iter  90 value 164.341443
## iter 100 value 164.341091
## final  value 164.341091 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 571.757165 
## iter  10 value 368.418974
## iter  20 value 207.157298
## iter  30 value 194.563343
## iter  40 value 187.784407
## iter  50 value 184.971479
## iter  60 value 184.819535
## iter  70 value 184.808732
## iter  80 value 184.808363
## final  value 184.808350 
## converged
## # weights:  360 (238 variable)
## initial  value 594.417252 
## iter  10 value 353.045911
## iter  20 value 208.318018
## iter  30 value 195.933979
## iter  40 value 191.830694
## iter  50 value 190.877096
## iter  60 value 190.794948
## iter  70 value 190.757115
## iter  80 value 190.735369
## iter  90 value 190.734188
## final  value 190.734104 
## converged
## # weights:  360 (238 variable)
## initial  value 601.137354 
## iter  10 value 347.601519
## iter  20 value 213.647893
## iter  30 value 196.846372
## iter  40 value 192.041259
## iter  50 value 191.318470
## iter  60 value 191.181814
## iter  70 value 191.093695
## iter  80 value 191.087578
## iter  90 value 191.086827
## iter 100 value 191.086692
## final  value 191.086692 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.696356 
## iter  10 value 372.703938
## iter  20 value 229.551344
## iter  30 value 213.204135
## iter  40 value 203.328899
## iter  50 value 201.766946
## iter  60 value 201.660936
## iter  70 value 201.596611
## iter  80 value 201.580812
## iter  90 value 201.577416
## iter 100 value 201.576989
## final  value 201.576989 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 564.287591 
## iter  10 value 324.392806
## iter  20 value 215.725790
## iter  30 value 204.091187
## iter  40 value 200.802807
## iter  50 value 199.970631
## iter  60 value 199.953084
## iter  70 value 199.930802
## iter  80 value 199.924133
## iter  90 value 199.923872
## final  value 199.923838 
## converged
## # weights:  360 (238 variable)
## initial  value 602.069746 
## iter  10 value 380.091465
## iter  20 value 226.256029
## iter  30 value 207.769403
## iter  40 value 194.698408
## iter  50 value 192.253956
## iter  60 value 192.164135
## iter  70 value 192.129842
## iter  80 value 192.106713
## iter  90 value 192.103306
## iter 100 value 192.102970
## final  value 192.102970 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.811964 
## iter  10 value 343.029008
## iter  20 value 204.031815
## iter  30 value 193.543469
## iter  40 value 189.335537
## iter  50 value 187.236163
## iter  60 value 187.212910
## iter  70 value 187.182198
## iter  80 value 187.177807
## iter  90 value 187.177491
## final  value 187.177460 
## converged
## # weights:  360 (238 variable)
## initial  value 588.162523 
## iter  10 value 348.847967
## iter  20 value 195.947227
## iter  30 value 181.807239
## iter  40 value 177.820611
## iter  50 value 176.443362
## iter  60 value 176.254571
## iter  70 value 176.194627
## iter  80 value 176.155300
## iter  90 value 176.136284
## iter 100 value 176.133240
## final  value 176.133240 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.486116 
## iter  10 value 352.120399
## iter  20 value 198.753298
## iter  30 value 184.926331
## iter  40 value 181.268118
## iter  50 value 180.417506
## iter  60 value 180.358190
## iter  70 value 180.337857
## iter  80 value 180.311767
## iter  90 value 180.303108
## iter 100 value 180.298714
## final  value 180.298714 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.746993 
## iter  10 value 388.107658
## iter  20 value 221.923316
## iter  30 value 208.225620
## iter  40 value 205.555739
## iter  50 value 204.082337
## iter  60 value 204.035673
## iter  70 value 203.985870
## iter  80 value 203.980422
## iter  90 value 203.980036
## final  value 203.980005 
## converged
## # weights:  360 (238 variable)
## initial  value 622.208078 
## iter  10 value 384.320705
## iter  20 value 224.307850
## iter  30 value 204.478273
## iter  40 value 197.820665
## iter  50 value 196.544971
## iter  60 value 196.448821
## iter  70 value 196.372255
## iter  80 value 196.363873
## iter  90 value 196.363170
## final  value 196.363081 
## converged
## # weights:  360 (238 variable)
## initial  value 608.542440 
## iter  10 value 351.655679
## iter  20 value 217.539260
## iter  30 value 205.058793
## iter  40 value 202.032856
## iter  50 value 201.053729
## iter  60 value 201.027547
## iter  70 value 201.003078
## iter  80 value 200.995731
## iter  90 value 200.995184
## final  value 200.995119 
## converged
## # weights:  360 (238 variable)
## initial  value 580.296129 
## iter  10 value 373.324435
## iter  20 value 226.723091
## iter  30 value 213.780868
## iter  40 value 211.372787
## iter  50 value 210.442892
## iter  60 value 210.418278
## iter  70 value 210.389148
## iter  80 value 210.387181
## final  value 210.387087 
## converged
## # weights:  360 (238 variable)
## initial  value 608.737114 
## iter  10 value 350.649580
## iter  20 value 184.560316
## iter  30 value 170.212991
## iter  40 value 167.554075
## iter  50 value 167.257069
## iter  60 value 167.240723
## iter  70 value 167.195987
## iter  80 value 167.192534
## iter  90 value 167.191942
## final  value 167.191865 
## converged
## # weights:  360 (238 variable)
## initial  value 603.774243 
## iter  10 value 328.837062
## iter  20 value 188.820997
## iter  30 value 177.813755
## iter  40 value 172.571315
## iter  50 value 171.016816
## iter  60 value 170.949241
## iter  70 value 170.914880
## iter  80 value 170.894230
## iter  90 value 170.892882
## iter 100 value 170.892710
## final  value 170.892710 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.503687 
## iter  10 value 393.185248
## iter  20 value 231.511773
## iter  30 value 214.440265
## iter  40 value 206.224247
## iter  50 value 202.786115
## iter  60 value 202.099509
## iter  70 value 201.934601
## iter  80 value 201.889994
## iter  90 value 201.862811
## iter 100 value 201.855209
## final  value 201.855209 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.610311 
## iter  10 value 346.406669
## iter  20 value 209.642136
## iter  30 value 195.135280
## iter  40 value 190.784765
## iter  50 value 189.939686
## iter  60 value 189.863492
## iter  70 value 189.813875
## iter  80 value 189.804653
## iter  90 value 189.804016
## final  value 189.803939 
## converged
## # weights:  360 (238 variable)
## initial  value 593.461460 
## iter  10 value 350.173975
## iter  20 value 208.708059
## iter  30 value 193.436267
## iter  40 value 189.338997
## iter  50 value 187.968634
## iter  60 value 187.816390
## iter  70 value 187.747985
## iter  80 value 187.695432
## iter  90 value 187.687830
## iter 100 value 187.687191
## final  value 187.687191 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 582.005570 
## iter  10 value 335.053744
## iter  20 value 207.738711
## iter  30 value 195.138402
## iter  40 value 193.046423
## iter  50 value 192.795908
## iter  60 value 192.574341
## iter  70 value 192.420232
## iter  80 value 192.403090
## iter  90 value 192.400286
## iter 100 value 192.400048
## final  value 192.400048 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.297579 
## iter  10 value 377.961976
## iter  20 value 218.216625
## iter  30 value 202.295799
## iter  40 value 194.919512
## iter  50 value 193.405343
## iter  60 value 193.232182
## iter  70 value 193.213868
## iter  80 value 193.211850
## iter  90 value 193.211444
## final  value 193.211420 
## converged
## # weights:  360 (238 variable)
## initial  value 636.565403 
## iter  10 value 428.399815
## iter  20 value 238.646692
## iter  30 value 221.092337
## iter  40 value 216.762556
## iter  50 value 215.503300
## iter  60 value 215.431273
## iter  70 value 215.394891
## iter  80 value 215.377648
## iter  90 value 215.375307
## final  value 215.375135 
## converged
## # weights:  360 (238 variable)
## initial  value 608.988257 
## iter  10 value 319.639359
## iter  20 value 215.098615
## iter  30 value 200.474312
## iter  40 value 194.596543
## iter  50 value 193.906141
## iter  60 value 193.814607
## iter  70 value 193.798734
## iter  80 value 193.797996
## final  value 193.797963 
## converged
## # weights:  360 (238 variable)
## initial  value 580.529475 
## iter  10 value 374.176201
## iter  20 value 183.029715
## iter  30 value 169.871400
## iter  40 value 167.220270
## iter  50 value 166.001587
## iter  60 value 165.978770
## iter  70 value 165.954427
## iter  80 value 165.949471
## iter  90 value 165.949304
## final  value 165.949290 
## converged
## # weights:  360 (238 variable)
## initial  value 579.632897 
## iter  10 value 378.318109
## iter  20 value 201.814599
## iter  30 value 184.304330
## iter  40 value 179.371847
## iter  50 value 177.564269
## iter  60 value 177.417231
## iter  70 value 177.369763
## iter  80 value 177.324501
## iter  90 value 177.318441
## iter 100 value 177.317093
## final  value 177.317093 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.556470 
## iter  10 value 358.364551
## iter  20 value 198.971085
## iter  30 value 187.273434
## iter  40 value 183.916878
## iter  50 value 182.896921
## iter  60 value 182.811711
## iter  70 value 182.749667
## iter  80 value 182.741588
## iter  90 value 182.741020
## iter 100 value 182.740876
## final  value 182.740876 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 581.660826 
## iter  10 value 368.683281
## iter  20 value 199.672501
## iter  30 value 186.318456
## iter  40 value 180.878787
## iter  50 value 179.969439
## iter  60 value 179.872014
## iter  70 value 179.831166
## iter  80 value 179.796267
## iter  90 value 179.789455
## iter 100 value 179.789004
## final  value 179.789004 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 583.355655 
## iter  10 value 373.848414
## iter  20 value 208.271366
## iter  30 value 195.801717
## iter  40 value 192.624245
## iter  50 value 191.287546
## iter  60 value 191.091590
## iter  70 value 191.082292
## iter  80 value 191.079984
## iter  90 value 191.079620
## final  value 191.079563 
## converged
## # weights:  360 (238 variable)
## initial  value 609.742015 
## iter  10 value 442.928620
## iter  20 value 231.648741
## iter  30 value 214.093674
## iter  40 value 210.102756
## iter  50 value 207.952269
## iter  60 value 207.396060
## iter  70 value 207.317493
## iter  80 value 207.271556
## iter  90 value 207.245485
## iter 100 value 207.239054
## final  value 207.239054 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.171854 
## iter  10 value 405.491971
## iter  20 value 211.845807
## iter  30 value 192.126578
## iter  40 value 185.307796
## iter  50 value 184.372862
## iter  60 value 184.226753
## iter  70 value 184.135211
## iter  80 value 184.113983
## iter  90 value 184.112611
## iter 100 value 184.112470
## final  value 184.112470 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 627.669500 
## iter  10 value 358.441720
## iter  20 value 219.124614
## iter  30 value 200.361536
## iter  40 value 194.645772
## iter  50 value 190.826692
## iter  60 value 190.429450
## iter  70 value 190.366210
## iter  80 value 190.347255
## iter  90 value 190.340630
## iter 100 value 190.338090
## final  value 190.338090 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 574.214761 
## iter  10 value 319.634250
## iter  20 value 202.793180
## iter  30 value 190.585141
## iter  40 value 187.809111
## iter  50 value 186.721597
## iter  60 value 186.692727
## iter  70 value 186.682161
## iter  80 value 186.676158
## iter  90 value 186.676026
## iter  90 value 186.676024
## iter  90 value 186.676024
## final  value 186.676024 
## converged
## # weights:  360 (238 variable)
## initial  value 574.163456 
## iter  10 value 363.050045
## iter  20 value 210.598314
## iter  30 value 194.488539
## iter  40 value 185.768203
## iter  50 value 184.516121
## iter  60 value 184.396167
## iter  70 value 184.336291
## iter  80 value 184.329361
## iter  90 value 184.328828
## final  value 184.328808 
## converged
## # weights:  360 (238 variable)
## initial  value 570.944302 
## iter  10 value 368.852271
## iter  20 value 202.057080
## iter  30 value 190.111484
## iter  40 value 185.361312
## iter  50 value 182.585868
## iter  60 value 182.502780
## iter  70 value 182.480910
## iter  80 value 182.453183
## iter  90 value 182.451717
## iter 100 value 182.451593
## final  value 182.451593 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 582.180359 
## iter  10 value 352.805622
## iter  20 value 204.376151
## iter  30 value 185.882169
## iter  40 value 180.290302
## iter  50 value 179.669035
## iter  60 value 179.583258
## iter  70 value 179.556886
## iter  80 value 179.555602
## final  value 179.555507 
## converged
## # weights:  360 (238 variable)
## initial  value 584.664651 
## iter  10 value 312.434566
## iter  20 value 205.969994
## iter  30 value 190.734260
## iter  40 value 184.272912
## iter  50 value 183.058905
## iter  60 value 182.948844
## iter  70 value 182.873406
## iter  80 value 182.851947
## iter  90 value 182.850146
## iter 100 value 182.849966
## final  value 182.849966 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.875292 
## iter  10 value 382.509687
## iter  20 value 225.857134
## iter  30 value 206.478955
## iter  40 value 197.132955
## iter  50 value 195.496516
## iter  60 value 195.362521
## iter  70 value 195.335809
## iter  80 value 195.332313
## iter  90 value 195.332132
## final  value 195.332128 
## converged
## # weights:  360 (238 variable)
## initial  value 597.023270 
## iter  10 value 357.890332
## iter  20 value 209.686532
## iter  30 value 196.007695
## iter  40 value 192.278632
## iter  50 value 191.119746
## iter  60 value 191.069283
## iter  70 value 191.051528
## iter  80 value 191.043406
## iter  90 value 191.041426
## iter 100 value 191.041271
## final  value 191.041271 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 561.464157 
## iter  10 value 330.674773
## iter  20 value 190.066192
## iter  30 value 178.126623
## iter  40 value 174.371402
## iter  50 value 172.857212
## iter  60 value 172.825358
## iter  70 value 172.783745
## iter  80 value 172.775756
## iter  90 value 172.775006
## iter 100 value 172.774874
## final  value 172.774874 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 623.765581 
## iter  10 value 369.402340
## iter  20 value 224.540645
## iter  30 value 213.391771
## iter  40 value 209.021556
## iter  50 value 207.902850
## iter  60 value 207.880960
## iter  70 value 207.867711
## iter  80 value 207.866593
## final  value 207.866565 
## converged
## # weights:  360 (238 variable)
## initial  value 595.587934 
## iter  10 value 347.328509
## iter  20 value 220.625888
## iter  30 value 205.844563
## iter  40 value 198.697740
## iter  50 value 196.707092
## iter  60 value 196.534823
## iter  70 value 196.474238
## iter  80 value 196.470482
## iter  90 value 196.469997
## iter 100 value 196.469846
## final  value 196.469846 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 583.341373 
## iter  10 value 366.646878
## iter  20 value 226.641845
## iter  30 value 213.680575
## iter  40 value 210.760178
## iter  50 value 209.251438
## iter  60 value 209.228634
## iter  70 value 209.194257
## iter  80 value 209.190657
## iter  90 value 209.190473
## final  value 209.190458 
## converged
## # weights:  360 (238 variable)
## initial  value 607.212130 
## iter  10 value 386.564563
## iter  20 value 213.180674
## iter  30 value 196.597817
## iter  40 value 191.413125
## iter  50 value 189.358743
## iter  60 value 189.214299
## iter  70 value 189.160068
## iter  80 value 189.135873
## iter  90 value 189.127213
## iter 100 value 189.117783
## final  value 189.117783 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 593.942981 
## iter  10 value 325.176297
## iter  20 value 211.866132
## iter  30 value 195.222919
## iter  40 value 191.016014
## iter  50 value 190.428819
## iter  60 value 190.344184
## iter  70 value 190.289029
## iter  80 value 190.283967
## iter  90 value 190.283599
## iter 100 value 190.283500
## final  value 190.283500 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 575.906185 
## iter  10 value 304.242565
## iter  20 value 188.420751
## iter  30 value 172.822782
## iter  40 value 166.999769
## iter  50 value 166.150525
## iter  60 value 166.039324
## iter  70 value 166.002113
## iter  80 value 166.000500
## iter  90 value 166.000396
## iter  90 value 166.000395
## iter  90 value 166.000395
## final  value 166.000395 
## converged
## # weights:  360 (238 variable)
## initial  value 608.221096 
## iter  10 value 385.846011
## iter  20 value 208.456835
## iter  30 value 190.660355
## iter  40 value 182.787204
## iter  50 value 179.528985
## iter  60 value 179.152103
## iter  70 value 179.059911
## iter  80 value 179.054703
## iter  90 value 179.052119
## iter 100 value 179.050124
## final  value 179.050124 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.869144 
## iter  10 value 343.982090
## iter  20 value 206.871658
## iter  30 value 186.327715
## iter  40 value 177.956029
## iter  50 value 176.797838
## iter  60 value 176.723152
## iter  70 value 176.663377
## iter  80 value 176.648355
## iter  90 value 176.647262
## iter 100 value 176.647122
## final  value 176.647122 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.347318 
## iter  10 value 350.656917
## iter  20 value 233.659601
## iter  30 value 217.401633
## iter  40 value 210.509889
## iter  50 value 208.932307
## iter  60 value 208.789959
## iter  70 value 208.734173
## iter  80 value 208.731528
## iter  90 value 208.731381
## final  value 208.731371 
## converged
## # weights:  360 (238 variable)
## initial  value 602.280899 
## iter  10 value 347.051409
## iter  20 value 198.970710
## iter  30 value 181.968240
## iter  40 value 170.571982
## iter  50 value 169.327945
## iter  60 value 169.170571
## iter  70 value 169.145208
## iter  80 value 169.142699
## iter  90 value 169.142437
## final  value 169.142415 
## converged
## # weights:  360 (238 variable)
## initial  value 584.849218 
## iter  10 value 352.646731
## iter  20 value 201.325110
## iter  30 value 185.800075
## iter  40 value 180.655653
## iter  50 value 178.961937
## iter  60 value 178.806445
## iter  70 value 178.724294
## iter  80 value 178.711009
## iter  90 value 178.703522
## iter 100 value 178.702968
## final  value 178.702968 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 560.610975 
## iter  10 value 316.314951
## iter  20 value 197.704545
## iter  30 value 185.511870
## iter  40 value 183.717739
## iter  50 value 181.430724
## iter  60 value 181.192757
## iter  70 value 181.149373
## iter  80 value 181.133243
## iter  90 value 181.128123
## iter 100 value 181.127902
## final  value 181.127902 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.922543 
## iter  10 value 376.258199
## iter  20 value 215.233190
## iter  30 value 200.429468
## iter  40 value 194.798135
## iter  50 value 192.911745
## iter  60 value 192.830612
## iter  70 value 192.784904
## iter  80 value 192.774811
## iter  90 value 192.768294
## iter 100 value 192.767599
## final  value 192.767599 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 629.324779 
## iter  10 value 406.937921
## iter  20 value 242.835422
## iter  30 value 227.220765
## iter  40 value 221.480945
## iter  50 value 217.090653
## iter  60 value 216.871884
## iter  70 value 216.811754
## iter  80 value 216.801296
## iter  90 value 216.800156
## iter 100 value 216.800026
## final  value 216.800026 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.484315 
## iter  10 value 380.905110
## iter  20 value 207.571955
## iter  30 value 190.750577
## iter  40 value 186.632893
## iter  50 value 184.411646
## iter  60 value 184.273489
## iter  70 value 184.186326
## iter  80 value 184.162203
## iter  90 value 184.160458
## iter 100 value 184.160221
## final  value 184.160221 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 617.165887 
## iter  10 value 468.784609
## iter  20 value 221.958572
## iter  30 value 207.799253
## iter  40 value 205.144163
## iter  50 value 204.214533
## iter  60 value 203.878910
## iter  70 value 203.860958
## iter  80 value 203.858738
## iter  90 value 203.852739
## iter 100 value 203.851304
## final  value 203.851304 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 614.113942 
## iter  10 value 354.091708
## iter  20 value 219.271987
## iter  30 value 205.163721
## iter  40 value 203.036747
## iter  50 value 202.645446
## iter  60 value 202.591665
## iter  70 value 202.585796
## iter  80 value 202.571071
## iter  90 value 202.566475
## iter 100 value 202.565947
## final  value 202.565947 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.153781 
## iter  10 value 314.635204
## iter  20 value 190.010254
## iter  30 value 177.471034
## iter  40 value 175.087564
## iter  50 value 174.097331
## iter  60 value 173.843319
## iter  70 value 173.817013
## iter  80 value 173.815140
## iter  90 value 173.809035
## iter 100 value 173.806199
## final  value 173.806199 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 585.943216 
## iter  10 value 341.159415
## iter  20 value 202.386586
## iter  30 value 187.824276
## iter  40 value 182.427819
## iter  50 value 181.311183
## iter  60 value 181.188286
## iter  70 value 181.120927
## iter  80 value 181.093400
## iter  90 value 181.087809
## iter 100 value 181.087217
## final  value 181.087217 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 621.551987 
## iter  10 value 386.361578
## iter  20 value 234.663131
## iter  30 value 217.001429
## iter  40 value 212.774789
## iter  50 value 211.799691
## iter  60 value 211.733858
## iter  70 value 211.658596
## iter  80 value 211.647862
## iter  90 value 211.644759
## iter 100 value 211.644445
## final  value 211.644445 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 579.702879 
## iter  10 value 350.485459
## iter  20 value 198.906884
## iter  30 value 187.387968
## iter  40 value 182.780611
## iter  50 value 179.709955
## iter  60 value 179.624746
## iter  70 value 179.597972
## iter  80 value 179.579604
## iter  90 value 179.576056
## iter 100 value 179.575653
## final  value 179.575653 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.759556 
## iter  10 value 369.607325
## iter  20 value 230.943046
## iter  30 value 211.992957
## iter  40 value 204.107820
## iter  50 value 202.908804
## iter  60 value 202.809900
## iter  70 value 202.722671
## iter  80 value 202.713472
## iter  90 value 202.712851
## final  value 202.712757 
## converged
## # weights:  360 (238 variable)
## initial  value 584.797913 
## iter  10 value 328.820963
## iter  20 value 212.141215
## iter  30 value 192.982240
## iter  40 value 185.844231
## iter  50 value 184.909757
## iter  60 value 184.835447
## iter  70 value 184.792390
## iter  80 value 184.778546
## iter  90 value 184.777440
## iter 100 value 184.777299
## final  value 184.777299 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.891213 
## iter  10 value 353.841523
## iter  20 value 232.435227
## iter  30 value 215.409814
## iter  40 value 207.688370
## iter  50 value 206.726891
## iter  60 value 206.576669
## iter  70 value 206.552011
## iter  80 value 206.518671
## iter  90 value 206.510023
## iter 100 value 206.509280
## final  value 206.509280 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 624.679626 
## iter  10 value 318.440460
## iter  20 value 187.051296
## iter  30 value 172.143451
## iter  40 value 169.462069
## iter  50 value 168.059717
## iter  60 value 167.968938
## iter  70 value 167.921689
## iter  80 value 167.906234
## iter  90 value 167.904937
## iter 100 value 167.899870
## final  value 167.899870 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 619.202495 
## iter  10 value 371.943841
## iter  20 value 240.370084
## iter  30 value 219.524779
## iter  40 value 211.729413
## iter  50 value 210.708179
## iter  60 value 210.632055
## iter  70 value 210.591835
## iter  80 value 210.561844
## iter  90 value 210.553783
## iter 100 value 210.553244
## final  value 210.553244 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.108656 
## iter  10 value 328.647851
## iter  20 value 205.478737
## iter  30 value 192.100450
## iter  40 value 187.912490
## iter  50 value 185.497298
## iter  60 value 185.124743
## iter  70 value 185.075849
## iter  80 value 185.058352
## iter  90 value 185.057125
## iter 100 value 185.056996
## final  value 185.056996 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 651.517626 
## iter  10 value 407.254596
## iter  20 value 251.728161
## iter  30 value 233.772138
## iter  40 value 227.844586
## iter  50 value 224.501257
## iter  60 value 224.251846
## iter  70 value 224.188955
## iter  80 value 224.173504
## iter  90 value 224.152597
## iter 100 value 224.151294
## final  value 224.151294 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.764340 
## iter  10 value 397.673709
## iter  20 value 224.844803
## iter  30 value 207.300958
## iter  40 value 199.382130
## iter  50 value 197.938987
## iter  60 value 197.841689
## iter  70 value 197.787887
## iter  80 value 197.765397
## iter  90 value 197.764251
## final  value 197.764185 
## converged
## # weights:  360 (238 variable)
## initial  value 588.245358 
## iter  10 value 354.769343
## iter  20 value 214.408928
## iter  30 value 198.172141
## iter  40 value 192.256651
## iter  50 value 190.776921
## iter  60 value 190.680696
## iter  70 value 190.627464
## iter  80 value 190.619368
## iter  90 value 190.618860
## final  value 190.618727 
## converged
## # weights:  360 (238 variable)
## initial  value 595.646599 
## iter  10 value 345.513548
## iter  20 value 201.252125
## iter  30 value 182.269419
## iter  40 value 177.033777
## iter  50 value 176.204169
## iter  60 value 176.166636
## iter  70 value 176.126121
## iter  80 value 176.115438
## iter  90 value 176.114723
## iter 100 value 176.114641
## final  value 176.114641 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 575.637354 
## iter  10 value 386.795725
## iter  20 value 199.215038
## iter  30 value 186.654266
## iter  40 value 183.551742
## iter  50 value 183.086696
## iter  60 value 183.048731
## iter  70 value 183.035460
## iter  80 value 183.034950
## final  value 183.034930 
## converged
## # weights:  360 (238 variable)
## initial  value 622.635658 
## iter  10 value 358.232257
## iter  20 value 213.186054
## iter  30 value 193.390102
## iter  40 value 184.922681
## iter  50 value 181.488108
## iter  60 value 181.029923
## iter  70 value 180.959199
## iter  80 value 180.941598
## iter  90 value 180.937627
## iter 100 value 180.936783
## final  value 180.936783 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 639.204599 
## iter  10 value 371.011516
## iter  20 value 210.806821
## iter  30 value 193.266064
## iter  40 value 189.477810
## iter  50 value 189.061387
## iter  60 value 188.940378
## iter  70 value 188.876223
## iter  80 value 188.865881
## iter  90 value 188.863383
## iter 100 value 188.862987
## final  value 188.862987 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 589.149077 
## iter  10 value 331.294988
## iter  20 value 194.387046
## iter  30 value 176.068060
## iter  40 value 167.142345
## iter  50 value 163.931954
## iter  60 value 163.386379
## iter  70 value 163.274141
## iter  80 value 163.225022
## iter  90 value 163.215226
## iter 100 value 163.203017
## final  value 163.203017 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 645.331450 
## iter  10 value 346.406800
## iter  20 value 212.555339
## iter  30 value 194.453340
## iter  40 value 190.304549
## iter  50 value 188.903061
## iter  60 value 188.772062
## iter  70 value 188.747570
## iter  80 value 188.726893
## iter  90 value 188.720862
## iter 100 value 188.720240
## final  value 188.720240 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.136604 
## iter  10 value 366.983254
## iter  20 value 218.060632
## iter  30 value 199.043621
## iter  40 value 189.894177
## iter  50 value 188.272508
## iter  60 value 188.211729
## iter  70 value 188.155812
## iter  80 value 188.142523
## iter  90 value 188.141227
## iter 100 value 188.141017
## final  value 188.141017 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 589.484813 
## iter  10 value 342.609510
## iter  20 value 200.240796
## iter  30 value 186.863087
## iter  40 value 184.624462
## iter  50 value 184.048935
## iter  60 value 183.901056
## iter  70 value 183.898799
## iter  80 value 183.895491
## iter  90 value 183.890320
## iter 100 value 183.889825
## final  value 183.889825 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 590.051916 
## iter  10 value 330.976833
## iter  20 value 211.611888
## iter  30 value 198.998600
## iter  40 value 194.363122
## iter  50 value 192.920731
## iter  60 value 192.797802
## iter  70 value 192.743777
## iter  80 value 192.735926
## iter  90 value 192.735243
## final  value 192.735177 
## converged
## # weights:  360 (238 variable)
## initial  value 622.981831 
## iter  10 value 401.604697
## iter  20 value 204.549998
## iter  30 value 189.531333
## iter  40 value 185.138013
## iter  50 value 182.271030
## iter  60 value 181.769726
## iter  70 value 181.720372
## iter  80 value 181.716457
## iter  90 value 181.712776
## iter 100 value 181.711467
## final  value 181.711467 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 635.912498 
## iter  10 value 379.390717
## iter  20 value 194.147015
## iter  30 value 173.589024
## iter  40 value 167.278730
## iter  50 value 164.566912
## iter  60 value 164.480956
## iter  70 value 164.451549
## iter  80 value 164.424073
## iter  90 value 164.417642
## iter 100 value 164.417047
## final  value 164.417047 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.861779 
## iter  10 value 385.592239
## iter  20 value 206.141125
## iter  30 value 190.352512
## iter  40 value 185.753006
## iter  50 value 184.308446
## iter  60 value 184.240842
## iter  70 value 184.193271
## iter  80 value 184.177684
## iter  90 value 184.175765
## iter 100 value 184.175502
## final  value 184.175502 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.399181 
## iter  10 value 362.610898
## iter  20 value 222.995245
## iter  30 value 210.805557
## iter  40 value 207.215589
## iter  50 value 205.884418
## iter  60 value 205.788499
## iter  70 value 205.756754
## iter  80 value 205.747219
## iter  90 value 205.746793
## final  value 205.746753 
## converged
## # weights:  360 (238 variable)
## initial  value 603.436749 
## iter  10 value 363.597895
## iter  20 value 212.299000
## iter  30 value 198.840246
## iter  40 value 195.186593
## iter  50 value 193.186850
## iter  60 value 193.062354
## iter  70 value 193.051797
## iter  80 value 193.047583
## iter  90 value 193.045734
## iter 100 value 193.045593
## final  value 193.045593 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.055210 
## iter  10 value 389.724615
## iter  20 value 222.363382
## iter  30 value 205.224033
## iter  40 value 195.968921
## iter  50 value 194.547157
## iter  60 value 194.427006
## iter  70 value 194.370843
## iter  80 value 194.331286
## iter  90 value 194.327406
## iter 100 value 194.327056
## final  value 194.327056 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.734187 
## iter  10 value 411.563311
## iter  20 value 221.813204
## iter  30 value 202.830608
## iter  40 value 196.672399
## iter  50 value 194.435171
## iter  60 value 194.333638
## iter  70 value 194.296462
## iter  80 value 194.288873
## iter  90 value 194.281391
## iter 100 value 194.277582
## final  value 194.277582 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 573.643812 
## iter  10 value 319.576270
## iter  20 value 220.668499
## iter  30 value 203.500850
## iter  40 value 199.678649
## iter  50 value 198.920003
## iter  60 value 198.823332
## iter  70 value 198.779569
## iter  80 value 198.756480
## iter  90 value 198.754278
## iter 100 value 198.753591
## final  value 198.753591 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 579.845259 
## iter  10 value 378.215375
## iter  20 value 205.565046
## iter  30 value 188.983114
## iter  40 value 181.721666
## iter  50 value 180.313385
## iter  60 value 180.154623
## iter  70 value 180.135687
## iter  80 value 180.133273
## iter  90 value 180.132703
## iter 100 value 180.132651
## final  value 180.132651 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 631.877075 
## iter  10 value 372.500023
## iter  20 value 211.363119
## iter  30 value 196.011395
## iter  40 value 189.666180
## iter  50 value 188.578323
## iter  60 value 188.460720
## iter  70 value 188.395722
## iter  80 value 188.368919
## iter  90 value 188.367557
## iter 100 value 188.367285
## final  value 188.367285 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 571.649941 
## iter  10 value 309.160263
## iter  20 value 203.419872
## iter  30 value 190.062651
## iter  40 value 186.295112
## iter  50 value 184.811587
## iter  60 value 184.779919
## iter  70 value 184.748509
## iter  80 value 184.741502
## iter  90 value 184.741113
## final  value 184.741077 
## converged
## # weights:  360 (238 variable)
## initial  value 573.278963 
## iter  10 value 328.337703
## iter  20 value 200.366415
## iter  30 value 184.030050
## iter  40 value 178.061294
## iter  50 value 176.452376
## iter  60 value 176.251818
## iter  70 value 176.146354
## iter  80 value 176.126213
## iter  90 value 176.115181
## iter 100 value 176.103402
## final  value 176.103402 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.862395 
## iter  10 value 381.725206
## iter  20 value 210.014976
## iter  30 value 194.590204
## iter  40 value 192.543299
## iter  50 value 191.735854
## iter  60 value 191.491283
## iter  70 value 191.481873
## iter  80 value 191.464011
## iter  90 value 191.459660
## iter 100 value 191.459526
## final  value 191.459526 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.001024 
## iter  10 value 360.559414
## iter  20 value 190.139648
## iter  30 value 173.480810
## iter  40 value 167.747004
## iter  50 value 166.129974
## iter  60 value 165.918487
## iter  70 value 165.861030
## iter  80 value 165.858314
## iter  90 value 165.858020
## iter 100 value 165.857978
## final  value 165.857978 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.124007 
## iter  10 value 372.133575
## iter  20 value 217.598621
## iter  30 value 195.165286
## iter  40 value 183.702021
## iter  50 value 180.839675
## iter  60 value 180.598842
## iter  70 value 180.567089
## iter  80 value 180.550517
## iter  90 value 180.548659
## final  value 180.548513 
## converged
## # weights:  360 (238 variable)
## initial  value 607.703430 
## iter  10 value 374.837292
## iter  20 value 211.063830
## iter  30 value 199.084229
## iter  40 value 196.101574
## iter  50 value 195.339684
## iter  60 value 195.282094
## iter  70 value 195.244383
## iter  80 value 195.242609
## iter  90 value 195.242396
## final  value 195.242392 
## converged
## # weights:  360 (238 variable)
## initial  value 614.159755 
## iter  10 value 409.229681
## iter  20 value 214.464633
## iter  30 value 196.576896
## iter  40 value 191.174486
## iter  50 value 190.130369
## iter  60 value 190.014626
## iter  70 value 189.973414
## iter  80 value 189.946329
## iter  90 value 189.932424
## iter 100 value 189.925983
## final  value 189.925983 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 585.833355 
## iter  10 value 354.022355
## iter  20 value 209.199711
## iter  30 value 194.408888
## iter  40 value 191.642702
## iter  50 value 190.865048
## iter  60 value 190.566898
## iter  70 value 190.563338
## iter  80 value 190.552663
## iter  90 value 190.549774
## iter 100 value 190.549624
## final  value 190.549624 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.183418 
## iter  10 value 373.456218
## iter  20 value 217.786630
## iter  30 value 203.843369
## iter  40 value 198.197222
## iter  50 value 196.241256
## iter  60 value 196.040818
## iter  70 value 195.930358
## iter  80 value 195.903247
## iter  90 value 195.901159
## iter 100 value 195.900886
## final  value 195.900886 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.739613 
## iter  10 value 394.878024
## iter  20 value 236.543997
## iter  30 value 220.305748
## iter  40 value 217.161378
## iter  50 value 216.187195
## iter  60 value 216.090816
## iter  70 value 216.078066
## iter  80 value 216.055966
## iter  90 value 216.050922
## iter 100 value 216.050653
## final  value 216.050653 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.587796 
## iter  10 value 374.948859
## iter  20 value 201.101025
## iter  30 value 186.127548
## iter  40 value 179.874312
## iter  50 value 177.275294
## iter  60 value 176.958057
## iter  70 value 176.915703
## iter  80 value 176.904331
## iter  90 value 176.902180
## iter 100 value 176.902029
## final  value 176.902029 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 554.843150 
## iter  10 value 325.207668
## iter  20 value 207.981174
## iter  30 value 194.711204
## iter  40 value 191.687711
## iter  50 value 190.263355
## iter  60 value 190.195679
## iter  70 value 190.133555
## iter  80 value 190.127208
## iter  90 value 190.124161
## iter 100 value 190.123823
## final  value 190.123823 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 625.510946 
## iter  10 value 363.737095
## iter  20 value 213.086696
## iter  30 value 197.613735
## iter  40 value 192.517889
## iter  50 value 191.027886
## iter  60 value 190.897422
## iter  70 value 190.819675
## iter  80 value 190.815845
## iter  90 value 190.815517
## final  value 190.815499 
## converged
## # weights:  360 (238 variable)
## initial  value 630.079416 
## iter  10 value 425.053950
## iter  20 value 235.829959
## iter  30 value 220.688948
## iter  40 value 218.072132
## iter  50 value 217.701874
## iter  60 value 217.609689
## iter  70 value 217.595046
## iter  80 value 217.581611
## iter  90 value 217.581319
## iter 100 value 217.581078
## final  value 217.581078 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 593.501229 
## iter  10 value 342.595983
## iter  20 value 210.289640
## iter  30 value 197.033505
## iter  40 value 194.948205
## iter  50 value 194.678961
## iter  60 value 194.562200
## iter  70 value 194.556651
## iter  80 value 194.550986
## iter  90 value 194.550713
## final  value 194.550695 
## converged
## # weights:  360 (238 variable)
## initial  value 594.645654 
## iter  10 value 354.456419
## iter  20 value 216.528721
## iter  30 value 202.617167
## iter  40 value 198.610758
## iter  50 value 197.365513
## iter  60 value 197.315304
## iter  70 value 197.264676
## iter  80 value 197.261704
## final  value 197.261542 
## converged
## # weights:  360 (238 variable)
## initial  value 576.116129 
## iter  10 value 330.417111
## iter  20 value 209.694477
## iter  30 value 194.984744
## iter  40 value 193.280054
## iter  50 value 192.678246
## iter  60 value 192.392059
## iter  70 value 192.387615
## iter  80 value 192.387534
## iter  90 value 192.386721
## final  value 192.386608 
## converged
## # weights:  360 (238 variable)
## initial  value 607.810764 
## iter  10 value 340.584462
## iter  20 value 193.031921
## iter  30 value 179.691688
## iter  40 value 173.263538
## iter  50 value 171.765358
## iter  60 value 171.620031
## iter  70 value 171.582144
## iter  80 value 171.548174
## iter  90 value 171.543476
## iter 100 value 171.542983
## final  value 171.542983 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 581.590624 
## iter  10 value 361.815839
## iter  20 value 209.619110
## iter  30 value 194.005249
## iter  40 value 191.058122
## iter  50 value 190.122724
## iter  60 value 189.974520
## iter  70 value 189.943782
## iter  80 value 189.934716
## iter  90 value 189.929736
## iter 100 value 189.929529
## final  value 189.929529 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.831229 
## iter  10 value 337.787087
## iter  20 value 200.115133
## iter  30 value 189.063407
## iter  40 value 186.776348
## iter  50 value 186.023110
## iter  60 value 185.570015
## iter  70 value 185.552295
## iter  80 value 185.551803
## iter  90 value 185.551739
## iter 100 value 185.551247
## final  value 185.551247 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.377237 
## iter  10 value 334.909086
## iter  20 value 202.712306
## iter  30 value 185.115134
## iter  40 value 179.137611
## iter  50 value 178.193216
## iter  60 value 178.082319
## iter  70 value 178.018034
## iter  80 value 177.994993
## iter  90 value 177.985716
## iter 100 value 177.983821
## final  value 177.983821 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 621.182304 
## iter  10 value 385.311083
## iter  20 value 230.648060
## iter  30 value 213.053805
## iter  40 value 204.767090
## iter  50 value 202.462346
## iter  60 value 202.119184
## iter  70 value 202.011774
## iter  80 value 201.964403
## iter  90 value 201.949611
## iter 100 value 201.947116
## final  value 201.947116 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 612.834828 
## iter  10 value 371.030874
## iter  20 value 218.746429
## iter  30 value 205.483605
## iter  40 value 198.605506
## iter  50 value 197.088790
## iter  60 value 196.952060
## iter  70 value 196.876481
## iter  80 value 196.872917
## iter  90 value 196.872677
## final  value 196.872673 
## converged
## # weights:  360 (238 variable)
## initial  value 628.255390 
## iter  10 value 388.203990
## iter  20 value 223.637872
## iter  30 value 212.224768
## iter  40 value 208.136176
## iter  50 value 206.665218
## iter  60 value 206.619886
## iter  70 value 206.588723
## iter  80 value 206.583904
## iter  90 value 206.583393
## final  value 206.583370 
## converged
## # weights:  360 (238 variable)
## initial  value 599.874169 
## iter  10 value 379.418124
## iter  20 value 221.539189
## iter  30 value 206.841273
## iter  40 value 202.984314
## iter  50 value 200.994660
## iter  60 value 200.940410
## iter  70 value 200.904303
## iter  80 value 200.893503
## iter  90 value 200.892411
## iter 100 value 200.892274
## final  value 200.892274 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 638.330873 
## iter  10 value 359.489517
## iter  20 value 215.979881
## iter  30 value 198.281565
## iter  40 value 194.496802
## iter  50 value 193.116942
## iter  60 value 193.049103
## iter  70 value 193.023485
## iter  80 value 193.007596
## iter  90 value 193.007111
## final  value 193.007077 
## converged
## # weights:  360 (238 variable)
## initial  value 595.021379 
## iter  10 value 368.241259
## iter  20 value 209.645462
## iter  30 value 192.624562
## iter  40 value 185.306828
## iter  50 value 184.007687
## iter  60 value 183.885457
## iter  70 value 183.838777
## iter  80 value 183.803780
## iter  90 value 183.793748
## iter 100 value 183.792043
## final  value 183.792043 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.553540 
## iter  10 value 366.840577
## iter  20 value 229.232471
## iter  30 value 213.016927
## iter  40 value 207.330134
## iter  50 value 206.098949
## iter  60 value 205.985416
## iter  70 value 205.912366
## iter  80 value 205.905141
## iter  90 value 205.904608
## final  value 205.904567 
## converged
## # weights:  360 (238 variable)
## initial  value 621.106170 
## iter  10 value 386.226612
## iter  20 value 246.683424
## iter  30 value 234.955965
## iter  40 value 231.648448
## iter  50 value 229.874957
## iter  60 value 229.785777
## iter  70 value 229.785060
## iter  80 value 229.780478
## iter  90 value 229.780234
## final  value 229.780226 
## converged
## # weights:  360 (238 variable)
## initial  value 603.016860 
## iter  10 value 357.887770
## iter  20 value 205.391972
## iter  30 value 188.928322
## iter  40 value 186.656194
## iter  50 value 185.186380
## iter  60 value 184.693130
## iter  70 value 184.683024
## iter  80 value 184.666940
## iter  90 value 184.664033
## iter 100 value 184.663810
## final  value 184.663810 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.426909 
## iter  10 value 375.918766
## iter  20 value 213.624045
## iter  30 value 198.044462
## iter  40 value 194.883845
## iter  50 value 192.872446
## iter  60 value 192.704240
## iter  70 value 192.688521
## iter  80 value 192.670365
## iter  90 value 192.669648
## final  value 192.669587 
## converged
## # weights:  360 (238 variable)
## initial  value 586.862974 
## iter  10 value 374.113623
## iter  20 value 222.552101
## iter  30 value 207.459182
## iter  40 value 200.497682
## iter  50 value 199.400825
## iter  60 value 199.338008
## iter  70 value 199.293507
## iter  80 value 199.284584
## iter  90 value 199.284105
## final  value 199.284091 
## converged
## # weights:  360 (238 variable)
## initial  value 643.394597 
## iter  10 value 425.484835
## iter  20 value 221.318054
## iter  30 value 204.617876
## iter  40 value 194.673113
## iter  50 value 193.484584
## iter  60 value 193.405486
## iter  70 value 193.333330
## iter  80 value 193.329436
## iter  90 value 193.329254
## iter  90 value 193.329253
## iter  90 value 193.329253
## final  value 193.329253 
## converged
## # weights:  360 (238 variable)
## initial  value 586.999862 
## iter  10 value 341.432262
## iter  20 value 181.576058
## iter  30 value 168.793561
## iter  40 value 167.091495
## iter  50 value 166.659308
## iter  60 value 166.603178
## iter  70 value 166.586270
## iter  80 value 166.566928
## iter  90 value 166.561971
## iter 100 value 166.561139
## final  value 166.561139 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.027771 
## iter  10 value 344.032038
## iter  20 value 205.384589
## iter  30 value 187.917842
## iter  40 value 181.392611
## iter  50 value 180.108578
## iter  60 value 180.015476
## iter  70 value 179.939381
## iter  80 value 179.923486
## iter  90 value 179.922727
## iter 100 value 179.922628
## final  value 179.922628 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.809862 
## iter  10 value 321.215252
## iter  20 value 197.355680
## iter  30 value 179.629255
## iter  40 value 174.047009
## iter  50 value 172.764964
## iter  60 value 172.674536
## iter  70 value 172.633804
## iter  80 value 172.610817
## iter  90 value 172.606321
## iter 100 value 172.596343
## final  value 172.596343 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 618.117725 
## iter  10 value 393.962699
## iter  20 value 212.847943
## iter  30 value 195.435320
## iter  40 value 192.123258
## iter  50 value 190.749565
## iter  60 value 190.595458
## iter  70 value 190.544034
## iter  80 value 190.512080
## iter  90 value 190.507933
## iter 100 value 190.507539
## final  value 190.507539 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.008388 
## iter  10 value 382.884188
## iter  20 value 226.366550
## iter  30 value 209.419362
## iter  40 value 205.792763
## iter  50 value 204.000842
## iter  60 value 203.913840
## iter  70 value 203.845227
## iter  80 value 203.833667
## iter  90 value 203.832952
## final  value 203.832866 
## converged
## # weights:  360 (238 variable)
## initial  value 585.813470 
## iter  10 value 312.599632
## iter  20 value 188.813626
## iter  30 value 173.677891
## iter  40 value 168.319507
## iter  50 value 166.848453
## iter  60 value 166.700682
## iter  70 value 166.629073
## iter  80 value 166.610626
## iter  90 value 166.607250
## iter 100 value 166.606793
## final  value 166.606793 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 594.133920 
## iter  10 value 364.364641
## iter  20 value 226.345636
## iter  30 value 209.906423
## iter  40 value 204.866561
## iter  50 value 204.079381
## iter  60 value 203.941414
## iter  70 value 203.870739
## iter  80 value 203.853847
## iter  90 value 203.846220
## iter 100 value 203.845370
## final  value 203.845370 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 646.348545 
## iter  10 value 377.800599
## iter  20 value 215.832091
## iter  30 value 200.229372
## iter  40 value 192.558385
## iter  50 value 191.533151
## iter  60 value 191.496669
## iter  70 value 191.459327
## iter  80 value 191.446656
## iter  90 value 191.445702
## iter 100 value 191.445627
## final  value 191.445627 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.620315 
## iter  10 value 383.917613
## iter  20 value 208.809399
## iter  30 value 192.419886
## iter  40 value 186.954511
## iter  50 value 185.200912
## iter  60 value 185.126620
## iter  70 value 185.075285
## iter  80 value 185.069901
## iter  90 value 185.069414
## final  value 185.069405 
## converged
## # weights:  360 (238 variable)
## initial  value 604.889774 
## iter  10 value 352.474140
## iter  20 value 218.326132
## iter  30 value 202.587702
## iter  40 value 197.340399
## iter  50 value 196.481627
## iter  60 value 196.363271
## iter  70 value 196.318853
## iter  80 value 196.316578
## iter  90 value 196.316236
## final  value 196.316213 
## converged
## # weights:  360 (238 variable)
## initial  value 583.812238 
## iter  10 value 346.671798
## iter  20 value 202.190309
## iter  30 value 183.149816
## iter  40 value 178.090491
## iter  50 value 177.098954
## iter  60 value 176.936697
## iter  70 value 176.883657
## iter  80 value 176.874903
## iter  90 value 176.874181
## iter 100 value 176.874077
## final  value 176.874077 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.065735 
## iter  10 value 317.384556
## iter  20 value 172.378566
## iter  30 value 148.037152
## iter  40 value 141.350520
## iter  50 value 140.481985
## iter  60 value 140.343826
## iter  70 value 140.256804
## iter  80 value 140.217837
## iter  90 value 140.211717
## iter 100 value 140.206416
## final  value 140.206416 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.350370 
## iter  10 value 356.201472
## iter  20 value 206.708276
## iter  30 value 193.438157
## iter  40 value 191.001180
## iter  50 value 190.583750
## iter  60 value 190.469511
## iter  70 value 190.376608
## iter  80 value 190.373944
## iter  80 value 190.373942
## iter  80 value 190.373942
## final  value 190.373942 
## converged
## # weights:  360 (238 variable)
## initial  value 572.521360 
## iter  10 value 323.606091
## iter  20 value 190.023084
## iter  30 value 172.708709
## iter  40 value 167.541267
## iter  50 value 166.811828
## iter  60 value 166.708756
## iter  70 value 166.644142
## iter  80 value 166.622193
## iter  90 value 166.620222
## iter 100 value 166.620018
## final  value 166.620018 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.359913 
## iter  10 value 390.491896
## iter  20 value 219.515750
## iter  30 value 204.882166
## iter  40 value 202.633369
## iter  50 value 201.810077
## iter  60 value 201.737256
## iter  70 value 201.735670
## iter  80 value 201.731163
## iter  90 value 201.730424
## final  value 201.730383 
## converged
## # weights:  360 (238 variable)
## initial  value 583.225579 
## iter  10 value 331.217011
## iter  20 value 207.336838
## iter  30 value 191.323575
## iter  40 value 184.586210
## iter  50 value 183.802923
## iter  60 value 183.719171
## iter  70 value 183.645451
## iter  80 value 183.624846
## iter  90 value 183.623043
## iter 100 value 183.622825
## final  value 183.622825 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 586.127563 
## iter  10 value 340.342123
## iter  20 value 226.326786
## iter  30 value 212.447425
## iter  40 value 206.180923
## iter  50 value 204.894613
## iter  60 value 204.813184
## iter  70 value 204.781770
## iter  80 value 204.776252
## iter  90 value 204.775788
## final  value 204.775760 
## converged
## # weights:  360 (238 variable)
## initial  value 591.926808 
## iter  10 value 353.172506
## iter  20 value 208.017450
## iter  30 value 183.221832
## iter  40 value 174.401139
## iter  50 value 172.871717
## iter  60 value 172.603029
## iter  70 value 172.550643
## iter  80 value 172.543663
## iter  90 value 172.541183
## iter 100 value 172.539202
## final  value 172.539202 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.775094 
## iter  10 value 383.743667
## iter  20 value 215.181093
## iter  30 value 200.049908
## iter  40 value 194.038226
## iter  50 value 192.082329
## iter  60 value 191.956998
## iter  70 value 191.897487
## iter  80 value 191.869781
## iter  90 value 191.868325
## iter 100 value 191.868120
## final  value 191.868120 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 575.582973 
## iter  10 value 334.093838
## iter  20 value 189.551708
## iter  30 value 173.604187
## iter  40 value 168.034756
## iter  50 value 166.346905
## iter  60 value 166.232953
## iter  70 value 166.201182
## iter  80 value 166.181213
## iter  90 value 166.171534
## iter 100 value 166.170365
## final  value 166.170365 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.210356 
## iter  10 value 415.063718
## iter  20 value 227.792454
## iter  30 value 212.850328
## iter  40 value 205.954109
## iter  50 value 204.309286
## iter  60 value 204.193620
## iter  70 value 204.185924
## iter  80 value 204.185688
## final  value 204.185676 
## converged
## # weights:  360 (238 variable)
## initial  value 610.032488 
## iter  10 value 384.146636
## iter  20 value 235.811641
## iter  30 value 213.443524
## iter  40 value 206.954779
## iter  50 value 205.862157
## iter  60 value 205.708682
## iter  70 value 205.641267
## iter  80 value 205.619303
## iter  90 value 205.615224
## iter 100 value 205.614366
## final  value 205.614366 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.124724 
## iter  10 value 395.440947
## iter  20 value 222.541155
## iter  30 value 205.305030
## iter  40 value 199.609629
## iter  50 value 198.308089
## iter  60 value 198.236796
## iter  70 value 198.173097
## iter  80 value 198.167827
## iter  90 value 198.167464
## final  value 198.167443 
## converged
## # weights:  360 (238 variable)
## initial  value 607.536001 
## iter  10 value 417.032566
## iter  20 value 218.677838
## iter  30 value 201.286381
## iter  40 value 190.704739
## iter  50 value 189.486602
## iter  60 value 189.347630
## iter  70 value 189.323465
## iter  80 value 189.321858
## final  value 189.321799 
## converged
## # weights:  360 (238 variable)
## initial  value 614.413204 
## iter  10 value 336.672257
## iter  20 value 198.182079
## iter  30 value 184.686144
## iter  40 value 182.226522
## iter  50 value 180.694694
## iter  60 value 180.590454
## iter  70 value 180.588834
## iter  80 value 180.583236
## iter  90 value 180.581385
## iter 100 value 180.581205
## final  value 180.581205 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 574.542697 
## iter  10 value 341.745950
## iter  20 value 229.315071
## iter  30 value 216.020243
## iter  40 value 212.666186
## iter  50 value 211.133563
## iter  60 value 211.084866
## iter  70 value 211.049354
## iter  80 value 211.040721
## iter  90 value 211.040281
## final  value 211.040260 
## converged
## # weights:  360 (238 variable)
## initial  value 588.769286 
## iter  10 value 326.575854
## iter  20 value 201.791819
## iter  30 value 183.957808
## iter  40 value 178.214724
## iter  50 value 177.557298
## iter  60 value 177.452603
## iter  70 value 177.381620
## iter  80 value 177.372990
## iter  90 value 177.372242
## iter 100 value 177.372139
## final  value 177.372139 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.051371 
## iter  10 value 372.085472
## iter  20 value 213.879122
## iter  30 value 198.418607
## iter  40 value 194.465284
## iter  50 value 193.461905
## iter  60 value 193.376622
## iter  70 value 193.332775
## iter  80 value 193.314141
## iter  90 value 193.309206
## iter 100 value 193.308754
## final  value 193.308754 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.821793 
## iter  10 value 372.879124
## iter  20 value 210.858442
## iter  30 value 195.298946
## iter  40 value 187.277251
## iter  50 value 185.564428
## iter  60 value 185.485289
## iter  70 value 185.460325
## iter  80 value 185.458632
## iter  90 value 185.458431
## iter  90 value 185.458429
## iter  90 value 185.458429
## final  value 185.458429 
## converged
## # weights:  360 (238 variable)
## initial  value 622.810447 
## iter  10 value 389.263881
## iter  20 value 215.340410
## iter  30 value 198.137201
## iter  40 value 194.323980
## iter  50 value 193.608714
## iter  60 value 193.485405
## iter  70 value 193.460738
## iter  80 value 193.444548
## iter  90 value 193.434108
## iter 100 value 193.433574
## final  value 193.433574 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 583.638547 
## iter  10 value 363.079113
## iter  20 value 224.562779
## iter  30 value 209.248793
## iter  40 value 204.851800
## iter  50 value 203.829096
## iter  60 value 203.771373
## iter  70 value 203.712480
## iter  80 value 203.706785
## iter  90 value 203.706336
## final  value 203.706282 
## converged
## # weights:  360 (238 variable)
## initial  value 610.556416 
## iter  10 value 352.670678
## iter  20 value 209.653746
## iter  30 value 193.410791
## iter  40 value 187.197026
## iter  50 value 184.959893
## iter  60 value 184.855170
## iter  70 value 184.790722
## iter  80 value 184.783305
## iter  90 value 184.782751
## final  value 184.782726 
## converged
## # weights:  360 (238 variable)
## initial  value 617.100740 
## iter  10 value 403.085599
## iter  20 value 241.501029
## iter  30 value 217.751259
## iter  40 value 207.685804
## iter  50 value 205.528909
## iter  60 value 205.410819
## iter  70 value 205.373845
## iter  80 value 205.351177
## iter  90 value 205.343779
## iter 100 value 205.343156
## final  value 205.343156 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 576.474716 
## iter  10 value 374.498648
## iter  20 value 240.674691
## iter  30 value 226.985999
## iter  40 value 224.019444
## iter  50 value 222.361418
## iter  60 value 222.257612
## iter  70 value 222.175113
## iter  80 value 222.169794
## iter  90 value 222.169535
## final  value 222.169526 
## converged
## # weights:  360 (238 variable)
## initial  value 606.296217 
## iter  10 value 361.691475
## iter  20 value 223.861569
## iter  30 value 207.209012
## iter  40 value 199.841467
## iter  50 value 198.795967
## iter  60 value 198.754413
## iter  70 value 198.719517
## iter  80 value 198.712857
## iter  90 value 198.712336
## final  value 198.712307 
## converged
## # weights:  360 (238 variable)
## initial  value 633.152344 
## iter  10 value 379.307084
## iter  20 value 232.799653
## iter  30 value 218.671552
## iter  40 value 214.836602
## iter  50 value 214.410037
## iter  60 value 214.367588
## iter  70 value 214.353324
## iter  80 value 214.314683
## iter  90 value 214.311971
## iter 100 value 214.311385
## final  value 214.311385 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.909769 
## iter  10 value 338.478288
## iter  20 value 197.737099
## iter  30 value 180.889387
## iter  40 value 178.273492
## iter  50 value 177.194325
## iter  60 value 177.105670
## iter  70 value 177.070198
## iter  80 value 177.046066
## iter  90 value 177.039220
## iter 100 value 177.036684
## final  value 177.036684 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 647.298515 
## iter  10 value 379.722561
## iter  20 value 228.735621
## iter  30 value 210.883355
## iter  40 value 207.679646
## iter  50 value 206.242276
## iter  60 value 206.041413
## iter  70 value 205.970382
## iter  80 value 205.927694
## iter  90 value 205.921650
## iter 100 value 205.921120
## final  value 205.921120 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.523548 
## iter  10 value 353.463629
## iter  20 value 192.514925
## iter  30 value 176.971340
## iter  40 value 170.840561
## iter  50 value 169.056141
## iter  60 value 168.863034
## iter  70 value 168.751205
## iter  80 value 168.726541
## iter  90 value 168.724663
## iter 100 value 168.724458
## final  value 168.724458 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 616.462666 
## iter  10 value 364.011016
## iter  20 value 225.185823
## iter  30 value 212.693206
## iter  40 value 209.026265
## iter  50 value 207.094191
## iter  60 value 206.910894
## iter  70 value 206.859412
## iter  80 value 206.823754
## iter  90 value 206.821892
## iter 100 value 206.821719
## final  value 206.821719 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 553.429566 
## iter  10 value 287.822972
## iter  20 value 202.728974
## iter  30 value 194.034007
## iter  40 value 192.251778
## iter  50 value 191.757097
## iter  60 value 191.634822
## iter  70 value 191.616871
## iter  80 value 191.616627
## iter  90 value 191.615733
## iter 100 value 191.615127
## final  value 191.615127 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.801402 
## iter  10 value 382.679251
## iter  20 value 230.528724
## iter  30 value 216.126938
## iter  40 value 212.621578
## iter  50 value 211.457652
## iter  60 value 211.414674
## iter  70 value 211.364451
## iter  80 value 211.359703
## iter  90 value 211.359439
## final  value 211.359423 
## converged
## # weights:  360 (238 variable)
## initial  value 649.685031 
## iter  10 value 418.762628
## iter  20 value 217.692947
## iter  30 value 197.329262
## iter  40 value 193.500419
## iter  50 value 192.056522
## iter  60 value 191.930198
## iter  70 value 191.883070
## iter  80 value 191.849890
## iter  90 value 191.834362
## iter 100 value 191.833413
## final  value 191.833413 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 621.871134 
## iter  10 value 343.992820
## iter  20 value 204.621244
## iter  30 value 188.059655
## iter  40 value 185.157462
## iter  50 value 184.236683
## iter  60 value 184.120658
## iter  70 value 184.077800
## iter  80 value 184.074846
## iter  90 value 184.074512
## iter 100 value 184.074431
## final  value 184.074431 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 630.326494 
## iter  10 value 348.920736
## iter  20 value 169.975164
## iter  30 value 156.891628
## iter  40 value 152.914567
## iter  50 value 152.339270
## iter  60 value 152.291626
## iter  70 value 152.254042
## iter  80 value 152.237411
## iter  90 value 152.235589
## iter 100 value 152.235466
## final  value 152.235466 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.300231 
## iter  10 value 377.166110
## iter  20 value 222.815541
## iter  30 value 211.609291
## iter  40 value 208.864746
## iter  50 value 208.030174
## iter  60 value 208.002578
## iter  70 value 207.995418
## iter  80 value 207.987233
## iter  90 value 207.986655
## final  value 207.986597 
## converged
## # weights:  360 (238 variable)
## initial  value 599.397262 
## iter  10 value 332.112478
## iter  20 value 207.240384
## iter  30 value 195.025891
## iter  40 value 191.542611
## iter  50 value 190.224323
## iter  60 value 190.164037
## iter  70 value 190.144629
## iter  80 value 190.124026
## iter  90 value 190.116792
## iter 100 value 190.116299
## final  value 190.116299 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.605834 
## iter  10 value 358.482170
## iter  20 value 228.168859
## iter  30 value 211.979416
## iter  40 value 210.305944
## iter  50 value 208.169038
## iter  60 value 207.680591
## final  value 207.680244 
## converged
## # weights:  360 (238 variable)
## initial  value 593.792471 
## iter  10 value 361.152055
## iter  20 value 216.994869
## iter  30 value 205.296899
## iter  40 value 202.273518
## iter  50 value 201.559194
## iter  60 value 201.468639
## iter  70 value 201.414942
## iter  80 value 201.403439
## iter  90 value 201.401408
## iter 100 value 201.401247
## final  value 201.401247 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.372351 
## iter  10 value 370.197468
## iter  20 value 211.605484
## iter  30 value 199.670583
## iter  40 value 194.841288
## iter  50 value 193.974356
## iter  60 value 193.925406
## iter  70 value 193.880419
## iter  80 value 193.876521
## iter  90 value 193.876247
## final  value 193.876217 
## converged
## # weights:  360 (238 variable)
## initial  value 587.310769 
## iter  10 value 296.091707
## iter  20 value 191.339257
## iter  30 value 178.458377
## iter  40 value 173.703823
## iter  50 value 173.019037
## iter  60 value 172.954016
## iter  70 value 172.913400
## iter  80 value 172.898939
## iter  90 value 172.898174
## iter 100 value 172.898028
## final  value 172.898028 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 632.057137 
## iter  10 value 393.963582
## iter  20 value 216.495554
## iter  30 value 197.476475
## iter  40 value 192.580385
## iter  50 value 190.864472
## iter  60 value 190.762254
## iter  70 value 190.695678
## iter  80 value 190.682761
## iter  90 value 190.668546
## iter 100 value 190.663982
## final  value 190.663982 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 570.772479 
## iter  10 value 358.619939
## iter  20 value 203.628857
## iter  30 value 190.155750
## iter  40 value 187.269963
## iter  50 value 187.001065
## iter  60 value 186.965049
## iter  70 value 186.923647
## iter  80 value 186.917626
## iter  90 value 186.916561
## iter 100 value 186.916476
## final  value 186.916476 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.000478 
## iter  10 value 347.489319
## iter  20 value 203.983270
## iter  30 value 189.356934
## iter  40 value 185.812857
## iter  50 value 184.492653
## iter  60 value 184.430334
## iter  70 value 184.387492
## iter  80 value 184.383945
## iter  90 value 184.383628
## final  value 184.383624 
## converged
## # weights:  360 (238 variable)
## initial  value 629.027494 
## iter  10 value 355.934078
## iter  20 value 217.555095
## iter  30 value 204.236215
## iter  40 value 199.645594
## iter  50 value 198.496417
## iter  60 value 198.462652
## iter  70 value 198.428970
## iter  80 value 198.421345
## iter  90 value 198.420761
## iter 100 value 198.420665
## final  value 198.420665 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 575.726781 
## iter  10 value 373.278894
## iter  20 value 225.481512
## iter  30 value 213.987630
## iter  40 value 208.769152
## iter  50 value 207.062019
## iter  60 value 206.963041
## iter  70 value 206.903023
## iter  80 value 206.882137
## iter  90 value 206.880796
## iter 100 value 206.880638
## final  value 206.880638 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 618.324704 
## iter  10 value 380.785231
## iter  20 value 202.799531
## iter  30 value 186.898693
## iter  40 value 184.297447
## iter  50 value 183.856764
## iter  60 value 183.838824
## iter  70 value 183.810496
## iter  80 value 183.796832
## iter  90 value 183.795799
## iter 100 value 183.795594
## final  value 183.795594 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.463484 
## iter  10 value 376.967036
## iter  20 value 241.770675
## iter  30 value 226.222461
## iter  40 value 221.494066
## iter  50 value 219.835498
## iter  60 value 219.674958
## iter  70 value 219.656995
## iter  80 value 219.649870
## iter  90 value 219.638279
## iter 100 value 219.637784
## final  value 219.637784 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.353106 
## iter  10 value 368.601543
## iter  20 value 202.686645
## iter  30 value 188.915021
## iter  40 value 182.843578
## iter  50 value 179.950850
## iter  60 value 179.781376
## iter  70 value 179.762159
## iter  80 value 179.760361
## final  value 179.760246 
## converged
## # weights:  360 (238 variable)
## initial  value 607.363190 
## iter  10 value 376.686985
## iter  20 value 218.104329
## iter  30 value 190.818428
## iter  40 value 177.246770
## iter  50 value 175.462563
## iter  60 value 174.532990
## iter  70 value 174.204057
## iter  80 value 174.114384
## iter  90 value 174.045202
## iter 100 value 174.021075
## final  value 174.021075 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.890728 
## iter  10 value 359.007254
## iter  20 value 211.376802
## iter  30 value 196.706929
## iter  40 value 189.530102
## iter  50 value 187.704025
## iter  60 value 187.592282
## iter  70 value 187.518877
## iter  80 value 187.507063
## iter  90 value 187.505994
## final  value 187.505883 
## converged
## # weights:  360 (238 variable)
## initial  value 593.063872 
## iter  10 value 330.119822
## iter  20 value 193.196599
## iter  30 value 178.417703
## iter  40 value 173.454234
## iter  50 value 171.874286
## iter  60 value 171.669195
## iter  70 value 171.645767
## iter  80 value 171.639904
## iter  90 value 171.639380
## final  value 171.639351 
## converged
## # weights:  360 (238 variable)
## initial  value 598.581322 
## iter  10 value 367.604384
## iter  20 value 207.649427
## iter  30 value 194.095613
## iter  40 value 188.909400
## iter  50 value 187.403219
## iter  60 value 187.312137
## iter  70 value 187.271199
## iter  80 value 187.260845
## iter  90 value 187.259830
## final  value 187.259763 
## converged
## # weights:  360 (238 variable)
## initial  value 625.226406 
## iter  10 value 364.276491
## iter  20 value 220.106049
## iter  30 value 205.920223
## iter  40 value 202.584148
## iter  50 value 201.831923
## iter  60 value 201.769095
## iter  70 value 201.738635
## iter  80 value 201.737341
## final  value 201.737286 
## converged
## # weights:  360 (238 variable)
## initial  value 602.051399 
## iter  10 value 385.817780
## iter  20 value 217.131767
## iter  30 value 204.461508
## iter  40 value 201.765015
## iter  50 value 201.415067
## iter  60 value 201.351347
## iter  70 value 201.338189
## iter  80 value 201.332674
## iter  90 value 201.314791
## iter 100 value 201.313281
## final  value 201.313281 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 631.075088 
## iter  10 value 402.155374
## iter  20 value 231.990290
## iter  30 value 215.363521
## iter  40 value 211.971488
## iter  50 value 210.853089
## iter  60 value 210.806183
## iter  70 value 210.752069
## iter  80 value 210.742106
## iter  90 value 210.741578
## final  value 210.741554 
## converged
## # weights:  360 (238 variable)
## initial  value 620.658815 
## iter  10 value 368.458654
## iter  20 value 218.601802
## iter  30 value 203.722181
## iter  40 value 200.714372
## iter  50 value 199.627243
## iter  60 value 199.551313
## iter  70 value 199.480927
## iter  80 value 199.468698
## iter  90 value 199.467953
## final  value 199.467891 
## converged
## # weights:  360 (238 variable)
## initial  value 609.074168 
## iter  10 value 362.433803
## iter  20 value 199.906530
## iter  30 value 182.335771
## iter  40 value 177.280853
## iter  50 value 175.225315
## iter  60 value 175.123622
## iter  70 value 175.066123
## iter  80 value 175.058454
## iter  90 value 175.057529
## final  value 175.057452 
## converged
## # weights:  360 (238 variable)
## initial  value 609.059227 
## iter  10 value 356.810560
## iter  20 value 197.359549
## iter  30 value 176.933609
## iter  40 value 172.517871
## iter  50 value 172.092761
## iter  60 value 171.991817
## iter  70 value 171.959905
## iter  80 value 171.937614
## iter  90 value 171.928773
## iter 100 value 171.926133
## final  value 171.926133 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 616.041787 
## iter  10 value 378.295631
## iter  20 value 240.847339
## iter  30 value 223.173602
## iter  40 value 215.425140
## iter  50 value 212.758251
## iter  60 value 212.576724
## iter  70 value 212.519910
## iter  80 value 212.517935
## iter  90 value 212.517760
## iter  90 value 212.517758
## iter  90 value 212.517758
## final  value 212.517758 
## converged
## # weights:  360 (238 variable)
## initial  value 622.450103 
## iter  10 value 357.197733
## iter  20 value 231.593283
## iter  30 value 217.512268
## iter  40 value 212.436460
## iter  50 value 211.204021
## iter  60 value 211.102229
## iter  70 value 211.075230
## iter  80 value 211.073159
## iter  90 value 211.072962
## final  value 211.072958 
## converged
## # weights:  360 (238 variable)
## initial  value 602.719795 
## iter  10 value 367.929570
## iter  20 value 216.335894
## iter  30 value 200.621296
## iter  40 value 197.370970
## iter  50 value 196.329946
## iter  60 value 196.285826
## iter  70 value 196.251997
## iter  80 value 196.240177
## iter  90 value 196.238080
## iter 100 value 196.237883
## final  value 196.237883 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 621.052997 
## iter  10 value 373.102543
## iter  20 value 235.121198
## iter  30 value 216.802936
## iter  40 value 211.841570
## iter  50 value 211.237015
## iter  60 value 211.135355
## iter  70 value 211.078609
## iter  80 value 211.049050
## iter  90 value 211.044301
## iter 100 value 211.042359
## final  value 211.042359 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 643.567848 
## iter  10 value 400.849398
## iter  20 value 239.057377
## iter  30 value 214.059763
## iter  40 value 203.419752
## iter  50 value 202.181186
## iter  60 value 202.092722
## iter  70 value 202.019162
## iter  80 value 202.009047
## iter  90 value 202.008241
## final  value 202.008143 
## converged
## # weights:  360 (238 variable)
## initial  value 608.791605 
## iter  10 value 354.711561
## iter  20 value 196.688604
## iter  30 value 185.520822
## iter  40 value 183.044770
## iter  50 value 181.655345
## iter  60 value 181.614407
## iter  70 value 181.609278
## iter  80 value 181.597528
## iter  90 value 181.596803
## iter 100 value 181.596745
## final  value 181.596745 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 585.038070 
## iter  10 value 383.354739
## iter  20 value 218.157186
## iter  30 value 204.455306
## iter  40 value 201.811823
## iter  50 value 200.992385
## iter  60 value 200.938441
## iter  70 value 200.924275
## iter  80 value 200.915516
## iter  90 value 200.911834
## iter 100 value 200.911515
## final  value 200.911515 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.979205 
## iter  10 value 376.208791
## iter  20 value 205.141590
## iter  30 value 184.891706
## iter  40 value 174.399823
## iter  50 value 173.133830
## iter  60 value 172.995443
## iter  70 value 172.951019
## iter  80 value 172.927790
## iter  90 value 172.924269
## iter 100 value 172.917373
## final  value 172.917373 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.159608 
## iter  10 value 401.029081
## iter  20 value 228.453218
## iter  30 value 214.221378
## iter  40 value 211.995531
## iter  50 value 211.455202
## iter  60 value 211.346982
## iter  70 value 211.318933
## iter  80 value 211.318672
## iter  90 value 211.317952
## final  value 211.317922 
## converged
## # weights:  360 (238 variable)
## initial  value 605.819969 
## iter  10 value 343.009244
## iter  20 value 214.278403
## iter  30 value 201.893423
## iter  40 value 197.336546
## iter  50 value 196.300580
## iter  60 value 196.281460
## iter  70 value 196.266416
## iter  80 value 196.265833
## final  value 196.265786 
## converged
## # weights:  360 (238 variable)
## initial  value 594.870979 
## iter  10 value 337.347090
## iter  20 value 205.259403
## iter  30 value 192.797053
## iter  40 value 189.568435
## iter  50 value 188.493417
## iter  60 value 188.392810
## iter  70 value 188.333335
## iter  80 value 188.311893
## iter  90 value 188.303883
## iter 100 value 188.302625
## final  value 188.302625 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.826509 
## iter  10 value 313.721608
## iter  20 value 203.748895
## iter  30 value 186.546198
## iter  40 value 179.708318
## iter  50 value 178.222116
## iter  60 value 178.110586
## iter  70 value 178.044005
## iter  80 value 178.020421
## iter  90 value 178.018314
## iter 100 value 178.018031
## final  value 178.018031 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 614.053629 
## iter  10 value 353.227948
## iter  20 value 226.735267
## iter  30 value 211.602643
## iter  40 value 207.239302
## iter  50 value 206.045430
## iter  60 value 205.991646
## iter  70 value 205.944742
## iter  80 value 205.934478
## iter  90 value 205.933895
## final  value 205.933830 
## converged
## # weights:  360 (238 variable)
## initial  value 610.569819 
## iter  10 value 376.793707
## iter  20 value 221.324004
## iter  30 value 203.555767
## iter  40 value 196.391856
## iter  50 value 194.726071
## iter  60 value 194.567201
## iter  70 value 194.519578
## iter  80 value 194.499105
## iter  90 value 194.486886
## iter 100 value 194.485982
## final  value 194.485982 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 574.271559 
## iter  10 value 347.702703
## iter  20 value 221.885688
## iter  30 value 201.530894
## iter  40 value 195.540001
## iter  50 value 193.048475
## iter  60 value 192.719588
## iter  70 value 192.649630
## iter  80 value 192.638251
## iter  90 value 192.629617
## iter 100 value 192.626497
## final  value 192.626497 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 575.907173 
## iter  10 value 362.044548
## iter  20 value 202.655823
## iter  30 value 188.509426
## iter  40 value 182.548800
## iter  50 value 179.929575
## iter  60 value 179.810909
## iter  70 value 179.744905
## iter  80 value 179.731279
## iter  90 value 179.730102
## iter 100 value 179.729893
## final  value 179.729893 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.845888 
## iter  10 value 344.385901
## iter  20 value 208.774060
## iter  30 value 196.782490
## iter  40 value 194.305329
## iter  50 value 192.550884
## iter  60 value 192.425192
## iter  70 value 192.424647
## iter  80 value 192.424297
## iter  90 value 192.422840
## iter 100 value 192.422765
## final  value 192.422765 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.581633 
## iter  10 value 409.136024
## iter  20 value 209.917589
## iter  30 value 198.712113
## iter  40 value 196.340049
## iter  50 value 195.210020
## iter  60 value 195.147847
## iter  70 value 195.131709
## iter  80 value 195.119623
## iter  90 value 195.119229
## final  value 195.119208 
## converged
## # weights:  360 (238 variable)
## initial  value 591.258302 
## iter  10 value 332.719243
## iter  20 value 209.663180
## iter  30 value 194.994495
## iter  40 value 187.680400
## iter  50 value 186.981777
## iter  60 value 186.899314
## iter  70 value 186.895264
## iter  80 value 186.895070
## iter  80 value 186.895068
## iter  80 value 186.895068
## final  value 186.895068 
## converged
## # weights:  360 (238 variable)
## initial  value 608.916298 
## iter  10 value 374.676029
## iter  20 value 191.289437
## iter  30 value 173.600225
## iter  40 value 170.118018
## iter  50 value 168.121494
## iter  60 value 167.265980
## iter  70 value 167.212188
## iter  80 value 167.205138
## iter  90 value 167.203529
## iter 100 value 167.201555
## final  value 167.201555 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 641.738988 
## iter  10 value 459.277824
## iter  20 value 219.293181
## iter  30 value 204.523365
## iter  40 value 199.061811
## iter  50 value 197.527531
## iter  60 value 197.415504
## iter  70 value 197.326330
## iter  80 value 197.319511
## iter  90 value 197.319059
## final  value 197.319051 
## converged
## # weights:  360 (238 variable)
## initial  value 592.261775 
## iter  10 value 352.777933
## iter  20 value 188.637969
## iter  30 value 162.575021
## iter  40 value 150.552199
## iter  50 value 149.816560
## iter  60 value 149.706493
## iter  70 value 149.669639
## iter  80 value 149.650713
## iter  90 value 149.642302
## iter 100 value 149.638856
## final  value 149.638856 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.205252 
## iter  10 value 373.535721
## iter  20 value 227.682632
## iter  30 value 213.709423
## iter  40 value 209.477210
## iter  50 value 207.906470
## iter  60 value 207.849151
## iter  70 value 207.798792
## iter  80 value 207.784907
## iter  90 value 207.783751
## iter 100 value 207.783587
## final  value 207.783587 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 593.796756 
## iter  10 value 349.449329
## iter  20 value 214.106416
## iter  30 value 198.277997
## iter  40 value 191.458880
## iter  50 value 190.259973
## iter  60 value 190.205948
## iter  70 value 190.159709
## iter  80 value 190.147908
## iter  90 value 190.146805
## iter 100 value 190.146658
## final  value 190.146658 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 573.958784 
## iter  10 value 339.439619
## iter  20 value 196.515744
## iter  30 value 183.368207
## iter  40 value 179.926816
## iter  50 value 179.094722
## iter  60 value 179.075184
## iter  70 value 179.051242
## iter  80 value 179.044051
## iter  90 value 179.043762
## final  value 179.043748 
## converged
## # weights:  360 (238 variable)
## initial  value 590.612978 
## iter  10 value 366.322527
## iter  20 value 229.156633
## iter  30 value 213.025063
## iter  40 value 209.309829
## iter  50 value 208.312270
## iter  60 value 208.214544
## iter  70 value 208.127250
## iter  80 value 208.115413
## iter  90 value 208.114884
## final  value 208.114806 
## converged
## # weights:  360 (238 variable)
## initial  value 620.412177 
## iter  10 value 371.407458
## iter  20 value 215.446912
## iter  30 value 197.068831
## iter  40 value 189.754527
## iter  50 value 188.614444
## iter  60 value 188.527573
## iter  70 value 188.475692
## iter  80 value 188.458622
## iter  90 value 188.457566
## iter 100 value 188.457414
## final  value 188.457414 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.250319 
## iter  10 value 370.564406
## iter  20 value 198.621136
## iter  30 value 186.640357
## iter  40 value 183.960531
## iter  50 value 181.533761
## iter  60 value 181.394928
## iter  70 value 181.354737
## iter  80 value 181.343795
## iter  90 value 181.342974
## final  value 181.342924 
## converged
## # weights:  360 (238 variable)
## initial  value 643.642773 
## iter  10 value 347.833632
## iter  20 value 213.191101
## iter  30 value 199.034732
## iter  40 value 195.413597
## iter  50 value 194.633164
## iter  60 value 194.562575
## iter  70 value 194.530015
## iter  80 value 194.528697
## final  value 194.528562 
## converged
## # weights:  360 (238 variable)
## initial  value 565.931774 
## iter  10 value 320.200806
## iter  20 value 197.321135
## iter  30 value 184.323900
## iter  40 value 177.941395
## iter  50 value 177.146665
## iter  60 value 177.018679
## iter  70 value 176.977022
## iter  80 value 176.968395
## iter  90 value 176.967760
## final  value 176.967708 
## converged
## # weights:  360 (238 variable)
## initial  value 631.691300 
## iter  10 value 386.143197
## iter  20 value 210.328392
## iter  30 value 194.150544
## iter  40 value 185.101260
## iter  50 value 183.393255
## iter  60 value 183.296620
## iter  70 value 183.270123
## iter  80 value 183.266570
## iter  90 value 183.266355
## iter  90 value 183.266353
## iter  90 value 183.266353
## final  value 183.266353 
## converged
## # weights:  360 (238 variable)
## initial  value 622.677296 
## iter  10 value 372.705459
## iter  20 value 236.672812
## iter  30 value 216.765705
## iter  40 value 207.246396
## iter  50 value 205.520869
## iter  60 value 205.416858
## iter  70 value 205.343342
## iter  80 value 205.331511
## iter  90 value 205.330617
## final  value 205.330527 
## converged
## # weights:  360 (238 variable)
## initial  value 585.110029 
## iter  10 value 388.164358
## iter  20 value 193.342601
## iter  30 value 180.492526
## iter  40 value 177.328303
## iter  50 value 175.845832
## iter  60 value 175.483529
## iter  70 value 175.451543
## iter  80 value 175.449470
## iter  90 value 175.448308
## iter 100 value 175.448205
## final  value 175.448205 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 645.597644 
## iter  10 value 379.820343
## iter  20 value 220.091192
## iter  30 value 201.347410
## iter  40 value 196.949955
## iter  50 value 195.720243
## iter  60 value 195.607760
## iter  70 value 195.564688
## iter  80 value 195.541277
## iter  90 value 195.535988
## iter 100 value 195.529338
## final  value 195.529338 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.891489 
## iter  10 value 362.920218
## iter  20 value 205.249951
## iter  30 value 191.110009
## iter  40 value 187.214106
## iter  50 value 185.166213
## iter  60 value 185.104274
## iter  70 value 185.080899
## iter  80 value 185.067467
## iter  90 value 185.066153
## iter 100 value 185.066002
## final  value 185.066002 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.274909 
## iter  10 value 355.379446
## iter  20 value 196.596878
## iter  30 value 180.450811
## iter  40 value 177.090976
## iter  50 value 175.560135
## iter  60 value 175.520880
## iter  70 value 175.488878
## iter  80 value 175.476660
## iter  90 value 175.475905
## iter 100 value 175.475818
## final  value 175.475818 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 617.599510 
## iter  10 value 340.133968
## iter  20 value 207.876938
## iter  30 value 191.748913
## iter  40 value 184.943656
## iter  50 value 183.769127
## iter  60 value 183.664239
## iter  70 value 183.600342
## iter  80 value 183.596346
## iter  90 value 183.596001
## final  value 183.595997 
## converged
## # weights:  360 (238 variable)
## initial  value 613.330852 
## iter  10 value 386.135316
## iter  20 value 222.232654
## iter  30 value 205.863191
## iter  40 value 201.714614
## iter  50 value 200.555171
## iter  60 value 200.497357
## iter  70 value 200.475247
## iter  80 value 200.454835
## iter  90 value 200.445958
## iter 100 value 200.445530
## final  value 200.445530 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.469484 
## iter  10 value 394.975317
## iter  20 value 210.446971
## iter  30 value 196.488050
## iter  40 value 191.922402
## iter  50 value 190.719904
## iter  60 value 190.660263
## iter  70 value 190.617950
## iter  80 value 190.593942
## iter  90 value 190.591332
## iter 100 value 190.591000
## final  value 190.591000 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.161911 
## iter  10 value 366.898826
## iter  20 value 208.897508
## iter  30 value 194.839279
## iter  40 value 192.491058
## iter  50 value 192.124294
## iter  60 value 192.075869
## iter  70 value 192.009036
## iter  80 value 191.877999
## iter  90 value 191.868655
## iter 100 value 191.867866
## final  value 191.867866 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 575.013452 
## iter  10 value 326.322612
## iter  20 value 190.211263
## iter  30 value 174.490645
## iter  40 value 168.432367
## iter  50 value 167.067318
## iter  60 value 166.792119
## iter  70 value 166.752769
## iter  80 value 166.738860
## iter  90 value 166.735458
## iter 100 value 166.735081
## final  value 166.735081 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 616.585381 
## iter  10 value 374.057701
## iter  20 value 216.633986
## iter  30 value 199.900725
## iter  40 value 196.422635
## iter  50 value 195.255187
## iter  60 value 195.132878
## iter  70 value 195.085363
## iter  80 value 195.063911
## iter  90 value 195.062073
## iter 100 value 195.061879
## final  value 195.061879 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 616.410921 
## iter  10 value 377.331518
## iter  20 value 237.806814
## iter  30 value 217.920609
## iter  40 value 212.852918
## iter  50 value 211.555661
## iter  60 value 211.447157
## iter  70 value 211.359311
## iter  80 value 211.354293
## iter  90 value 211.353965
## final  value 211.353953 
## converged
## # weights:  360 (238 variable)
## initial  value 608.395775 
## iter  10 value 358.858094
## iter  20 value 201.971612
## iter  30 value 188.281788
## iter  40 value 185.575253
## iter  50 value 184.423796
## iter  60 value 184.406565
## iter  70 value 184.379033
## iter  80 value 184.377602
## iter  90 value 184.377507
## iter  90 value 184.377505
## iter  90 value 184.377505
## final  value 184.377505 
## converged
## # weights:  360 (238 variable)
## initial  value 665.323667 
## iter  10 value 440.764826
## iter  20 value 252.070589
## iter  30 value 235.333166
## iter  40 value 230.847031
## iter  50 value 228.224287
## iter  60 value 228.122388
## iter  70 value 228.073786
## iter  80 value 228.065193
## iter  90 value 228.064667
## final  value 228.064639 
## converged
## # weights:  360 (238 variable)
## initial  value 593.780826 
## iter  10 value 362.829653
## iter  20 value 218.722495
## iter  30 value 203.739272
## iter  40 value 198.774315
## iter  50 value 197.826929
## iter  60 value 197.736317
## iter  70 value 197.696325
## iter  80 value 197.694882
## iter  90 value 197.694723
## iter  90 value 197.694722
## iter  90 value 197.694721
## final  value 197.694721 
## converged
## # weights:  360 (238 variable)
## initial  value 579.919745 
## iter  10 value 378.885632
## iter  20 value 234.371963
## iter  30 value 219.272883
## iter  40 value 213.289554
## iter  50 value 211.988720
## iter  60 value 211.959856
## iter  70 value 211.931038
## iter  80 value 211.928785
## final  value 211.928633 
## converged
## # weights:  360 (238 variable)
## initial  value 582.011942 
## iter  10 value 377.917043
## iter  20 value 222.040155
## iter  30 value 208.362893
## iter  40 value 203.682044
## iter  50 value 202.536657
## iter  60 value 202.509353
## iter  70 value 202.475027
## iter  80 value 202.471877
## iter  90 value 202.471639
## final  value 202.471636 
## converged
## # weights:  360 (238 variable)
## initial  value 565.922545 
## iter  10 value 308.557875
## iter  20 value 199.174945
## iter  30 value 184.860351
## iter  40 value 181.101335
## iter  50 value 179.423693
## iter  60 value 179.319724
## iter  70 value 179.271329
## iter  80 value 179.244656
## iter  90 value 179.235203
## iter 100 value 179.234028
## final  value 179.234028 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 620.934237 
## iter  10 value 389.267168
## iter  20 value 222.083727
## iter  30 value 205.198398
## iter  40 value 201.114885
## iter  50 value 200.075081
## iter  60 value 199.953515
## iter  70 value 199.895187
## iter  80 value 199.868367
## iter  90 value 199.862022
## iter 100 value 199.861565
## final  value 199.861565 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 624.381793 
## iter  10 value 365.004443
## iter  20 value 218.426954
## iter  30 value 202.689997
## iter  40 value 198.011146
## iter  50 value 197.081020
## iter  60 value 196.984721
## iter  70 value 196.937618
## iter  80 value 196.914740
## iter  90 value 196.913793
## iter 100 value 196.913659
## final  value 196.913659 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.974119 
## iter  10 value 355.162434
## iter  20 value 191.372095
## iter  30 value 178.252599
## iter  40 value 174.350369
## iter  50 value 173.763467
## iter  60 value 173.581930
## iter  70 value 173.528042
## iter  80 value 173.527670
## iter  90 value 173.527028
## iter 100 value 173.525209
## final  value 173.525209 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 610.305493 
## iter  10 value 378.868789
## iter  20 value 212.510400
## iter  30 value 195.519978
## iter  40 value 189.609697
## iter  50 value 188.258383
## iter  60 value 188.150099
## iter  70 value 188.117334
## iter  80 value 188.088191
## iter  90 value 188.074105
## iter 100 value 188.070770
## final  value 188.070770 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 657.644367 
## iter  10 value 403.317044
## iter  20 value 237.391598
## iter  30 value 221.816194
## iter  40 value 217.358104
## iter  50 value 216.215704
## iter  60 value 216.111095
## iter  70 value 216.048732
## iter  80 value 216.028690
## iter  90 value 216.027116
## final  value 216.026975 
## converged
## # weights:  360 (238 variable)
## initial  value 606.046173 
## iter  10 value 396.231076
## iter  20 value 221.716335
## iter  30 value 208.535621
## iter  40 value 204.471750
## iter  50 value 203.337007
## iter  60 value 203.227407
## iter  70 value 203.139065
## iter  80 value 203.128330
## iter  90 value 203.125242
## iter 100 value 203.124892
## final  value 203.124892 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 610.696379 
## iter  10 value 392.252109
## iter  20 value 216.493606
## iter  30 value 199.589022
## iter  40 value 194.541348
## iter  50 value 193.114405
## iter  60 value 193.026666
## iter  70 value 192.946256
## iter  80 value 192.934097
## iter  90 value 192.933180
## final  value 192.933132 
## converged
## # weights:  360 (238 variable)
## initial  value 588.421466 
## iter  10 value 357.278193
## iter  20 value 223.284823
## iter  30 value 210.727025
## iter  40 value 209.030363
## iter  50 value 208.285898
## iter  60 value 208.241614
## iter  70 value 208.210441
## iter  80 value 208.204850
## iter  90 value 208.204507
## iter 100 value 208.204433
## final  value 208.204433 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 564.698801 
## iter  10 value 320.850614
## iter  20 value 202.948991
## iter  30 value 187.643955
## iter  40 value 183.921734
## iter  50 value 183.326811
## iter  60 value 183.193746
## iter  70 value 183.162854
## iter  80 value 183.161332
## iter  90 value 183.161114
## iter  90 value 183.161113
## iter  90 value 183.161113
## final  value 183.161113 
## converged
## # weights:  360 (238 variable)
## initial  value 586.899119 
## iter  10 value 362.501683
## iter  20 value 209.813161
## iter  30 value 197.717860
## iter  40 value 193.144614
## iter  50 value 191.260071
## iter  60 value 191.213737
## iter  70 value 191.170179
## iter  80 value 191.158296
## iter  90 value 191.157655
## iter 100 value 191.157529
## final  value 191.157529 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 620.258811 
## iter  10 value 387.158360
## iter  20 value 232.488558
## iter  30 value 216.548374
## iter  40 value 208.427309
## iter  50 value 207.111347
## iter  60 value 207.058186
## iter  70 value 207.010113
## iter  80 value 207.004312
## iter  90 value 207.003993
## final  value 207.003986 
## converged
## # weights:  360 (238 variable)
## initial  value 593.027618 
## iter  10 value 371.240460
## iter  20 value 200.042372
## iter  30 value 184.825026
## iter  40 value 179.022440
## iter  50 value 176.511328
## iter  60 value 176.130990
## iter  70 value 176.068207
## iter  80 value 176.059657
## iter  90 value 176.056503
## iter 100 value 176.054442
## final  value 176.054442 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.752977 
## iter  10 value 380.716571
## iter  20 value 221.829438
## iter  30 value 205.701472
## iter  40 value 201.069476
## iter  50 value 200.402003
## iter  60 value 200.301120
## iter  70 value 200.246904
## iter  80 value 200.218733
## iter  90 value 200.212524
## iter 100 value 200.208657
## final  value 200.208657 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.334938 
## iter  10 value 311.021625
## iter  20 value 214.062766
## iter  30 value 193.752891
## iter  40 value 188.459828
## iter  50 value 187.987122
## iter  60 value 187.851484
## iter  70 value 187.821890
## iter  80 value 187.820092
## iter  90 value 187.819898
## iter  90 value 187.819896
## iter  90 value 187.819896
## final  value 187.819896 
## converged
## # weights:  360 (238 variable)
## initial  value 605.005568 
## iter  10 value 355.031823
## iter  20 value 214.737723
## iter  30 value 196.431363
## iter  40 value 192.502666
## iter  50 value 191.412839
## iter  60 value 191.312317
## iter  70 value 191.259380
## iter  80 value 191.237665
## iter  90 value 191.227132
## iter 100 value 191.226473
## final  value 191.226473 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 582.086318 
## iter  10 value 345.397926
## iter  20 value 204.573796
## iter  30 value 189.464568
## iter  40 value 185.423398
## iter  50 value 184.398621
## iter  60 value 184.285690
## iter  70 value 184.201187
## iter  80 value 184.181765
## iter  90 value 184.180343
## iter 100 value 184.180108
## final  value 184.180108 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 573.857382 
## iter  10 value 346.901765
## iter  20 value 214.381206
## iter  30 value 199.038918
## iter  40 value 195.789031
## iter  50 value 193.546432
## iter  60 value 193.324873
## iter  70 value 193.273937
## iter  80 value 193.255073
## iter  90 value 193.247109
## iter 100 value 193.242007
## final  value 193.242007 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 557.695477 
## iter  10 value 360.972137
## iter  20 value 215.320762
## iter  30 value 203.003968
## iter  40 value 201.464612
## iter  50 value 200.720673
## iter  60 value 200.596622
## iter  70 value 200.595886
## iter  80 value 200.594995
## iter  90 value 200.593998
## final  value 200.593978 
## converged
## # weights:  360 (238 variable)
## initial  value 583.569555 
## iter  10 value 377.552608
## iter  20 value 245.812793
## iter  30 value 231.518573
## iter  40 value 225.624901
## iter  50 value 224.122409
## iter  60 value 224.089653
## iter  70 value 224.050956
## iter  80 value 224.046544
## iter  90 value 224.046247
## final  value 224.046226 
## converged
## # weights:  360 (238 variable)
## initial  value 616.914854 
## iter  10 value 401.340879
## iter  20 value 226.380884
## iter  30 value 213.229664
## iter  40 value 207.353920
## iter  50 value 206.590354
## iter  60 value 206.550020
## iter  70 value 206.519969
## iter  80 value 206.518204
## iter  90 value 206.517989
## final  value 206.517985 
## converged
## # weights:  360 (238 variable)
## initial  value 617.507446 
## iter  10 value 395.587749
## iter  20 value 243.084511
## iter  30 value 224.590251
## iter  40 value 218.015789
## iter  50 value 216.540083
## iter  60 value 216.477092
## iter  70 value 216.422361
## iter  80 value 216.411425
## iter  90 value 216.410312
## iter 100 value 216.410121
## final  value 216.410121 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.665293 
## iter  10 value 367.264429
## iter  20 value 213.037653
## iter  30 value 198.716404
## iter  40 value 193.105226
## iter  50 value 192.005234
## iter  60 value 191.917777
## iter  70 value 191.868694
## iter  80 value 191.861065
## iter  90 value 191.860519
## final  value 191.860475 
## converged
## # weights:  360 (238 variable)
## initial  value 619.572288 
## iter  10 value 375.676892
## iter  20 value 207.901352
## iter  30 value 188.340287
## iter  40 value 178.168491
## iter  50 value 177.011429
## iter  60 value 176.905123
## iter  70 value 176.833674
## iter  80 value 176.792536
## iter  90 value 176.787285
## iter 100 value 176.786832
## final  value 176.786832 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 577.305707 
## iter  10 value 363.762951
## iter  20 value 200.511765
## iter  30 value 185.618212
## iter  40 value 183.494238
## iter  50 value 182.942895
## iter  60 value 182.847297
## iter  70 value 182.760984
## iter  80 value 182.759718
## iter  90 value 182.759624
## iter 100 value 182.759192
## final  value 182.759192 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.794315 
## iter  10 value 345.817009
## iter  20 value 201.122056
## iter  30 value 189.108607
## iter  40 value 186.516983
## iter  50 value 185.530172
## iter  60 value 185.499881
## iter  70 value 185.472456
## iter  80 value 185.465928
## iter  90 value 185.465495
## final  value 185.465438 
## converged
## # weights:  360 (238 variable)
## initial  value 575.074315 
## iter  10 value 297.170245
## iter  20 value 185.109865
## iter  30 value 172.283915
## iter  40 value 166.478032
## iter  50 value 165.437336
## iter  60 value 165.331122
## iter  70 value 165.288696
## iter  80 value 165.286521
## iter  90 value 165.286285
## final  value 165.286266 
## converged
## # weights:  360 (238 variable)
## initial  value 617.354519 
## iter  10 value 462.381044
## iter  20 value 216.818098
## iter  30 value 197.477470
## iter  40 value 185.267527
## iter  50 value 183.675705
## iter  60 value 183.393401
## iter  70 value 183.333353
## iter  80 value 183.299815
## iter  90 value 183.282714
## iter 100 value 183.268557
## final  value 183.268557 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 610.366356 
## iter  10 value 425.417044
## iter  20 value 231.853380
## iter  30 value 213.434597
## iter  40 value 205.016860
## iter  50 value 204.366780
## iter  60 value 204.260116
## iter  70 value 204.204452
## iter  80 value 204.200152
## iter  90 value 204.199785
## final  value 204.199775 
## converged
## # weights:  360 (238 variable)
## initial  value 593.159671 
## iter  10 value 356.129607
## iter  20 value 212.466100
## iter  30 value 192.677479
## iter  40 value 185.775031
## iter  50 value 185.131938
## iter  60 value 185.029015
## iter  70 value 184.971002
## iter  80 value 184.933726
## iter  90 value 184.925824
## iter 100 value 184.922114
## final  value 184.922114 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 578.179873 
## iter  10 value 353.680391
## iter  20 value 193.029051
## iter  30 value 178.796651
## iter  40 value 174.992285
## iter  50 value 173.539750
## iter  60 value 173.489653
## iter  70 value 173.453141
## iter  80 value 173.451381
## final  value 173.451304 
## converged
## # weights:  360 (238 variable)
## initial  value 616.153736 
## iter  10 value 356.171280
## iter  20 value 199.300295
## iter  30 value 186.225799
## iter  40 value 184.208919
## iter  50 value 183.367105
## iter  60 value 183.002862
## iter  70 value 182.972456
## iter  80 value 182.971007
## final  value 182.970992 
## converged
## # weights:  360 (238 variable)
## initial  value 613.858735 
## iter  10 value 421.735651
## iter  20 value 225.750361
## iter  30 value 209.493086
## iter  40 value 202.517843
## iter  50 value 201.282063
## iter  60 value 201.198784
## iter  70 value 201.146239
## iter  80 value 201.130530
## iter  90 value 201.129577
## final  value 201.129499 
## converged
## # weights:  360 (238 variable)
## initial  value 602.159063 
## iter  10 value 344.536502
## iter  20 value 214.533105
## iter  30 value 201.876931
## iter  40 value 197.916721
## iter  50 value 196.418236
## iter  60 value 196.357489
## iter  70 value 196.304916
## iter  80 value 196.300354
## iter  90 value 196.300007
## final  value 196.299985 
## converged
## # weights:  360 (238 variable)
## initial  value 637.995027 
## iter  10 value 391.782064
## iter  20 value 239.369150
## iter  30 value 222.876472
## iter  40 value 215.328966
## iter  50 value 213.370801
## iter  60 value 213.212878
## iter  70 value 213.188310
## iter  80 value 213.187151
## final  value 213.187068 
## converged
## # weights:  360 (238 variable)
## initial  value 595.854237 
## iter  10 value 320.502402
## iter  20 value 203.740914
## iter  30 value 191.925386
## iter  40 value 190.019834
## iter  50 value 188.185055
## iter  60 value 187.891656
## iter  70 value 187.877354
## iter  80 value 187.867616
## iter  90 value 187.863192
## iter 100 value 187.863033
## final  value 187.863033 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.021250 
## iter  10 value 341.721999
## iter  20 value 202.438775
## iter  30 value 190.834399
## iter  40 value 189.190087
## iter  50 value 188.884113
## iter  60 value 188.815730
## iter  70 value 188.762599
## iter  80 value 188.760674
## iter  90 value 188.760226
## final  value 188.760222 
## converged
## # weights:  360 (238 variable)
## initial  value 605.047425 
## iter  10 value 366.526573
## iter  20 value 194.405295
## iter  30 value 175.551707
## iter  40 value 167.857408
## iter  50 value 166.122026
## iter  60 value 165.883444
## iter  70 value 165.824787
## iter  80 value 165.792809
## iter  90 value 165.785749
## iter 100 value 165.780240
## final  value 165.780240 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 590.067846 
## iter  10 value 386.617908
## iter  20 value 228.053899
## iter  30 value 214.190170
## iter  40 value 211.814205
## iter  50 value 209.928736
## iter  60 value 209.872137
## iter  70 value 209.860781
## iter  80 value 209.854933
## iter  90 value 209.854625
## final  value 209.854610 
## converged
## # weights:  360 (238 variable)
## initial  value 543.717723 
## iter  10 value 321.656715
## iter  20 value 212.525540
## iter  30 value 196.326300
## iter  40 value 188.633292
## iter  50 value 187.469958
## iter  60 value 187.317168
## iter  70 value 187.259909
## iter  80 value 187.229521
## iter  90 value 187.224441
## iter 100 value 187.223834
## final  value 187.223834 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.314775 
## iter  10 value 358.896048
## iter  20 value 212.936635
## iter  30 value 197.418878
## iter  40 value 192.776416
## iter  50 value 191.042847
## iter  60 value 190.783522
## iter  70 value 190.761798
## iter  80 value 190.754610
## iter  90 value 190.754015
## iter 100 value 190.753911
## final  value 190.753911 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.425543 
## iter  10 value 369.114759
## iter  20 value 213.564494
## iter  30 value 193.809367
## iter  40 value 188.034469
## iter  50 value 187.058286
## iter  60 value 186.961656
## iter  70 value 186.856876
## iter  80 value 186.823116
## iter  90 value 186.818853
## iter 100 value 186.818463
## final  value 186.818463 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.802869 
## iter  10 value 383.955479
## iter  20 value 219.831082
## iter  30 value 202.664875
## iter  40 value 199.392214
## iter  50 value 198.698949
## iter  60 value 198.533304
## iter  70 value 198.503220
## iter  80 value 198.500876
## iter  90 value 198.498708
## iter 100 value 198.496543
## final  value 198.496543 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.370036 
## iter  10 value 410.018378
## iter  20 value 213.103921
## iter  30 value 194.598580
## iter  40 value 187.499652
## iter  50 value 186.209294
## iter  60 value 186.104523
## iter  70 value 186.040406
## iter  80 value 186.028363
## iter  90 value 186.027462
## final  value 186.027371 
## converged
## # weights:  360 (238 variable)
## initial  value 594.099204 
## iter  10 value 358.879899
## iter  20 value 224.694948
## iter  30 value 213.291662
## iter  40 value 210.866817
## iter  50 value 208.510771
## iter  60 value 208.344322
## iter  70 value 208.333183
## iter  80 value 208.332515
## final  value 208.332497 
## converged
## # weights:  360 (238 variable)
## initial  value 611.912653 
## iter  10 value 378.074910
## iter  20 value 228.627766
## iter  30 value 213.757544
## iter  40 value 208.973574
## iter  50 value 206.790957
## iter  60 value 206.710807
## iter  70 value 206.697217
## iter  80 value 206.688104
## iter  90 value 206.687338
## final  value 206.687263 
## converged
## # weights:  360 (238 variable)
## initial  value 591.772343 
## iter  10 value 355.122517
## iter  20 value 207.931027
## iter  30 value 197.388445
## iter  40 value 195.332406
## iter  50 value 194.849311
## iter  60 value 194.815323
## iter  70 value 194.771844
## iter  80 value 194.770257
## iter  90 value 194.769301
## final  value 194.769266 
## converged
## # weights:  360 (238 variable)
## initial  value 623.554647 
## iter  10 value 377.956091
## iter  20 value 211.313578
## iter  30 value 193.912314
## iter  40 value 186.421463
## iter  50 value 184.032810
## iter  60 value 183.948582
## iter  70 value 183.909247
## iter  80 value 183.884422
## iter  90 value 183.880750
## iter 100 value 183.880290
## final  value 183.880290 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.741222 
## iter  10 value 374.284388
## iter  20 value 214.058843
## iter  30 value 202.682440
## iter  40 value 199.297573
## iter  50 value 197.410993
## iter  60 value 197.383633
## iter  70 value 197.353378
## iter  80 value 197.350521
## iter  90 value 197.350335
## final  value 197.350330 
## converged
## # weights:  360 (238 variable)
## initial  value 617.912614 
## iter  10 value 345.103053
## iter  20 value 206.438280
## iter  30 value 187.912277
## iter  40 value 182.304609
## iter  50 value 181.378017
## iter  60 value 181.326750
## iter  70 value 181.276208
## iter  80 value 181.272128
## iter  90 value 181.270570
## iter 100 value 181.270494
## final  value 181.270494 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 624.337519 
## iter  10 value 364.248380
## iter  20 value 218.059296
## iter  30 value 203.117167
## iter  40 value 199.912440
## iter  50 value 199.110097
## iter  60 value 199.018964
## iter  70 value 198.984117
## iter  80 value 198.966234
## iter  90 value 198.965327
## iter 100 value 198.965224
## final  value 198.965224 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 610.838979 
## iter  10 value 398.421250
## iter  20 value 225.134235
## iter  30 value 209.991363
## iter  40 value 204.865116
## iter  50 value 202.935947
## iter  60 value 202.821490
## iter  70 value 202.786310
## iter  80 value 202.783464
## iter  90 value 202.783324
## iter  90 value 202.783322
## iter  90 value 202.783322
## final  value 202.783322 
## converged
## # weights:  360 (238 variable)
## initial  value 617.154791 
## iter  10 value 363.481712
## iter  20 value 175.290236
## iter  30 value 158.497741
## iter  40 value 154.904406
## iter  50 value 153.295045
## iter  60 value 153.142100
## iter  70 value 153.119115
## iter  80 value 153.093752
## iter  90 value 153.085875
## iter 100 value 153.084426
## final  value 153.084426 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 594.152706 
## iter  10 value 417.005548
## iter  20 value 216.205061
## iter  30 value 198.490475
## iter  40 value 192.284924
## iter  50 value 190.202872
## iter  60 value 190.049551
## iter  70 value 190.000877
## iter  80 value 189.963312
## iter  90 value 189.945861
## iter 100 value 189.944647
## final  value 189.944647 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 629.226453 
## iter  10 value 373.865350
## iter  20 value 228.050554
## iter  30 value 208.411565
## iter  40 value 199.522704
## iter  50 value 197.777460
## iter  60 value 197.689595
## iter  70 value 197.654477
## iter  80 value 197.635570
## iter  90 value 197.631172
## iter 100 value 197.630712
## final  value 197.630712 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.597371 
## iter  10 value 373.804878
## iter  20 value 230.081621
## iter  30 value 212.690785
## iter  40 value 207.383923
## iter  50 value 205.986601
## iter  60 value 205.904902
## iter  70 value 205.843670
## iter  80 value 205.835426
## iter  90 value 205.834590
## final  value 205.834576 
## converged
## # weights:  360 (238 variable)
## initial  value 608.850821 
## iter  10 value 363.633912
## iter  20 value 207.211491
## iter  30 value 193.393961
## iter  40 value 190.645522
## iter  50 value 189.756084
## iter  60 value 189.686577
## iter  70 value 189.660564
## iter  80 value 189.635377
## iter  90 value 189.633677
## iter 100 value 189.633545
## final  value 189.633545 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.199292 
## iter  10 value 343.682175
## iter  20 value 207.814489
## iter  30 value 194.417979
## iter  40 value 189.294745
## iter  50 value 187.568631
## iter  60 value 187.502341
## iter  70 value 187.461488
## iter  80 value 187.446870
## iter  90 value 187.445847
## iter 100 value 187.445718
## final  value 187.445718 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.189060 
## iter  10 value 377.430046
## iter  20 value 227.078857
## iter  30 value 208.060799
## iter  40 value 199.502411
## iter  50 value 196.872222
## iter  60 value 196.486429
## iter  70 value 196.439827
## iter  80 value 196.431848
## iter  90 value 196.429605
## iter 100 value 196.429276
## final  value 196.429276 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 610.633539 
## iter  10 value 355.451138
## iter  20 value 224.394745
## iter  30 value 209.981633
## iter  40 value 206.871018
## iter  50 value 205.614607
## iter  60 value 205.490046
## iter  70 value 205.419919
## iter  80 value 205.415384
## iter  90 value 205.414903
## final  value 205.414878 
## converged
## # weights:  360 (238 variable)
## initial  value 592.404814 
## iter  10 value 353.276400
## iter  20 value 201.220410
## iter  30 value 187.375553
## iter  40 value 182.854572
## iter  50 value 181.670807
## iter  60 value 181.647379
## iter  70 value 181.616415
## iter  80 value 181.612686
## final  value 181.612535 
## converged
## # weights:  360 (238 variable)
## initial  value 584.881407 
## iter  10 value 357.563214
## iter  20 value 228.350557
## iter  30 value 212.716067
## iter  40 value 206.396499
## iter  50 value 203.734807
## iter  60 value 203.328696
## iter  70 value 203.266174
## iter  80 value 203.254757
## iter  90 value 203.253651
## iter 100 value 203.251855
## final  value 203.251855 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 585.715364 
## iter  10 value 354.463789
## iter  20 value 221.695448
## iter  30 value 202.115889
## iter  40 value 191.482859
## iter  50 value 189.540583
## iter  60 value 189.422078
## iter  70 value 189.393627
## iter  80 value 189.379327
## iter  90 value 189.365879
## iter 100 value 189.364099
## final  value 189.364099 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.361141 
## iter  10 value 304.845494
## iter  20 value 191.630704
## iter  30 value 176.386848
## iter  40 value 173.841246
## iter  50 value 173.527774
## iter  60 value 173.414473
## iter  70 value 173.391661
## iter  80 value 173.367606
## iter  90 value 173.366802
## iter 100 value 173.364571
## final  value 173.364571 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.940071 
## iter  10 value 391.438123
## iter  20 value 220.737219
## iter  30 value 202.938487
## iter  40 value 199.462692
## iter  50 value 196.762553
## iter  60 value 196.624540
## iter  70 value 196.527807
## iter  80 value 196.516710
## iter  90 value 196.516123
## final  value 196.516063 
## converged
## # weights:  360 (238 variable)
## initial  value 602.663107 
## iter  10 value 366.414678
## iter  20 value 202.639037
## iter  30 value 188.440053
## iter  40 value 185.779429
## iter  50 value 184.102973
## iter  60 value 184.027395
## iter  70 value 184.008452
## iter  80 value 183.989855
## iter  90 value 183.988932
## final  value 183.988856 
## converged
## # weights:  360 (238 variable)
## initial  value 610.201784 
## iter  10 value 390.866910
## iter  20 value 234.896495
## iter  30 value 220.201747
## iter  40 value 216.493710
## iter  50 value 213.930465
## iter  60 value 213.711135
## iter  70 value 213.681325
## iter  80 value 213.677054
## iter  90 value 213.674473
## iter 100 value 213.674226
## final  value 213.674226 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.089407 
## iter  10 value 361.006893
## iter  20 value 194.134136
## iter  30 value 180.949916
## iter  40 value 178.908943
## iter  50 value 178.115729
## iter  60 value 178.053353
## iter  70 value 178.042550
## iter  80 value 178.034385
## iter  90 value 178.034112
## final  value 178.034094 
## converged
## # weights:  360 (238 variable)
## initial  value 581.908013 
## iter  10 value 374.193489
## iter  20 value 229.085873
## iter  30 value 215.301314
## iter  40 value 210.957441
## iter  50 value 209.469044
## iter  60 value 209.392226
## iter  70 value 209.321700
## iter  80 value 209.311662
## iter  90 value 209.308627
## iter 100 value 209.306873
## final  value 209.306873 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.887820 
## iter  10 value 336.490159
## iter  20 value 199.855507
## iter  30 value 184.211248
## iter  40 value 180.045175
## iter  50 value 179.385805
## iter  60 value 179.275855
## iter  70 value 179.199244
## iter  80 value 179.193287
## iter  90 value 179.192900
## final  value 179.192849 
## converged
## # weights:  360 (238 variable)
## initial  value 610.719780 
## iter  10 value 333.321823
## iter  20 value 199.173149
## iter  30 value 185.379340
## iter  40 value 181.027180
## iter  50 value 179.609494
## iter  60 value 179.446708
## iter  70 value 179.430612
## iter  80 value 179.410704
## iter  90 value 179.409623
## iter 100 value 179.409522
## final  value 179.409522 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.197926 
## iter  10 value 363.834587
## iter  20 value 201.830190
## iter  30 value 186.653876
## iter  40 value 181.813069
## iter  50 value 179.471325
## iter  60 value 179.152541
## iter  70 value 179.087847
## iter  80 value 179.072791
## iter  90 value 179.065977
## iter 100 value 179.062791
## final  value 179.062791 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.198221 
## iter  10 value 381.232020
## iter  20 value 200.600372
## iter  30 value 182.526323
## iter  40 value 179.466600
## iter  50 value 179.054500
## iter  60 value 178.917865
## iter  70 value 178.857215
## iter  80 value 178.855891
## final  value 178.855884 
## converged
## # weights:  360 (238 variable)
## initial  value 608.551559 
## iter  10 value 345.652038
## iter  20 value 199.908171
## iter  30 value 187.043720
## iter  40 value 184.682948
## iter  50 value 183.858861
## iter  60 value 183.343589
## iter  70 value 183.318841
## iter  80 value 183.316222
## iter  90 value 183.311026
## iter 100 value 183.310190
## final  value 183.310190 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 628.451162 
## iter  10 value 365.443514
## iter  20 value 212.847193
## iter  30 value 201.331000
## iter  40 value 198.678679
## iter  50 value 197.601794
## iter  60 value 197.554619
## iter  70 value 197.534367
## iter  80 value 197.517862
## iter  90 value 197.514388
## iter 100 value 197.514117
## final  value 197.514117 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 581.289495 
## iter  10 value 365.874351
## iter  20 value 242.593395
## iter  30 value 228.160875
## iter  40 value 224.282241
## iter  50 value 222.601590
## iter  60 value 222.564146
## iter  70 value 222.548446
## iter  80 value 222.528296
## iter  90 value 222.526663
## iter 100 value 222.526533
## final  value 222.526533 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.598254 
## iter  10 value 385.349687
## iter  20 value 237.170841
## iter  30 value 222.151481
## iter  40 value 215.917342
## iter  50 value 213.431900
## iter  60 value 213.382215
## iter  70 value 213.346503
## iter  80 value 213.344546
## iter  90 value 213.344436
## iter  90 value 213.344434
## iter  90 value 213.344434
## final  value 213.344434 
## converged
## # weights:  360 (238 variable)
## initial  value 588.809386 
## iter  10 value 349.662436
## iter  20 value 225.617126
## iter  30 value 211.494217
## iter  40 value 203.907841
## iter  50 value 202.642603
## iter  60 value 202.562300
## iter  70 value 202.518213
## iter  80 value 202.507607
## iter  90 value 202.506943
## final  value 202.506885 
## converged
## # weights:  360 (238 variable)
## initial  value 630.410208 
## iter  10 value 368.999662
## iter  20 value 231.218864
## iter  30 value 217.451461
## iter  40 value 214.081210
## iter  50 value 212.225555
## iter  60 value 212.168257
## iter  70 value 212.108702
## iter  80 value 212.104894
## iter  90 value 212.104623
## final  value 212.104611 
## converged
## # weights:  360 (238 variable)
## initial  value 601.449030 
## iter  10 value 359.561910
## iter  20 value 220.144328
## iter  30 value 201.922304
## iter  40 value 197.155289
## iter  50 value 195.165623
## iter  60 value 195.060731
## iter  70 value 194.986540
## iter  80 value 194.967278
## iter  90 value 194.965892
## iter 100 value 194.965705
## final  value 194.965705 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.224230 
## iter  10 value 399.269153
## iter  20 value 217.719317
## iter  30 value 196.835981
## iter  40 value 189.808377
## iter  50 value 188.436510
## iter  60 value 188.288964
## iter  70 value 188.227880
## iter  80 value 188.200637
## iter  90 value 188.198538
## iter 100 value 188.198253
## final  value 188.198253 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 576.113822 
## iter  10 value 350.737109
## iter  20 value 211.592365
## iter  30 value 194.737772
## iter  40 value 188.200234
## iter  50 value 183.891606
## iter  60 value 183.312975
## iter  70 value 183.225148
## iter  80 value 183.183129
## iter  90 value 183.174997
## final  value 183.174877 
## converged
## # weights:  360 (238 variable)
## initial  value 616.044204 
## iter  10 value 376.677249
## iter  20 value 220.193565
## iter  30 value 199.022399
## iter  40 value 195.799242
## iter  50 value 194.595075
## iter  60 value 194.494386
## iter  70 value 194.411025
## iter  80 value 194.397053
## iter  90 value 194.396349
## iter 100 value 194.396260
## final  value 194.396260 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.817595 
## iter  10 value 352.908280
## iter  20 value 201.478876
## iter  30 value 187.383494
## iter  40 value 183.128895
## iter  50 value 182.048538
## iter  60 value 182.008289
## iter  70 value 181.962478
## iter  80 value 181.955744
## iter  90 value 181.955392
## final  value 181.955340 
## converged
## # weights:  360 (238 variable)
## initial  value 597.367576 
## iter  10 value 341.418899
## iter  20 value 223.430874
## iter  30 value 210.014462
## iter  40 value 207.237991
## iter  50 value 204.509648
## iter  60 value 203.993703
## iter  70 value 203.976904
## iter  80 value 203.974765
## iter  90 value 203.974648
## final  value 203.974644 
## converged
## # weights:  360 (238 variable)
## initial  value 623.347229 
## iter  10 value 379.521656
## iter  20 value 236.065438
## iter  30 value 220.807987
## iter  40 value 214.326870
## iter  50 value 212.316774
## iter  60 value 212.205688
## iter  70 value 212.124950
## iter  80 value 212.115711
## iter  90 value 212.115091
## final  value 212.115050 
## converged
## # weights:  360 (238 variable)
## initial  value 582.119936 
## iter  10 value 343.486400
## iter  20 value 198.521503
## iter  30 value 187.098680
## iter  40 value 184.352113
## iter  50 value 183.180751
## iter  60 value 183.109813
## iter  70 value 183.045282
## iter  80 value 183.034465
## iter  90 value 183.028449
## iter 100 value 183.028220
## final  value 183.028220 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.859762 
## iter  10 value 346.277908
## iter  20 value 209.929971
## iter  30 value 190.495214
## iter  40 value 182.719625
## iter  50 value 181.337578
## iter  60 value 181.233874
## iter  70 value 181.162680
## iter  80 value 181.154089
## iter  90 value 181.153319
## final  value 181.153269 
## converged
## # weights:  360 (238 variable)
## initial  value 605.211338 
## iter  10 value 378.724981
## iter  20 value 212.337566
## iter  30 value 197.884384
## iter  40 value 195.178148
## iter  50 value 192.783515
## iter  60 value 192.518158
## iter  70 value 192.506422
## iter  80 value 192.503102
## iter  90 value 192.502868
## final  value 192.502861 
## converged
## # weights:  360 (238 variable)
## initial  value 620.489190 
## iter  10 value 344.383926
## iter  20 value 205.386831
## iter  30 value 191.263088
## iter  40 value 188.938622
## iter  50 value 188.423463
## iter  60 value 188.284731
## iter  70 value 188.174452
## iter  80 value 188.140753
## iter  90 value 188.137755
## iter 100 value 188.137646
## final  value 188.137646 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.728254 
## iter  10 value 376.541134
## iter  20 value 227.362128
## iter  30 value 209.151210
## iter  40 value 201.919509
## iter  50 value 199.980401
## iter  60 value 199.831040
## iter  70 value 199.747224
## iter  80 value 199.738308
## iter  90 value 199.732358
## iter 100 value 199.731674
## final  value 199.731674 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.593646 
## iter  10 value 333.422654
## iter  20 value 206.098139
## iter  30 value 190.254766
## iter  40 value 184.413169
## iter  50 value 182.909055
## iter  60 value 182.784318
## iter  70 value 182.777117
## iter  80 value 182.775859
## iter  90 value 182.775782
## iter  90 value 182.775781
## iter  90 value 182.775781
## final  value 182.775781 
## converged
## # weights:  360 (238 variable)
## initial  value 597.714957 
## iter  10 value 376.778032
## iter  20 value 238.832643
## iter  30 value 223.271260
## iter  40 value 219.747245
## iter  50 value 218.079995
## iter  60 value 218.041669
## iter  70 value 218.002488
## iter  80 value 217.998449
## iter  90 value 217.998218
## final  value 217.998210 
## converged
## # weights:  360 (238 variable)
## initial  value 614.136903 
## iter  10 value 421.188335
## iter  20 value 233.511310
## iter  30 value 220.540075
## iter  40 value 216.683137
## iter  50 value 215.832895
## iter  60 value 215.756697
## iter  70 value 215.675110
## iter  80 value 215.669445
## iter  90 value 215.668947
## final  value 215.668920 
## converged
## # weights:  360 (238 variable)
## initial  value 628.536195 
## iter  10 value 384.530294
## iter  20 value 224.761209
## iter  30 value 206.898680
## iter  40 value 203.752539
## iter  50 value 202.874299
## iter  60 value 202.731995
## iter  70 value 202.682800
## iter  80 value 202.676396
## iter  90 value 202.675900
## final  value 202.675782 
## converged
## # weights:  360 (238 variable)
## initial  value 606.036286 
## iter  10 value 363.050210
## iter  20 value 212.327189
## iter  30 value 199.946897
## iter  40 value 197.506319
## iter  50 value 196.310546
## iter  60 value 195.834975
## iter  70 value 195.812488
## iter  80 value 195.808525
## iter  90 value 195.806602
## iter 100 value 195.803440
## final  value 195.803440 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 573.779051 
## iter  10 value 372.272510
## iter  20 value 211.199371
## iter  30 value 199.346234
## iter  40 value 194.737913
## iter  50 value 194.175812
## iter  60 value 194.156605
## iter  70 value 194.120652
## iter  80 value 194.115888
## iter  90 value 194.115641
## iter  90 value 194.115640
## iter  90 value 194.115640
## final  value 194.115640 
## converged
## # weights:  360 (238 variable)
## initial  value 600.075875 
## iter  10 value 369.532493
## iter  20 value 204.159411
## iter  30 value 188.523470
## iter  40 value 181.866294
## iter  50 value 179.733098
## iter  60 value 179.610132
## iter  70 value 179.542283
## iter  80 value 179.517549
## iter  90 value 179.516069
## iter 100 value 179.515859
## final  value 179.515859 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 577.306366 
## iter  10 value 343.007438
## iter  20 value 195.958070
## iter  30 value 183.895611
## iter  40 value 180.571427
## iter  50 value 180.157312
## iter  60 value 180.081922
## iter  70 value 180.046561
## iter  80 value 180.032457
## iter  90 value 180.022484
## iter 100 value 180.020835
## final  value 180.020835 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.076997 
## iter  10 value 396.384204
## iter  20 value 217.449001
## iter  30 value 205.305032
## iter  40 value 200.792943
## iter  50 value 199.349381
## iter  60 value 199.279013
## iter  70 value 199.231217
## iter  80 value 199.227096
## iter  90 value 199.226705
## final  value 199.226683 
## converged
## # weights:  360 (238 variable)
## initial  value 608.059710 
## iter  10 value 389.103507
## iter  20 value 228.313017
## iter  30 value 210.254008
## iter  40 value 205.056283
## iter  50 value 203.067592
## iter  60 value 202.927865
## iter  70 value 202.907908
## iter  80 value 202.906221
## iter  90 value 202.906129
## final  value 202.906125 
## converged
## # weights:  360 (238 variable)
## initial  value 586.866710 
## iter  10 value 333.476007
## iter  20 value 202.280054
## iter  30 value 186.660307
## iter  40 value 181.237470
## iter  50 value 178.324949
## iter  60 value 178.140405
## iter  70 value 178.110665
## iter  80 value 178.103250
## iter  90 value 178.103033
## iter  90 value 178.103032
## iter  90 value 178.103032
## final  value 178.103032 
## converged
## # weights:  360 (238 variable)
## initial  value 584.722878 
## iter  10 value 351.475421
## iter  20 value 194.581358
## iter  30 value 177.346647
## iter  40 value 170.939377
## iter  50 value 169.345494
## iter  60 value 169.065587
## iter  70 value 169.041196
## iter  80 value 169.034499
## iter  90 value 169.033124
## iter 100 value 169.033025
## final  value 169.033025 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.709565 
## iter  10 value 355.679103
## iter  20 value 222.857807
## iter  30 value 210.105952
## iter  40 value 207.636206
## iter  50 value 206.540751
## iter  60 value 206.507172
## iter  70 value 206.476573
## iter  80 value 206.473607
## iter  90 value 206.473474
## iter  90 value 206.473472
## iter  90 value 206.473472
## final  value 206.473472 
## converged
## # weights:  360 (238 variable)
## initial  value 607.139073 
## iter  10 value 355.530910
## iter  20 value 185.452389
## iter  30 value 167.701460
## iter  40 value 165.552250
## iter  50 value 165.006816
## iter  60 value 164.611343
## iter  70 value 164.421860
## iter  80 value 164.390030
## iter  90 value 164.388673
## iter 100 value 164.388230
## final  value 164.388230 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 568.861113 
## iter  10 value 361.380120
## iter  20 value 218.034324
## iter  30 value 205.947513
## iter  40 value 202.089870
## iter  50 value 201.612607
## iter  60 value 201.538872
## iter  70 value 201.507266
## iter  80 value 201.505872
## iter  90 value 201.505711
## iter  90 value 201.505709
## iter  90 value 201.505709
## final  value 201.505709 
## converged
## # weights:  360 (238 variable)
## initial  value 611.796200 
## iter  10 value 379.967526
## iter  20 value 209.916122
## iter  30 value 190.934600
## iter  40 value 183.234974
## iter  50 value 181.500566
## iter  60 value 181.332028
## iter  70 value 181.311501
## iter  80 value 181.297283
## iter  90 value 181.286482
## iter 100 value 181.284613
## final  value 181.284613 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 559.469187 
## iter  10 value 344.928945
## iter  20 value 206.910134
## iter  30 value 191.182792
## iter  40 value 185.902048
## iter  50 value 184.996576
## iter  60 value 184.930098
## iter  70 value 184.896446
## iter  80 value 184.870558
## iter  90 value 184.866065
## iter 100 value 184.865744
## final  value 184.865744 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 625.728032 
## iter  10 value 369.526054
## iter  20 value 211.968597
## iter  30 value 191.563847
## iter  40 value 184.809419
## iter  50 value 183.659171
## iter  60 value 183.550763
## iter  70 value 183.511854
## iter  80 value 183.484306
## iter  90 value 183.482848
## iter 100 value 183.482727
## final  value 183.482727 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 576.658185 
## iter  10 value 350.307382
## iter  20 value 218.504908
## iter  30 value 202.537482
## iter  40 value 196.857835
## iter  50 value 194.445665
## iter  60 value 194.370899
## iter  70 value 194.338254
## iter  80 value 194.335563
## iter  90 value 194.335387
## final  value 194.335382 
## converged
## # weights:  360 (238 variable)
## initial  value 559.625849 
## iter  10 value 311.638065
## iter  20 value 208.658207
## iter  30 value 193.283836
## iter  40 value 187.719365
## iter  50 value 186.385873
## iter  60 value 186.304599
## iter  70 value 186.229765
## iter  80 value 186.221769
## iter  90 value 186.218632
## iter 100 value 186.218169
## final  value 186.218169 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 583.193280 
## iter  10 value 358.376097
## iter  20 value 229.132364
## iter  30 value 213.170574
## iter  40 value 208.194106
## iter  50 value 206.961829
## iter  60 value 206.872686
## iter  70 value 206.814557
## iter  80 value 206.797276
## iter  90 value 206.796061
## iter 100 value 206.795885
## final  value 206.795885 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.068161 
## iter  10 value 365.198142
## iter  20 value 207.813708
## iter  30 value 188.177529
## iter  40 value 183.713844
## iter  50 value 182.736535
## iter  60 value 182.584174
## iter  70 value 182.510659
## iter  80 value 182.481794
## iter  90 value 182.474032
## iter 100 value 182.460924
## final  value 182.460924 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.693797 
## iter  10 value 343.974701
## iter  20 value 194.894024
## iter  30 value 175.676691
## iter  40 value 169.063302
## iter  50 value 167.390420
## iter  60 value 167.249079
## iter  70 value 167.157825
## iter  80 value 167.145514
## iter  90 value 167.143681
## iter 100 value 167.143315
## final  value 167.143315 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 586.650832 
## iter  10 value 339.196618
## iter  20 value 190.765262
## iter  30 value 173.769096
## iter  40 value 171.645642
## iter  50 value 171.150321
## iter  60 value 170.994982
## iter  70 value 170.957318
## iter  80 value 170.946440
## iter  90 value 170.944646
## iter 100 value 170.944525
## final  value 170.944525 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 637.465496 
## iter  10 value 398.117618
## iter  20 value 256.456642
## iter  30 value 241.197008
## iter  40 value 233.023953
## iter  50 value 232.073864
## iter  60 value 231.929341
## iter  70 value 231.850241
## iter  80 value 231.842147
## iter  90 value 231.841442
## final  value 231.841429 
## converged
## # weights:  360 (238 variable)
## initial  value 545.248420 
## iter  10 value 322.426748
## iter  20 value 182.693976
## iter  30 value 170.241217
## iter  40 value 164.521065
## iter  50 value 163.434289
## iter  60 value 163.366718
## iter  70 value 163.338570
## iter  80 value 163.337276
## final  value 163.337188 
## converged
## # weights:  360 (238 variable)
## initial  value 628.817769 
## iter  10 value 380.887262
## iter  20 value 219.187687
## iter  30 value 199.699706
## iter  40 value 192.714305
## iter  50 value 190.635705
## iter  60 value 190.480575
## iter  70 value 190.400228
## iter  80 value 190.376372
## iter  90 value 190.369324
## iter 100 value 190.366501
## final  value 190.366501 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 624.204696 
## iter  10 value 389.006073
## iter  20 value 230.908327
## iter  30 value 215.115531
## iter  40 value 211.336049
## iter  50 value 209.930435
## iter  60 value 209.866839
## iter  70 value 209.783176
## iter  80 value 209.774662
## iter  90 value 209.774287
## final  value 209.774278 
## converged
## # weights:  360 (238 variable)
## initial  value 606.061004 
## iter  10 value 392.631787
## iter  20 value 223.520002
## iter  30 value 200.666241
## iter  40 value 192.629389
## iter  50 value 191.309546
## iter  60 value 191.203376
## iter  70 value 191.114288
## iter  80 value 191.104102
## iter  90 value 191.103432
## final  value 191.103290 
## converged
## # weights:  360 (238 variable)
## initial  value 585.910258 
## iter  10 value 377.260001
## iter  20 value 215.005959
## iter  30 value 202.494121
## iter  40 value 199.915034
## iter  50 value 199.310105
## iter  60 value 199.288570
## iter  70 value 199.260836
## iter  80 value 199.255409
## iter  90 value 199.255162
## final  value 199.255156 
## converged
## # weights:  360 (238 variable)
## initial  value 599.441096 
## iter  10 value 361.308922
## iter  20 value 234.166642
## iter  30 value 219.309527
## iter  40 value 214.301856
## iter  50 value 212.363765
## iter  60 value 212.290074
## iter  70 value 212.257510
## iter  80 value 212.221142
## iter  90 value 212.216908
## iter 100 value 212.216572
## final  value 212.216572 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.239701 
## iter  10 value 345.328361
## iter  20 value 194.497557
## iter  30 value 179.387745
## iter  40 value 177.232097
## iter  50 value 176.393943
## iter  60 value 176.356866
## iter  70 value 176.325524
## iter  80 value 176.314581
## iter  90 value 176.313227
## iter 100 value 176.313129
## final  value 176.313129 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.578722 
## iter  10 value 362.893948
## iter  20 value 228.059024
## iter  30 value 215.163334
## iter  40 value 211.516250
## iter  50 value 210.866899
## iter  60 value 210.820467
## iter  70 value 210.769488
## iter  80 value 210.763664
## iter  90 value 210.763445
## final  value 210.763413 
## converged
## # weights:  360 (238 variable)
## initial  value 590.372491 
## iter  10 value 414.131057
## iter  20 value 218.622154
## iter  30 value 196.898924
## iter  40 value 189.670053
## iter  50 value 187.743013
## iter  60 value 187.390485
## iter  70 value 187.323055
## iter  80 value 187.277939
## iter  90 value 187.264619
## iter 100 value 187.262723
## final  value 187.262723 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.718308 
## iter  10 value 367.977968
## iter  20 value 225.175297
## iter  30 value 212.050820
## iter  40 value 208.492237
## iter  50 value 205.849204
## iter  60 value 205.641732
## iter  70 value 205.584144
## iter  80 value 205.579822
## iter  90 value 205.579568
## final  value 205.579556 
## converged
## # weights:  360 (238 variable)
## initial  value 587.997402 
## iter  10 value 333.173767
## iter  20 value 196.877794
## iter  30 value 184.252771
## iter  40 value 180.490620
## iter  50 value 178.594757
## iter  60 value 178.119991
## iter  70 value 178.109349
## iter  80 value 178.088371
## iter  90 value 178.079872
## iter 100 value 178.079428
## final  value 178.079428 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 614.985691 
## iter  10 value 393.263064
## iter  20 value 205.150524
## iter  30 value 180.045983
## iter  40 value 166.929971
## iter  50 value 165.007702
## iter  60 value 164.771570
## iter  70 value 164.739564
## iter  80 value 164.723908
## iter  90 value 164.722282
## iter 100 value 164.722154
## final  value 164.722154 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 616.641739 
## iter  10 value 337.530053
## iter  20 value 192.021814
## iter  30 value 174.981154
## iter  40 value 162.835081
## iter  50 value 160.676263
## iter  60 value 160.484390
## iter  70 value 160.461613
## iter  80 value 160.448084
## iter  90 value 160.446859
## iter 100 value 160.446775
## final  value 160.446775 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.857505 
## iter  10 value 390.084400
## iter  20 value 220.482299
## iter  30 value 206.035446
## iter  40 value 201.519946
## iter  50 value 200.569159
## iter  60 value 200.484255
## iter  70 value 200.406227
## iter  80 value 200.392472
## iter  90 value 200.391604
## iter 100 value 200.391539
## final  value 200.391539 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 584.382308 
## iter  10 value 397.265405
## iter  20 value 215.738335
## iter  30 value 199.418379
## iter  40 value 195.185825
## iter  50 value 193.629861
## iter  60 value 193.541191
## iter  70 value 193.501568
## iter  80 value 193.499219
## iter  90 value 193.498883
## final  value 193.498851 
## converged
## # weights:  360 (238 variable)
## initial  value 583.612840 
## iter  10 value 355.864000
## iter  20 value 208.268930
## iter  30 value 187.340433
## iter  40 value 180.840782
## iter  50 value 179.578278
## iter  60 value 179.410857
## iter  70 value 179.345552
## iter  80 value 179.305698
## iter  90 value 179.291813
## iter 100 value 179.288393
## final  value 179.288393 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 589.189066 
## iter  10 value 350.126140
## iter  20 value 225.463435
## iter  30 value 212.013575
## iter  40 value 210.239372
## iter  50 value 209.785453
## iter  60 value 209.723396
## iter  70 value 209.719577
## iter  80 value 209.714726
## iter  90 value 209.714566
## final  value 209.714559 
## converged
## # weights:  360 (238 variable)
## initial  value 586.952731 
## iter  10 value 354.184406
## iter  20 value 228.755360
## iter  30 value 212.600428
## iter  40 value 205.958081
## iter  50 value 203.362843
## iter  60 value 203.127975
## iter  70 value 203.112642
## iter  80 value 203.111203
## final  value 203.111127 
## converged
## # weights:  360 (238 variable)
## initial  value 589.757928 
## iter  10 value 352.354924
## iter  20 value 225.214949
## iter  30 value 211.167353
## iter  40 value 204.971950
## iter  50 value 200.994318
## iter  60 value 200.728853
## iter  70 value 200.702978
## iter  80 value 200.690735
## iter  90 value 200.689137
## final  value 200.689057 
## converged
## # weights:  360 (238 variable)
## initial  value 559.752629 
## iter  10 value 357.136405
## iter  20 value 209.422675
## iter  30 value 194.417140
## iter  40 value 187.063830
## iter  50 value 185.377909
## iter  60 value 185.193873
## iter  70 value 185.107001
## iter  80 value 185.078148
## iter  90 value 185.069597
## iter 100 value 185.068984
## final  value 185.068984 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 579.023167 
## iter  10 value 323.049792
## iter  20 value 202.465569
## iter  30 value 184.899753
## iter  40 value 180.299865
## iter  50 value 179.385555
## iter  60 value 179.289329
## iter  70 value 179.227091
## iter  80 value 179.221739
## iter  90 value 179.209881
## iter 100 value 179.207420
## final  value 179.207420 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.690167 
## iter  10 value 378.754368
## iter  20 value 216.937164
## iter  30 value 199.018166
## iter  40 value 192.970302
## iter  50 value 192.136552
## iter  60 value 192.018924
## iter  70 value 191.953451
## iter  80 value 191.928945
## iter  90 value 191.927249
## iter 100 value 191.927091
## final  value 191.927091 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 622.783531 
## iter  10 value 365.761936
## iter  20 value 235.409853
## iter  30 value 212.801151
## iter  40 value 201.530956
## iter  50 value 198.970320
## iter  60 value 198.767991
## iter  70 value 198.722004
## iter  80 value 198.671439
## iter  90 value 198.666803
## iter 100 value 198.666323
## final  value 198.666323 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.043847 
## iter  10 value 379.239646
## iter  20 value 222.994830
## iter  30 value 207.532142
## iter  40 value 203.557754
## iter  50 value 201.859882
## iter  60 value 201.798303
## iter  70 value 201.765407
## iter  80 value 201.743179
## iter  90 value 201.741635
## final  value 201.741516 
## converged
## # weights:  360 (238 variable)
## initial  value 599.846704 
## iter  10 value 341.670853
## iter  20 value 203.148259
## iter  30 value 187.491792
## iter  40 value 184.419310
## iter  50 value 183.894869
## iter  60 value 183.800946
## iter  70 value 183.763064
## iter  80 value 183.731757
## iter  90 value 183.725538
## iter 100 value 183.722855
## final  value 183.722855 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 627.423191 
## iter  10 value 365.748894
## iter  20 value 216.052252
## iter  30 value 199.701033
## iter  40 value 191.365986
## iter  50 value 190.642123
## iter  60 value 190.563809
## iter  70 value 190.546566
## iter  80 value 190.524387
## iter  90 value 190.522583
## final  value 190.522491 
## converged
## # weights:  360 (238 variable)
## initial  value 605.197056 
## iter  10 value 421.059867
## iter  20 value 223.533137
## iter  30 value 205.077034
## iter  40 value 199.621187
## iter  50 value 198.067915
## iter  60 value 197.899176
## iter  70 value 197.800097
## iter  80 value 197.783280
## iter  90 value 197.782420
## final  value 197.782283 
## converged
## # weights:  360 (238 variable)
## initial  value 627.940198 
## iter  10 value 383.263403
## iter  20 value 200.557751
## iter  30 value 179.151913
## iter  40 value 173.868711
## iter  50 value 173.281727
## iter  60 value 173.205615
## iter  70 value 173.156370
## iter  80 value 173.137796
## iter  90 value 173.127924
## iter 100 value 173.124871
## final  value 173.124871 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 623.981788 
## iter  10 value 401.090677
## iter  20 value 248.421464
## iter  30 value 226.066626
## iter  40 value 214.385914
## iter  50 value 213.235250
## iter  60 value 213.145051
## iter  70 value 213.092634
## iter  80 value 213.086374
## iter  90 value 213.085576
## final  value 213.085535 
## converged
## # weights:  360 (238 variable)
## initial  value 619.036714 
## iter  10 value 342.921046
## iter  20 value 197.547894
## iter  30 value 184.024150
## iter  40 value 181.084350
## iter  50 value 180.155133
## iter  60 value 180.027939
## iter  70 value 180.013536
## iter  80 value 180.002655
## iter  90 value 179.997316
## iter 100 value 179.997088
## final  value 179.997088 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.034864 
## iter  10 value 382.525667
## iter  20 value 228.675911
## iter  30 value 214.886586
## iter  40 value 210.372923
## iter  50 value 209.399119
## iter  60 value 209.373376
## iter  70 value 209.340077
## iter  80 value 209.336446
## iter  90 value 209.336219
## final  value 209.336206 
## converged
## # weights:  360 (238 variable)
## initial  value 600.612217 
## iter  10 value 327.963520
## iter  20 value 169.776015
## iter  30 value 154.979164
## iter  40 value 152.002147
## iter  50 value 151.469059
## iter  60 value 151.401419
## iter  70 value 151.346457
## iter  80 value 151.327589
## iter  90 value 151.326119
## iter 100 value 151.325469
## final  value 151.325469 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 617.102827 
## iter  10 value 387.817737
## iter  20 value 211.145730
## iter  30 value 195.480755
## iter  40 value 188.723402
## iter  50 value 187.669193
## iter  60 value 187.620812
## iter  70 value 187.594400
## iter  80 value 187.588674
## iter  90 value 187.588206
## final  value 187.588185 
## converged
## # weights:  360 (238 variable)
## initial  value 606.134611 
## iter  10 value 414.222178
## iter  20 value 231.078550
## iter  30 value 217.779967
## iter  40 value 213.709027
## iter  50 value 211.873108
## iter  60 value 211.821893
## iter  70 value 211.777786
## iter  80 value 211.763332
## iter  90 value 211.761800
## iter 100 value 211.761621
## final  value 211.761621 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 639.777086 
## iter  10 value 417.788513
## iter  20 value 261.778289
## iter  30 value 235.438565
## iter  40 value 223.352601
## iter  50 value 222.069564
## iter  60 value 222.002702
## iter  70 value 221.951372
## iter  80 value 221.923331
## iter  90 value 221.920074
## iter 100 value 221.919589
## final  value 221.919589 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.183719 
## iter  10 value 335.133006
## iter  20 value 175.206364
## iter  30 value 159.736272
## iter  40 value 151.837907
## iter  50 value 149.016826
## iter  60 value 148.843999
## iter  70 value 148.796477
## iter  80 value 148.786042
## iter  90 value 148.785752
## final  value 148.785710 
## converged
## # weights:  360 (238 variable)
## initial  value 668.659493 
## iter  10 value 399.095425
## iter  20 value 219.198494
## iter  30 value 198.505613
## iter  40 value 190.055661
## iter  50 value 186.877138
## iter  60 value 186.596109
## iter  70 value 186.561785
## iter  80 value 186.550880
## iter  90 value 186.549491
## final  value 186.549386 
## converged
## # weights:  360 (238 variable)
## initial  value 583.790485 
## iter  10 value 308.636747
## iter  20 value 204.686930
## iter  30 value 190.730978
## iter  40 value 186.247964
## iter  50 value 185.093317
## iter  60 value 185.007263
## iter  70 value 184.956099
## iter  80 value 184.931722
## iter  90 value 184.930314
## iter 100 value 184.930091
## final  value 184.930091 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 618.542229 
## iter  10 value 391.673580
## iter  20 value 225.739643
## iter  30 value 205.848796
## iter  40 value 199.550109
## iter  50 value 198.847614
## iter  60 value 198.680573
## iter  70 value 198.580451
## iter  80 value 198.569091
## iter  90 value 198.568504
## final  value 198.568431 
## converged
## # weights:  360 (238 variable)
## initial  value 579.467776 
## iter  10 value 331.742842
## iter  20 value 204.409675
## iter  30 value 190.166399
## iter  40 value 184.104070
## iter  50 value 183.137422
## iter  60 value 183.065260
## iter  70 value 183.018020
## iter  80 value 183.013790
## iter  90 value 183.013401
## iter 100 value 183.013314
## final  value 183.013314 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.295668 
## iter  10 value 344.147451
## iter  20 value 217.132493
## iter  30 value 203.186675
## iter  40 value 199.963284
## iter  50 value 198.414651
## iter  60 value 198.321804
## iter  70 value 198.298845
## iter  80 value 198.285434
## iter  90 value 198.276634
## iter 100 value 198.271627
## final  value 198.271627 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.815154 
## iter  10 value 367.374962
## iter  20 value 222.456823
## iter  30 value 209.225994
## iter  40 value 202.874149
## iter  50 value 201.995920
## iter  60 value 201.955512
## iter  70 value 201.928956
## iter  80 value 201.926821
## iter  90 value 201.926672
## iter  90 value 201.926671
## iter  90 value 201.926670
## final  value 201.926670 
## converged
## # weights:  360 (238 variable)
## initial  value 603.472125 
## iter  10 value 368.834295
## iter  20 value 211.338960
## iter  30 value 198.432766
## iter  40 value 194.601026
## iter  50 value 192.413072
## iter  60 value 192.195944
## iter  70 value 192.172744
## iter  80 value 192.164360
## iter  90 value 192.163727
## final  value 192.163691 
## converged
## # weights:  360 (238 variable)
## initial  value 594.642028 
## iter  10 value 318.202144
## iter  20 value 211.076487
## iter  30 value 193.340668
## iter  40 value 186.905653
## iter  50 value 186.221063
## iter  60 value 186.107213
## iter  70 value 186.037697
## iter  80 value 186.031246
## iter  90 value 186.030648
## final  value 186.030562 
## converged
## # weights:  360 (238 variable)
## initial  value 595.793813 
## iter  10 value 337.188306
## iter  20 value 193.212897
## iter  30 value 178.793000
## iter  40 value 175.931176
## iter  50 value 174.626726
## iter  60 value 174.594674
## iter  70 value 174.563209
## iter  80 value 174.551538
## iter  90 value 174.550985
## final  value 174.550907 
## converged
## # weights:  360 (238 variable)
## initial  value 578.415195 
## iter  10 value 358.860326
## iter  20 value 199.629995
## iter  30 value 187.018799
## iter  40 value 183.500395
## iter  50 value 181.703387
## iter  60 value 181.585608
## iter  70 value 181.572293
## iter  80 value 181.571744
## iter  90 value 181.570699
## iter 100 value 181.570342
## final  value 181.570342 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 563.694340 
## iter  10 value 340.767423
## iter  20 value 237.642913
## iter  30 value 224.049680
## iter  40 value 216.597616
## iter  50 value 215.069341
## iter  60 value 215.025373
## iter  70 value 214.993968
## iter  80 value 214.982084
## iter  90 value 214.981240
## final  value 214.981221 
## converged
## # weights:  360 (238 variable)
## initial  value 583.721163 
## iter  10 value 356.665527
## iter  20 value 238.711006
## iter  30 value 225.599274
## iter  40 value 221.680054
## iter  50 value 219.563420
## iter  60 value 219.477167
## iter  70 value 219.404068
## iter  80 value 219.399419
## iter  90 value 219.399149
## final  value 219.399133 
## converged
## # weights:  360 (238 variable)
## initial  value 622.308162 
## iter  10 value 370.943648
## iter  20 value 216.097635
## iter  30 value 191.003991
## iter  40 value 173.282371
## iter  50 value 172.277045
## iter  60 value 172.120748
## iter  70 value 172.084880
## iter  80 value 172.065124
## iter  90 value 172.058149
## iter 100 value 172.048380
## final  value 172.048380 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.065552 
## iter  10 value 399.715274
## iter  20 value 237.449838
## iter  30 value 223.421643
## iter  40 value 219.349517
## iter  50 value 217.463992
## iter  60 value 217.419476
## iter  70 value 217.372018
## iter  80 value 217.366303
## iter  90 value 217.365961
## final  value 217.365945 
## converged
## # weights:  360 (238 variable)
## initial  value 608.404125 
## iter  10 value 341.063166
## iter  20 value 214.198075
## iter  30 value 200.534448
## iter  40 value 196.726788
## iter  50 value 195.600979
## iter  60 value 195.437747
## iter  70 value 195.397227
## iter  80 value 195.395009
## iter  90 value 195.394757
## final  value 195.394753 
## converged
## # weights:  360 (238 variable)
## initial  value 602.207951 
## iter  10 value 363.207115
## iter  20 value 188.223341
## iter  30 value 175.682801
## iter  40 value 173.612504
## iter  50 value 172.583548
## iter  60 value 172.290221
## iter  70 value 172.269755
## iter  80 value 172.260695
## iter  90 value 172.258576
## iter 100 value 172.258486
## final  value 172.258486 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 584.916453 
## iter  10 value 356.406036
## iter  20 value 219.238356
## iter  30 value 206.585140
## iter  40 value 201.128441
## iter  50 value 199.113060
## iter  60 value 198.957543
## iter  70 value 198.902507
## iter  80 value 198.879497
## iter  90 value 198.877908
## iter 100 value 198.877697
## final  value 198.877697 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.574524 
## iter  10 value 375.090506
## iter  20 value 200.993508
## iter  30 value 185.073346
## iter  40 value 176.005800
## iter  50 value 174.236157
## iter  60 value 174.047465
## iter  70 value 173.997224
## iter  80 value 173.959842
## iter  90 value 173.951555
## iter 100 value 173.950857
## final  value 173.950857 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 624.595692 
## iter  10 value 362.619859
## iter  20 value 218.948492
## iter  30 value 203.878700
## iter  40 value 199.163451
## iter  50 value 198.572454
## iter  60 value 198.546829
## iter  70 value 198.515492
## iter  80 value 198.511722
## iter  90 value 198.511491
## final  value 198.511482 
## converged
## # weights:  360 (238 variable)
## initial  value 676.489523 
## iter  10 value 414.810805
## iter  20 value 238.301446
## iter  30 value 214.969152
## iter  40 value 204.972094
## iter  50 value 203.630094
## iter  60 value 203.503769
## iter  70 value 203.430772
## iter  80 value 203.425692
## iter  90 value 203.425159
## final  value 203.425133 
## converged
## # weights:  360 (238 variable)
## initial  value 561.213893 
## iter  10 value 335.983439
## iter  20 value 202.351415
## iter  30 value 189.361866
## iter  40 value 185.875928
## iter  50 value 185.110428
## iter  60 value 185.051117
## iter  70 value 185.013313
## iter  80 value 185.011977
## iter  90 value 185.011814
## final  value 185.011810 
## converged
## # weights:  360 (238 variable)
## initial  value 604.947231 
## iter  10 value 386.788660
## iter  20 value 224.958195
## iter  30 value 207.418461
## iter  40 value 201.813029
## iter  50 value 199.262076
## iter  60 value 199.077037
## iter  70 value 199.057212
## iter  80 value 199.053582
## iter  90 value 199.053360
## final  value 199.053344 
## converged
## # weights:  360 (238 variable)
## initial  value 594.546119 
## iter  10 value 366.147874
## iter  20 value 217.092605
## iter  30 value 197.469691
## iter  40 value 191.296103
## iter  50 value 190.015116
## iter  60 value 189.881249
## iter  70 value 189.796112
## iter  80 value 189.779325
## iter  90 value 189.778055
## iter 100 value 189.777885
## final  value 189.777885 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 573.332136 
## iter  10 value 364.611468
## iter  20 value 219.437865
## iter  30 value 203.747508
## iter  40 value 198.109814
## iter  50 value 195.304158
## iter  60 value 195.252436
## iter  70 value 195.233137
## iter  80 value 195.212485
## iter  90 value 195.211224
## final  value 195.211147 
## converged
## # weights:  360 (238 variable)
## initial  value 606.210855 
## iter  10 value 344.523535
## iter  20 value 190.856880
## iter  30 value 175.742386
## iter  40 value 170.774096
## iter  50 value 169.739821
## iter  60 value 169.675853
## iter  70 value 169.643289
## iter  80 value 169.620382
## iter  90 value 169.617858
## iter 100 value 169.616736
## final  value 169.616736 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 620.775598 
## iter  10 value 378.946961
## iter  20 value 223.898460
## iter  30 value 209.852281
## iter  40 value 207.446638
## iter  50 value 207.092309
## iter  60 value 207.027679
## iter  70 value 207.005791
## iter  80 value 206.984971
## iter  90 value 206.981110
## iter 100 value 206.978867
## final  value 206.978867 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 628.189912 
## iter  10 value 370.732172
## iter  20 value 199.280607
## iter  30 value 179.590854
## iter  40 value 173.351671
## iter  50 value 170.482771
## iter  60 value 170.056611
## iter  70 value 169.937628
## iter  80 value 169.900846
## iter  90 value 169.890511
## iter 100 value 169.879944
## final  value 169.879944 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 623.406445 
## iter  10 value 389.344792
## iter  20 value 220.068020
## iter  30 value 200.153044
## iter  40 value 196.524856
## iter  50 value 195.626646
## iter  60 value 195.113331
## iter  70 value 195.078919
## iter  80 value 195.069282
## iter  90 value 195.060138
## iter 100 value 195.059789
## final  value 195.059789 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 582.002494 
## iter  10 value 373.992377
## iter  20 value 226.210413
## iter  30 value 210.306155
## iter  40 value 206.693113
## iter  50 value 205.579284
## iter  60 value 205.508097
## iter  70 value 205.457516
## iter  80 value 205.447498
## iter  90 value 205.447038
## final  value 205.447011 
## converged
## # weights:  360 (238 variable)
## initial  value 593.643719 
## iter  10 value 365.559114
## iter  20 value 241.984759
## iter  30 value 223.927817
## iter  40 value 217.149331
## iter  50 value 215.356069
## iter  60 value 215.159174
## iter  70 value 215.138038
## iter  80 value 215.136861
## iter  90 value 215.136704
## final  value 215.136700 
## converged
## # weights:  360 (238 variable)
## initial  value 582.964988 
## iter  10 value 349.262299
## iter  20 value 228.405732
## iter  30 value 214.068121
## iter  40 value 208.095293
## iter  50 value 207.298946
## iter  60 value 207.287218
## iter  70 value 207.261462
## iter  80 value 207.256989
## final  value 207.256756 
## converged
## # weights:  360 (238 variable)
## initial  value 569.385701 
## iter  10 value 341.191494
## iter  20 value 215.677527
## iter  30 value 200.299727
## iter  40 value 194.854979
## iter  50 value 194.304059
## iter  60 value 194.142877
## iter  70 value 194.126085
## iter  80 value 194.125068
## final  value 194.125029 
## converged
## # weights:  360 (238 variable)
## initial  value 634.400587 
## iter  10 value 396.124539
## iter  20 value 243.746714
## iter  30 value 228.589768
## iter  40 value 225.787840
## iter  50 value 225.207080
## iter  60 value 224.698025
## iter  70 value 224.594677
## iter  80 value 224.592723
## iter  90 value 224.592350
## final  value 224.592346 
## converged
## # weights:  360 (238 variable)
## initial  value 587.060725 
## iter  10 value 383.077927
## iter  20 value 214.119046
## iter  30 value 199.668588
## iter  40 value 197.728272
## iter  50 value 196.880341
## iter  60 value 196.719364
## iter  70 value 196.713916
## iter  80 value 196.699280
## iter  90 value 196.698160
## final  value 196.698079 
## converged
## # weights:  360 (238 variable)
## initial  value 568.638095 
## iter  10 value 279.820541
## iter  20 value 184.667345
## iter  30 value 174.017125
## iter  40 value 171.701863
## iter  50 value 170.692621
## iter  60 value 170.655389
## iter  70 value 170.623799
## iter  80 value 170.607468
## iter  90 value 170.604564
## iter 100 value 170.604289
## final  value 170.604289 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.379719 
## iter  10 value 338.336171
## iter  20 value 211.293173
## iter  30 value 194.242100
## iter  40 value 187.861193
## iter  50 value 186.672066
## iter  60 value 186.527211
## iter  70 value 186.442304
## iter  80 value 186.431920
## iter  90 value 186.426667
## iter 100 value 186.424549
## final  value 186.424549 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 647.092526 
## iter  10 value 425.317080
## iter  20 value 247.188930
## iter  30 value 227.210100
## iter  40 value 221.506453
## iter  50 value 219.569708
## iter  60 value 219.355128
## iter  70 value 219.260119
## iter  80 value 219.249785
## iter  90 value 219.245397
## iter 100 value 219.244531
## final  value 219.244531 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 582.681546 
## iter  10 value 319.744082
## iter  20 value 203.730587
## iter  30 value 188.564406
## iter  40 value 186.711979
## iter  50 value 185.760134
## iter  60 value 185.473721
## iter  70 value 185.466342
## iter  80 value 185.465792
## iter  90 value 185.463470
## iter 100 value 185.463248
## final  value 185.463248 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 570.678108 
## iter  10 value 356.337728
## iter  20 value 220.128009
## iter  30 value 209.270479
## iter  40 value 205.373806
## iter  50 value 205.119914
## iter  60 value 205.110460
## iter  70 value 205.100096
## iter  80 value 205.099629
## final  value 205.099604 
## converged
## # weights:  360 (238 variable)
## initial  value 556.572366 
## iter  10 value 322.289816
## iter  20 value 191.346027
## iter  30 value 177.177341
## iter  40 value 174.288300
## iter  50 value 173.388290
## iter  60 value 173.306140
## iter  70 value 173.248318
## iter  80 value 173.239218
## iter  90 value 173.238589
## final  value 173.238495 
## converged
## # weights:  360 (238 variable)
## initial  value 602.540062 
## iter  10 value 361.952178
## iter  20 value 211.430396
## iter  30 value 198.280765
## iter  40 value 195.623512
## iter  50 value 194.544799
## iter  60 value 193.693473
## iter  70 value 193.688422
## iter  80 value 193.686092
## iter  90 value 193.685096
## iter 100 value 193.684974
## final  value 193.684974 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 637.864292 
## iter  10 value 380.419541
## iter  20 value 220.226287
## iter  30 value 200.386232
## iter  40 value 196.960937
## iter  50 value 196.224632
## iter  60 value 196.129021
## iter  70 value 196.083548
## iter  80 value 196.061127
## iter  90 value 196.056073
## iter 100 value 196.047805
## final  value 196.047805 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 578.657659 
## iter  10 value 339.924711
## iter  20 value 199.208455
## iter  30 value 186.904484
## iter  40 value 182.938805
## iter  50 value 181.516997
## iter  60 value 181.412286
## iter  70 value 181.365620
## iter  80 value 181.363051
## iter  90 value 181.362663
## iter 100 value 181.362493
## final  value 181.362493 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.958637 
## iter  10 value 409.831989
## iter  20 value 214.561006
## iter  30 value 200.317222
## iter  40 value 196.075931
## iter  50 value 194.346991
## iter  60 value 194.224310
## iter  70 value 194.161612
## iter  80 value 194.128598
## iter  90 value 194.124896
## iter 100 value 194.124321
## final  value 194.124321 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.243475 
## iter  10 value 364.744171
## iter  20 value 210.460265
## iter  30 value 193.516179
## iter  40 value 190.468193
## iter  50 value 189.093224
## iter  60 value 189.032515
## iter  70 value 188.993380
## iter  80 value 188.991672
## iter  90 value 188.991505
## final  value 188.991502 
## converged
## # weights:  360 (238 variable)
## initial  value 584.527325 
## iter  10 value 338.385868
## iter  20 value 180.333834
## iter  30 value 165.714435
## iter  40 value 160.329427
## iter  50 value 159.815649
## iter  60 value 159.735261
## iter  70 value 159.694247
## iter  80 value 159.673392
## iter  90 value 159.672250
## iter 100 value 159.672131
## final  value 159.672131 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 637.052528 
## iter  10 value 400.667371
## iter  20 value 248.932801
## iter  30 value 235.390925
## iter  40 value 230.349430
## iter  50 value 228.637280
## iter  60 value 228.601824
## iter  70 value 228.561326
## iter  80 value 228.556231
## iter  90 value 228.555924
## final  value 228.555919 
## converged
## # weights:  360 (238 variable)
## initial  value 609.638526 
## iter  10 value 321.346760
## iter  20 value 209.289468
## iter  30 value 194.854127
## iter  40 value 186.560211
## iter  50 value 185.794338
## iter  60 value 185.713766
## iter  70 value 185.680760
## iter  80 value 185.676635
## iter  90 value 185.676091
## iter 100 value 185.675961
## final  value 185.675961 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 634.871123 
## iter  10 value 362.847933
## iter  20 value 211.442538
## iter  30 value 198.514079
## iter  40 value 194.420681
## iter  50 value 193.763178
## iter  60 value 193.685985
## iter  70 value 193.649757
## iter  80 value 193.624230
## iter  90 value 193.623020
## iter 100 value 193.622898
## final  value 193.622898 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 631.893554 
## iter  10 value 386.879709
## iter  20 value 232.653536
## iter  30 value 216.364613
## iter  40 value 213.130721
## iter  50 value 210.842492
## iter  60 value 210.577948
## iter  70 value 210.553563
## iter  80 value 210.548027
## iter  90 value 210.546318
## iter 100 value 210.546115
## final  value 210.546115 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 567.728005 
## iter  10 value 334.581212
## iter  20 value 203.246259
## iter  30 value 186.806399
## iter  40 value 181.204583
## iter  50 value 180.091044
## iter  60 value 180.035093
## iter  70 value 179.973966
## iter  80 value 179.969264
## iter  90 value 179.968599
## final  value 179.968566 
## converged
## # weights:  360 (238 variable)
## initial  value 604.933389 
## iter  10 value 383.531745
## iter  20 value 204.056272
## iter  30 value 177.588010
## iter  40 value 166.669173
## iter  50 value 164.509761
## iter  60 value 164.062472
## iter  70 value 164.000111
## iter  80 value 163.983526
## iter  90 value 163.977080
## iter 100 value 163.974043
## final  value 163.974043 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.588099 
## iter  10 value 393.290271
## iter  20 value 236.205992
## iter  30 value 221.163392
## iter  40 value 213.541729
## iter  50 value 212.474060
## iter  60 value 212.441597
## iter  70 value 212.404450
## iter  80 value 212.394002
## iter  90 value 212.393370
## final  value 212.393257 
## converged
## # weights:  360 (238 variable)
## initial  value 584.645645 
## iter  10 value 350.902743
## iter  20 value 216.010961
## iter  30 value 202.490166
## iter  40 value 199.073812
## iter  50 value 198.063935
## iter  60 value 197.969381
## iter  70 value 197.886997
## iter  80 value 197.882849
## iter  90 value 197.882490
## final  value 197.882479 
## converged
## # weights:  360 (238 variable)
## initial  value 618.044777 
## iter  10 value 386.315387
## iter  20 value 217.474353
## iter  30 value 202.742062
## iter  40 value 197.002651
## iter  50 value 196.291558
## iter  60 value 196.224410
## iter  70 value 196.164721
## iter  80 value 196.157856
## iter  90 value 196.157371
## final  value 196.157348 
## converged
## # weights:  360 (238 variable)
## initial  value 600.136298 
## iter  10 value 397.751164
## iter  20 value 190.704219
## iter  30 value 176.619852
## iter  40 value 172.498281
## iter  50 value 170.919577
## iter  60 value 170.846588
## iter  70 value 170.777766
## iter  80 value 170.765372
## iter  90 value 170.763644
## iter 100 value 170.762158
## final  value 170.762158 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 626.071019 
## iter  10 value 382.746777
## iter  20 value 238.396634
## iter  30 value 224.017987
## iter  40 value 219.307886
## iter  50 value 217.589175
## iter  60 value 217.548309
## iter  70 value 217.517937
## iter  80 value 217.507817
## iter  90 value 217.507184
## final  value 217.507114 
## converged
## # weights:  360 (238 variable)
## initial  value 612.871082 
## iter  10 value 338.140334
## iter  20 value 212.835812
## iter  30 value 198.625937
## iter  40 value 191.022874
## iter  50 value 189.209968
## iter  60 value 189.093582
## iter  70 value 189.065314
## iter  80 value 189.062995
## iter  90 value 189.062844
## final  value 189.062835 
## converged
## # weights:  360 (238 variable)
## initial  value 594.269928 
## iter  10 value 329.678033
## iter  20 value 204.100561
## iter  30 value 191.929517
## iter  40 value 187.777300
## iter  50 value 186.025336
## iter  60 value 185.843518
## iter  70 value 185.794220
## iter  80 value 185.769639
## iter  90 value 185.758801
## iter 100 value 185.758291
## final  value 185.758291 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.729670 
## iter  10 value 324.803062
## iter  20 value 221.886139
## iter  30 value 202.411182
## iter  40 value 195.884398
## iter  50 value 194.420697
## iter  60 value 194.346556
## iter  70 value 194.295802
## iter  80 value 194.271607
## iter  90 value 194.263581
## iter 100 value 194.262856
## final  value 194.262856 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.648012 
## iter  10 value 362.383914
## iter  20 value 216.218658
## iter  30 value 202.817189
## iter  40 value 200.396871
## iter  50 value 199.405052
## iter  60 value 199.376023
## iter  70 value 199.360493
## iter  80 value 199.347821
## iter  90 value 199.347313
## final  value 199.347273 
## converged
## # weights:  360 (238 variable)
## initial  value 599.572381 
## iter  10 value 373.212282
## iter  20 value 232.286281
## iter  30 value 217.848395
## iter  40 value 215.566970
## iter  50 value 214.852392
## iter  60 value 214.711689
## iter  70 value 214.707956
## iter  80 value 214.699410
## iter  90 value 214.697926
## final  value 214.697829 
## converged
## # weights:  360 (238 variable)
## initial  value 612.432077 
## iter  10 value 400.096295
## iter  20 value 235.126125
## iter  30 value 218.743183
## iter  40 value 212.341281
## iter  50 value 211.381386
## iter  60 value 211.283455
## iter  70 value 211.189590
## iter  80 value 211.181525
## iter  90 value 211.180948
## final  value 211.180851 
## converged
## # weights:  360 (238 variable)
## initial  value 591.554708 
## iter  10 value 384.360045
## iter  20 value 204.641376
## iter  30 value 183.175368
## iter  40 value 175.805083
## iter  50 value 174.277153
## iter  60 value 174.048023
## iter  70 value 174.027947
## iter  80 value 174.023229
## iter  90 value 174.022336
## iter 100 value 174.022277
## final  value 174.022277 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 584.570280 
## iter  10 value 348.041921
## iter  20 value 196.452834
## iter  30 value 181.267748
## iter  40 value 173.463358
## iter  50 value 172.398775
## iter  60 value 172.259750
## iter  70 value 172.176425
## iter  80 value 172.161169
## iter  90 value 172.160679
## iter 100 value 172.159288
## final  value 172.159288 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.191453 
## iter  10 value 357.375983
## iter  20 value 220.696114
## iter  30 value 208.161685
## iter  40 value 205.374453
## iter  50 value 203.651692
## iter  60 value 203.440898
## iter  70 value 203.432590
## iter  80 value 203.432203
## final  value 203.432195 
## converged
## # weights:  360 (238 variable)
## initial  value 558.340473 
## iter  10 value 344.296972
## iter  20 value 181.203453
## iter  30 value 165.505852
## iter  40 value 162.304778
## iter  50 value 161.788848
## iter  60 value 161.700876
## iter  70 value 161.665218
## iter  80 value 161.660776
## iter  90 value 161.660326
## final  value 161.660271 
## converged
## # weights:  360 (238 variable)
## initial  value 594.204891 
## iter  10 value 322.598729
## iter  20 value 209.909123
## iter  30 value 195.393510
## iter  40 value 191.514682
## iter  50 value 190.701325
## iter  60 value 190.630760
## iter  70 value 190.601442
## iter  80 value 190.575998
## iter  90 value 190.567768
## iter 100 value 190.567329
## final  value 190.567329 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.841510 
## iter  10 value 321.520963
## iter  20 value 196.521386
## iter  30 value 183.942173
## iter  40 value 180.817998
## iter  50 value 179.699520
## iter  60 value 179.637663
## iter  70 value 179.589052
## iter  80 value 179.577172
## iter  90 value 179.568825
## iter 100 value 179.566385
## final  value 179.566385 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 647.519996 
## iter  10 value 396.799470
## iter  20 value 214.063183
## iter  30 value 197.541365
## iter  40 value 189.817755
## iter  50 value 187.873223
## iter  60 value 187.670790
## iter  70 value 187.578840
## iter  80 value 187.547762
## iter  90 value 187.545996
## iter 100 value 187.545739
## final  value 187.545739 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 627.678179 
## iter  10 value 355.050921
## iter  20 value 194.604648
## iter  30 value 178.737833
## iter  40 value 173.650316
## iter  50 value 171.552106
## iter  60 value 171.459231
## iter  70 value 171.391358
## iter  80 value 171.383843
## iter  90 value 171.382986
## iter 100 value 171.381747
## final  value 171.381747 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.972433 
## iter  10 value 320.820228
## iter  20 value 176.253247
## iter  30 value 163.355539
## iter  40 value 161.606830
## iter  50 value 161.160946
## iter  60 value 161.052342
## iter  70 value 161.036176
## iter  80 value 161.034519
## iter  90 value 161.033193
## iter 100 value 161.032995
## final  value 161.032995 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.208242 
## iter  10 value 400.238182
## iter  20 value 221.311391
## iter  30 value 194.691142
## iter  40 value 186.817344
## iter  50 value 186.021942
## iter  60 value 185.880153
## iter  70 value 185.814596
## iter  80 value 185.804640
## iter  90 value 185.803334
## iter 100 value 185.803150
## final  value 185.803150 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 573.175364 
## iter  10 value 382.092860
## iter  20 value 211.060011
## iter  30 value 197.976407
## iter  40 value 194.341488
## iter  50 value 192.948235
## iter  60 value 192.890724
## iter  70 value 192.845127
## iter  80 value 192.831718
## iter  90 value 192.830976
## final  value 192.830885 
## converged
## # weights:  360 (238 variable)
## initial  value 631.099038 
## iter  10 value 379.343012
## iter  20 value 217.228496
## iter  30 value 201.146050
## iter  40 value 196.901462
## iter  50 value 195.339346
## iter  60 value 195.173764
## iter  70 value 195.102919
## iter  80 value 195.081135
## iter  90 value 195.079971
## iter 100 value 195.079855
## final  value 195.079855 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 561.568196 
## iter  10 value 325.420230
## iter  20 value 214.019130
## iter  30 value 198.928889
## iter  40 value 192.732480
## iter  50 value 191.845750
## iter  60 value 191.782796
## iter  70 value 191.717793
## iter  80 value 191.713346
## iter  90 value 191.713060
## final  value 191.713028 
## converged
## # weights:  360 (238 variable)
## initial  value 615.028317 
## iter  10 value 332.862392
## iter  20 value 190.013333
## iter  30 value 172.316715
## iter  40 value 165.828630
## iter  50 value 163.175641
## iter  60 value 162.965336
## iter  70 value 162.894839
## iter  80 value 162.864679
## iter  90 value 162.863360
## final  value 162.863246 
## converged
## # weights:  360 (238 variable)
## initial  value 591.367724 
## iter  10 value 349.438701
## iter  20 value 219.896475
## iter  30 value 203.048762
## iter  40 value 198.011677
## iter  50 value 196.502348
## iter  60 value 196.430567
## iter  70 value 196.386365
## iter  80 value 196.354537
## iter  90 value 196.348625
## iter 100 value 196.348309
## final  value 196.348309 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 589.757159 
## iter  10 value 325.461181
## iter  20 value 195.831133
## iter  30 value 177.229495
## iter  40 value 173.549219
## iter  50 value 172.195990
## iter  60 value 172.091421
## iter  70 value 172.010280
## iter  80 value 171.999243
## iter  90 value 171.993034
## iter 100 value 171.989970
## final  value 171.989970 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 621.581869 
## iter  10 value 390.050077
## iter  20 value 219.607233
## iter  30 value 205.880190
## iter  40 value 202.743128
## iter  50 value 198.552519
## iter  60 value 197.422577
## iter  70 value 197.409631
## iter  80 value 197.407315
## iter  90 value 197.406891
## final  value 197.406849 
## converged
## # weights:  360 (238 variable)
## initial  value 580.243835 
## iter  10 value 334.800486
## iter  20 value 217.214141
## iter  30 value 203.827201
## iter  40 value 201.524385
## iter  50 value 201.152857
## iter  60 value 200.954653
## iter  70 value 200.752430
## final  value 200.751305 
## converged
## # weights:  360 (238 variable)
## initial  value 590.838413 
## iter  10 value 359.768299
## iter  20 value 221.329340
## iter  30 value 201.188852
## iter  40 value 196.675629
## iter  50 value 196.075848
## iter  60 value 195.947034
## iter  70 value 195.890028
## iter  80 value 195.883757
## iter  90 value 195.881815
## iter 100 value 195.881567
## final  value 195.881567 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.062476 
## iter  10 value 366.060692
## iter  20 value 222.940718
## iter  30 value 210.892835
## iter  40 value 206.209625
## iter  50 value 203.854982
## iter  60 value 203.757923
## iter  70 value 203.717989
## iter  80 value 203.714672
## iter  90 value 203.714347
## final  value 203.714343 
## converged
## # weights:  360 (238 variable)
## initial  value 583.016074 
## iter  10 value 314.310088
## iter  20 value 202.756017
## iter  30 value 189.203787
## iter  40 value 183.814364
## iter  50 value 183.132261
## iter  60 value 183.062388
## iter  70 value 183.035875
## iter  80 value 183.013506
## iter  90 value 183.006777
## iter 100 value 183.005076
## final  value 183.005076 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 635.819885 
## iter  10 value 423.422327
## iter  20 value 244.303957
## iter  30 value 223.191552
## iter  40 value 216.387380
## iter  50 value 213.796246
## iter  60 value 213.416750
## iter  70 value 213.378423
## iter  80 value 213.340357
## iter  90 value 213.329271
## iter 100 value 213.325458
## final  value 213.325458 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.592050 
## iter  10 value 367.655084
## iter  20 value 223.827497
## iter  30 value 207.573833
## iter  40 value 201.880645
## iter  50 value 200.902973
## iter  60 value 200.748867
## iter  70 value 200.689516
## iter  80 value 200.682617
## iter  90 value 200.681793
## iter 100 value 200.681664
## final  value 200.681664 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 578.036064 
## iter  10 value 339.958518
## iter  20 value 187.489000
## iter  30 value 172.800830
## iter  40 value 168.223170
## iter  50 value 167.587010
## iter  60 value 167.501780
## iter  70 value 167.463448
## iter  80 value 167.447534
## iter  90 value 167.438106
## iter 100 value 167.429709
## final  value 167.429709 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 589.139189 
## iter  10 value 398.604727
## iter  20 value 207.823884
## iter  30 value 191.486881
## iter  40 value 182.050890
## iter  50 value 179.158911
## iter  60 value 178.778416
## iter  70 value 178.717588
## iter  80 value 178.708315
## iter  90 value 178.707843
## final  value 178.707804 
## converged
## # weights:  360 (238 variable)
## initial  value 602.395814 
## iter  10 value 347.346803
## iter  20 value 200.771071
## iter  30 value 187.338744
## iter  40 value 184.474586
## iter  50 value 183.726525
## iter  60 value 183.682032
## iter  70 value 183.674909
## iter  80 value 183.661532
## iter  90 value 183.659473
## iter 100 value 183.659364
## final  value 183.659364 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 641.227254 
## iter  10 value 403.170362
## iter  20 value 214.156273
## iter  30 value 191.251932
## iter  40 value 182.174312
## iter  50 value 181.351106
## iter  60 value 181.169812
## iter  70 value 181.108394
## iter  80 value 181.073859
## iter  90 value 181.052389
## iter 100 value 181.040498
## final  value 181.040498 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 572.698566 
## iter  10 value 343.064866
## iter  20 value 211.250746
## iter  30 value 197.558485
## iter  40 value 193.725129
## iter  50 value 191.776939
## iter  60 value 191.718016
## iter  70 value 191.700251
## iter  80 value 191.687279
## iter  90 value 191.683929
## iter 100 value 191.683620
## final  value 191.683620 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.899375 
## iter  10 value 330.087040
## iter  20 value 212.729130
## iter  30 value 198.728918
## iter  40 value 193.545037
## iter  50 value 192.810937
## iter  60 value 192.785652
## iter  70 value 192.748244
## iter  80 value 192.744824
## iter  90 value 192.744448
## final  value 192.744434 
## converged
## # weights:  360 (238 variable)
## initial  value 613.480153 
## iter  10 value 381.147382
## iter  20 value 198.453789
## iter  30 value 179.085082
## iter  40 value 174.821069
## iter  50 value 173.421316
## iter  60 value 173.334415
## iter  70 value 173.304446
## iter  80 value 173.288744
## iter  90 value 173.287545
## iter 100 value 173.287437
## final  value 173.287437 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.652799 
## iter  10 value 366.401043
## iter  20 value 220.676366
## iter  30 value 207.302911
## iter  40 value 202.920249
## iter  50 value 199.947525
## iter  60 value 199.701480
## iter  70 value 199.668765
## iter  80 value 199.665442
## iter  90 value 199.665311
## iter  90 value 199.665309
## iter  90 value 199.665309
## final  value 199.665309 
## converged
## # weights:  360 (238 variable)
## initial  value 609.430448 
## iter  10 value 356.860747
## iter  20 value 205.772991
## iter  30 value 186.575760
## iter  40 value 183.566991
## iter  50 value 182.796724
## iter  60 value 182.515016
## iter  70 value 182.507542
## iter  80 value 182.503886
## iter  90 value 182.499907
## iter 100 value 182.494739
## final  value 182.494739 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 593.830044 
## iter  10 value 317.357965
## iter  20 value 206.620498
## iter  30 value 193.673231
## iter  40 value 188.774590
## iter  50 value 187.138936
## iter  60 value 187.039079
## iter  70 value 187.000355
## iter  80 value 186.972789
## iter  90 value 186.970250
## iter 100 value 186.967480
## final  value 186.967480 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.424621 
## iter  10 value 410.819845
## iter  20 value 224.508764
## iter  30 value 204.601156
## iter  40 value 197.264810
## iter  50 value 196.475389
## iter  60 value 196.375214
## iter  70 value 196.298534
## iter  80 value 196.279185
## iter  90 value 196.275357
## iter 100 value 196.272485
## final  value 196.272485 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 621.642293 
## iter  10 value 396.586205
## iter  20 value 232.559988
## iter  30 value 209.433768
## iter  40 value 201.944698
## iter  50 value 199.904136
## iter  60 value 199.807759
## iter  70 value 199.727928
## iter  80 value 199.722354
## iter  90 value 199.721867
## final  value 199.721845 
## converged
## # weights:  360 (238 variable)
## initial  value 604.814958 
## iter  10 value 367.476002
## iter  20 value 211.413806
## iter  30 value 197.535386
## iter  40 value 191.362618
## iter  50 value 189.475100
## iter  60 value 189.455474
## iter  70 value 189.438587
## iter  80 value 189.429522
## iter  90 value 189.427901
## final  value 189.427776 
## converged
## # weights:  360 (238 variable)
## initial  value 593.476291 
## iter  10 value 337.558825
## iter  20 value 225.996315
## iter  30 value 211.518143
## iter  40 value 206.498248
## iter  50 value 204.997570
## iter  60 value 204.931203
## iter  70 value 204.904972
## iter  80 value 204.891888
## iter  90 value 204.890971
## final  value 204.890907 
## converged
## # weights:  360 (238 variable)
## initial  value 608.635932 
## iter  10 value 382.743279
## iter  20 value 236.375649
## iter  30 value 217.887807
## iter  40 value 210.700129
## iter  50 value 209.490251
## iter  60 value 209.407270
## iter  70 value 209.350183
## iter  80 value 209.345959
## iter  90 value 209.345633
## final  value 209.345622 
## converged
## # weights:  360 (238 variable)
## initial  value 579.207514 
## iter  10 value 329.144962
## iter  20 value 213.368768
## iter  30 value 204.351513
## iter  40 value 200.550360
## iter  50 value 199.663398
## iter  60 value 199.641555
## iter  70 value 199.611756
## iter  80 value 199.604286
## iter  90 value 199.603930
## final  value 199.603917 
## converged
## # weights:  360 (238 variable)
## initial  value 581.282244 
## iter  10 value 370.045069
## iter  20 value 205.373023
## iter  30 value 189.289832
## iter  40 value 186.507083
## iter  50 value 184.821225
## iter  60 value 184.675783
## iter  70 value 184.583294
## iter  80 value 184.572530
## iter  90 value 184.570639
## iter 100 value 184.570262
## final  value 184.570262 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 620.684962 
## iter  10 value 361.212506
## iter  20 value 203.635344
## iter  30 value 181.383720
## iter  40 value 174.796285
## iter  50 value 174.360134
## iter  60 value 174.292099
## iter  70 value 174.236173
## iter  80 value 174.222099
## iter  90 value 174.215961
## iter 100 value 174.214858
## final  value 174.214858 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 567.195398 
## iter  10 value 350.629529
## iter  20 value 213.700109
## iter  30 value 197.532925
## iter  40 value 191.438156
## iter  50 value 189.530902
## iter  60 value 189.472900
## iter  70 value 189.427578
## iter  80 value 189.422133
## iter  90 value 189.421742
## iter 100 value 189.421649
## final  value 189.421649 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.767227 
## iter  10 value 416.737223
## iter  20 value 207.643253
## iter  30 value 185.176041
## iter  40 value 174.533808
## iter  50 value 173.391639
## iter  60 value 173.205349
## iter  70 value 173.167348
## iter  80 value 173.151483
## iter  90 value 173.130402
## iter 100 value 173.120500
## final  value 173.120500 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 628.075876 
## iter  10 value 362.488657
## iter  20 value 216.089195
## iter  30 value 199.047906
## iter  40 value 191.506836
## iter  50 value 189.744719
## iter  60 value 189.629638
## iter  70 value 189.548569
## iter  80 value 189.536749
## iter  90 value 189.536154
## iter 100 value 189.535951
## final  value 189.535951 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.293294 
## iter  10 value 362.862664
## iter  20 value 206.543809
## iter  30 value 191.449874
## iter  40 value 187.560475
## iter  50 value 186.561644
## iter  60 value 186.449881
## iter  70 value 186.420615
## iter  80 value 186.403068
## iter  90 value 186.401879
## iter 100 value 186.401733
## final  value 186.401733 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.181652 
## iter  10 value 372.252961
## iter  20 value 207.557570
## iter  30 value 192.770615
## iter  40 value 188.406881
## iter  50 value 186.607660
## iter  60 value 186.420014
## iter  70 value 186.342519
## iter  80 value 186.308685
## iter  90 value 186.303744
## iter 100 value 186.297146
## final  value 186.297146 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.895181 
## iter  10 value 375.924269
## iter  20 value 236.693654
## iter  30 value 221.419414
## iter  40 value 218.519221
## iter  50 value 217.510862
## iter  60 value 217.410372
## iter  70 value 217.364725
## iter  80 value 217.348381
## iter  90 value 217.347837
## final  value 217.347779 
## converged
## # weights:  360 (238 variable)
## initial  value 626.386980 
## iter  10 value 363.827713
## iter  20 value 202.833074
## iter  30 value 188.596040
## iter  40 value 185.265465
## iter  50 value 183.911167
## iter  60 value 183.843601
## iter  70 value 183.781942
## iter  80 value 183.777128
## iter  90 value 183.776826
## final  value 183.776808 
## converged
## # weights:  360 (238 variable)
## initial  value 578.494076 
## iter  10 value 362.905351
## iter  20 value 220.576351
## iter  30 value 205.289633
## iter  40 value 200.433239
## iter  50 value 199.580445
## iter  60 value 199.397048
## iter  70 value 199.323246
## iter  80 value 199.320213
## iter  90 value 199.320023
## final  value 199.320016 
## converged
## # weights:  360 (238 variable)
## initial  value 612.448007 
## iter  10 value 434.015374
## iter  20 value 249.370372
## iter  30 value 232.750439
## iter  40 value 226.106084
## iter  50 value 224.577531
## iter  60 value 224.441248
## iter  70 value 224.399125
## iter  80 value 224.396916
## final  value 224.396834 
## converged
## # weights:  360 (238 variable)
## initial  value 596.603161 
## iter  10 value 363.334671
## iter  20 value 215.203201
## iter  30 value 200.957677
## iter  40 value 197.689749
## iter  50 value 196.076789
## iter  60 value 195.981500
## iter  70 value 195.956648
## iter  80 value 195.923093
## iter  90 value 195.920171
## iter 100 value 195.919948
## final  value 195.919948 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.487419 
## iter  10 value 390.332005
## iter  20 value 228.311894
## iter  30 value 209.928003
## iter  40 value 204.677807
## iter  50 value 203.423502
## iter  60 value 203.196504
## iter  70 value 203.162696
## iter  80 value 203.115477
## iter  90 value 203.112281
## iter 100 value 203.112138
## final  value 203.112138 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.652082 
## iter  10 value 356.394077
## iter  20 value 206.805491
## iter  30 value 192.252081
## iter  40 value 188.152227
## iter  50 value 186.084820
## iter  60 value 185.717572
## iter  70 value 185.656615
## iter  80 value 185.650116
## iter  90 value 185.649879
## iter 100 value 185.649836
## final  value 185.649836 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.317918 
## iter  10 value 386.199080
## iter  20 value 230.466070
## iter  30 value 219.310188
## iter  40 value 216.383256
## iter  50 value 215.222531
## iter  60 value 215.191378
## iter  70 value 215.161342
## iter  80 value 215.160234
## final  value 215.160187 
## converged
## # weights:  360 (238 variable)
## initial  value 566.135237 
## iter  10 value 351.034925
## iter  20 value 212.706946
## iter  30 value 202.146036
## iter  40 value 199.799757
## iter  50 value 198.501163
## iter  60 value 198.444344
## iter  70 value 198.435925
## iter  80 value 198.428687
## iter  90 value 198.423491
## iter 100 value 198.423069
## final  value 198.423069 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.339565 
## iter  10 value 369.947469
## iter  20 value 214.060649
## iter  30 value 196.965157
## iter  40 value 192.162480
## iter  50 value 191.204097
## iter  60 value 191.137420
## iter  70 value 191.097565
## iter  80 value 191.074375
## iter  90 value 191.072882
## iter 100 value 191.072726
## final  value 191.072726 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.361063 
## iter  10 value 364.637608
## iter  20 value 213.670236
## iter  30 value 197.010484
## iter  40 value 190.871472
## iter  50 value 189.401065
## iter  60 value 189.307484
## iter  70 value 189.222721
## iter  80 value 189.216961
## iter  90 value 189.216365
## final  value 189.216345 
## converged
## # weights:  360 (238 variable)
## initial  value 615.992240 
## iter  10 value 340.968570
## iter  20 value 197.583014
## iter  30 value 183.295662
## iter  40 value 180.140062
## iter  50 value 178.806213
## iter  60 value 178.777483
## iter  70 value 178.762096
## iter  80 value 178.749517
## iter  90 value 178.748638
## iter 100 value 178.748575
## final  value 178.748575 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.118889 
## iter  10 value 388.843095
## iter  20 value 208.088935
## iter  30 value 194.338791
## iter  40 value 191.775816
## iter  50 value 190.841512
## iter  60 value 190.813076
## iter  70 value 190.790613
## iter  80 value 190.776691
## iter  90 value 190.775954
## final  value 190.775870 
## converged
## # weights:  360 (238 variable)
## initial  value 583.454420 
## iter  10 value 379.670829
## iter  20 value 237.545485
## iter  30 value 215.051183
## iter  40 value 201.487553
## iter  50 value 199.159488
## iter  60 value 199.018933
## iter  70 value 198.988246
## iter  80 value 198.984352
## iter  90 value 198.984088
## final  value 198.984084 
## converged
## # weights:  360 (238 variable)
## initial  value 628.305816 
## iter  10 value 350.452636
## iter  20 value 216.916871
## iter  30 value 196.218522
## iter  40 value 190.639057
## iter  50 value 188.903725
## iter  60 value 188.566852
## iter  70 value 188.454237
## iter  80 value 188.409613
## iter  90 value 188.400157
## iter 100 value 188.390923
## final  value 188.390923 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.440360 
## iter  10 value 374.487647
## iter  20 value 224.941699
## iter  30 value 208.212587
## iter  40 value 202.413186
## iter  50 value 201.409849
## iter  60 value 201.353898
## iter  70 value 201.319861
## iter  80 value 201.299134
## iter  90 value 201.287644
## iter 100 value 201.287046
## final  value 201.287046 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 632.034286 
## iter  10 value 365.374871
## iter  20 value 189.311521
## iter  30 value 173.979183
## iter  40 value 167.946229
## iter  50 value 166.367556
## iter  60 value 166.258584
## iter  70 value 166.177718
## iter  80 value 166.163601
## iter  90 value 166.162193
## iter 100 value 166.161883
## final  value 166.161883 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.796568 
## iter  10 value 357.718218
## iter  20 value 209.636155
## iter  30 value 198.485961
## iter  40 value 196.101799
## iter  50 value 195.404670
## iter  60 value 195.335209
## iter  70 value 195.327189
## iter  80 value 195.322685
## iter  90 value 195.322464
## final  value 195.322457 
## converged
## # weights:  360 (238 variable)
## initial  value 598.343912 
## iter  10 value 381.889666
## iter  20 value 228.828327
## iter  30 value 216.159202
## iter  40 value 213.431490
## iter  50 value 212.703996
## iter  60 value 212.665248
## iter  70 value 212.616387
## iter  80 value 212.610869
## iter  90 value 212.610613
## final  value 212.610592 
## converged
## # weights:  360 (238 variable)
## initial  value 601.785205 
## iter  10 value 378.120708
## iter  20 value 228.977541
## iter  30 value 211.310644
## iter  40 value 203.260812
## iter  50 value 201.754567
## iter  60 value 201.688210
## iter  70 value 201.612995
## iter  80 value 201.608060
## iter  90 value 201.607496
## final  value 201.607482 
## converged
## # weights:  360 (238 variable)
## initial  value 610.997069 
## iter  10 value 365.399186
## iter  20 value 212.451175
## iter  30 value 196.323211
## iter  40 value 191.808025
## iter  50 value 188.688801
## iter  60 value 188.572703
## iter  70 value 188.525032
## iter  80 value 188.518882
## iter  90 value 188.517730
## final  value 188.517687 
## converged
## # weights:  360 (238 variable)
## initial  value 579.842402 
## iter  10 value 329.174028
## iter  20 value 196.761150
## iter  30 value 185.495943
## iter  40 value 179.325219
## iter  50 value 177.829642
## iter  60 value 177.760416
## iter  70 value 177.728458
## iter  80 value 177.725921
## iter  90 value 177.725680
## final  value 177.725651 
## converged
## # weights:  360 (238 variable)
## initial  value 585.877629 
## iter  10 value 338.603671
## iter  20 value 194.906309
## iter  30 value 175.940597
## iter  40 value 169.750467
## iter  50 value 168.229712
## iter  60 value 167.999851
## iter  70 value 167.906761
## iter  80 value 167.871580
## iter  90 value 167.855653
## iter 100 value 167.849939
## final  value 167.849939 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 600.177496 
## iter  10 value 356.504706
## iter  20 value 216.329650
## iter  30 value 199.968081
## iter  40 value 194.238031
## iter  50 value 192.324367
## iter  60 value 192.204039
## iter  70 value 192.129971
## iter  80 value 192.116299
## iter  90 value 192.114618
## iter 100 value 192.114437
## final  value 192.114437 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 630.901837 
## iter  10 value 352.342115
## iter  20 value 213.756577
## iter  30 value 199.642280
## iter  40 value 194.092066
## iter  50 value 192.696267
## iter  60 value 192.646663
## iter  70 value 192.585928
## iter  80 value 192.581259
## iter  90 value 192.580836
## final  value 192.580804 
## converged
## # weights:  360 (238 variable)
## initial  value 617.691354 
## iter  10 value 368.630113
## iter  20 value 216.262080
## iter  30 value 196.449376
## iter  40 value 193.042993
## iter  50 value 192.240458
## iter  60 value 192.129201
## iter  70 value 192.055181
## iter  80 value 192.033563
## iter  90 value 192.022532
## iter 100 value 192.021891
## final  value 192.021891 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.619998 
## iter  10 value 338.064952
## iter  20 value 201.423000
## iter  30 value 188.084010
## iter  40 value 183.063255
## iter  50 value 180.860276
## iter  60 value 180.657718
## iter  70 value 180.614105
## iter  80 value 180.594415
## iter  90 value 180.592336
## iter 100 value 180.591782
## final  value 180.591782 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.290834 
## iter  10 value 370.001145
## iter  20 value 196.675501
## iter  30 value 181.219963
## iter  40 value 178.638917
## iter  50 value 177.911883
## iter  60 value 177.644549
## iter  70 value 177.637627
## iter  80 value 177.630361
## iter  90 value 177.624092
## iter 100 value 177.621951
## final  value 177.621951 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 565.835975 
## iter  10 value 310.990000
## iter  20 value 182.932732
## iter  30 value 170.001749
## iter  40 value 165.964212
## iter  50 value 165.362298
## iter  60 value 165.308831
## iter  70 value 165.288980
## iter  80 value 165.287483
## iter  90 value 165.287282
## final  value 165.287275 
## converged
## # weights:  360 (238 variable)
## initial  value 600.616282 
## iter  10 value 414.949481
## iter  20 value 234.058292
## iter  30 value 218.896412
## iter  40 value 216.227191
## iter  50 value 215.399296
## iter  60 value 215.341759
## iter  70 value 215.316202
## iter  80 value 215.310529
## iter  90 value 215.310223
## final  value 215.310209 
## converged
## # weights:  360 (238 variable)
## initial  value 606.851895 
## iter  10 value 355.930021
## iter  20 value 195.314971
## iter  30 value 175.579889
## iter  40 value 171.103184
## iter  50 value 170.245590
## iter  60 value 170.136622
## iter  70 value 170.060473
## iter  80 value 170.040795
## iter  90 value 170.038431
## iter 100 value 170.034686
## final  value 170.034686 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.135195 
## iter  10 value 365.378210
## iter  20 value 225.243816
## iter  30 value 209.643652
## iter  40 value 204.189809
## iter  50 value 203.343166
## iter  60 value 203.212715
## iter  70 value 203.191455
## iter  80 value 203.190473
## final  value 203.190396 
## converged
## # weights:  360 (238 variable)
## initial  value 586.204356 
## iter  10 value 315.895623
## iter  20 value 204.270037
## iter  30 value 188.913869
## iter  40 value 181.052452
## iter  50 value 179.730741
## iter  60 value 179.620664
## iter  70 value 179.578856
## iter  80 value 179.558380
## iter  90 value 179.556755
## final  value 179.556697 
## converged
## # weights:  360 (238 variable)
## initial  value 584.096559 
## iter  10 value 364.797995
## iter  20 value 218.113163
## iter  30 value 203.802653
## iter  40 value 201.072803
## iter  50 value 200.040889
## iter  60 value 200.006835
## iter  70 value 199.974961
## iter  80 value 199.961793
## iter  90 value 199.961249
## final  value 199.961217 
## converged
## # weights:  360 (238 variable)
## initial  value 587.007222 
## iter  10 value 357.745847
## iter  20 value 212.628156
## iter  30 value 201.216915
## iter  40 value 198.212235
## iter  50 value 195.804367
## iter  60 value 195.549705
## iter  70 value 195.533855
## iter  80 value 195.531711
## iter  90 value 195.531530
## final  value 195.531522 
## converged
## # weights:  360 (238 variable)
## initial  value 575.946174 
## iter  10 value 342.608299
## iter  20 value 192.954227
## iter  30 value 176.617390
## iter  40 value 171.307589
## iter  50 value 169.995187
## iter  60 value 169.588912
## iter  70 value 169.490377
## iter  80 value 169.465761
## iter  90 value 169.459603
## iter 100 value 169.458676
## final  value 169.458676 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 570.925186 
## iter  10 value 329.278419
## iter  20 value 200.956617
## iter  30 value 181.644804
## iter  40 value 174.429742
## iter  50 value 171.752511
## iter  60 value 171.037481
## iter  70 value 170.905365
## iter  80 value 170.875356
## iter  90 value 170.868272
## iter 100 value 170.863072
## final  value 170.863072 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 630.018772 
## iter  10 value 387.390772
## iter  20 value 208.735326
## iter  30 value 195.926098
## iter  40 value 191.433842
## iter  50 value 190.052404
## iter  60 value 190.016420
## iter  70 value 189.968409
## iter  80 value 189.964273
## iter  90 value 189.964037
## final  value 189.964033 
## converged
## # weights:  360 (238 variable)
## initial  value 582.384921 
## iter  10 value 359.436836
## iter  20 value 210.020260
## iter  30 value 193.743348
## iter  40 value 188.476565
## iter  50 value 187.656696
## iter  60 value 187.551331
## iter  70 value 187.489697
## iter  80 value 187.484191
## iter  90 value 187.483685
## final  value 187.483570 
## converged
## # weights:  360 (238 variable)
## initial  value 603.996932 
## iter  10 value 336.047847
## iter  20 value 202.400950
## iter  30 value 186.683321
## iter  40 value 181.703753
## iter  50 value 180.289078
## iter  60 value 180.143542
## iter  70 value 180.087198
## iter  80 value 180.053544
## iter  90 value 180.048551
## iter 100 value 180.042484
## final  value 180.042484 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.438436 
## iter  10 value 360.920096
## iter  20 value 216.453470
## iter  30 value 203.186990
## iter  40 value 197.643510
## iter  50 value 196.801877
## iter  60 value 196.745290
## iter  70 value 196.716349
## iter  80 value 196.714493
## iter  90 value 196.714365
## iter  90 value 196.714364
## iter  90 value 196.714364
## final  value 196.714364 
## converged
## # weights:  360 (238 variable)
## initial  value 581.010447 
## iter  10 value 330.646471
## iter  20 value 208.513480
## iter  30 value 187.679643
## iter  40 value 182.262072
## iter  50 value 180.852313
## iter  60 value 180.703476
## iter  70 value 180.637519
## iter  80 value 180.606763
## iter  90 value 180.604689
## iter 100 value 180.604522
## final  value 180.604522 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 560.431681 
## iter  10 value 367.882840
## iter  20 value 176.464156
## iter  30 value 160.262697
## iter  40 value 158.577143
## iter  50 value 157.821001
## iter  60 value 157.712250
## iter  70 value 157.673101
## iter  80 value 157.660961
## iter  90 value 157.644606
## iter 100 value 157.643001
## final  value 157.643001 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.293342 
## iter  10 value 348.427845
## iter  20 value 204.878555
## iter  30 value 189.043044
## iter  40 value 184.443525
## iter  50 value 183.558481
## iter  60 value 183.452019
## iter  70 value 183.408936
## iter  80 value 183.399605
## iter  90 value 183.388345
## iter 100 value 183.387577
## final  value 183.387577 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 623.988160 
## iter  10 value 441.171323
## iter  20 value 242.667564
## iter  30 value 217.406502
## iter  40 value 205.115984
## iter  50 value 202.965623
## iter  60 value 202.386869
## iter  70 value 202.328549
## iter  80 value 202.302604
## iter  90 value 202.299177
## iter 100 value 202.296415
## final  value 202.296415 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 616.546380 
## iter  10 value 410.062907
## iter  20 value 246.298024
## iter  30 value 229.457872
## iter  40 value 222.393854
## iter  50 value 220.309423
## iter  60 value 219.829184
## iter  70 value 219.802069
## iter  80 value 219.799336
## final  value 219.799243 
## converged
## # weights:  360 (238 variable)
## initial  value 609.665661 
## iter  10 value 346.430170
## iter  20 value 183.332364
## iter  30 value 167.575797
## iter  40 value 163.261254
## iter  50 value 160.424331
## iter  60 value 160.122831
## iter  70 value 160.048225
## iter  80 value 160.042161
## iter  90 value 160.041503
## final  value 160.041462 
## converged
## # weights:  360 (238 variable)
## initial  value 602.336269 
## iter  10 value 364.845273
## iter  20 value 194.585643
## iter  30 value 178.626900
## iter  40 value 175.566902
## iter  50 value 174.007535
## iter  60 value 173.824513
## iter  70 value 173.800739
## iter  80 value 173.793980
## iter  90 value 173.793817
## final  value 173.793811 
## converged
## # weights:  360 (238 variable)
## initial  value 614.529108 
## iter  10 value 387.615299
## iter  20 value 203.908161
## iter  30 value 189.692437
## iter  40 value 184.414341
## iter  50 value 183.088203
## iter  60 value 183.002913
## iter  70 value 182.962986
## iter  80 value 182.937284
## iter  90 value 182.927545
## iter 100 value 182.925888
## final  value 182.925888 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 583.232171 
## iter  10 value 348.267314
## iter  20 value 207.296556
## iter  30 value 193.385348
## iter  40 value 189.628457
## iter  50 value 187.735209
## iter  60 value 187.668586
## iter  70 value 187.631715
## iter  80 value 187.614144
## iter  90 value 187.607845
## iter 100 value 187.607392
## final  value 187.607392 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 582.894457 
## iter  10 value 340.797057
## iter  20 value 215.269286
## iter  30 value 200.492345
## iter  40 value 196.145004
## iter  50 value 193.957774
## iter  60 value 193.904067
## iter  70 value 193.860427
## iter  80 value 193.854103
## iter  90 value 193.853684
## final  value 193.853670 
## converged
## # weights:  360 (238 variable)
## initial  value 575.124082 
## iter  10 value 322.214216
## iter  20 value 172.021286
## iter  30 value 154.665410
## iter  40 value 151.542355
## iter  50 value 150.624978
## iter  60 value 150.513070
## iter  70 value 150.449742
## iter  80 value 150.428206
## iter  90 value 150.415725
## iter 100 value 150.413560
## final  value 150.413560 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 620.509184 
## iter  10 value 365.051077
## iter  20 value 216.319996
## iter  30 value 199.663697
## iter  40 value 195.772590
## iter  50 value 194.360089
## iter  60 value 194.310717
## iter  70 value 194.254779
## iter  80 value 194.246064
## iter  90 value 194.245575
## iter 100 value 194.245432
## final  value 194.245432 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.310954 
## iter  10 value 373.263061
## iter  20 value 249.067029
## iter  30 value 231.343378
## iter  40 value 225.158760
## iter  50 value 224.041401
## iter  60 value 223.955357
## iter  70 value 223.922241
## iter  80 value 223.907062
## iter  90 value 223.905885
## final  value 223.905787 
## converged
## # weights:  360 (238 variable)
## initial  value 596.545264 
## iter  10 value 338.503534
## iter  20 value 225.051880
## iter  30 value 212.204144
## iter  40 value 209.017506
## iter  50 value 208.093881
## iter  60 value 208.031692
## iter  70 value 207.977310
## iter  80 value 207.970173
## iter  90 value 207.964862
## iter 100 value 207.964481
## final  value 207.964481 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 614.253137 
## iter  10 value 381.252092
## iter  20 value 223.049183
## iter  30 value 209.214513
## iter  40 value 205.755703
## iter  50 value 205.385444
## iter  60 value 205.344362
## iter  70 value 205.311825
## iter  80 value 205.303091
## iter  90 value 205.302480
## final  value 205.302409 
## converged
## # weights:  360 (238 variable)
## initial  value 564.488637 
## iter  10 value 383.506611
## iter  20 value 211.608983
## iter  30 value 198.219364
## iter  40 value 193.290991
## iter  50 value 191.452768
## iter  60 value 191.365039
## iter  70 value 191.304937
## iter  80 value 191.302291
## iter  90 value 191.302156
## iter  90 value 191.302154
## iter  90 value 191.302154
## final  value 191.302154 
## converged
## # weights:  360 (238 variable)
## initial  value 597.615862 
## iter  10 value 371.451704
## iter  20 value 202.280733
## iter  30 value 180.966013
## iter  40 value 171.101289
## iter  50 value 170.463988
## iter  60 value 170.342091
## iter  70 value 170.308162
## iter  80 value 170.303953
## iter  90 value 170.303588
## iter 100 value 170.303450
## final  value 170.303450 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 623.139152 
## iter  10 value 370.901483
## iter  20 value 198.055071
## iter  30 value 178.601307
## iter  40 value 176.247532
## iter  50 value 175.576385
## iter  60 value 175.428559
## iter  70 value 175.421624
## iter  80 value 175.420048
## iter  90 value 175.415843
## iter 100 value 175.412438
## final  value 175.412438 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 578.926050 
## iter  10 value 365.067043
## iter  20 value 222.487038
## iter  30 value 209.304050
## iter  40 value 203.863924
## iter  50 value 202.977761
## iter  60 value 202.939238
## iter  70 value 202.900224
## iter  80 value 202.898303
## final  value 202.898232 
## converged
## # weights:  360 (238 variable)
## initial  value 593.872560 
## iter  10 value 424.499414
## iter  20 value 235.647049
## iter  30 value 216.885438
## iter  40 value 211.656919
## iter  50 value 210.529428
## iter  60 value 210.457592
## iter  70 value 210.394115
## iter  80 value 210.368609
## iter  90 value 210.367176
## iter 100 value 210.367029
## final  value 210.367029 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 580.446749 
## iter  10 value 348.446082
## iter  20 value 205.725024
## iter  30 value 189.789166
## iter  40 value 184.063790
## iter  50 value 182.022353
## iter  60 value 181.731341
## iter  70 value 181.691235
## iter  80 value 181.686848
## iter  90 value 181.681604
## iter 100 value 181.681309
## final  value 181.681309 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 568.949332 
## iter  10 value 368.076931
## iter  20 value 222.651075
## iter  30 value 207.668994
## iter  40 value 204.865986
## iter  50 value 204.069854
## iter  60 value 203.973340
## iter  70 value 203.934768
## iter  80 value 203.932576
## final  value 203.932425 
## converged
## # weights:  360 (238 variable)
## initial  value 616.035965 
## iter  10 value 393.954316
## iter  20 value 218.464893
## iter  30 value 203.131844
## iter  40 value 199.677599
## iter  50 value 196.458993
## iter  60 value 196.106240
## iter  70 value 196.070447
## iter  80 value 196.061882
## iter  90 value 196.061485
## final  value 196.061468 
## converged
## # weights:  360 (238 variable)
## initial  value 593.990881 
## iter  10 value 379.104133
## iter  20 value 219.349512
## iter  30 value 202.991642
## iter  40 value 197.129702
## iter  50 value 195.565847
## iter  60 value 195.451235
## iter  70 value 195.395196
## iter  80 value 195.374936
## iter  90 value 195.359246
## iter 100 value 195.357501
## final  value 195.357501 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 612.667949 
## iter  10 value 362.828606
## iter  20 value 204.552084
## iter  30 value 186.741971
## iter  40 value 180.119411
## iter  50 value 178.112593
## iter  60 value 177.752495
## iter  70 value 177.710661
## iter  80 value 177.700954
## iter  90 value 177.699513
## iter 100 value 177.699294
## final  value 177.699294 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 564.841950 
## iter  10 value 361.417195
## iter  20 value 200.172726
## iter  30 value 186.005245
## iter  40 value 181.224931
## iter  50 value 180.273408
## iter  60 value 180.250978
## iter  70 value 180.241713
## iter  80 value 180.227170
## iter  90 value 180.222502
## iter 100 value 180.222255
## final  value 180.222255 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.049739 
## iter  10 value 325.789221
## iter  20 value 221.400314
## iter  30 value 210.164267
## iter  40 value 205.526085
## iter  50 value 204.614434
## iter  60 value 204.597802
## iter  70 value 204.569439
## iter  80 value 204.564098
## iter  90 value 204.563720
## final  value 204.563702 
## converged
## # weights:  360 (238 variable)
## initial  value 574.652778 
## iter  10 value 362.706036
## iter  20 value 165.547188
## iter  30 value 146.705883
## iter  40 value 140.869479
## iter  50 value 139.864868
## iter  60 value 139.745127
## iter  70 value 139.685428
## iter  80 value 139.672898
## iter  90 value 139.666861
## iter 100 value 139.659027
## final  value 139.659027 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 578.577350 
## iter  10 value 364.721561
## iter  20 value 177.072196
## iter  30 value 161.700130
## iter  40 value 156.710575
## iter  50 value 155.559088
## iter  60 value 155.254143
## iter  70 value 155.222366
## iter  80 value 155.189490
## iter  90 value 155.177859
## iter 100 value 155.175436
## final  value 155.175436 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 626.155173 
## iter  10 value 388.895589
## iter  20 value 198.714364
## iter  30 value 182.922479
## iter  40 value 177.762205
## iter  50 value 176.796284
## iter  60 value 176.671184
## iter  70 value 176.586276
## iter  80 value 176.566937
## iter  90 value 176.566055
## iter 100 value 176.565902
## final  value 176.565902 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 600.142780 
## iter  10 value 407.210453
## iter  20 value 229.425250
## iter  30 value 214.141987
## iter  40 value 209.404217
## iter  50 value 207.115141
## iter  60 value 207.080323
## iter  70 value 207.049944
## iter  80 value 207.028075
## iter  90 value 207.023677
## iter 100 value 207.023401
## final  value 207.023401 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.556953 
## iter  10 value 340.504068
## iter  20 value 219.097363
## iter  30 value 207.336697
## iter  40 value 201.811429
## iter  50 value 201.173362
## iter  60 value 201.141749
## iter  70 value 201.110421
## iter  80 value 201.107860
## iter  90 value 201.107660
## iter  90 value 201.107658
## iter  90 value 201.107658
## final  value 201.107658 
## converged
## # weights:  360 (238 variable)
## initial  value 583.569445 
## iter  10 value 320.317594
## iter  20 value 177.458000
## iter  30 value 162.330673
## iter  40 value 156.604529
## iter  50 value 154.073695
## iter  60 value 153.658408
## iter  70 value 153.587807
## iter  80 value 153.573500
## iter  90 value 153.567714
## iter 100 value 153.567012
## final  value 153.567012 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 584.932932 
## iter  10 value 333.802244
## iter  20 value 199.745384
## iter  30 value 188.911595
## iter  40 value 185.099883
## iter  50 value 182.880141
## iter  60 value 182.710338
## iter  70 value 182.671922
## iter  80 value 182.646666
## iter  90 value 182.638881
## iter 100 value 182.638213
## final  value 182.638213 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 564.165645 
## iter  10 value 317.873267
## iter  20 value 202.616188
## iter  30 value 186.747374
## iter  40 value 181.408269
## iter  50 value 179.226628
## iter  60 value 178.875265
## iter  70 value 178.850553
## iter  80 value 178.840938
## iter  90 value 178.838747
## iter 100 value 178.838631
## final  value 178.838631 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 616.163733 
## iter  10 value 328.257245
## iter  20 value 202.616558
## iter  30 value 192.460299
## iter  40 value 188.660136
## iter  50 value 188.024387
## iter  60 value 187.996235
## iter  70 value 187.966321
## iter  80 value 187.964183
## iter  90 value 187.963985
## iter  90 value 187.963983
## iter  90 value 187.963983
## final  value 187.963983 
## converged
## # weights:  360 (238 variable)
## initial  value 561.577753 
## iter  10 value 351.675275
## iter  20 value 190.234655
## iter  30 value 176.804007
## iter  40 value 174.732796
## iter  50 value 174.232265
## iter  60 value 174.113448
## iter  70 value 174.111168
## iter  80 value 174.111068
## iter  90 value 174.110418
## final  value 174.110255 
## converged
## # weights:  360 (238 variable)
## initial  value 593.618561 
## iter  10 value 360.127515
## iter  20 value 222.753830
## iter  30 value 210.035912
## iter  40 value 208.274852
## iter  50 value 207.816294
## iter  60 value 207.788702
## iter  70 value 207.782331
## iter  80 value 207.773696
## iter  90 value 207.772754
## iter 100 value 207.770647
## final  value 207.770647 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.274131 
## iter  10 value 381.516490
## iter  20 value 231.233013
## iter  30 value 217.221657
## iter  40 value 210.117775
## iter  50 value 208.332637
## iter  60 value 208.294661
## iter  70 value 208.254548
## iter  80 value 208.253018
## iter  90 value 208.252894
## iter  90 value 208.252892
## iter  90 value 208.252892
## final  value 208.252892 
## converged
## # weights:  360 (238 variable)
## initial  value 581.132283 
## iter  10 value 341.219239
## iter  20 value 207.388206
## iter  30 value 194.437012
## iter  40 value 189.612959
## iter  50 value 188.652263
## iter  60 value 188.563773
## iter  70 value 188.502108
## iter  80 value 188.482852
## iter  90 value 188.480803
## iter 100 value 188.480525
## final  value 188.480525 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.435952 
## iter  10 value 374.814463
## iter  20 value 219.726214
## iter  30 value 207.093184
## iter  40 value 202.562562
## iter  50 value 200.285426
## iter  60 value 200.214167
## iter  70 value 200.159122
## iter  80 value 200.150444
## iter  90 value 200.149893
## final  value 200.149874 
## converged
## # weights:  360 (238 variable)
## initial  value 607.102599 
## iter  10 value 379.572081
## iter  20 value 204.763544
## iter  30 value 188.773795
## iter  40 value 185.384088
## iter  50 value 183.489600
## iter  60 value 183.346772
## iter  70 value 183.325038
## iter  80 value 183.299035
## iter  90 value 183.293149
## iter 100 value 183.292693
## final  value 183.292693 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.689497 
## iter  10 value 361.826557
## iter  20 value 204.402364
## iter  30 value 185.442518
## iter  40 value 176.568375
## iter  50 value 174.716810
## iter  60 value 174.481027
## iter  70 value 174.403542
## iter  80 value 174.386477
## iter  90 value 174.370041
## iter 100 value 174.361805
## final  value 174.361805 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.583858 
## iter  10 value 318.487490
## iter  20 value 191.976098
## iter  30 value 177.630393
## iter  40 value 168.320731
## iter  50 value 166.981068
## iter  60 value 166.915616
## iter  70 value 166.908047
## iter  80 value 166.907346
## iter  90 value 166.907245
## final  value 166.907239 
## converged
## # weights:  360 (238 variable)
## initial  value 603.829833 
## iter  10 value 363.390402
## iter  20 value 200.004329
## iter  30 value 180.569219
## iter  40 value 173.396746
## iter  50 value 172.549648
## iter  60 value 172.416724
## iter  70 value 172.331229
## iter  80 value 172.326806
## iter  90 value 172.326173
## iter 100 value 172.326131
## final  value 172.326131 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.880824 
## iter  10 value 355.058576
## iter  20 value 200.725831
## iter  30 value 184.981355
## iter  40 value 179.238647
## iter  50 value 177.997615
## iter  60 value 177.917633
## iter  70 value 177.847636
## iter  80 value 177.834629
## iter  90 value 177.833681
## iter 100 value 177.833548
## final  value 177.833548 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 586.886595 
## iter  10 value 378.179123
## iter  20 value 186.684237
## iter  30 value 171.408030
## iter  40 value 166.746873
## iter  50 value 165.790778
## iter  60 value 165.689170
## iter  70 value 165.623695
## iter  80 value 165.604059
## iter  90 value 165.602164
## iter 100 value 165.601977
## final  value 165.601977 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 626.979132 
## iter  10 value 338.403794
## iter  20 value 201.700698
## iter  30 value 185.431631
## iter  40 value 176.565123
## iter  50 value 173.633505
## iter  60 value 173.280326
## iter  70 value 173.228319
## iter  80 value 173.216302
## iter  90 value 173.215236
## final  value 173.215192 
## converged
## # weights:  360 (238 variable)
## initial  value 608.549251 
## iter  10 value 391.502767
## iter  20 value 224.505573
## iter  30 value 212.127115
## iter  40 value 207.061695
## iter  50 value 205.202604
## iter  60 value 205.164421
## iter  70 value 205.160825
## iter  80 value 205.146596
## iter  90 value 205.145269
## final  value 205.145202 
## converged
## # weights:  360 (238 variable)
## initial  value 600.398537 
## iter  10 value 350.920910
## iter  20 value 208.541148
## iter  30 value 187.886531
## iter  40 value 179.760020
## iter  50 value 177.663830
## iter  60 value 177.304583
## iter  70 value 177.218174
## iter  80 value 177.186820
## iter  90 value 177.179829
## iter 100 value 177.179477
## final  value 177.179477 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 578.664031 
## iter  10 value 373.611281
## iter  20 value 227.350811
## iter  30 value 210.072846
## iter  40 value 205.021453
## iter  50 value 203.591178
## iter  60 value 203.477863
## iter  70 value 203.403138
## iter  80 value 203.394686
## iter  90 value 203.381212
## iter 100 value 203.380115
## final  value 203.380115 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 633.663528 
## iter  10 value 383.683713
## iter  20 value 210.837533
## iter  30 value 195.040334
## iter  40 value 192.014078
## iter  50 value 191.460203
## iter  60 value 191.343577
## iter  70 value 191.284279
## iter  80 value 191.269360
## iter  90 value 191.265607
## iter 100 value 191.265035
## final  value 191.265035 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 554.536857 
## iter  10 value 286.695279
## iter  20 value 189.892920
## iter  30 value 179.542291
## iter  40 value 176.955047
## iter  50 value 175.704070
## iter  60 value 175.659824
## iter  70 value 175.641338
## iter  80 value 175.626364
## iter  90 value 175.624048
## iter 100 value 175.623813
## final  value 175.623813 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 622.922835 
## iter  10 value 363.425311
## iter  20 value 216.458479
## iter  30 value 198.329334
## iter  40 value 193.177327
## iter  50 value 191.613104
## iter  60 value 191.538137
## iter  70 value 191.475772
## iter  80 value 191.470770
## iter  90 value 191.470451
## iter 100 value 191.470386
## final  value 191.470386 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 580.593304 
## iter  10 value 350.317389
## iter  20 value 203.064372
## iter  30 value 187.441135
## iter  40 value 183.317511
## iter  50 value 182.051525
## iter  60 value 181.961255
## iter  70 value 181.890183
## iter  80 value 181.881872
## iter  90 value 181.881261
## iter 100 value 181.881183
## final  value 181.881183 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.494474 
## iter  10 value 359.235203
## iter  20 value 215.945027
## iter  30 value 200.987560
## iter  40 value 197.688878
## iter  50 value 196.666573
## iter  60 value 196.579460
## iter  70 value 196.553620
## iter  80 value 196.552181
## final  value 196.552115 
## converged
## # weights:  360 (238 variable)
## initial  value 602.674972 
## iter  10 value 406.095565
## iter  20 value 235.567676
## iter  30 value 214.569124
## iter  40 value 207.760049
## iter  50 value 206.103599
## iter  60 value 205.940381
## iter  70 value 205.864954
## iter  80 value 205.820639
## iter  90 value 205.817026
## iter 100 value 205.815674
## final  value 205.815674 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 578.152407 
## iter  10 value 345.570462
## iter  20 value 227.498767
## iter  30 value 210.909316
## iter  40 value 206.828937
## iter  50 value 205.124480
## iter  60 value 205.042620
## iter  70 value 205.021861
## iter  80 value 204.998378
## iter  90 value 204.995360
## iter 100 value 204.995180
## final  value 204.995180 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.393714 
## iter  10 value 364.533189
## iter  20 value 214.774132
## iter  30 value 200.528620
## iter  40 value 197.412588
## iter  50 value 196.747199
## iter  60 value 196.623607
## iter  70 value 196.556809
## iter  80 value 196.552535
## iter  90 value 196.552094
## final  value 196.552061 
## converged
## # weights:  360 (238 variable)
## initial  value 546.246399 
## iter  10 value 340.083689
## iter  20 value 203.982853
## iter  30 value 188.937909
## iter  40 value 186.736964
## iter  50 value 185.718259
## iter  60 value 185.639675
## iter  70 value 185.636468
## iter  80 value 185.633476
## iter  90 value 185.633325
## final  value 185.633314 
## converged
## # weights:  360 (238 variable)
## initial  value 634.320389 
## iter  10 value 382.819833
## iter  20 value 219.740601
## iter  30 value 202.702420
## iter  40 value 199.393318
## iter  50 value 197.823412
## iter  60 value 197.653600
## iter  70 value 197.596701
## iter  80 value 197.550316
## iter  90 value 197.541518
## iter 100 value 197.540820
## final  value 197.540820 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 610.345373 
## iter  10 value 362.741732
## iter  20 value 218.449447
## iter  30 value 201.582140
## iter  40 value 196.191025
## iter  50 value 193.957862
## iter  60 value 193.796368
## iter  70 value 193.722324
## iter  80 value 193.714104
## iter  90 value 193.701654
## iter 100 value 193.699436
## final  value 193.699436 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 593.456955 
## iter  10 value 345.333856
## iter  20 value 216.583272
## iter  30 value 201.213627
## iter  40 value 194.253100
## iter  50 value 193.115870
## iter  60 value 192.997289
## iter  70 value 192.948390
## iter  80 value 192.946369
## iter  90 value 192.946164
## final  value 192.946158 
## converged
## # weights:  360 (238 variable)
## initial  value 614.191724 
## iter  10 value 379.345307
## iter  20 value 223.352424
## iter  30 value 209.878963
## iter  40 value 206.076504
## iter  50 value 204.847787
## iter  60 value 204.807970
## iter  70 value 204.773377
## iter  80 value 204.766615
## iter  90 value 204.766121
## final  value 204.766086 
## converged
## # weights:  360 (238 variable)
## initial  value 592.345160 
## iter  10 value 351.127627
## iter  20 value 212.407038
## iter  30 value 197.593749
## iter  40 value 194.928772
## iter  50 value 194.036291
## iter  60 value 193.855952
## iter  70 value 193.851484
## iter  80 value 193.846174
## iter  90 value 193.843319
## iter 100 value 193.842951
## final  value 193.842951 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.536645 
## iter  10 value 368.331495
## iter  20 value 217.290546
## iter  30 value 199.154243
## iter  40 value 194.047362
## iter  50 value 192.164630
## iter  60 value 191.993524
## iter  70 value 191.904755
## iter  80 value 191.885106
## iter  90 value 191.883926
## iter 100 value 191.883715
## final  value 191.883715 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.394625 
## iter  10 value 362.874245
## iter  20 value 203.032978
## iter  30 value 187.651822
## iter  40 value 181.775795
## iter  50 value 180.325253
## iter  60 value 180.239791
## iter  70 value 180.176788
## iter  80 value 180.166532
## iter  90 value 180.165554
## final  value 180.165525 
## converged
## # weights:  360 (238 variable)
## initial  value 625.743962 
## iter  10 value 360.399823
## iter  20 value 188.490155
## iter  30 value 173.380233
## iter  40 value 166.951796
## iter  50 value 164.934234
## iter  60 value 164.788384
## iter  70 value 164.694790
## iter  80 value 164.683601
## iter  90 value 164.682840
## iter 100 value 164.682727
## final  value 164.682727 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.805978 
## iter  10 value 368.162131
## iter  20 value 226.768101
## iter  30 value 212.083297
## iter  40 value 204.687926
## iter  50 value 202.856258
## iter  60 value 202.767195
## iter  70 value 202.743322
## iter  80 value 202.740542
## iter  90 value 202.740387
## iter  90 value 202.740385
## iter  90 value 202.740385
## final  value 202.740385 
## converged
## # weights:  360 (238 variable)
## initial  value 600.516967 
## iter  10 value 379.509160
## iter  20 value 193.509101
## iter  30 value 176.956627
## iter  40 value 172.511054
## iter  50 value 171.249975
## iter  60 value 171.124950
## iter  70 value 171.058495
## iter  80 value 171.030639
## iter  90 value 171.029371
## iter 100 value 171.029219
## final  value 171.029219 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 620.935006 
## iter  10 value 373.733860
## iter  20 value 217.651233
## iter  30 value 200.251095
## iter  40 value 193.197801
## iter  50 value 192.634440
## iter  60 value 192.555435
## iter  70 value 192.515103
## iter  80 value 192.488038
## iter  90 value 192.481137
## iter 100 value 192.477482
## final  value 192.477482 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 625.605647 
## iter  10 value 366.628046
## iter  20 value 209.764512
## iter  30 value 181.681485
## iter  40 value 172.205408
## iter  50 value 170.771880
## iter  60 value 170.381475
## iter  70 value 170.314188
## iter  80 value 170.293652
## iter  90 value 170.263901
## iter 100 value 170.253203
## final  value 170.253203 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.225941 
## iter  10 value 378.773377
## iter  20 value 204.499757
## iter  30 value 191.413451
## iter  40 value 184.490489
## iter  50 value 184.088624
## iter  60 value 184.001424
## iter  70 value 183.967045
## iter  80 value 183.963861
## iter  90 value 183.963392
## final  value 183.963363 
## converged
## # weights:  360 (238 variable)
## initial  value 588.698206 
## iter  10 value 353.680551
## iter  20 value 221.886840
## iter  30 value 205.449161
## iter  40 value 197.175453
## iter  50 value 194.737336
## iter  60 value 194.181996
## iter  70 value 194.138332
## iter  80 value 194.130770
## iter  90 value 194.130446
## final  value 194.130439 
## converged
## # weights:  360 (238 variable)
## initial  value 580.066739 
## iter  10 value 356.511561
## iter  20 value 211.614533
## iter  30 value 198.647920
## iter  40 value 195.803352
## iter  50 value 193.217188
## iter  60 value 192.865506
## iter  70 value 192.830116
## iter  80 value 192.801989
## iter  90 value 192.800304
## iter 100 value 192.800104
## final  value 192.800104 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.391667 
## iter  10 value 360.338548
## iter  20 value 230.580742
## iter  30 value 215.458935
## iter  40 value 209.637837
## iter  50 value 208.025988
## iter  60 value 207.909494
## iter  70 value 207.845512
## iter  80 value 207.842178
## final  value 207.842006 
## converged
## # weights:  360 (238 variable)
## initial  value 614.290380 
## iter  10 value 369.019606
## iter  20 value 223.698375
## iter  30 value 208.367541
## iter  40 value 201.402739
## iter  50 value 199.663895
## iter  60 value 199.254121
## iter  70 value 199.221250
## iter  80 value 199.215070
## iter  90 value 199.214196
## final  value 199.214133 
## converged
## # weights:  360 (238 variable)
## initial  value 568.826947 
## iter  10 value 350.037964
## iter  20 value 200.653775
## iter  30 value 184.796090
## iter  40 value 178.796654
## iter  50 value 177.409081
## iter  60 value 177.187080
## iter  70 value 177.110049
## iter  80 value 177.097159
## iter  90 value 177.091845
## iter 100 value 177.090248
## final  value 177.090248 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 624.426836 
## iter  10 value 423.177936
## iter  20 value 212.858009
## iter  30 value 197.830090
## iter  40 value 194.770833
## iter  50 value 193.225277
## iter  60 value 193.104364
## iter  70 value 193.097091
## iter  80 value 193.095063
## iter  90 value 193.088708
## iter 100 value 193.087557
## final  value 193.087557 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 618.077626 
## iter  10 value 345.448324
## iter  20 value 210.729841
## iter  30 value 198.366242
## iter  40 value 195.297094
## iter  50 value 194.115103
## iter  60 value 194.041018
## iter  70 value 194.002535
## iter  80 value 193.978310
## iter  90 value 193.977088
## iter 100 value 193.976945
## final  value 193.976945 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 619.421338 
## iter  10 value 351.262364
## iter  20 value 236.281651
## iter  30 value 220.546598
## iter  40 value 214.223312
## iter  50 value 213.305580
## iter  60 value 213.277254
## iter  70 value 213.240615
## iter  80 value 213.237753
## iter  90 value 213.237548
## iter  90 value 213.237546
## iter  90 value 213.237546
## final  value 213.237546 
## converged
## # weights:  360 (238 variable)
## initial  value 598.806868 
## iter  10 value 364.520634
## iter  20 value 195.791016
## iter  30 value 179.309930
## iter  40 value 175.864644
## iter  50 value 174.118059
## iter  60 value 174.057062
## iter  70 value 174.011012
## iter  80 value 174.006239
## iter  90 value 174.005810
## final  value 174.005775 
## converged
## # weights:  360 (238 variable)
## initial  value 599.215661 
## iter  10 value 352.988858
## iter  20 value 178.564245
## iter  30 value 165.241215
## iter  40 value 161.933144
## iter  50 value 160.734296
## iter  60 value 160.628276
## iter  70 value 160.556557
## iter  80 value 160.531176
## iter  90 value 160.529336
## iter 100 value 160.529099
## final  value 160.529099 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.396329 
## iter  10 value 356.991587
## iter  20 value 196.455438
## iter  30 value 182.867552
## iter  40 value 179.981702
## iter  50 value 177.001018
## iter  60 value 176.023667
## iter  70 value 175.998828
## iter  80 value 175.991187
## iter  90 value 175.990947
## final  value 175.990935 
## converged
## # weights:  360 (238 variable)
## initial  value 608.708880 
## iter  10 value 373.932377
## iter  20 value 220.438441
## iter  30 value 204.521931
## iter  40 value 199.017474
## iter  50 value 198.133795
## iter  60 value 197.982110
## iter  70 value 197.949927
## iter  80 value 197.948296
## final  value 197.948183 
## converged
## # weights:  360 (238 variable)
## initial  value 590.415777 
## iter  10 value 371.352182
## iter  20 value 220.777772
## iter  30 value 200.509137
## iter  40 value 193.102049
## iter  50 value 191.592033
## iter  60 value 191.420035
## iter  70 value 191.331658
## iter  80 value 191.316136
## iter  90 value 191.314880
## iter 100 value 191.314654
## final  value 191.314654 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 627.064164 
## iter  10 value 374.008812
## iter  20 value 216.047838
## iter  30 value 199.021683
## iter  40 value 190.835273
## iter  50 value 189.858548
## iter  60 value 189.823001
## iter  70 value 189.776900
## iter  80 value 189.770550
## iter  90 value 189.770065
## final  value 189.770009 
## converged
## # weights:  360 (238 variable)
## initial  value 605.558829 
## iter  10 value 361.000983
## iter  20 value 199.096323
## iter  30 value 184.114869
## iter  40 value 182.115117
## iter  50 value 181.686715
## iter  60 value 181.450725
## iter  70 value 181.446149
## iter  80 value 181.445203
## iter  90 value 181.442237
## iter 100 value 181.440548
## final  value 181.440548 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.906908 
## iter  10 value 351.331874
## iter  20 value 218.222458
## iter  30 value 204.924258
## iter  40 value 199.435474
## iter  50 value 198.986777
## iter  60 value 198.857829
## iter  70 value 198.842689
## iter  80 value 198.841921
## final  value 198.841903 
## converged
## # weights:  360 (238 variable)
## initial  value 624.443974 
## iter  10 value 434.652346
## iter  20 value 217.392034
## iter  30 value 199.836009
## iter  40 value 192.132996
## iter  50 value 190.610612
## iter  60 value 190.519306
## iter  70 value 190.460646
## iter  80 value 190.444986
## iter  90 value 190.440891
## iter 100 value 190.440217
## final  value 190.440217 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.680307 
## iter  10 value 378.395502
## iter  20 value 217.569925
## iter  30 value 202.201413
## iter  40 value 196.833200
## iter  50 value 194.824998
## iter  60 value 194.736255
## iter  70 value 194.696947
## iter  80 value 194.695303
## final  value 194.695185 
## converged
## # weights:  360 (238 variable)
## initial  value 587.216508 
## iter  10 value 434.138239
## iter  20 value 226.616262
## iter  30 value 213.207984
## iter  40 value 210.263471
## iter  50 value 209.240092
## iter  60 value 209.059604
## iter  70 value 209.057680
## iter  80 value 209.055314
## iter  90 value 209.055005
## final  value 209.054986 
## converged
## # weights:  360 (238 variable)
## initial  value 583.915837 
## iter  10 value 381.322034
## iter  20 value 238.921945
## iter  30 value 222.554163
## iter  40 value 214.192760
## iter  50 value 211.627719
## iter  60 value 211.323432
## iter  70 value 211.285896
## iter  80 value 211.281262
## iter  90 value 211.281034
## final  value 211.281005 
## converged
## # weights:  360 (238 variable)
## initial  value 586.142505 
## iter  10 value 387.706505
## iter  20 value 192.410751
## iter  30 value 172.624212
## iter  40 value 166.843152
## iter  50 value 165.200783
## iter  60 value 164.968742
## iter  70 value 164.884281
## iter  80 value 164.834372
## iter  90 value 164.827005
## iter 100 value 164.824504
## final  value 164.824504 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.850047 
## iter  10 value 365.181098
## iter  20 value 208.028384
## iter  30 value 190.043582
## iter  40 value 184.664844
## iter  50 value 183.803849
## iter  60 value 183.664320
## iter  70 value 183.597607
## iter  80 value 183.589574
## iter  90 value 183.588923
## iter 100 value 183.588837
## final  value 183.588837 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 636.698555 
## iter  10 value 386.903379
## iter  20 value 219.455274
## iter  30 value 202.262430
## iter  40 value 197.994292
## iter  50 value 195.990815
## iter  60 value 195.427835
## iter  70 value 195.348464
## iter  80 value 195.332738
## iter  90 value 195.325821
## iter 100 value 195.325366
## final  value 195.325366 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.110963 
## iter  10 value 364.575395
## iter  20 value 203.936539
## iter  30 value 188.252355
## iter  40 value 183.390637
## iter  50 value 181.943230
## iter  60 value 181.882233
## iter  70 value 181.846519
## iter  80 value 181.832673
## iter  90 value 181.831452
## final  value 181.831371 
## converged
## # weights:  360 (238 variable)
## initial  value 577.804147 
## iter  10 value 355.672983
## iter  20 value 213.154977
## iter  30 value 201.386912
## iter  40 value 195.749417
## iter  50 value 195.222018
## iter  60 value 195.103884
## iter  70 value 195.092179
## iter  80 value 195.091400
## final  value 195.091383 
## converged
## # weights:  360 (238 variable)
## initial  value 620.935885 
## iter  10 value 366.744252
## iter  20 value 222.490169
## iter  30 value 204.731708
## iter  40 value 198.389582
## iter  50 value 196.256511
## iter  60 value 196.050719
## iter  70 value 196.011798
## iter  80 value 196.004265
## iter  90 value 196.000686
## iter 100 value 195.999807
## final  value 195.999807 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 600.417323 
## iter  10 value 340.838242
## iter  20 value 214.333259
## iter  30 value 201.299605
## iter  40 value 199.067383
## iter  50 value 198.620327
## iter  60 value 198.536247
## iter  70 value 198.495768
## iter  80 value 198.489495
## iter  90 value 198.487726
## iter 100 value 198.487096
## final  value 198.487096 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.408216 
## iter  10 value 346.473829
## iter  20 value 206.790830
## iter  30 value 193.741218
## iter  40 value 190.882763
## iter  50 value 189.332944
## iter  60 value 189.321830
## iter  70 value 189.304629
## iter  80 value 189.302609
## iter  90 value 189.302421
## iter  90 value 189.302419
## iter  90 value 189.302419
## final  value 189.302419 
## converged
## # weights:  360 (238 variable)
## initial  value 585.448841 
## iter  10 value 346.251693
## iter  20 value 190.751098
## iter  30 value 175.514160
## iter  40 value 173.265949
## iter  50 value 172.659250
## iter  60 value 172.474943
## iter  70 value 172.468092
## iter  80 value 172.467204
## iter  90 value 172.464684
## iter 100 value 172.464403
## final  value 172.464403 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.747241 
## iter  10 value 353.245635
## iter  20 value 211.383073
## iter  30 value 199.674080
## iter  40 value 195.847348
## iter  50 value 195.037892
## iter  60 value 194.991068
## iter  70 value 194.951997
## iter  80 value 194.949322
## iter  90 value 194.949157
## iter  90 value 194.949155
## iter  90 value 194.949155
## final  value 194.949155 
## converged
## # weights:  360 (238 variable)
## initial  value 646.238135 
## iter  10 value 346.768625
## iter  20 value 234.874164
## iter  30 value 204.274033
## iter  40 value 196.107176
## iter  50 value 195.241596
## iter  60 value 195.068264
## iter  70 value 195.013036
## iter  80 value 194.991481
## iter  90 value 194.987311
## iter 100 value 194.983904
## final  value 194.983904 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.611405 
## iter  10 value 374.569223
## iter  20 value 225.976297
## iter  30 value 213.039601
## iter  40 value 208.959787
## iter  50 value 205.877298
## iter  60 value 205.718767
## iter  70 value 205.707058
## iter  80 value 205.706570
## final  value 205.706534 
## converged
## # weights:  360 (238 variable)
## initial  value 611.120554 
## iter  10 value 378.778195
## iter  20 value 232.951616
## iter  30 value 212.259226
## iter  40 value 203.382967
## iter  50 value 201.809659
## iter  60 value 201.749834
## iter  70 value 201.708230
## iter  80 value 201.691063
## iter  90 value 201.685980
## iter 100 value 201.684364
## final  value 201.684364 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 629.263366 
## iter  10 value 398.490636
## iter  20 value 208.100038
## iter  30 value 190.202652
## iter  40 value 185.786694
## iter  50 value 183.795220
## iter  60 value 183.654948
## iter  70 value 183.622532
## iter  80 value 183.599431
## iter  90 value 183.588517
## iter 100 value 183.582431
## final  value 183.582431 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 579.367033 
## iter  10 value 314.210764
## iter  20 value 166.244920
## iter  30 value 151.770089
## iter  40 value 145.393310
## iter  50 value 144.455698
## iter  60 value 144.369166
## iter  70 value 144.303473
## iter  80 value 144.283400
## iter  90 value 144.282979
## iter 100 value 144.282491
## final  value 144.282491 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.442992 
## iter  10 value 347.190639
## iter  20 value 236.340025
## iter  30 value 222.499999
## iter  40 value 219.692934
## iter  50 value 217.947393
## iter  60 value 217.862354
## iter  70 value 217.778769
## iter  80 value 217.773372
## iter  90 value 217.773001
## final  value 217.772991 
## converged
## # weights:  360 (238 variable)
## initial  value 574.213223 
## iter  10 value 335.616809
## iter  20 value 215.668840
## iter  30 value 197.438306
## iter  40 value 190.579330
## iter  50 value 188.733824
## iter  60 value 188.593215
## iter  70 value 188.531992
## iter  80 value 188.529295
## iter  90 value 188.528849
## final  value 188.528831 
## converged
## # weights:  360 (238 variable)
## initial  value 603.728760 
## iter  10 value 380.463098
## iter  20 value 233.407111
## iter  30 value 215.854092
## iter  40 value 208.061131
## iter  50 value 206.535874
## iter  60 value 206.421942
## iter  70 value 206.341870
## iter  80 value 206.324304
## iter  90 value 206.323329
## iter 100 value 206.323184
## final  value 206.323184 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.369848 
## iter  10 value 345.019505
## iter  20 value 215.058650
## iter  30 value 197.647583
## iter  40 value 190.239479
## iter  50 value 188.385916
## iter  60 value 188.329197
## iter  70 value 188.295259
## iter  80 value 188.281897
## iter  90 value 188.281333
## final  value 188.281277 
## converged
## # weights:  360 (238 variable)
## initial  value 636.541233 
## iter  10 value 371.341011
## iter  20 value 220.594335
## iter  30 value 206.220265
## iter  40 value 198.697184
## iter  50 value 196.434502
## iter  60 value 196.351765
## iter  70 value 196.302086
## iter  80 value 196.292775
## iter  90 value 196.292095
## final  value 196.292031 
## converged
## # weights:  360 (238 variable)
## initial  value 605.369208 
## iter  10 value 378.639915
## iter  20 value 233.107391
## iter  30 value 216.079199
## iter  40 value 212.743692
## iter  50 value 210.788975
## iter  60 value 210.688051
## iter  70 value 210.661147
## iter  80 value 210.628797
## iter  90 value 210.622394
## iter 100 value 210.622093
## final  value 210.622093 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 617.828790 
## iter  10 value 401.834358
## iter  20 value 212.029026
## iter  30 value 196.677161
## iter  40 value 191.718475
## iter  50 value 190.635906
## iter  60 value 190.558703
## iter  70 value 190.518608
## iter  80 value 190.515799
## iter  90 value 190.515496
## final  value 190.515483 
## converged
## # weights:  360 (238 variable)
## initial  value 604.832207 
## iter  10 value 400.732761
## iter  20 value 238.101453
## iter  30 value 219.203689
## iter  40 value 208.171316
## iter  50 value 206.885998
## iter  60 value 206.690561
## iter  70 value 206.664184
## iter  80 value 206.662149
## iter  90 value 206.661992
## iter  90 value 206.661990
## iter  90 value 206.661990
## final  value 206.661990 
## converged
## # weights:  360 (238 variable)
## initial  value 611.873872 
## iter  10 value 390.809091
## iter  20 value 219.700219
## iter  30 value 204.881995
## iter  40 value 201.630679
## iter  50 value 198.971981
## iter  60 value 198.898300
## iter  70 value 198.873085
## iter  80 value 198.855209
## iter  90 value 198.854198
## final  value 198.854132 
## converged
## # weights:  360 (238 variable)
## initial  value 620.770874 
## iter  10 value 391.682723
## iter  20 value 219.744721
## iter  30 value 203.312892
## iter  40 value 196.558491
## iter  50 value 194.138698
## iter  60 value 194.020152
## iter  70 value 193.947457
## iter  80 value 193.923041
## iter  90 value 193.919673
## iter 100 value 193.919311
## final  value 193.919311 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 600.362612 
## iter  10 value 381.349878
## iter  20 value 200.865970
## iter  30 value 184.269759
## iter  40 value 181.037827
## iter  50 value 180.020189
## iter  60 value 179.889162
## iter  70 value 179.875439
## iter  80 value 179.873132
## iter  90 value 179.868626
## iter 100 value 179.866706
## final  value 179.866706 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 618.518719 
## iter  10 value 345.786420
## iter  20 value 207.068716
## iter  30 value 192.560702
## iter  40 value 190.070043
## iter  50 value 188.032649
## iter  60 value 187.948368
## iter  70 value 187.912778
## iter  80 value 187.900708
## iter  90 value 187.899163
## iter 100 value 187.899041
## final  value 187.899041 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 574.520725 
## iter  10 value 355.001052
## iter  20 value 206.389549
## iter  30 value 188.905122
## iter  40 value 183.479384
## iter  50 value 182.069055
## iter  60 value 181.950900
## iter  70 value 181.890217
## iter  80 value 181.874000
## iter  90 value 181.872748
## iter 100 value 181.872575
## final  value 181.872575 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 590.961567 
## iter  10 value 367.921384
## iter  20 value 201.541793
## iter  30 value 185.696381
## iter  40 value 177.957281
## iter  50 value 175.405201
## iter  60 value 175.280905
## iter  70 value 175.247679
## iter  80 value 175.237811
## iter  90 value 175.236410
## iter 100 value 175.236147
## final  value 175.236147 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.538739 
## iter  10 value 341.982159
## iter  20 value 183.983394
## iter  30 value 171.240605
## iter  40 value 167.904372
## iter  50 value 167.130083
## iter  60 value 167.089532
## iter  70 value 167.063041
## iter  80 value 167.042031
## iter  90 value 167.035016
## iter 100 value 167.034568
## final  value 167.034568 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 581.155464 
## iter  10 value 380.357294
## iter  20 value 209.822238
## iter  30 value 193.313840
## iter  40 value 188.554203
## iter  50 value 187.676122
## iter  60 value 187.594665
## iter  70 value 187.530250
## iter  80 value 187.519291
## iter  90 value 187.518081
## iter 100 value 187.517931
## final  value 187.517931 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 568.888579 
## iter  10 value 355.955601
## iter  20 value 205.065206
## iter  30 value 191.430850
## iter  40 value 185.675725
## iter  50 value 184.539977
## iter  60 value 184.492872
## iter  70 value 184.470624
## iter  80 value 184.468195
## iter  90 value 184.468072
## iter  90 value 184.468070
## iter  90 value 184.468070
## final  value 184.468070 
## converged
## # weights:  360 (238 variable)
## initial  value 596.880121 
## iter  10 value 357.430119
## iter  20 value 214.603419
## iter  30 value 193.705852
## iter  40 value 185.803280
## iter  50 value 183.363529
## iter  60 value 183.154228
## iter  70 value 183.073560
## iter  80 value 183.036757
## iter  90 value 183.032882
## iter 100 value 183.032502
## final  value 183.032502 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 633.552349 
## iter  10 value 377.972034
## iter  20 value 203.244822
## iter  30 value 181.632492
## iter  40 value 172.511939
## iter  50 value 171.671860
## iter  60 value 171.618818
## iter  70 value 171.567326
## iter  80 value 171.554058
## iter  90 value 171.553357
## final  value 171.553293 
## converged
## # weights:  360 (238 variable)
## initial  value 612.031413 
## iter  10 value 363.562176
## iter  20 value 203.251141
## iter  30 value 186.788062
## iter  40 value 179.834826
## iter  50 value 178.992094
## iter  60 value 178.822135
## iter  70 value 178.787556
## iter  80 value 178.757088
## iter  90 value 178.741842
## iter 100 value 178.739679
## final  value 178.739679 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 593.948474 
## iter  10 value 389.247561
## iter  20 value 232.631071
## iter  30 value 215.754460
## iter  40 value 210.808294
## iter  50 value 209.837325
## iter  60 value 209.730123
## iter  70 value 209.666989
## iter  80 value 209.648949
## iter  90 value 209.640195
## iter 100 value 209.632665
## final  value 209.632665 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.290218 
## iter  10 value 392.011673
## iter  20 value 216.593046
## iter  30 value 203.619330
## iter  40 value 201.605982
## iter  50 value 200.986824
## iter  60 value 200.744472
## iter  70 value 200.742448
## iter  80 value 200.742315
## iter  90 value 200.741521
## final  value 200.741475 
## converged
## # weights:  360 (238 variable)
## initial  value 598.568688 
## iter  10 value 365.581550
## iter  20 value 220.859483
## iter  30 value 200.572078
## iter  40 value 188.784497
## iter  50 value 187.439085
## iter  60 value 187.236493
## iter  70 value 187.041561
## iter  80 value 186.990436
## iter  90 value 186.986617
## iter 100 value 186.977124
## final  value 186.977124 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.503663 
## iter  10 value 388.843770
## iter  20 value 228.376138
## iter  30 value 208.762711
## iter  40 value 200.515712
## iter  50 value 199.127098
## iter  60 value 199.057378
## iter  70 value 198.993795
## iter  80 value 198.982216
## iter  90 value 198.980705
## iter 100 value 198.980354
## final  value 198.980354 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 581.661814 
## iter  10 value 385.887955
## iter  20 value 228.367760
## iter  30 value 212.179452
## iter  40 value 207.984617
## iter  50 value 207.180089
## iter  60 value 207.060470
## iter  70 value 206.977741
## iter  80 value 206.969497
## iter  90 value 206.968937
## final  value 206.968907 
## converged
## # weights:  360 (238 variable)
## initial  value 637.659511 
## iter  10 value 386.640123
## iter  20 value 229.961651
## iter  30 value 211.424360
## iter  40 value 206.947477
## iter  50 value 205.032610
## iter  60 value 204.912416
## iter  70 value 204.840362
## iter  80 value 204.817247
## iter  90 value 204.815981
## iter 100 value 204.815857
## final  value 204.815857 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.635245 
## iter  10 value 366.115389
## iter  20 value 225.125300
## iter  30 value 205.083209
## iter  40 value 198.395642
## iter  50 value 197.257790
## iter  60 value 197.154176
## iter  70 value 197.082778
## iter  80 value 197.075036
## iter  90 value 197.074442
## iter 100 value 197.074338
## final  value 197.074338 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.572189 
## iter  10 value 341.985636
## iter  20 value 211.252725
## iter  30 value 194.112912
## iter  40 value 188.639275
## iter  50 value 187.260580
## iter  60 value 187.201251
## iter  70 value 187.140785
## iter  80 value 187.126298
## iter  90 value 187.121990
## iter 100 value 187.121505
## final  value 187.121505 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.492410 
## iter  10 value 340.452753
## iter  20 value 204.830178
## iter  30 value 187.582461
## iter  40 value 182.897746
## iter  50 value 181.701043
## iter  60 value 181.558917
## iter  70 value 181.455095
## iter  80 value 181.439699
## iter  90 value 181.436061
## iter 100 value 181.434828
## final  value 181.434828 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 629.265674 
## iter  10 value 354.217290
## iter  20 value 217.044976
## iter  30 value 201.056175
## iter  40 value 197.178015
## iter  50 value 195.746411
## iter  60 value 195.599505
## iter  70 value 195.527412
## iter  80 value 195.521983
## iter  90 value 195.517848
## iter 100 value 195.517138
## final  value 195.517138 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 594.455374 
## iter  10 value 373.692081
## iter  20 value 237.012513
## iter  30 value 217.376396
## iter  40 value 210.532840
## iter  50 value 209.810247
## iter  60 value 209.713527
## iter  70 value 209.671793
## iter  80 value 209.644074
## iter  90 value 209.635804
## iter 100 value 209.631160
## final  value 209.631160 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.825615 
## iter  10 value 354.462711
## iter  20 value 223.387498
## iter  30 value 209.911141
## iter  40 value 207.541789
## iter  50 value 206.735969
## iter  60 value 206.710565
## iter  70 value 206.685277
## iter  80 value 206.679596
## iter  90 value 206.679333
## final  value 206.679320 
## converged
## # weights:  360 (238 variable)
## initial  value 580.893445 
## iter  10 value 353.735695
## iter  20 value 243.268327
## iter  30 value 228.962637
## iter  40 value 222.950350
## iter  50 value 220.391042
## iter  60 value 220.325894
## iter  70 value 220.278993
## iter  80 value 220.274640
## iter  90 value 220.274236
## final  value 220.274227 
## converged
## # weights:  360 (238 variable)
## initial  value 610.211672 
## iter  10 value 377.118868
## iter  20 value 226.712133
## iter  30 value 210.184971
## iter  40 value 201.555983
## iter  50 value 199.276375
## iter  60 value 199.144323
## iter  70 value 199.086389
## iter  80 value 199.053628
## iter  90 value 199.044165
## iter 100 value 199.043254
## final  value 199.043254 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 552.983090 
## iter  10 value 312.884459
## iter  20 value 208.437075
## iter  30 value 195.410563
## iter  40 value 189.103791
## iter  50 value 188.270135
## iter  60 value 188.160098
## iter  70 value 188.133051
## iter  80 value 188.131398
## final  value 188.131341 
## converged
## # weights:  360 (238 variable)
## initial  value 586.308395 
## iter  10 value 390.122769
## iter  20 value 242.061019
## iter  30 value 225.515390
## iter  40 value 219.668871
## iter  50 value 218.589632
## iter  60 value 218.468495
## iter  70 value 218.426057
## iter  80 value 218.394225
## iter  90 value 218.391965
## iter 100 value 218.391793
## final  value 218.391793 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 571.281246 
## iter  10 value 314.375059
## iter  20 value 193.451151
## iter  30 value 178.626846
## iter  40 value 173.049743
## iter  50 value 171.843702
## iter  60 value 171.716932
## iter  70 value 171.635827
## iter  80 value 171.619664
## iter  90 value 171.618718
## iter 100 value 171.618547
## final  value 171.618547 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.581021 
## iter  10 value 363.445598
## iter  20 value 203.639385
## iter  30 value 188.250821
## iter  40 value 185.279227
## iter  50 value 184.959977
## iter  60 value 184.777838
## iter  70 value 184.717107
## iter  80 value 184.714660
## iter  90 value 184.713747
## iter 100 value 184.713235
## final  value 184.713235 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 628.785470 
## iter  10 value 379.392296
## iter  20 value 227.562365
## iter  30 value 209.601506
## iter  40 value 201.447245
## iter  50 value 198.790060
## iter  60 value 198.660337
## iter  70 value 198.637071
## iter  80 value 198.632878
## iter  90 value 198.632439
## final  value 198.632415 
## converged
## # weights:  360 (238 variable)
## initial  value 569.506988 
## iter  10 value 327.091775
## iter  20 value 204.651282
## iter  30 value 193.971307
## iter  40 value 192.047507
## iter  50 value 190.680825
## iter  60 value 190.636307
## iter  70 value 190.607876
## iter  80 value 190.604818
## iter  90 value 190.604679
## final  value 190.604610 
## converged
## # weights:  360 (238 variable)
## initial  value 583.799165 
## iter  10 value 407.878221
## iter  20 value 216.374306
## iter  30 value 198.665385
## iter  40 value 192.752494
## iter  50 value 191.329397
## iter  60 value 191.104348
## iter  70 value 191.065653
## iter  80 value 191.040311
## iter  90 value 191.029179
## iter 100 value 191.025693
## final  value 191.025693 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 614.684232 
## iter  10 value 389.684262
## iter  20 value 232.563625
## iter  30 value 211.490603
## iter  40 value 201.904153
## iter  50 value 197.742177
## iter  60 value 197.382775
## iter  70 value 197.336319
## iter  80 value 197.322517
## iter  90 value 197.321823
## final  value 197.321751 
## converged
## # weights:  360 (238 variable)
## initial  value 629.951867 
## iter  10 value 308.971912
## iter  20 value 211.226409
## iter  30 value 194.071854
## iter  40 value 189.653614
## iter  50 value 188.629257
## iter  60 value 188.441370
## iter  70 value 188.365097
## iter  80 value 188.344352
## iter  90 value 188.332420
## iter 100 value 188.331059
## final  value 188.331059 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 590.164854 
## iter  10 value 334.510717
## iter  20 value 188.727516
## iter  30 value 176.182656
## iter  40 value 172.872392
## iter  50 value 172.170130
## iter  60 value 172.061902
## iter  70 value 172.004465
## iter  80 value 171.990192
## iter  90 value 171.984029
## iter 100 value 171.983361
## final  value 171.983361 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.840718 
## iter  10 value 373.653707
## iter  20 value 213.058605
## iter  30 value 195.122084
## iter  40 value 188.935028
## iter  50 value 188.271981
## iter  60 value 188.139424
## iter  70 value 188.077227
## iter  80 value 188.067097
## iter  90 value 188.066441
## final  value 188.066387 
## converged
## # weights:  360 (238 variable)
## initial  value 643.495449 
## iter  10 value 375.599490
## iter  20 value 222.292847
## iter  30 value 207.928780
## iter  40 value 205.657985
## iter  50 value 205.321076
## iter  60 value 205.171550
## iter  70 value 205.086843
## iter  80 value 205.086269
## iter  90 value 205.084394
## iter 100 value 205.083550
## final  value 205.083550 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.539116 
## iter  10 value 408.716683
## iter  20 value 221.066064
## iter  30 value 207.582407
## iter  40 value 204.806096
## iter  50 value 203.908496
## iter  60 value 203.606474
## iter  70 value 203.606149
## iter  80 value 203.604892
## iter  90 value 203.604664
## final  value 203.604613 
## converged
## # weights:  360 (238 variable)
## initial  value 610.268580 
## iter  10 value 348.395982
## iter  20 value 210.694255
## iter  30 value 195.422902
## iter  40 value 190.939813
## iter  50 value 189.855266
## iter  60 value 189.768163
## iter  70 value 189.694253
## iter  80 value 189.688914
## iter  90 value 189.688598
## final  value 189.688581 
## converged
## # weights:  360 (238 variable)
## initial  value 581.007371 
## iter  10 value 380.223716
## iter  20 value 218.868059
## iter  30 value 202.246384
## iter  40 value 199.678125
## iter  50 value 198.022844
## iter  60 value 197.920865
## iter  70 value 197.889263
## iter  80 value 197.873432
## iter  90 value 197.857076
## iter 100 value 197.854299
## final  value 197.854299 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.186113 
## iter  10 value 405.589161
## iter  20 value 217.481680
## iter  30 value 203.017252
## iter  40 value 199.556051
## iter  50 value 198.719364
## iter  60 value 198.591411
## iter  70 value 198.560813
## iter  80 value 198.537794
## iter  90 value 198.525754
## iter 100 value 198.525164
## final  value 198.525164 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 590.537173 
## iter  10 value 385.300731
## iter  20 value 237.120962
## iter  30 value 222.738088
## iter  40 value 219.467052
## iter  50 value 217.403912
## iter  60 value 217.311631
## iter  70 value 217.244513
## iter  80 value 217.240422
## iter  90 value 217.240120
## final  value 217.240112 
## converged
## # weights:  360 (238 variable)
## initial  value 614.975364 
## iter  10 value 343.816981
## iter  20 value 210.459737
## iter  30 value 196.174947
## iter  40 value 191.634147
## iter  50 value 190.615669
## iter  60 value 190.458502
## iter  70 value 190.387408
## iter  80 value 190.382554
## iter  90 value 190.381985
## iter 100 value 190.381945
## final  value 190.381945 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.283140 
## iter  10 value 371.523883
## iter  20 value 227.770686
## iter  30 value 206.327233
## iter  40 value 199.219802
## iter  50 value 198.065434
## iter  60 value 197.896552
## iter  70 value 197.820396
## iter  80 value 197.788410
## iter  90 value 197.780885
## iter 100 value 197.779923
## final  value 197.779923 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 612.269592 
## iter  10 value 356.426559
## iter  20 value 208.394007
## iter  30 value 193.989756
## iter  40 value 190.034029
## iter  50 value 188.903599
## iter  60 value 188.861996
## iter  70 value 188.822814
## iter  80 value 188.818763
## iter  90 value 188.818367
## final  value 188.818348 
## converged
## # weights:  360 (238 variable)
## initial  value 577.700987 
## iter  10 value 356.360304
## iter  20 value 195.972362
## iter  30 value 175.737087
## iter  40 value 168.213755
## iter  50 value 167.544530
## iter  60 value 167.396332
## iter  70 value 167.368478
## iter  80 value 167.363299
## iter  90 value 167.357312
## iter 100 value 167.349277
## final  value 167.349277 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 622.052625 
## iter  10 value 365.267918
## iter  20 value 233.043139
## iter  30 value 221.101135
## iter  40 value 219.191076
## iter  50 value 218.655942
## iter  60 value 218.644191
## iter  70 value 218.630605
## iter  80 value 218.627246
## final  value 218.627064 
## converged
## # weights:  360 (238 variable)
## initial  value 606.601192 
## iter  10 value 333.019036
## iter  20 value 195.072486
## iter  30 value 178.159922
## iter  40 value 173.913966
## iter  50 value 173.241525
## iter  60 value 173.147768
## iter  70 value 173.102362
## iter  80 value 173.087205
## iter  90 value 173.085032
## iter 100 value 173.084749
## final  value 173.084749 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 620.543791 
## iter  10 value 387.644230
## iter  20 value 229.266787
## iter  30 value 214.319777
## iter  40 value 210.477952
## iter  50 value 209.242418
## iter  60 value 209.097272
## iter  70 value 209.038638
## iter  80 value 209.036637
## iter  90 value 209.036458
## iter  90 value 209.036457
## iter  90 value 209.036457
## final  value 209.036457 
## converged
## # weights:  360 (238 variable)
## initial  value 610.064348 
## iter  10 value 356.550463
## iter  20 value 199.900627
## iter  30 value 181.760806
## iter  40 value 174.227189
## iter  50 value 172.835036
## iter  60 value 172.532507
## iter  70 value 172.461914
## iter  80 value 172.413072
## iter  90 value 172.399473
## iter 100 value 172.398252
## final  value 172.398252 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 651.228801 
## iter  10 value 404.289006
## iter  20 value 238.287294
## iter  30 value 222.066808
## iter  40 value 217.886308
## iter  50 value 215.911719
## iter  60 value 215.846569
## iter  70 value 215.814889
## iter  80 value 215.786474
## iter  90 value 215.781822
## iter 100 value 215.781433
## final  value 215.781433 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 588.595816 
## iter  10 value 356.197871
## iter  20 value 219.495386
## iter  30 value 204.956394
## iter  40 value 201.387734
## iter  50 value 200.815280
## iter  60 value 200.712247
## iter  70 value 200.695609
## iter  80 value 200.694999
## final  value 200.694983 
## converged
## # weights:  360 (238 variable)
## initial  value 614.431771 
## iter  10 value 368.013595
## iter  20 value 235.656417
## iter  30 value 219.243256
## iter  40 value 214.631718
## iter  50 value 212.679554
## iter  60 value 212.521991
## iter  70 value 212.452646
## iter  80 value 212.420003
## iter  90 value 212.419033
## final  value 212.418890 
## converged
## # weights:  360 (238 variable)
## initial  value 575.640980 
## iter  10 value 340.987686
## iter  20 value 213.004584
## iter  30 value 196.267684
## iter  40 value 190.745195
## iter  50 value 189.953754
## iter  60 value 189.779414
## iter  70 value 189.701584
## iter  80 value 189.697141
## iter  90 value 189.696828
## final  value 189.696814 
## converged
## # weights:  360 (238 variable)
## initial  value 591.020233 
## iter  10 value 357.843655
## iter  20 value 203.945883
## iter  30 value 189.137787
## iter  40 value 185.348501
## iter  50 value 183.822390
## iter  60 value 183.522753
## iter  70 value 183.492146
## iter  80 value 183.461459
## iter  90 value 183.455492
## iter 100 value 183.451677
## final  value 183.451677 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 634.893864 
## iter  10 value 373.499879
## iter  20 value 227.517800
## iter  30 value 211.960144
## iter  40 value 207.319705
## iter  50 value 206.171399
## iter  60 value 206.104782
## iter  70 value 206.056148
## iter  80 value 206.035653
## iter  90 value 206.034094
## iter 100 value 206.034007
## final  value 206.034007 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.601714 
## iter  10 value 375.055558
## iter  20 value 225.003734
## iter  30 value 206.558243
## iter  40 value 199.624998
## iter  50 value 198.097463
## iter  60 value 197.882998
## iter  70 value 197.830080
## iter  80 value 197.805266
## iter  90 value 197.792125
## iter 100 value 197.785427
## final  value 197.785427 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 569.264304 
## iter  10 value 334.403292
## iter  20 value 192.541310
## iter  30 value 175.176034
## iter  40 value 172.116203
## iter  50 value 171.510440
## iter  60 value 171.388329
## iter  70 value 171.359895
## iter  80 value 171.338010
## iter  90 value 171.326514
## iter 100 value 171.321492
## final  value 171.321492 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.668901 
## iter  10 value 361.988028
## iter  20 value 237.963124
## iter  30 value 224.035090
## iter  40 value 221.811432
## iter  50 value 221.110442
## iter  60 value 221.045374
## iter  70 value 221.043735
## iter  80 value 221.034903
## iter  90 value 221.032393
## iter 100 value 221.032236
## final  value 221.032236 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 542.645148 
## iter  10 value 353.420322
## iter  20 value 215.052539
## iter  30 value 201.738405
## iter  40 value 193.557275
## iter  50 value 191.893965
## iter  60 value 191.814640
## iter  70 value 191.745169
## iter  80 value 191.737999
## iter  90 value 191.737528
## final  value 191.737515 
## converged
## # weights:  360 (238 variable)
## initial  value 590.063232 
## iter  10 value 376.014485
## iter  20 value 203.424470
## iter  30 value 189.245178
## iter  40 value 186.352250
## iter  50 value 184.960136
## iter  60 value 184.843446
## iter  70 value 184.774754
## iter  80 value 184.747090
## iter  90 value 184.743710
## iter 100 value 184.743442
## final  value 184.743442 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 610.114115 
## iter  10 value 355.912737
## iter  20 value 201.893786
## iter  30 value 185.049712
## iter  40 value 181.634971
## iter  50 value 180.166532
## iter  60 value 180.052672
## iter  70 value 179.978714
## iter  80 value 179.972249
## iter  90 value 179.971210
## final  value 179.971149 
## converged
## # weights:  360 (238 variable)
## initial  value 617.260698 
## iter  10 value 367.872221
## iter  20 value 212.249746
## iter  30 value 194.254089
## iter  40 value 187.985998
## iter  50 value 187.108862
## iter  60 value 187.053654
## iter  70 value 186.998081
## iter  80 value 186.993115
## iter  90 value 186.992843
## final  value 186.992758 
## converged
## # weights:  360 (238 variable)
## initial  value 617.652573 
## iter  10 value 365.224890
## iter  20 value 216.187703
## iter  30 value 197.810128
## iter  40 value 192.913204
## iter  50 value 191.396101
## iter  60 value 191.285415
## iter  70 value 191.231176
## iter  80 value 191.221615
## iter  90 value 191.218575
## iter 100 value 191.218257
## final  value 191.218257 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.774368 
## iter  10 value 386.255024
## iter  20 value 214.981289
## iter  30 value 198.668703
## iter  40 value 193.051924
## iter  50 value 191.937679
## iter  60 value 191.881273
## iter  70 value 191.833902
## iter  80 value 191.827605
## iter  90 value 191.827232
## final  value 191.827223 
## converged
## # weights:  360 (238 variable)
## initial  value 617.279264 
## iter  10 value 368.014945
## iter  20 value 224.015662
## iter  30 value 212.183379
## iter  40 value 208.150858
## iter  50 value 206.360686
## iter  60 value 205.972469
## iter  70 value 205.945018
## iter  80 value 205.936005
## iter  90 value 205.934126
## iter 100 value 205.932242
## final  value 205.932242 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 551.466346 
## iter  10 value 312.766450
## iter  20 value 201.526401
## iter  30 value 190.251024
## iter  40 value 184.436807
## iter  50 value 182.385071
## iter  60 value 182.297326
## iter  70 value 182.245740
## iter  80 value 182.229948
## iter  90 value 182.228896
## iter 100 value 182.228760
## final  value 182.228760 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.940095 
## iter  10 value 387.440503
## iter  20 value 211.949661
## iter  30 value 196.631120
## iter  40 value 191.525221
## iter  50 value 189.699622
## iter  60 value 189.546344
## iter  70 value 189.457860
## iter  80 value 189.446497
## iter  90 value 189.445675
## final  value 189.445650 
## converged
## # weights:  360 (238 variable)
## initial  value 628.896210 
## iter  10 value 371.051084
## iter  20 value 224.532000
## iter  30 value 211.279204
## iter  40 value 204.572746
## iter  50 value 203.463782
## iter  60 value 203.396326
## iter  70 value 203.351418
## iter  80 value 203.337867
## iter  90 value 203.336825
## iter 100 value 203.336746
## final  value 203.336746 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 590.793919 
## iter  10 value 353.733812
## iter  20 value 215.027455
## iter  30 value 201.119708
## iter  40 value 196.828910
## iter  50 value 195.025985
## iter  60 value 194.936770
## iter  70 value 194.887152
## iter  80 value 194.883529
## iter  90 value 194.883103
## final  value 194.883095 
## converged
## # weights:  360 (238 variable)
## initial  value 605.030506 
## iter  10 value 310.194521
## iter  20 value 176.274989
## iter  30 value 161.999082
## iter  40 value 157.490902
## iter  50 value 156.860177
## iter  60 value 156.696535
## iter  70 value 156.690115
## iter  80 value 156.685449
## iter  90 value 156.682780
## iter 100 value 156.673088
## final  value 156.673088 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.477590 
## iter  10 value 349.143250
## iter  20 value 214.377216
## iter  30 value 200.814531
## iter  40 value 198.898689
## iter  50 value 198.418704
## iter  60 value 198.141855
## iter  70 value 198.128056
## iter  80 value 198.126407
## iter  90 value 198.125867
## iter 100 value 198.123889
## final  value 198.123889 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 579.809554 
## iter  10 value 342.985523
## iter  20 value 203.802872
## iter  30 value 190.888447
## iter  40 value 189.253768
## iter  50 value 188.727817
## iter  60 value 188.652380
## iter  70 value 188.652040
## iter  80 value 188.651651
## iter  90 value 188.651085
## final  value 188.651053 
## converged
## # weights:  360 (238 variable)
## initial  value 634.838055 
## iter  10 value 392.890956
## iter  20 value 222.829226
## iter  30 value 206.041926
## iter  40 value 195.451218
## iter  50 value 193.005403
## iter  60 value 192.825294
## iter  70 value 192.778786
## iter  80 value 192.751239
## iter  90 value 192.748921
## iter 100 value 192.748622
## final  value 192.748622 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.279400 
## iter  10 value 367.362713
## iter  20 value 232.840497
## iter  30 value 215.223901
## iter  40 value 208.883461
## iter  50 value 208.134418
## iter  60 value 207.976901
## iter  70 value 207.920631
## iter  80 value 207.906601
## iter  90 value 207.905619
## iter 100 value 207.905382
## final  value 207.905382 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.244962 
## iter  10 value 363.395911
## iter  20 value 208.575342
## iter  30 value 193.611600
## iter  40 value 186.803775
## iter  50 value 185.785973
## iter  60 value 185.590200
## iter  70 value 185.521134
## iter  80 value 185.514885
## iter  90 value 185.512345
## iter 100 value 185.511202
## final  value 185.511202 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.645137 
## iter  10 value 368.271908
## iter  20 value 228.547031
## iter  30 value 212.538165
## iter  40 value 206.806282
## iter  50 value 205.799160
## iter  60 value 205.648523
## iter  70 value 205.618001
## iter  80 value 205.576208
## iter  90 value 205.568726
## iter 100 value 205.568345
## final  value 205.568345 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.192857 
## iter  10 value 375.189186
## iter  20 value 233.768031
## iter  30 value 216.455766
## iter  40 value 205.779763
## iter  50 value 204.797471
## iter  60 value 204.751011
## iter  70 value 204.731041
## iter  80 value 204.726870
## iter  90 value 204.726496
## final  value 204.726458 
## converged
## # weights:  360 (238 variable)
## initial  value 591.861001 
## iter  10 value 361.506970
## iter  20 value 208.083965
## iter  30 value 198.600268
## iter  40 value 195.724277
## iter  50 value 195.034125
## iter  60 value 195.018163
## iter  70 value 195.007193
## iter  80 value 195.006154
## final  value 195.006113 
## converged
## # weights:  360 (238 variable)
## initial  value 581.574365 
## iter  10 value 357.633223
## iter  20 value 190.846436
## iter  30 value 176.878913
## iter  40 value 171.069580
## iter  50 value 170.313889
## iter  60 value 170.262293
## iter  70 value 170.216425
## iter  80 value 170.207647
## iter  90 value 170.206968
## iter 100 value 170.206841
## final  value 170.206841 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 594.287506 
## iter  10 value 350.931450
## iter  20 value 208.676899
## iter  30 value 194.902036
## iter  40 value 191.102596
## iter  50 value 190.223938
## iter  60 value 190.201175
## iter  70 value 190.166844
## iter  80 value 190.164405
## iter  90 value 190.164243
## final  value 190.164240 
## converged
## # weights:  360 (238 variable)
## initial  value 560.263044 
## iter  10 value 345.970034
## iter  20 value 204.167694
## iter  30 value 190.267355
## iter  40 value 184.892496
## iter  50 value 183.692467
## iter  60 value 183.674233
## iter  70 value 183.647682
## iter  80 value 183.635136
## iter  90 value 183.634483
## final  value 183.634436 
## converged
## # weights:  360 (238 variable)
## initial  value 639.597573 
## iter  10 value 376.020958
## iter  20 value 194.426726
## iter  30 value 172.949495
## iter  40 value 167.245797
## iter  50 value 165.337037
## iter  60 value 165.212335
## iter  70 value 165.135440
## iter  80 value 165.110778
## iter  90 value 165.109008
## iter 100 value 165.108705
## final  value 165.108705 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 597.657280 
## iter  10 value 391.434083
## iter  20 value 226.633420
## iter  30 value 209.200057
## iter  40 value 202.223321
## iter  50 value 201.695207
## iter  60 value 201.618634
## iter  70 value 201.581259
## iter  80 value 201.576376
## iter  90 value 201.575789
## final  value 201.575775 
## converged
## # weights:  360 (238 variable)
## initial  value 606.180314 
## iter  10 value 337.274682
## iter  20 value 220.295879
## iter  30 value 206.519717
## iter  40 value 202.307786
## iter  50 value 201.279914
## iter  60 value 201.260646
## iter  70 value 201.229012
## iter  80 value 201.216051
## iter  90 value 201.215605
## final  value 201.215585 
## converged
## # weights:  360 (238 variable)
## initial  value 591.600081 
## iter  10 value 378.066878
## iter  20 value 197.421685
## iter  30 value 183.843262
## iter  40 value 181.857246
## iter  50 value 179.856636
## iter  60 value 179.571689
## iter  70 value 179.567485
## iter  80 value 179.557320
## iter  90 value 179.556409
## final  value 179.556345 
## converged
## # weights:  360 (238 variable)
## initial  value 613.565186 
## iter  10 value 332.811267
## iter  20 value 213.195348
## iter  30 value 196.012562
## iter  40 value 192.134607
## iter  50 value 191.834938
## iter  60 value 191.703027
## iter  70 value 191.605420
## iter  80 value 191.595443
## iter  90 value 191.594653
## iter 100 value 191.593256
## final  value 191.593256 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 615.623765 
## iter  10 value 389.479200
## iter  20 value 232.565032
## iter  30 value 212.057437
## iter  40 value 204.517708
## iter  50 value 202.911366
## iter  60 value 202.765911
## iter  70 value 202.734580
## iter  80 value 202.704803
## iter  90 value 202.694891
## iter 100 value 202.694126
## final  value 202.694126 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 610.148941 
## iter  10 value 355.548108
## iter  20 value 207.283532
## iter  30 value 194.979086
## iter  40 value 190.426172
## iter  50 value 188.498563
## iter  60 value 187.842749
## iter  70 value 187.792826
## iter  80 value 187.777610
## iter  90 value 187.775406
## iter 100 value 187.772527
## final  value 187.772527 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 622.623793 
## iter  10 value 363.584898
## iter  20 value 197.522616
## iter  30 value 178.141500
## iter  40 value 175.341490
## iter  50 value 173.414219
## iter  60 value 173.123306
## iter  70 value 173.090916
## iter  80 value 173.054553
## iter  90 value 173.046677
## iter 100 value 173.045695
## final  value 173.045695 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.350332 
## iter  10 value 387.331309
## iter  20 value 230.361135
## iter  30 value 215.241987
## iter  40 value 209.829403
## iter  50 value 208.400525
## iter  60 value 208.248218
## iter  70 value 208.200685
## iter  80 value 208.158996
## iter  90 value 208.155413
## iter 100 value 208.152384
## final  value 208.152384 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.622352 
## iter  10 value 359.087061
## iter  20 value 218.729013
## iter  30 value 205.407503
## iter  40 value 202.862637
## iter  50 value 201.663171
## iter  60 value 201.616659
## iter  70 value 201.590747
## iter  80 value 201.589694
## final  value 201.589637 
## converged
## # weights:  360 (238 variable)
## initial  value 582.601567 
## iter  10 value 348.794215
## iter  20 value 213.256900
## iter  30 value 199.788906
## iter  40 value 197.469218
## iter  50 value 197.083026
## iter  60 value 197.065313
## iter  70 value 197.019126
## iter  80 value 197.013625
## iter  90 value 197.012640
## iter 100 value 197.012559
## final  value 197.012559 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 570.323586 
## iter  10 value 354.490458
## iter  20 value 204.622336
## iter  30 value 189.733126
## iter  40 value 183.779619
## iter  50 value 182.556625
## iter  60 value 182.515413
## iter  70 value 182.470330
## iter  80 value 182.460362
## iter  90 value 182.459712
## iter 100 value 182.459611
## final  value 182.459611 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.194729 
## iter  10 value 378.389155
## iter  20 value 211.575303
## iter  30 value 195.857941
## iter  40 value 190.047742
## iter  50 value 188.785817
## iter  60 value 188.670571
## iter  70 value 188.634199
## iter  80 value 188.606063
## iter  90 value 188.604018
## iter 100 value 188.603723
## final  value 188.603723 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.125846 
## iter  10 value 349.664470
## iter  20 value 197.570554
## iter  30 value 182.616142
## iter  40 value 178.125708
## iter  50 value 176.606577
## iter  60 value 176.528998
## iter  70 value 176.485344
## iter  80 value 176.450868
## iter  90 value 176.447977
## iter 100 value 176.447669
## final  value 176.447669 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 594.019994 
## iter  10 value 353.177721
## iter  20 value 206.014770
## iter  30 value 188.227622
## iter  40 value 184.551324
## iter  50 value 183.108487
## iter  60 value 182.909720
## iter  70 value 182.897783
## iter  80 value 182.895916
## iter  90 value 182.895829
## final  value 182.895817 
## converged
## # weights:  360 (238 variable)
## initial  value 590.194956 
## iter  10 value 348.934700
## iter  20 value 209.992415
## iter  30 value 190.803442
## iter  40 value 183.051616
## iter  50 value 180.033548
## iter  60 value 179.214053
## iter  70 value 178.935315
## iter  80 value 178.875411
## iter  90 value 178.855042
## iter 100 value 178.841158
## final  value 178.841158 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 598.086947 
## iter  10 value 372.838260
## iter  20 value 200.832079
## iter  30 value 181.892016
## iter  40 value 176.341024
## iter  50 value 175.447138
## iter  60 value 175.335492
## iter  70 value 175.280481
## iter  80 value 175.257846
## iter  90 value 175.245494
## iter 100 value 175.242269
## final  value 175.242269 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.566793 
## iter  10 value 366.582282
## iter  20 value 204.406588
## iter  30 value 190.780955
## iter  40 value 184.891465
## iter  50 value 183.714192
## iter  60 value 183.654717
## iter  70 value 183.613804
## iter  80 value 183.598138
## iter  90 value 183.596421
## iter 100 value 183.596274
## final  value 183.596274 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 583.505835 
## iter  10 value 338.725998
## iter  20 value 211.813014
## iter  30 value 196.665221
## iter  40 value 191.681613
## iter  50 value 191.043745
## iter  60 value 190.890502
## iter  70 value 190.868941
## iter  80 value 190.867689
## iter  90 value 190.867506
## iter  90 value 190.867504
## iter  90 value 190.867504
## final  value 190.867504 
## converged
## # weights:  360 (238 variable)
## initial  value 578.682378 
## iter  10 value 347.887590
## iter  20 value 199.406490
## iter  30 value 188.958790
## iter  40 value 185.856674
## iter  50 value 184.623201
## iter  60 value 184.611210
## iter  70 value 184.584871
## iter  80 value 184.583194
## iter  90 value 184.583108
## final  value 184.583102 
## converged
## # weights:  360 (238 variable)
## initial  value 612.039872 
## iter  10 value 358.026230
## iter  20 value 203.990941
## iter  30 value 189.060357
## iter  40 value 184.875818
## iter  50 value 183.298468
## iter  60 value 183.220960
## iter  70 value 183.160536
## iter  80 value 183.154416
## iter  90 value 183.153903
## final  value 183.153824 
## converged
## # weights:  360 (238 variable)
## initial  value 616.351706 
## iter  10 value 371.528280
## iter  20 value 215.711249
## iter  30 value 204.604741
## iter  40 value 201.964712
## iter  50 value 201.236169
## iter  60 value 201.230178
## iter  70 value 201.220424
## iter  80 value 201.219069
## iter  90 value 201.219024
## iter  90 value 201.219022
## iter  90 value 201.219022
## final  value 201.219022 
## converged
## # weights:  360 (238 variable)
## initial  value 569.252988 
## iter  10 value 333.128748
## iter  20 value 196.566551
## iter  30 value 184.883435
## iter  40 value 179.825338
## iter  50 value 177.069601
## iter  60 value 176.556249
## iter  70 value 176.485624
## iter  80 value 176.471161
## iter  90 value 176.470768
## final  value 176.470752 
## converged
## # weights:  360 (238 variable)
## initial  value 575.063878 
## iter  10 value 352.565403
## iter  20 value 207.870936
## iter  30 value 193.272730
## iter  40 value 186.922830
## iter  50 value 185.297741
## iter  60 value 185.051359
## iter  70 value 185.001316
## iter  80 value 184.961705
## iter  90 value 184.947123
## iter 100 value 184.943163
## final  value 184.943163 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.339600 
## iter  10 value 378.306969
## iter  20 value 217.250748
## iter  30 value 201.768786
## iter  40 value 194.507212
## iter  50 value 191.945305
## iter  60 value 191.683460
## iter  70 value 191.628911
## iter  80 value 191.589826
## iter  90 value 191.585219
## iter 100 value 191.583908
## final  value 191.583908 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 577.840841 
## iter  10 value 309.228502
## iter  20 value 205.743610
## iter  30 value 193.901644
## iter  40 value 192.066673
## iter  50 value 191.583863
## iter  60 value 191.495051
## iter  70 value 191.330784
## iter  80 value 191.251016
## iter  90 value 191.249155
## final  value 191.249022 
## converged
## # weights:  360 (238 variable)
## initial  value 595.802932 
## iter  10 value 391.042423
## iter  20 value 207.999432
## iter  30 value 189.087324
## iter  40 value 181.543262
## iter  50 value 180.250081
## iter  60 value 180.113287
## iter  70 value 180.048679
## iter  80 value 180.003848
## iter  90 value 179.997141
## iter 100 value 179.996807
## final  value 179.996807 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.396215 
## iter  10 value 367.695814
## iter  20 value 193.728740
## iter  30 value 174.014711
## iter  40 value 169.287225
## iter  50 value 167.232130
## iter  60 value 167.111616
## iter  70 value 167.021965
## iter  80 value 166.995209
## iter  90 value 166.993863
## iter 100 value 166.993581
## final  value 166.993581 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.306269 
## iter  10 value 353.891992
## iter  20 value 204.308600
## iter  30 value 189.177744
## iter  40 value 184.584888
## iter  50 value 183.434702
## iter  60 value 183.361637
## iter  70 value 183.301774
## iter  80 value 183.298664
## iter  90 value 183.298420
## final  value 183.298406 
## converged
## # weights:  360 (238 variable)
## initial  value 567.579802 
## iter  10 value 304.397758
## iter  20 value 202.775126
## iter  30 value 191.338124
## iter  40 value 189.078794
## iter  50 value 188.214109
## iter  60 value 188.172341
## iter  70 value 188.155249
## iter  80 value 188.150910
## iter  90 value 188.150768
## final  value 188.150756 
## converged
## # weights:  360 (238 variable)
## initial  value 618.315146 
## iter  10 value 372.384490
## iter  20 value 225.832598
## iter  30 value 211.762644
## iter  40 value 207.188578
## iter  50 value 204.407838
## iter  60 value 204.292771
## iter  70 value 204.270685
## iter  80 value 204.244198
## iter  90 value 204.242170
## final  value 204.242003 
## converged
## # weights:  360 (238 variable)
## initial  value 608.535079 
## iter  10 value 363.958902
## iter  20 value 201.815228
## iter  30 value 188.682801
## iter  40 value 185.043528
## iter  50 value 183.910574
## iter  60 value 183.853565
## iter  70 value 183.792419
## iter  80 value 183.783650
## iter  90 value 183.783024
## iter 100 value 183.782923
## final  value 183.782923 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.077471 
## iter  10 value 368.897319
## iter  20 value 220.145581
## iter  30 value 204.044431
## iter  40 value 199.767444
## iter  50 value 198.792879
## iter  60 value 198.706763
## iter  70 value 198.646533
## iter  80 value 198.625851
## iter  90 value 198.624371
## iter 100 value 198.624221
## final  value 198.624221 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 611.989446 
## iter  10 value 337.742672
## iter  20 value 214.686342
## iter  30 value 197.549414
## iter  40 value 192.702340
## iter  50 value 191.546973
## iter  60 value 191.410261
## iter  70 value 191.376092
## iter  80 value 191.336953
## iter  90 value 191.332602
## iter 100 value 191.332237
## final  value 191.332237 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 605.801183 
## iter  10 value 363.931596
## iter  20 value 211.796627
## iter  30 value 196.249093
## iter  40 value 190.508978
## iter  50 value 189.569774
## iter  60 value 189.425769
## iter  70 value 189.359976
## iter  80 value 189.323745
## iter  90 value 189.319769
## iter 100 value 189.314990
## final  value 189.314990 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 620.379328 
## iter  10 value 392.694913
## iter  20 value 200.516618
## iter  30 value 181.456471
## iter  40 value 179.205290
## iter  50 value 178.376399
## iter  60 value 178.090948
## iter  70 value 178.081033
## iter  80 value 178.079778
## iter  90 value 178.078129
## iter 100 value 178.076484
## final  value 178.076484 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 629.335545 
## iter  10 value 362.738307
## iter  20 value 208.022424
## iter  30 value 191.380264
## iter  40 value 187.403192
## iter  50 value 186.873177
## iter  60 value 186.787302
## iter  70 value 186.731348
## iter  80 value 186.708259
## iter  90 value 186.701185
## iter 100 value 186.697887
## final  value 186.697887 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 584.941502 
## iter  10 value 376.263779
## iter  20 value 209.951780
## iter  30 value 197.771190
## iter  40 value 191.778015
## iter  50 value 190.861592
## iter  60 value 190.847890
## iter  70 value 190.826805
## iter  80 value 190.818521
## iter  90 value 190.818038
## final  value 190.817995 
## converged
## # weights:  360 (238 variable)
## initial  value 638.850626 
## iter  10 value 381.269686
## iter  20 value 203.841494
## iter  30 value 185.114244
## iter  40 value 177.819436
## iter  50 value 176.102024
## iter  60 value 175.959563
## iter  70 value 175.896951
## iter  80 value 175.873257
## iter  90 value 175.868555
## iter 100 value 175.867991
## final  value 175.867991 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.208096 
## iter  10 value 339.022304
## iter  20 value 202.462124
## iter  30 value 187.191435
## iter  40 value 184.025831
## iter  50 value 183.519908
## iter  60 value 183.455019
## iter  70 value 183.430604
## iter  80 value 183.399457
## iter  90 value 183.396768
## iter 100 value 183.395955
## final  value 183.395955 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.684529 
## iter  10 value 397.286316
## iter  20 value 209.512001
## iter  30 value 192.527448
## iter  40 value 188.209982
## iter  50 value 186.797945
## iter  60 value 186.689554
## iter  70 value 186.625144
## iter  80 value 186.622352
## iter  90 value 186.622033
## final  value 186.622028 
## converged
## # weights:  360 (238 variable)
## initial  value 603.043007 
## iter  10 value 362.856528
## iter  20 value 227.225662
## iter  30 value 212.801355
## iter  40 value 210.130460
## iter  50 value 208.690179
## iter  60 value 208.629003
## iter  70 value 208.570271
## iter  80 value 208.563919
## iter  90 value 208.563568
## final  value 208.563540 
## converged
## # weights:  360 (238 variable)
## initial  value 558.703015 
## iter  10 value 300.953569
## iter  20 value 190.415329
## iter  30 value 175.628111
## iter  40 value 170.542329
## iter  50 value 169.939843
## iter  60 value 169.879148
## iter  70 value 169.824118
## iter  80 value 169.818731
## iter  90 value 169.818283
## final  value 169.818259 
## converged
## # weights:  360 (238 variable)
## initial  value 630.027451 
## iter  10 value 387.805960
## iter  20 value 214.563085
## iter  30 value 196.728932
## iter  40 value 187.169242
## iter  50 value 183.895039
## iter  60 value 183.763846
## iter  70 value 183.689000
## iter  80 value 183.678726
## iter  90 value 183.677750
## final  value 183.677680 
## converged
## # weights:  360 (238 variable)
## initial  value 582.487531 
## iter  10 value 329.697251
## iter  20 value 195.373658
## iter  30 value 182.575382
## iter  40 value 180.545171
## iter  50 value 180.071244
## iter  60 value 179.819794
## iter  70 value 179.748022
## iter  80 value 179.741939
## iter  90 value 179.741630
## iter 100 value 179.739338
## final  value 179.739338 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 628.908844 
## iter  10 value 396.032380
## iter  20 value 223.785093
## iter  30 value 207.965938
## iter  40 value 202.667134
## iter  50 value 200.752018
## iter  60 value 200.591622
## iter  70 value 200.534514
## iter  80 value 200.517736
## iter  90 value 200.517139
## final  value 200.517122 
## converged
## # weights:  360 (238 variable)
## initial  value 573.813328 
## iter  10 value 356.167164
## iter  20 value 216.011938
## iter  30 value 199.993389
## iter  40 value 195.001810
## iter  50 value 194.301865
## iter  60 value 194.249127
## iter  70 value 194.223503
## iter  80 value 194.210007
## iter  90 value 194.198315
## iter 100 value 194.197469
## final  value 194.197469 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.465219 
## iter  10 value 338.356551
## iter  20 value 179.726802
## iter  30 value 167.652702
## iter  40 value 165.637801
## iter  50 value 165.216116
## iter  60 value 165.192012
## iter  70 value 165.170376
## iter  80 value 165.168381
## iter  90 value 165.168145
## iter 100 value 165.168062
## final  value 165.168062 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 631.997263 
## iter  10 value 390.639363
## iter  20 value 206.807877
## iter  30 value 194.545848
## iter  40 value 189.958737
## iter  50 value 187.640237
## iter  60 value 187.419308
## iter  70 value 187.372252
## iter  80 value 187.367609
## iter  90 value 187.367419
## final  value 187.367411 
## converged
## # weights:  360 (238 variable)
## initial  value 612.073819 
## iter  10 value 328.065071
## iter  20 value 200.594878
## iter  30 value 186.144880
## iter  40 value 177.328542
## iter  50 value 175.618679
## iter  60 value 175.488937
## iter  70 value 175.408780
## iter  80 value 175.388669
## iter  90 value 175.387336
## iter 100 value 175.387145
## final  value 175.387145 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 620.244419 
## iter  10 value 368.259896
## iter  20 value 202.295507
## iter  30 value 187.668127
## iter  40 value 183.375900
## iter  50 value 182.158598
## iter  60 value 182.083299
## iter  70 value 182.039718
## iter  80 value 182.016281
## iter  90 value 182.015198
## iter 100 value 182.015056
## final  value 182.015056 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 572.478734 
## iter  10 value 352.747989
## iter  20 value 201.430416
## iter  30 value 187.365598
## iter  40 value 184.532469
## iter  50 value 182.919890
## iter  60 value 182.825470
## iter  70 value 182.764466
## iter  80 value 182.756657
## iter  90 value 182.756230
## iter 100 value 182.756175
## final  value 182.756175 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.933279 
## iter  10 value 365.366275
## iter  20 value 208.639627
## iter  30 value 196.789365
## iter  40 value 193.508474
## iter  50 value 192.157232
## iter  60 value 191.997046
## iter  70 value 191.950453
## iter  80 value 191.915779
## iter  90 value 191.906606
## iter 100 value 191.905300
## final  value 191.905300 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.235891 
## iter  10 value 366.868544
## iter  20 value 225.213564
## iter  30 value 211.505392
## iter  40 value 205.280180
## iter  50 value 203.383146
## iter  60 value 203.315414
## iter  70 value 203.253295
## iter  80 value 203.245682
## iter  90 value 203.245275
## final  value 203.245255 
## converged
## # weights:  360 (238 variable)
## initial  value 595.118826 
## iter  10 value 403.775108
## iter  20 value 229.071850
## iter  30 value 213.083169
## iter  40 value 206.772730
## iter  50 value 205.705191
## iter  60 value 205.621707
## iter  70 value 205.570145
## iter  80 value 205.554637
## iter  90 value 205.553946
## final  value 205.553872 
## converged
## # weights:  360 (238 variable)
## initial  value 624.341693 
## iter  10 value 383.112641
## iter  20 value 222.589749
## iter  30 value 210.890111
## iter  40 value 207.853542
## iter  50 value 206.951638
## iter  60 value 206.832881
## iter  70 value 206.822727
## iter  80 value 206.805887
## iter  90 value 206.803552
## iter 100 value 206.803426
## final  value 206.803426 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 582.012381 
## iter  10 value 394.114771
## iter  20 value 241.651283
## iter  30 value 226.947782
## iter  40 value 220.803233
## iter  50 value 219.711301
## iter  60 value 219.664694
## iter  70 value 219.609615
## iter  80 value 219.604150
## iter  90 value 219.603803
## final  value 219.603750 
## converged
## # weights:  360 (238 variable)
## initial  value 595.193971 
## iter  10 value 417.155510
## iter  20 value 229.749127
## iter  30 value 213.690675
## iter  40 value 206.692644
## iter  50 value 205.425154
## iter  60 value 205.273644
## iter  70 value 205.223665
## iter  80 value 205.221868
## iter  90 value 205.221736
## iter  90 value 205.221734
## iter  90 value 205.221734
## final  value 205.221734 
## converged
## # weights:  360 (238 variable)
## initial  value 607.916451 
## iter  10 value 386.175175
## iter  20 value 228.615626
## iter  30 value 212.457077
## iter  40 value 207.174511
## iter  50 value 206.395370
## iter  60 value 206.297849
## iter  70 value 206.220367
## iter  80 value 206.215483
## iter  90 value 206.215068
## final  value 206.215055 
## converged
## # weights:  360 (238 variable)
## initial  value 567.002481 
## iter  10 value 327.379850
## iter  20 value 177.717884
## iter  30 value 165.050672
## iter  40 value 157.286623
## iter  50 value 154.280683
## iter  60 value 154.088730
## iter  70 value 154.018480
## iter  80 value 154.014550
## iter  90 value 154.013057
## iter 100 value 154.012890
## final  value 154.012890 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.636951 
## iter  10 value 321.799860
## iter  20 value 198.030748
## iter  30 value 184.727831
## iter  40 value 180.344006
## iter  50 value 178.375698
## iter  60 value 178.281160
## iter  70 value 178.226812
## iter  80 value 178.205493
## iter  90 value 178.203919
## iter 100 value 178.203663
## final  value 178.203663 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 628.020177 
## iter  10 value 384.352367
## iter  20 value 212.098755
## iter  30 value 197.881676
## iter  40 value 193.469842
## iter  50 value 192.946084
## iter  60 value 192.862695
## iter  70 value 192.849341
## iter  80 value 192.837837
## iter  90 value 192.828000
## iter 100 value 192.826078
## final  value 192.826078 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.062060 
## iter  10 value 361.845761
## iter  20 value 198.981998
## iter  30 value 180.169162
## iter  40 value 173.533083
## iter  50 value 172.416944
## iter  60 value 172.298087
## iter  70 value 172.200352
## iter  80 value 172.183240
## iter  90 value 172.181875
## iter 100 value 172.181601
## final  value 172.181601 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.812231 
## iter  10 value 372.469560
## iter  20 value 202.518296
## iter  30 value 186.500058
## iter  40 value 182.300867
## iter  50 value 181.058271
## iter  60 value 180.963196
## iter  70 value 180.893660
## iter  80 value 180.874994
## iter  90 value 180.870253
## iter 100 value 180.867713
## final  value 180.867713 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.652437 
## iter  10 value 336.126571
## iter  20 value 211.701567
## iter  30 value 198.736437
## iter  40 value 197.004302
## iter  50 value 196.078275
## iter  60 value 195.983731
## iter  70 value 195.979637
## iter  80 value 195.976593
## iter  90 value 195.972589
## iter 100 value 195.972472
## final  value 195.972472 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.796215 
## iter  10 value 444.289819
## iter  20 value 198.572212
## iter  30 value 185.805426
## iter  40 value 183.343579
## iter  50 value 182.698110
## iter  60 value 182.497204
## iter  70 value 182.484368
## iter  80 value 182.480469
## iter  90 value 182.473168
## iter 100 value 182.471891
## final  value 182.471891 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.690682 
## iter  10 value 361.589677
## iter  20 value 226.828698
## iter  30 value 212.901528
## iter  40 value 207.462954
## iter  50 value 206.875378
## iter  60 value 206.769095
## iter  70 value 206.736240
## iter  80 value 206.735164
## final  value 206.735064 
## converged
## # weights:  360 (238 variable)
## initial  value 582.750319 
## iter  10 value 339.593883
## iter  20 value 203.523626
## iter  30 value 191.265063
## iter  40 value 186.515925
## iter  50 value 184.802724
## iter  60 value 184.736845
## iter  70 value 184.684832
## iter  80 value 184.682161
## iter  90 value 184.682002
## final  value 184.681991 
## converged
## # weights:  360 (238 variable)
## initial  value 596.915167 
## iter  10 value 365.223410
## iter  20 value 225.724510
## iter  30 value 208.634894
## iter  40 value 202.909552
## iter  50 value 202.158274
## iter  60 value 201.997073
## iter  70 value 201.935289
## iter  80 value 201.927983
## iter  90 value 201.927348
## final  value 201.927309 
## converged
## # weights:  360 (238 variable)
## initial  value 606.762908 
## iter  10 value 363.453243
## iter  20 value 204.670962
## iter  30 value 188.312237
## iter  40 value 185.478981
## iter  50 value 184.576287
## iter  60 value 184.490522
## iter  70 value 184.456850
## iter  80 value 184.434448
## iter  90 value 184.432356
## iter 100 value 184.431897
## final  value 184.431897 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 594.019225 
## iter  10 value 349.183603
## iter  20 value 199.352805
## iter  30 value 183.717156
## iter  40 value 179.997177
## iter  50 value 179.010624
## iter  60 value 178.952631
## iter  70 value 178.907581
## iter  80 value 178.904050
## iter  90 value 178.903735
## final  value 178.903716 
## converged
## # weights:  360 (238 variable)
## initial  value 624.362677 
## iter  10 value 379.850516
## iter  20 value 204.780702
## iter  30 value 192.332839
## iter  40 value 187.255597
## iter  50 value 184.745606
## iter  60 value 184.517102
## iter  70 value 184.488763
## iter  80 value 184.486634
## iter  90 value 184.486505
## iter  90 value 184.486504
## iter  90 value 184.486504
## final  value 184.486504 
## converged
## # weights:  360 (238 variable)
## initial  value 576.589302 
## iter  10 value 327.138875
## iter  20 value 195.410383
## iter  30 value 181.500926
## iter  40 value 180.022271
## iter  50 value 178.957877
## iter  60 value 178.914773
## iter  70 value 178.907260
## iter  80 value 178.900189
## iter  90 value 178.899838
## final  value 178.899828 
## converged
## # weights:  360 (238 variable)
## initial  value 601.798279 
## iter  10 value 350.215784
## iter  20 value 220.710497
## iter  30 value 200.201575
## iter  40 value 189.980800
## iter  50 value 188.551582
## iter  60 value 188.458426
## iter  70 value 188.388328
## iter  80 value 188.376198
## iter  90 value 188.374386
## iter 100 value 188.374100
## final  value 188.374100 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 572.192326 
## iter  10 value 343.663490
## iter  20 value 208.045108
## iter  30 value 194.526335
## iter  40 value 192.000656
## iter  50 value 190.193699
## iter  60 value 190.162612
## iter  70 value 190.146785
## iter  80 value 190.142581
## iter  90 value 190.142288
## final  value 190.142266 
## converged
## # weights:  360 (238 variable)
## initial  value 613.125741 
## iter  10 value 405.219213
## iter  20 value 226.216080
## iter  30 value 208.243663
## iter  40 value 204.419878
## iter  50 value 203.270862
## iter  60 value 203.190376
## iter  70 value 203.140647
## iter  80 value 203.109985
## iter  90 value 203.104673
## iter 100 value 203.104046
## final  value 203.104046 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 589.934145 
## iter  10 value 364.325927
## iter  20 value 217.154423
## iter  30 value 202.481169
## iter  40 value 192.604004
## iter  50 value 190.406208
## iter  60 value 190.330630
## iter  70 value 190.290557
## iter  80 value 190.271372
## iter  90 value 190.269504
## iter 100 value 190.269322
## final  value 190.269322 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 592.339557 
## iter  10 value 351.107829
## iter  20 value 212.515407
## iter  30 value 199.510100
## iter  40 value 197.097692
## iter  50 value 195.309267
## iter  60 value 194.593828
## iter  70 value 194.545720
## iter  80 value 194.542222
## iter  90 value 194.539837
## final  value 194.539753 
## converged
## # weights:  360 (238 variable)
## initial  value 589.379895 
## iter  10 value 360.186944
## iter  20 value 239.260786
## iter  30 value 228.339684
## iter  40 value 226.073586
## iter  50 value 225.123083
## iter  60 value 225.050559
## iter  70 value 225.049054
## iter  80 value 225.046244
## iter  90 value 225.045804
## final  value 225.045781 
## converged
## # weights:  360 (238 variable)
## initial  value 601.967136 
## iter  10 value 361.399946
## iter  20 value 211.385108
## iter  30 value 198.670673
## iter  40 value 194.345694
## iter  50 value 192.625595
## iter  60 value 192.525422
## iter  70 value 192.486205
## iter  80 value 192.453841
## iter  90 value 192.451174
## iter 100 value 192.448636
## final  value 192.448636 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 626.815109 
## iter  10 value 335.991270
## iter  20 value 208.342448
## iter  30 value 190.424991
## iter  40 value 184.483652
## iter  50 value 182.162003
## iter  60 value 181.889532
## iter  70 value 181.806342
## iter  80 value 181.787134
## iter  90 value 181.782553
## iter 100 value 181.779389
## final  value 181.779389 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.678883 
## iter  10 value 339.853362
## iter  20 value 199.854719
## iter  30 value 182.851158
## iter  40 value 177.710862
## iter  50 value 175.776836
## iter  60 value 175.564493
## iter  70 value 175.480982
## iter  80 value 175.462325
## iter  90 value 175.454848
## iter 100 value 175.447984
## final  value 175.447984 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.440127 
## iter  10 value 373.649731
## iter  20 value 193.397402
## iter  30 value 175.799216
## iter  40 value 167.921534
## iter  50 value 166.038006
## iter  60 value 165.876197
## iter  70 value 165.763098
## iter  80 value 165.745187
## iter  90 value 165.744007
## iter 100 value 165.743758
## final  value 165.743758 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.004732 
## iter  10 value 350.566699
## iter  20 value 225.346685
## iter  30 value 210.614023
## iter  40 value 203.417682
## iter  50 value 202.557236
## iter  60 value 202.390342
## iter  70 value 202.364593
## iter  80 value 202.363488
## final  value 202.363466 
## converged
## # weights:  360 (238 variable)
## initial  value 583.055294 
## iter  10 value 334.611861
## iter  20 value 216.679300
## iter  30 value 204.109808
## iter  40 value 197.910882
## iter  50 value 196.291660
## iter  60 value 196.222680
## iter  70 value 196.176682
## iter  80 value 196.159756
## iter  90 value 196.158742
## iter 100 value 196.158589
## final  value 196.158589 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 596.028697 
## iter  10 value 369.114179
## iter  20 value 220.316870
## iter  30 value 208.186800
## iter  40 value 206.052346
## iter  50 value 205.824361
## iter  60 value 205.648571
## iter  70 value 205.639522
## iter  80 value 205.636960
## iter  90 value 205.636700
## final  value 205.636696 
## converged
## # weights:  360 (238 variable)
## initial  value 612.591376 
## iter  10 value 373.352431
## iter  20 value 230.421960
## iter  30 value 212.273723
## iter  40 value 205.151053
## iter  50 value 204.061858
## iter  60 value 203.951197
## iter  70 value 203.878057
## iter  80 value 203.863139
## iter  90 value 203.862393
## iter 100 value 203.861295
## final  value 203.861295 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 613.665379 
## iter  10 value 354.356667
## iter  20 value 232.380639
## iter  30 value 216.745580
## iter  40 value 212.451705
## iter  50 value 210.586704
## iter  60 value 210.550096
## iter  70 value 210.520210
## iter  80 value 210.517147
## final  value 210.517032 
## converged
## # weights:  360 (238 variable)
## initial  value 579.420096 
## iter  10 value 336.280002
## iter  20 value 203.718161
## iter  30 value 189.390828
## iter  40 value 183.848169
## iter  50 value 182.967468
## iter  60 value 182.881996
## iter  70 value 182.822887
## iter  80 value 182.819452
## iter  90 value 182.819150
## final  value 182.819116 
## converged
## # weights:  360 (238 variable)
## initial  value 596.201948 
## iter  10 value 359.054893
## iter  20 value 220.865236
## iter  30 value 205.298976
## iter  40 value 199.882189
## iter  50 value 198.259633
## iter  60 value 198.160147
## iter  70 value 198.079143
## iter  80 value 198.074278
## iter  90 value 198.073758
## final  value 198.073744 
## converged
## # weights:  360 (238 variable)
## initial  value 610.074345 
## iter  10 value 360.493079
## iter  20 value 190.354464
## iter  30 value 167.648025
## iter  40 value 161.021890
## iter  50 value 157.752671
## iter  60 value 157.047860
## iter  70 value 156.913001
## iter  80 value 156.864758
## iter  90 value 156.862017
## iter 100 value 156.861850
## final  value 156.861850 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 583.220306 
## iter  10 value 364.203047
## iter  20 value 218.663239
## iter  30 value 203.199196
## iter  40 value 195.973632
## iter  50 value 194.768278
## iter  60 value 194.653635
## iter  70 value 194.574870
## iter  80 value 194.561592
## iter  90 value 194.560597
## final  value 194.560550 
## converged
## # weights:  360 (238 variable)
## initial  value 601.126917 
## iter  10 value 332.538746
## iter  20 value 216.074603
## iter  30 value 198.613971
## iter  40 value 193.093308
## iter  50 value 191.335571
## iter  60 value 190.873376
## iter  70 value 190.810461
## iter  80 value 190.770181
## iter  90 value 190.745489
## iter 100 value 190.736373
## final  value 190.736373 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 583.310941 
## iter  10 value 294.225166
## iter  20 value 199.050929
## iter  30 value 186.157110
## iter  40 value 182.814636
## iter  50 value 181.558386
## iter  60 value 181.545762
## iter  70 value 181.522644
## iter  80 value 181.516599
## iter  90 value 181.516327
## final  value 181.516320 
## converged
## # weights:  360 (238 variable)
## initial  value 595.048515 
## iter  10 value 330.128563
## iter  20 value 183.446225
## iter  30 value 166.529661
## iter  40 value 163.465715
## iter  50 value 161.805208
## iter  60 value 161.653621
## iter  70 value 161.566444
## iter  80 value 161.555586
## iter  90 value 161.551097
## iter 100 value 161.547594
## final  value 161.547594 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 614.143935 
## iter  10 value 386.185521
## iter  20 value 219.383514
## iter  30 value 204.523177
## iter  40 value 199.695077
## iter  50 value 197.251360
## iter  60 value 197.141747
## iter  70 value 197.092258
## iter  80 value 197.088134
## iter  90 value 197.087840
## final  value 197.087836 
## converged
## # weights:  360 (238 variable)
## initial  value 621.166704 
## iter  10 value 406.758856
## iter  20 value 226.952800
## iter  30 value 205.076410
## iter  40 value 193.725388
## iter  50 value 191.968424
## iter  60 value 191.475970
## iter  70 value 191.405949
## iter  80 value 191.395576
## iter  90 value 191.391880
## iter 100 value 191.391442
## final  value 191.391442 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 621.209220 
## iter  10 value 427.780424
## iter  20 value 190.666042
## iter  30 value 171.409973
## iter  40 value 164.270237
## iter  50 value 163.313218
## iter  60 value 163.156016
## iter  70 value 163.123321
## iter  80 value 163.085860
## iter  90 value 163.060581
## iter 100 value 163.056410
## final  value 163.056410 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 567.175073 
## iter  10 value 342.083806
## iter  20 value 199.659925
## iter  30 value 186.559080
## iter  40 value 179.610495
## iter  50 value 177.784516
## iter  60 value 177.727267
## iter  70 value 177.695890
## iter  80 value 177.693222
## iter  90 value 177.692845
## final  value 177.692838 
## converged
## # weights:  360 (238 variable)
## initial  value 637.646437 
## iter  10 value 418.656307
## iter  20 value 238.592620
## iter  30 value 224.374463
## iter  40 value 221.306236
## iter  50 value 220.321816
## iter  60 value 220.074853
## iter  70 value 220.072468
## iter  80 value 220.065054
## iter  90 value 220.063542
## final  value 220.063505 
## converged
## # weights:  360 (238 variable)
## initial  value 602.958743 
## iter  10 value 344.234879
## iter  20 value 216.590998
## iter  30 value 203.041266
## iter  40 value 201.619276
## iter  50 value 201.023914
## iter  60 value 200.683642
## iter  70 value 200.659941
## final  value 200.659887 
## converged
## # weights:  360 (238 variable)
## initial  value 597.624102 
## iter  10 value 339.542599
## iter  20 value 204.177203
## iter  30 value 184.123374
## iter  40 value 178.278328
## iter  50 value 177.463499
## iter  60 value 177.392091
## iter  70 value 177.343464
## iter  80 value 177.321761
## iter  90 value 177.318685
## iter 100 value 177.318275
## final  value 177.318275 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 603.107495 
## iter  10 value 362.579101
## iter  20 value 209.016852
## iter  30 value 192.610797
## iter  40 value 187.464295
## iter  50 value 185.035009
## iter  60 value 184.844538
## iter  70 value 184.808195
## iter  80 value 184.790442
## iter  90 value 184.776752
## iter 100 value 184.763382
## final  value 184.763382 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 627.795181 
## iter  10 value 371.963862
## iter  20 value 202.888410
## iter  30 value 184.242678
## iter  40 value 178.144780
## iter  50 value 177.012261
## iter  60 value 176.906813
## iter  70 value 176.868051
## iter  80 value 176.866416
## final  value 176.866258 
## converged
## # weights:  360 (238 variable)
## initial  value 626.084861 
## iter  10 value 415.164249
## iter  20 value 247.585442
## iter  30 value 231.257187
## iter  40 value 224.995505
## iter  50 value 224.008340
## iter  60 value 223.981684
## iter  70 value 223.938353
## iter  80 value 223.935879
## iter  90 value 223.935726
## final  value 223.935719 
## converged
## # weights:  360 (238 variable)
## initial  value 592.287592 
## iter  10 value 356.482449
## iter  20 value 217.125925
## iter  30 value 204.644702
## iter  40 value 200.479884
## iter  50 value 199.131615
## iter  60 value 199.060277
## iter  70 value 199.006888
## iter  80 value 199.001079
## iter  90 value 199.000696
## final  value 199.000679 
## converged
## # weights:  360 (238 variable)
## initial  value 613.305254 
## iter  10 value 364.378053
## iter  20 value 192.191861
## iter  30 value 176.588699
## iter  40 value 173.226304
## iter  50 value 172.523542
## iter  60 value 172.432497
## iter  70 value 172.364992
## iter  80 value 172.358963
## iter  90 value 172.358628
## final  value 172.358591 
## converged
## # weights:  360 (238 variable)
## initial  value 619.140533 
## iter  10 value 367.624754
## iter  20 value 229.267649
## iter  30 value 214.517191
## iter  40 value 211.792408
## iter  50 value 210.785126
## iter  60 value 210.754765
## iter  70 value 210.748991
## iter  80 value 210.745786
## iter  90 value 210.745672
## iter  90 value 210.745670
## iter  90 value 210.745670
## final  value 210.745670 
## converged
## # weights:  360 (238 variable)
## initial  value 579.881074 
## iter  10 value 343.854455
## iter  20 value 172.370366
## iter  30 value 159.327060
## iter  40 value 157.135403
## iter  50 value 156.142807
## iter  60 value 155.944970
## iter  70 value 155.943913
## iter  80 value 155.942664
## iter  90 value 155.940750
## iter 100 value 155.940627
## final  value 155.940627 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 621.635811 
## iter  10 value 385.536625
## iter  20 value 209.164061
## iter  30 value 192.854986
## iter  40 value 187.584876
## iter  50 value 186.070019
## iter  60 value 185.885009
## iter  70 value 185.802446
## iter  80 value 185.763112
## iter  90 value 185.756435
## iter 100 value 185.755784
## final  value 185.755784 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 636.870597 
## iter  10 value 364.101116
## iter  20 value 223.394695
## iter  30 value 206.977970
## iter  40 value 203.429904
## iter  50 value 202.124279
## iter  60 value 202.078725
## iter  70 value 202.023826
## iter  80 value 202.020413
## iter  90 value 202.020083
## final  value 202.020059 
## converged
## # weights:  360 (238 variable)
## initial  value 584.623673 
## iter  10 value 423.151926
## iter  20 value 236.968021
## iter  30 value 218.299531
## iter  40 value 207.724593
## iter  50 value 204.716813
## iter  60 value 204.529127
## iter  70 value 204.488054
## iter  80 value 204.484325
## iter  90 value 204.484150
## final  value 204.484130 
## converged
## # weights:  360 (238 variable)
## initial  value 596.359599 
## iter  10 value 369.668358
## iter  20 value 190.067324
## iter  30 value 171.511786
## iter  40 value 163.807089
## iter  50 value 162.339037
## iter  60 value 162.202016
## iter  70 value 162.166753
## iter  80 value 162.128391
## iter  90 value 162.121416
## iter 100 value 162.120841
## final  value 162.120841 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 581.856598 
## iter  10 value 367.529430
## iter  20 value 228.032559
## iter  30 value 215.393282
## iter  40 value 210.755604
## iter  50 value 209.309378
## iter  60 value 209.229483
## iter  70 value 209.155326
## iter  80 value 209.151139
## iter  90 value 209.150726
## final  value 209.150711 
## converged
## # weights:  360 (238 variable)
## initial  value 581.771566 
## iter  10 value 349.319926
## iter  20 value 209.977118
## iter  30 value 193.883164
## iter  40 value 185.714641
## iter  50 value 183.616815
## iter  60 value 183.552813
## iter  70 value 183.505271
## iter  80 value 183.494990
## iter  90 value 183.494284
## iter 100 value 183.494198
## final  value 183.494198 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 584.902391 
## iter  10 value 420.474829
## iter  20 value 207.031357
## iter  30 value 184.572769
## iter  40 value 175.694375
## iter  50 value 174.652885
## iter  60 value 174.599785
## iter  70 value 174.554364
## iter  80 value 174.534280
## iter  90 value 174.531015
## iter 100 value 174.530589
## final  value 174.530589 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 567.181225 
## iter  10 value 348.224383
## iter  20 value 206.028732
## iter  30 value 195.802124
## iter  40 value 193.518339
## iter  50 value 192.867603
## iter  60 value 192.813722
## iter  70 value 192.790801
## iter  80 value 192.778032
## iter  90 value 192.777467
## final  value 192.777419 
## converged
## # weights:  360 (238 variable)
## initial  value 594.824178 
## iter  10 value 365.815117
## iter  20 value 200.545824
## iter  30 value 186.081022
## iter  40 value 179.911846
## iter  50 value 179.093608
## iter  60 value 178.974650
## iter  70 value 178.954207
## iter  80 value 178.952861
## final  value 178.952821 
## converged
## # weights:  360 (238 variable)
## initial  value 599.367489 
## iter  10 value 368.816366
## iter  20 value 226.753733
## iter  30 value 211.011608
## iter  40 value 205.496790
## iter  50 value 202.903658
## iter  60 value 202.701699
## iter  70 value 202.680357
## iter  80 value 202.675796
## iter  90 value 202.675517
## final  value 202.675491 
## converged
## # weights:  360 (238 variable)
## initial  value 606.037934 
## iter  10 value 402.160529
## iter  20 value 222.172967
## iter  30 value 201.003352
## iter  40 value 193.032528
## iter  50 value 192.300156
## iter  60 value 192.205353
## iter  70 value 192.120494
## iter  80 value 192.105796
## iter  90 value 192.104562
## final  value 192.104313 
## converged
## # weights:  360 (238 variable)
## initial  value 594.998198 
## iter  10 value 343.045670
## iter  20 value 204.793049
## iter  30 value 189.827861
## iter  40 value 184.963635
## iter  50 value 183.098624
## iter  60 value 182.773430
## iter  70 value 182.742325
## iter  80 value 182.734467
## iter  90 value 182.733904
## final  value 182.733867 
## converged
## # weights:  360 (238 variable)
## initial  value 612.026140 
## iter  10 value 405.439922
## iter  20 value 219.355819
## iter  30 value 202.961154
## iter  40 value 199.903344
## iter  50 value 198.363102
## iter  60 value 198.311852
## iter  70 value 198.265274
## iter  80 value 198.255224
## iter  90 value 198.254614
## final  value 198.254596 
## converged
## # weights:  360 (238 variable)
## initial  value 611.495290 
## iter  10 value 375.747530
## iter  20 value 217.648767
## iter  30 value 199.857534
## iter  40 value 195.853215
## iter  50 value 194.520361
## iter  60 value 194.296612
## iter  70 value 194.246316
## iter  80 value 194.236942
## iter  90 value 194.236156
## iter 100 value 194.235971
## final  value 194.235971 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.240442 
## iter  10 value 373.389885
## iter  20 value 207.735658
## iter  30 value 190.181119
## iter  40 value 184.133568
## iter  50 value 183.017043
## iter  60 value 182.837395
## iter  70 value 182.673228
## iter  80 value 182.659267
## iter  90 value 182.654824
## iter 100 value 182.653181
## final  value 182.653181 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.381677 
## iter  10 value 338.751176
## iter  20 value 209.000586
## iter  30 value 198.834269
## iter  40 value 197.138492
## iter  50 value 196.593400
## iter  60 value 196.587638
## iter  70 value 196.577552
## iter  80 value 196.577199
## final  value 196.577181 
## converged
## # weights:  360 (238 variable)
## initial  value 606.247109 
## iter  10 value 375.945861
## iter  20 value 229.527376
## iter  30 value 212.018435
## iter  40 value 206.196973
## iter  50 value 204.754626
## iter  60 value 204.649532
## iter  70 value 204.603027
## iter  80 value 204.600707
## final  value 204.600580 
## converged
## # weights:  360 (238 variable)
## initial  value 607.164890 
## iter  10 value 396.334218
## iter  20 value 238.351915
## iter  30 value 224.694394
## iter  40 value 220.470402
## iter  50 value 218.843933
## iter  60 value 218.795472
## iter  70 value 218.752688
## iter  80 value 218.746439
## iter  90 value 218.745955
## final  value 218.745855 
## converged
## # weights:  360 (238 variable)
## initial  value 600.269670 
## iter  10 value 334.410109
## iter  20 value 195.079132
## iter  30 value 180.463758
## iter  40 value 171.879614
## iter  50 value 170.627082
## iter  60 value 170.529838
## iter  70 value 170.481944
## iter  80 value 170.464645
## iter  90 value 170.462645
## iter 100 value 170.462268
## final  value 170.462268 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 642.935157 
## iter  10 value 396.921211
## iter  20 value 200.835816
## iter  30 value 182.155900
## iter  40 value 176.942279
## iter  50 value 174.557715
## iter  60 value 174.275771
## iter  70 value 174.237076
## iter  80 value 174.227754
## iter  90 value 174.226576
## iter 100 value 174.226507
## final  value 174.226507 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 584.433723 
## iter  10 value 347.816151
## iter  20 value 213.761474
## iter  30 value 199.773245
## iter  40 value 195.535232
## iter  50 value 194.803066
## iter  60 value 194.672670
## iter  70 value 194.638890
## iter  80 value 194.637122
## iter  90 value 194.636832
## final  value 194.636819 
## converged
## # weights:  360 (238 variable)
## initial  value 619.074397 
## iter  10 value 386.183712
## iter  20 value 223.162991
## iter  30 value 204.549942
## iter  40 value 198.537463
## iter  50 value 197.033877
## iter  60 value 196.893669
## iter  70 value 196.834288
## iter  80 value 196.830895
## iter  90 value 196.830416
## final  value 196.830409 
## converged
## # weights:  360 (238 variable)
## initial  value 625.673870 
## iter  10 value 403.629890
## iter  20 value 202.687895
## iter  30 value 183.035962
## iter  40 value 177.809620
## iter  50 value 174.468014
## iter  60 value 174.110374
## iter  70 value 174.079711
## iter  80 value 174.068938
## iter  90 value 174.061921
## iter 100 value 174.059785
## final  value 174.059785 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 618.129480 
## iter  10 value 387.633014
## iter  20 value 236.777906
## iter  30 value 219.349710
## iter  40 value 215.664558
## iter  50 value 212.379974
## iter  60 value 211.967166
## iter  70 value 211.918414
## iter  80 value 211.896795
## iter  90 value 211.889546
## iter 100 value 211.888151
## final  value 211.888151 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 618.029067 
## iter  10 value 401.292266
## iter  20 value 212.692510
## iter  30 value 197.208828
## iter  40 value 191.938457
## iter  50 value 188.990291
## iter  60 value 188.504035
## iter  70 value 188.459976
## iter  80 value 188.442407
## iter  90 value 188.441793
## final  value 188.441757 
## converged
## # weights:  360 (238 variable)
## initial  value 594.195113 
## iter  10 value 343.219389
## iter  20 value 185.122956
## iter  30 value 171.606948
## iter  40 value 166.390940
## iter  50 value 165.230784
## iter  60 value 165.142105
## iter  70 value 165.097449
## iter  80 value 165.074683
## iter  90 value 165.073566
## iter 100 value 165.069551
## final  value 165.069551 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 607.539517 
## iter  10 value 390.522641
## iter  20 value 205.631048
## iter  30 value 185.777259
## iter  40 value 178.730394
## iter  50 value 177.193853
## iter  60 value 177.002354
## iter  70 value 176.880489
## iter  80 value 176.871874
## iter  90 value 176.866998
## iter 100 value 176.865153
## final  value 176.865153 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.423706 
## iter  10 value 330.032086
## iter  20 value 215.351561
## iter  30 value 200.371785
## iter  40 value 193.138195
## iter  50 value 191.525960
## iter  60 value 191.451742
## iter  70 value 191.378045
## iter  80 value 191.371730
## iter  90 value 191.371291
## final  value 191.371264 
## converged
## # weights:  360 (238 variable)
## initial  value 628.225837 
## iter  10 value 366.427161
## iter  20 value 230.254800
## iter  30 value 213.891042
## iter  40 value 207.358035
## iter  50 value 206.509687
## iter  60 value 206.420970
## iter  70 value 206.378093
## iter  80 value 206.375366
## iter  90 value 206.375110
## final  value 206.375106 
## converged
## # weights:  360 (238 variable)
## initial  value 633.482917 
## iter  10 value 411.446229
## iter  20 value 241.323436
## iter  30 value 224.677822
## iter  40 value 220.945744
## iter  50 value 218.776324
## iter  60 value 218.710153
## iter  70 value 218.652318
## iter  80 value 218.647585
## iter  90 value 218.647386
## final  value 218.647375 
## converged
## # weights:  360 (238 variable)
## initial  value 630.961711 
## iter  10 value 380.259831
## iter  20 value 220.281162
## iter  30 value 204.871310
## iter  40 value 197.476465
## iter  50 value 194.928046
## iter  60 value 194.695563
## iter  70 value 194.630361
## iter  80 value 194.613911
## iter  90 value 194.611515
## iter 100 value 194.610401
## final  value 194.610401 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 616.150879 
## iter  10 value 380.233973
## iter  20 value 216.785851
## iter  30 value 197.882756
## iter  40 value 193.375209
## iter  50 value 191.665412
## iter  60 value 191.491516
## iter  70 value 191.366850
## iter  80 value 191.350581
## iter  90 value 191.349178
## iter 100 value 191.344318
## final  value 191.344318 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 606.996253 
## iter  10 value 382.424887
## iter  20 value 221.068524
## iter  30 value 203.551763
## iter  40 value 197.847584
## iter  50 value 196.665792
## iter  60 value 196.598638
## iter  70 value 196.543991
## iter  80 value 196.533869
## iter  90 value 196.533215
## final  value 196.533181 
## converged
## # weights:  360 (238 variable)
## initial  value 585.104865 
## iter  10 value 361.974097
## iter  20 value 209.046909
## iter  30 value 193.883645
## iter  40 value 188.995267
## iter  50 value 187.397916
## iter  60 value 187.115684
## iter  70 value 187.074286
## iter  80 value 187.024550
## iter  90 value 187.016110
## iter 100 value 187.015705
## final  value 187.015705 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 629.033866 
## iter  10 value 330.066821
## iter  20 value 208.316274
## iter  30 value 194.182038
## iter  40 value 192.173570
## iter  50 value 190.983883
## iter  60 value 190.812602
## iter  70 value 190.808436
## iter  80 value 190.798547
## iter  90 value 190.796034
## iter 100 value 190.795905
## final  value 190.795905 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 625.730888 
## iter  10 value 339.884007
## iter  20 value 233.417864
## iter  30 value 215.550155
## iter  40 value 207.206414
## iter  50 value 205.495269
## iter  60 value 205.386570
## iter  70 value 205.311992
## iter  80 value 205.300347
## iter  90 value 205.299491
## iter 100 value 205.299304
## final  value 205.299304 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 623.327235 
## iter  10 value 365.511735
## iter  20 value 206.257968
## iter  30 value 194.835701
## iter  40 value 189.635444
## iter  50 value 188.522539
## iter  60 value 188.462412
## iter  70 value 188.419292
## iter  80 value 188.417233
## iter  90 value 188.417020
## iter  90 value 188.417018
## iter  90 value 188.417018
## final  value 188.417018 
## converged
## # weights:  360 (238 variable)
## initial  value 641.551125 
## iter  10 value 392.838630
## iter  20 value 222.841224
## iter  30 value 202.722760
## iter  40 value 197.578470
## iter  50 value 196.535261
## iter  60 value 196.425872
## iter  70 value 196.339725
## iter  80 value 196.326169
## iter  90 value 196.325440
## final  value 196.325344 
## converged
## # weights:  360 (238 variable)
## initial  value 573.124059 
## iter  10 value 332.383012
## iter  20 value 202.578678
## iter  30 value 187.180656
## iter  40 value 182.322231
## iter  50 value 179.886592
## iter  60 value 179.764959
## iter  70 value 179.724885
## iter  80 value 179.713312
## iter  90 value 179.712709
## final  value 179.712656 
## converged
## # weights:  360 (238 variable)
## initial  value 630.062387 
## iter  10 value 384.191512
## iter  20 value 220.269319
## iter  30 value 204.868492
## iter  40 value 203.025261
## iter  50 value 202.357193
## iter  60 value 202.283818
## iter  70 value 202.184263
## iter  80 value 202.174541
## iter  90 value 202.172838
## iter 100 value 202.172510
## final  value 202.172510 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 637.357722 
## iter  10 value 353.484258
## iter  20 value 219.293022
## iter  30 value 207.458425
## iter  40 value 204.764230
## iter  50 value 203.579569
## iter  60 value 203.512216
## iter  70 value 203.463581
## iter  80 value 203.461479
## iter  90 value 203.461323
## final  value 203.461312 
## converged
## # weights:  360 (238 variable)
## initial  value 591.977564 
## iter  10 value 363.607574
## iter  20 value 227.655766
## iter  30 value 214.292395
## iter  40 value 211.583399
## iter  50 value 210.537646
## iter  60 value 210.456589
## iter  70 value 210.414408
## iter  80 value 210.412473
## final  value 210.412348 
## converged
## # weights:  360 (238 variable)
## initial  value 643.442386 
## iter  10 value 375.807591
## iter  20 value 232.127502
## iter  30 value 216.917360
## iter  40 value 206.743048
## iter  50 value 203.403716
## iter  60 value 203.067424
## iter  70 value 203.010129
## iter  80 value 203.000643
## iter  90 value 203.000087
## iter 100 value 203.000009
## final  value 203.000009 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 594.020983 
## iter  10 value 360.405433
## iter  20 value 209.744023
## iter  30 value 195.075864
## iter  40 value 191.992106
## iter  50 value 190.422703
## iter  60 value 190.380261
## iter  70 value 190.355239
## iter  80 value 190.337128
## iter  90 value 190.336236
## final  value 190.336173 
## converged
## # weights:  360 (238 variable)
## initial  value 622.446917 
## iter  10 value 370.077423
## iter  20 value 181.517690
## iter  30 value 162.090215
## iter  40 value 152.529122
## iter  50 value 149.025586
## iter  60 value 148.777857
## iter  70 value 148.735090
## iter  80 value 148.722652
## iter  90 value 148.717673
## iter 100 value 148.715105
## final  value 148.715105 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 608.756450 
## iter  10 value 366.161502
## iter  20 value 184.031528
## iter  30 value 169.633859
## iter  40 value 166.928944
## iter  50 value 165.848514
## iter  60 value 165.619822
## iter  70 value 165.603215
## iter  80 value 165.587384
## iter  90 value 165.579403
## iter 100 value 165.569095
## final  value 165.569095 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 599.102504 
## iter  10 value 414.710118
## iter  20 value 244.122975
## iter  30 value 227.246838
## iter  40 value 220.407838
## iter  50 value 218.485898
## iter  60 value 218.371408
## iter  70 value 218.332951
## iter  80 value 218.297281
## iter  90 value 218.292812
## iter 100 value 218.292356
## final  value 218.292356 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 621.819499 
## iter  10 value 370.722504
## iter  20 value 214.296258
## iter  30 value 197.057224
## iter  40 value 193.646811
## iter  50 value 192.482273
## iter  60 value 192.064658
## iter  70 value 192.041920
## iter  80 value 192.024220
## iter  90 value 192.005925
## iter 100 value 192.004473
## final  value 192.004473 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 602.066999 
## iter  10 value 352.783856
## iter  20 value 200.415565
## iter  30 value 183.583463
## iter  40 value 177.476623
## iter  50 value 176.660898
## iter  60 value 176.554874
## iter  70 value 176.468495
## iter  80 value 176.460369
## iter  90 value 176.459743
## iter 100 value 176.459567
## final  value 176.459567 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 593.340283 
## iter  10 value 347.184696
## iter  20 value 225.100970
## iter  30 value 210.013182
## iter  40 value 206.521179
## iter  50 value 204.565222
## iter  60 value 204.300659
## iter  70 value 204.293274
## iter  80 value 204.281125
## iter  90 value 204.278165
## iter 100 value 204.278059
## final  value 204.278059 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 614.263134 
## iter  10 value 396.205403
## iter  20 value 230.152289
## iter  30 value 213.356986
## iter  40 value 207.807342
## iter  50 value 206.099619
## iter  60 value 206.052684
## iter  70 value 206.000382
## iter  80 value 205.995858
## iter  90 value 205.995548
## final  value 205.995533 
## converged
## # weights:  360 (238 variable)
## initial  value 608.594185 
## iter  10 value 360.926621
## iter  20 value 201.674021
## iter  30 value 182.806891
## iter  40 value 175.713783
## iter  50 value 173.938528
## iter  60 value 173.784012
## iter  70 value 173.694175
## iter  80 value 173.680585
## iter  90 value 173.676818
## iter 100 value 173.676165
## final  value 173.676165 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 601.251609 
## iter  10 value 364.053253
## iter  20 value 203.010991
## iter  30 value 191.664825
## iter  40 value 189.183654
## iter  50 value 188.811586
## iter  60 value 188.703391
## iter  70 value 188.681119
## iter  80 value 188.679435
## iter  90 value 188.676540
## iter 100 value 188.676359
## final  value 188.676359 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 591.602058 
## iter  10 value 322.837590
## iter  20 value 205.112466
## iter  30 value 192.553649
## iter  40 value 188.208445
## iter  50 value 187.184314
## iter  60 value 187.117618
## iter  70 value 187.074199
## iter  80 value 187.056151
## iter  90 value 187.052533
## iter 100 value 187.052165
## final  value 187.052165 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 593.256568 
## iter  10 value 377.612634
## iter  20 value 215.237749
## iter  30 value 201.748735
## iter  40 value 198.779059
## iter  50 value 196.772006
## iter  60 value 196.712879
## iter  70 value 196.695653
## iter  80 value 196.684004
## iter  90 value 196.680851
## iter 100 value 196.680544
## final  value 196.680544 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 655.063617 
## iter  10 value 365.618445
## iter  20 value 232.936807
## iter  30 value 213.093851
## iter  40 value 204.771975
## iter  50 value 201.624936
## iter  60 value 201.217191
## iter  70 value 201.165648
## iter  80 value 201.156432
## iter  90 value 201.154608
## iter 100 value 201.151902
## final  value 201.151902 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.630725 
## iter  10 value 344.166681
## iter  20 value 225.222443
## iter  30 value 206.594171
## iter  40 value 201.307170
## iter  50 value 199.939082
## iter  60 value 199.796245
## iter  70 value 199.705576
## iter  80 value 199.687203
## iter  90 value 199.685047
## iter 100 value 199.684788
## final  value 199.684788 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 609.411003 
## iter  10 value 397.756829
## iter  20 value 220.455648
## iter  30 value 203.399388
## iter  40 value 194.584851
## iter  50 value 192.781681
## iter  60 value 192.679582
## iter  70 value 192.636698
## iter  80 value 192.633803
## iter  90 value 192.633498
## final  value 192.633466 
## converged
## # weights:  360 (238 variable)
## initial  value 576.352001 
## iter  10 value 305.534339
## iter  20 value 166.112990
## iter  30 value 152.971483
## iter  40 value 148.356346
## iter  50 value 146.372152
## iter  60 value 146.193104
## iter  70 value 146.134242
## iter  80 value 146.101380
## iter  90 value 146.095978
## iter 100 value 146.095489
## final  value 146.095489 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 604.881974 
## iter  10 value 348.958622
## iter  20 value 189.514924
## iter  30 value 174.328450
## iter  40 value 166.387498
## iter  50 value 165.228943
## iter  60 value 165.039500
## iter  70 value 164.925986
## iter  80 value 164.893037
## iter  90 value 164.877254
## iter 100 value 164.873027
## final  value 164.873027 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 578.899244 
## iter  10 value 344.267170
## iter  20 value 211.726912
## iter  30 value 199.316857
## iter  40 value 196.048185
## iter  50 value 193.892363
## iter  60 value 193.852005
## iter  70 value 193.841598
## iter  80 value 193.834618
## iter  90 value 193.832238
## final  value 193.832169 
## converged
## # weights:  360 (238 variable)
## initial  value 593.871242 
## iter  10 value 381.397899
## iter  20 value 227.767242
## iter  30 value 215.467757
## iter  40 value 207.681025
## iter  50 value 205.991255
## iter  60 value 205.949360
## iter  70 value 205.920941
## iter  80 value 205.917985
## iter  90 value 205.917677
## final  value 205.917668 
## converged
## # weights:  360 (238 variable)
## initial  value 607.617409 
## iter  10 value 363.067311
## iter  20 value 229.210155
## iter  30 value 212.821365
## iter  40 value 209.599942
## iter  50 value 208.309772
## iter  60 value 208.271904
## iter  70 value 208.236654
## iter  80 value 208.234571
## iter  90 value 208.234430
## iter  90 value 208.234428
## iter  90 value 208.234428
## final  value 208.234428 
## converged
## # weights:  360 (238 variable)
## initial  value 622.026368 
## iter  10 value 403.349181
## iter  20 value 224.110731
## iter  30 value 205.826257
## iter  40 value 198.309687
## iter  50 value 196.008385
## iter  60 value 195.842678
## iter  70 value 195.747066
## iter  80 value 195.724722
## iter  90 value 195.723468
## iter 100 value 195.723089
## final  value 195.723089 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 595.506526 
## iter  10 value 368.300289
## iter  20 value 200.252199
## iter  30 value 186.860162
## iter  40 value 182.348819
## iter  50 value 180.951221
## iter  60 value 180.867763
## iter  70 value 180.803223
## iter  80 value 180.794428
## iter  90 value 180.793740
## final  value 180.793666 
## converged
## # weights:  360 (238 variable)
## initial  value 595.539704 
## iter  10 value 378.438802
## iter  20 value 222.905581
## iter  30 value 207.806917
## iter  40 value 204.003554
## iter  50 value 202.655554
## iter  60 value 202.505657
## iter  70 value 202.429006
## iter  80 value 202.419326
## iter  90 value 202.418588
## final  value 202.418528 
## converged
## # weights:  360 (238 variable)
## initial  value 562.435880 
## iter  10 value 339.730215
## iter  20 value 214.879383
## iter  30 value 198.528407
## iter  40 value 195.117600
## iter  50 value 194.192805
## iter  60 value 194.051095
## iter  70 value 194.009413
## iter  80 value 193.994777
## iter  90 value 193.993389
## iter 100 value 193.993183
## final  value 193.993183 
## stopped after 100 iterations
## # weights:  360 (238 variable)
## initial  value 587.736811 
## iter  10 value 342.942113
## iter  20 value 217.492020
## iter  30 value 198.018069
## iter  40 value 190.356915
## iter  50 value 189.355861
## iter  60 value 189.184930
## iter  70 value 189.146587
## iter  80 value 189.144356
## iter  90 value 189.144132
## final  value 189.144129 
## converged
## # weights:  360 (238 variable)
## initial  value 652.579215 
## iter  10 value 392.119450
## iter  20 value 207.802510
## iter  30 value 191.123457
## iter  40 value 187.742447
## iter  50 value 186.855835
## iter  60 value 186.751535
## iter  70 value 186.750342
## iter  80 value 186.749298
## iter  90 value 186.745872
## iter 100 value 186.745395
## final  value 186.745395 
## stopped after 100 iterations
tbl <- tidy(m3m_bet)[1:8,] %>%
    mutate(star = if_else(p.value < .001, '***',
                          if_else(p.value < .01, '**',
                                  if_else(p.value < 0.05, '*', ''))))
vals <- function(i) {
    c(sprintf("%5.3f", tbl[i,2]), sprintf("(%5.3f)", tbl[i,3]))
}

df <- tibble(
    Variable = c("Intercept", "", "Asian", "", "Black", "", "Latinx", ""),
    Better = c(sapply(seq(1, 7, 2), vals)),
    ` `  = c(sapply(tbl[seq(1, 7, 2), 6], c, "")),
    Worse  = c(sapply(seq(2, 8, 2), vals)),
    `  `  = c(sapply(tbl[seq(2, 8, 2), 6], c, ""))
)

kable(df, align = 'lrlrl', format = 'pandoc')
Variable Better Worse
Intercept -13.006 1.653
(8.503) (10.554)
Asian -0.925 0.710
(1.505) (0.848)
Black -0.077 1.141
(1.184) (0.796)
Latinx 0.557 1.285
(2.179) (0.987)

  1. I based the tertiles on the unique neighborhoods in the data. The tertiles have different numbers of residents based on the varying number of residents in each neighborhood.↩︎

  2. The census tract with the dramatic change was where a new subdivision was built where previously a single family lived on a family-owned farm.↩︎