{"id":5465,"date":"2015-09-08T18:09:24","date_gmt":"2015-09-08T17:09:24","guid":{"rendered":"http:\/\/emilkirkegaard.dk\/en\/?p=5465"},"modified":"2015-09-08T20:24:21","modified_gmt":"2015-09-08T19:24:21","slug":"betas-and-residualized-variables-does-non-g-ability-predict-gpa","status":"publish","type":"post","link":"https:\/\/emilkirkegaard.dk\/en\/2015\/09\/betas-and-residualized-variables-does-non-g-ability-predict-gpa\/","title":{"rendered":"Betas and residualized variables \/ does non-g ability predict GPA?"},"content":{"rendered":"<div class=\"oceanwp-oembed-wrap clr\">\n<blockquote class=\"twitter-tweet\" data-width=\"550\" data-dnt=\"true\">\n<p lang=\"en\" dir=\"ltr\"><a href=\"https:\/\/twitter.com\/JamesPsychol?ref_src=twsrc%5Etfw\">@JamesPsychol<\/a> Those results don&#39;t look real to me. Betas are never exactly identical across models.<\/p>\n<p>&mdash; Emil O W Kirkegaard (@KirkegaardEmil) <a href=\"https:\/\/twitter.com\/KirkegaardEmil\/status\/641272758257717248?ref_src=twsrc%5Etfw\">September 8, 2015<\/a><\/p><\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/div>\n<p>https:\/\/twitter.com\/pnin1957\/status\/641284556818096128<\/p>\n<p>Let&#8217;s test that. Since we don&#8217;t have the original data, we can&#8217;t use that. We can however use open datasets. I like to use Wicherts&#8217; dataset. So let&#8217;s analyze!<\/p>\n<pre>library(pacman)\r\np_load(kirkegaard, psych, stringr)\r\n\r\n#load wicherts data\r\nw = read.csv(\"wicherts_data.csv\", sep = \";\")\r\nw = subset(w, select = c(\"ravenscore\", \"lre_cor\", \"nse_cor\", \"voc_cor\", \"van_cor\", \"hfi_cor\", \"ari_cor\", \"Zgpa\"))\r\n\r\n#remove missing\r\nw = na.omit(w)\r\n\r\n#standardize\r\nw = std_df(w)\r\n\r\n#subset the subtests\r\nw_subtests = subset(w, select = c(\"ravenscore\", \"lre_cor\", \"nse_cor\", \"voc_cor\", \"van_cor\", \"hfi_cor\", \"ari_cor\"))\r\n\r\n#factor analyze\r\nfa = fa(w_subtests)\r\n\r\n#plot\r\nplot_loadings(fa) + scale_x_continuous(breaks = seq(0, 1, .05))\r\n\r\n#save scores\r\nw_subtests$g = as.numeric(fa$scores)\r\n\r\n#residualize\r\nw_res = residualize_DF(w_subtests, \"g\")\r\n\r\n#include GPA\r\nw_res$GPA = w$Zgpa\r\n\r\n#cors\r\nwrite_clipboard(wtd.cors(w_res))\r\n\r\n#predict GPA\r\nfits = lm_beta_matrix(dependent = \"GPA\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 predictors = colnames(w_res)[-9],\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 data = w_res, return_models = \"n\")\r\n\r\nwrite_clipboard(fits)\r\n\r\n#why does the last model have NA for one variable?\r\nmodel = str_c(\"GPA ~ \", str_c(colnames(w_res)[-9], collapse = \" + \"))\r\nfit = lm(model, w_res)\r\nsummary(fit)<\/pre>\n<p><strong>Results<\/strong><\/p>\n<p><a href=\"http:\/\/emilkirkegaard.dk\/en\/wp-content\/uploads\/wicherts_factor_loadings.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large wp-image-5466\" src=\"http:\/\/emilkirkegaard.dk\/en\/wp-content\/uploads\/wicherts_factor_loadings-1024x563.png\" alt=\"wicherts_factor_loadings\" width=\"720\" height=\"396\" \/><\/a><\/p>\n<p><strong>Correlations<\/strong><\/p>\n<table border=\"0\" cellspacing=\"0\">\n<colgroup width=\"85\"><\/colgroup>\n<colgroup width=\"179\"><\/colgroup>\n<colgroup width=\"331\"><\/colgroup>\n<colgroup width=\"297\"><\/colgroup>\n<colgroup span=\"6\" width=\"85\"><\/colgroup>\n<tbody>\n<tr>\n<td align=\"left\" height=\"17\"><\/td>\n<td align=\"left\"><b>ravenscore<\/b><\/td>\n<td align=\"left\"><b>lre_cor<\/b><\/td>\n<td align=\"left\"><b>nse_cor<\/b><\/td>\n<td align=\"left\"><b>voc_cor<\/b><\/td>\n<td align=\"left\"><b>van_cor<\/b><\/td>\n<td align=\"left\"><b>hfi_cor<\/b><\/td>\n<td align=\"left\"><b>ari_cor<\/b><\/td>\n<td align=\"left\"><b>g<\/b><\/td>\n<td align=\"left\"><b>GPA<\/b><\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\"><b>ravenscore<\/b><\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">-0.125<\/td>\n<td align=\"right\">-0.201<\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">0.057<\/td>\n<td align=\"right\">0.022<\/td>\n<td align=\"right\">-0.294<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">-0.028<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\"><b>lre_cor<\/b><\/td>\n<td align=\"right\">-0.125<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">-0.316<\/td>\n<td align=\"right\">-0.143<\/td>\n<td align=\"right\">-0.195<\/td>\n<td align=\"right\">-0.23<\/td>\n<td align=\"right\">-0.288<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">-0.074<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\"><b>nse_cor<\/b><\/td>\n<td align=\"right\">-0.201<\/td>\n<td align=\"right\">-0.316<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">-0.206<\/td>\n<td align=\"right\">-0.381<\/td>\n<td align=\"right\">-0.103<\/td>\n<td align=\"right\">0.099<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">-0.116<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\"><b>voc_cor<\/b><\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">-0.143<\/td>\n<td align=\"right\">-0.206<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">0.198<\/td>\n<td align=\"right\">-0.141<\/td>\n<td align=\"right\">-0.207<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0.08<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\"><b>van_cor<\/b><\/td>\n<td align=\"right\">0.057<\/td>\n<td align=\"right\">-0.195<\/td>\n<td align=\"right\">-0.381<\/td>\n<td align=\"right\">0.198<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">-0.081<\/td>\n<td align=\"right\">-0.406<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0.137<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\"><b>hfi_cor<\/b><\/td>\n<td align=\"right\">0.022<\/td>\n<td align=\"right\">-0.23<\/td>\n<td align=\"right\">-0.103<\/td>\n<td align=\"right\">-0.141<\/td>\n<td align=\"right\">-0.081<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">-0.233<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0.037<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\"><b>ari_cor<\/b><\/td>\n<td align=\"right\">-0.294<\/td>\n<td align=\"right\">-0.288<\/td>\n<td align=\"right\">0.099<\/td>\n<td align=\"right\">-0.207<\/td>\n<td align=\"right\">-0.406<\/td>\n<td align=\"right\">-0.233<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0.007<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\"><b>g<\/b><\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">0.334<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\"><b>GPA<\/b><\/td>\n<td align=\"right\">-0.028<\/td>\n<td align=\"right\">-0.074<\/td>\n<td align=\"right\">-0.116<\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"right\">0.137<\/td>\n<td align=\"right\">0.037<\/td>\n<td align=\"right\">0.007<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p><strong>Model fits<\/strong><\/p>\n<table border=\"0\" cellspacing=\"0\">\n<colgroup width=\"85\"><\/colgroup>\n<colgroup width=\"179\"><\/colgroup>\n<colgroup width=\"331\"><\/colgroup>\n<colgroup width=\"297\"><\/colgroup>\n<colgroup span=\"6\" width=\"85\"><\/colgroup>\n<tbody>\n<tr>\n<td align=\"left\" height=\"17\"><b>Model #<\/b><\/td>\n<td align=\"left\"><b>ravenscore<\/b><\/td>\n<td align=\"left\"><b>lre_cor<\/b><\/td>\n<td align=\"left\"><b>nse_cor<\/b><\/td>\n<td align=\"left\"><b>voc_cor<\/b><\/td>\n<td align=\"left\"><b>van_cor<\/b><\/td>\n<td align=\"left\"><b>hfi_cor<\/b><\/td>\n<td align=\"left\"><b>ari_cor<\/b><\/td>\n<td align=\"left\"><b>g<\/b><\/td>\n<td align=\"left\"><b>r2.adj.<\/b><\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\"><b>1<\/b><\/td>\n<td align=\"right\"><b>-0.028<\/b><\/td>\n<td align=\"left\"><b>\u00a0<\/b><\/td>\n<td align=\"left\"><b>\u00a0<\/b><\/td>\n<td align=\"left\"><b>\u00a0<\/b><\/td>\n<td align=\"left\"><b>\u00a0<\/b><\/td>\n<td align=\"left\"><b>\u00a0<\/b><\/td>\n<td align=\"left\"><b>\u00a0<\/b><\/td>\n<td align=\"left\"><b>\u00a0<\/b><\/td>\n<td align=\"right\">-0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">2<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.074<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.002<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">3<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.116<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.01<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">4<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">5<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.137<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">6<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.037<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.002<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">7<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.007<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">8<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.108<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">9<\/td>\n<td align=\"right\">-0.038<\/td>\n<td align=\"right\">-0.079<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">10<\/td>\n<td align=\"right\">-0.054<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.127<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.009<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">11<\/td>\n<td align=\"right\">-0.019<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.078<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">12<\/td>\n<td align=\"right\">-0.036<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.139<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.013<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">13<\/td>\n<td align=\"right\">-0.029<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.038<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.005<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">14<\/td>\n<td align=\"right\">-0.029<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.001<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.006<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">15<\/td>\n<td align=\"right\">-0.028<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.106<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">16<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.123<\/td>\n<td align=\"right\">-0.155<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.02<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">17<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.064<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.071<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.004<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">18<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.049<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.127<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">19<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.069<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.021<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.001<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">20<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.078<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.015<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.001<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">21<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.074<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.111<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">22<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.104<\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.01<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">23<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.075<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.108<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.017<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">24<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.114<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.026<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.007<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">25<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.118<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.019<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.007<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">26<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.116<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.119<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">27<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.055<\/td>\n<td align=\"right\">0.126<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">28<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.087<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.05<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.002<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">29<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.086<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.025<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">30<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.112<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">31<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.141<\/td>\n<td align=\"right\">0.049<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">32<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.168<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.017<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">33<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.137<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">34<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.041<\/td>\n<td align=\"right\">0.017<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.005<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">35<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.037<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.107<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">36<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.007<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.105<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">37<\/td>\n<td align=\"right\">-0.082<\/td>\n<td align=\"right\">-0.14<\/td>\n<td align=\"right\">-0.177<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.023<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">38<\/td>\n<td align=\"right\">-0.029<\/td>\n<td align=\"right\">-0.068<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.067<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.001<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">39<\/td>\n<td align=\"right\">-0.043<\/td>\n<td align=\"right\">-0.054<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.129<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.013<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">40<\/td>\n<td align=\"right\">-0.038<\/td>\n<td align=\"right\">-0.074<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.021<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">41<\/td>\n<td align=\"right\">-0.049<\/td>\n<td align=\"right\">-0.09<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.033<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">42<\/td>\n<td align=\"right\">-0.038<\/td>\n<td align=\"right\">-0.079<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.109<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">43<\/td>\n<td align=\"right\">-0.046<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">0.052<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.008<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">44<\/td>\n<td align=\"right\">-0.052<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.086<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.107<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">45<\/td>\n<td align=\"right\">-0.054<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.125<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.026<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.007<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">46<\/td>\n<td align=\"right\">-0.053<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.127<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.004<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.006<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">47<\/td>\n<td align=\"right\">-0.054<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.127<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.119<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">48<\/td>\n<td align=\"right\">-0.03<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.052<\/td>\n<td align=\"right\">0.128<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">49<\/td>\n<td align=\"right\">-0.02<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.085<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.05<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.001<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">50<\/td>\n<td align=\"right\">-0.013<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.083<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.021<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">51<\/td>\n<td align=\"right\">-0.019<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.078<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.109<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">52<\/td>\n<td align=\"right\">-0.038<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.143<\/td>\n<td align=\"right\">0.05<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">53<\/td>\n<td align=\"right\">-0.017<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.166<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.07<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">54<\/td>\n<td align=\"right\">-0.036<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.139<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.122<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">55<\/td>\n<td align=\"right\">-0.027<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.04<\/td>\n<td align=\"right\">0.009<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.008<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">56<\/td>\n<td align=\"right\">-0.029<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.038<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.104<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">57<\/td>\n<td align=\"right\">-0.029<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.001<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.103<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">58<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">-0.146<\/td>\n<td align=\"right\">0.034<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">59<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.097<\/td>\n<td align=\"right\">-0.119<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.072<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.021<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">60<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.125<\/td>\n<td align=\"right\">-0.157<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.008<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.017<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">61<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.127<\/td>\n<td align=\"right\">-0.155<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.014<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.017<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">62<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.123<\/td>\n<td align=\"right\">-0.155<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.129<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">63<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.043<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.051<\/td>\n<td align=\"right\">0.118<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.013<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">64<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.055<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.078<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.036<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.001<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">65<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.062<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.072<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.004<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">66<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.064<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.071<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.113<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">67<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.133<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">68<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.024<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.158<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">69<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.049<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.127<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.123<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">70<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.072<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<td align=\"right\">-0.009<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.005<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">71<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.069<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.021<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.108<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">72<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.078<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.015<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.108<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">73<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.068<\/td>\n<td align=\"right\">0.046<\/td>\n<td align=\"right\">0.102<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">74<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.099<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.036<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.008<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">75<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.106<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.031<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.007<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">76<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.104<\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.119<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">77<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.069<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.114<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">78<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.07<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.139<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.071<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.017<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">79<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.075<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.108<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.126<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">80<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.116<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.031<\/td>\n<td align=\"right\">0.026<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.004<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">81<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.114<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.026<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.116<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">82<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.118<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.019<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.116<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">83<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.063<\/td>\n<td align=\"right\">0.129<\/td>\n<td align=\"right\">0.057<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">84<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.067<\/td>\n<td align=\"right\">0.158<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.085<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.017<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">85<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.055<\/td>\n<td align=\"right\">0.126<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">86<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.098<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.061<\/td>\n<td align=\"right\">0.042<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">87<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.087<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.05<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.111<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">88<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.086<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.025<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.109<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">89<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.183<\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"right\">0.099<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">90<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.141<\/td>\n<td align=\"right\">0.049<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.123<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">91<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.168<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.126<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">92<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.041<\/td>\n<td align=\"right\">0.017<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.104<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">93<\/td>\n<td align=\"right\">-0.078<\/td>\n<td align=\"right\">-0.135<\/td>\n<td align=\"right\">-0.171<\/td>\n<td align=\"right\">0.017<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.02<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">94<\/td>\n<td align=\"right\">-0.076<\/td>\n<td align=\"right\">-0.116<\/td>\n<td align=\"right\">-0.144<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.064<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.023<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">95<\/td>\n<td align=\"right\">-0.082<\/td>\n<td align=\"right\">-0.144<\/td>\n<td align=\"right\">-0.179<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.012<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.02<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">96<\/td>\n<td align=\"right\">-0.099<\/td>\n<td align=\"right\">-0.158<\/td>\n<td align=\"right\">-0.181<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.05<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.022<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">97<\/td>\n<td align=\"right\">-0.082<\/td>\n<td align=\"right\">-0.14<\/td>\n<td align=\"right\">-0.177<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.133<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">98<\/td>\n<td align=\"right\">-0.036<\/td>\n<td align=\"right\">-0.048<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.045<\/td>\n<td align=\"right\">0.121<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.011<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">99<\/td>\n<td align=\"right\">-0.028<\/td>\n<td align=\"right\">-0.059<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.074<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.035<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.002<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">100<\/td>\n<td align=\"right\">-0.033<\/td>\n<td align=\"right\">-0.072<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.064<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.01<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">101<\/td>\n<td align=\"right\">-0.029<\/td>\n<td align=\"right\">-0.068<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.067<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.11<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">102<\/td>\n<td align=\"right\">-0.042<\/td>\n<td align=\"right\">-0.044<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.134<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.011<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">103<\/td>\n<td align=\"right\">-0.026<\/td>\n<td align=\"right\">-0.032<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.154<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.053<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.011<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">104<\/td>\n<td align=\"right\">-0.043<\/td>\n<td align=\"right\">-0.054<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.129<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.122<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">105<\/td>\n<td align=\"right\">-0.048<\/td>\n<td align=\"right\">-0.085<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<td align=\"right\">-0.029<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.006<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">106<\/td>\n<td align=\"right\">-0.038<\/td>\n<td align=\"right\">-0.074<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.021<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.106<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">107<\/td>\n<td align=\"right\">-0.049<\/td>\n<td align=\"right\">-0.09<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.033<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.107<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">108<\/td>\n<td align=\"right\">-0.046<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.079<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"right\">0.102<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">109<\/td>\n<td align=\"right\">-0.045<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.11<\/td>\n<td align=\"right\">0.058<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.035<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.006<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">110<\/td>\n<td align=\"right\">-0.04<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">0.056<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.005<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">111<\/td>\n<td align=\"right\">-0.046<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">0.052<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.118<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">112<\/td>\n<td align=\"right\">-0.052<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.08<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.113<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">113<\/td>\n<td align=\"right\">-0.034<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.078<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.133<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">114<\/td>\n<td align=\"right\">-0.052<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.086<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.107<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.125<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">115<\/td>\n<td align=\"right\">-0.051<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.125<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.028<\/td>\n<td align=\"right\">0.011<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">116<\/td>\n<td align=\"right\">-0.054<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.125<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.026<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.116<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">117<\/td>\n<td align=\"right\">-0.053<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.127<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.004<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.115<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">118<\/td>\n<td align=\"right\">-0.03<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"right\">0.132<\/td>\n<td align=\"right\">0.057<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">119<\/td>\n<td align=\"right\">-0.005<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.066<\/td>\n<td align=\"right\">0.158<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.084<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">120<\/td>\n<td align=\"right\">-0.03<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.052<\/td>\n<td align=\"right\">0.128<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.122<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">121<\/td>\n<td align=\"right\">-0.007<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.096<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.06<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">122<\/td>\n<td align=\"right\">-0.02<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.085<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.05<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.108<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">123<\/td>\n<td align=\"right\">-0.013<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.083<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.021<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.106<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">124<\/td>\n<td align=\"right\">-0.013<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.182<\/td>\n<td align=\"right\">0.074<\/td>\n<td align=\"right\">0.095<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">125<\/td>\n<td align=\"right\">-0.038<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.143<\/td>\n<td align=\"right\">0.05<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.122<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">126<\/td>\n<td align=\"right\">-0.017<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.166<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.07<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.123<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">127<\/td>\n<td align=\"right\">-0.027<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.04<\/td>\n<td align=\"right\">0.009<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.101<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">128<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.091<\/td>\n<td align=\"right\">-0.112<\/td>\n<td align=\"right\">0.03<\/td>\n<td align=\"right\">0.071<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">129<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">-0.145<\/td>\n<td align=\"right\">0.034<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.001<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">130<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.117<\/td>\n<td align=\"right\">-0.146<\/td>\n<td align=\"right\">0.033<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.005<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">131<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">-0.146<\/td>\n<td align=\"right\">0.034<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">132<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.094<\/td>\n<td align=\"right\">-0.116<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"right\">0.01<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.017<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">133<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.081<\/td>\n<td align=\"right\">-0.11<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.092<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.032<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">134<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.097<\/td>\n<td align=\"right\">-0.119<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.072<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.13<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">135<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.132<\/td>\n<td align=\"right\">-0.158<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.014<\/td>\n<td align=\"right\">-0.019<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">136<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.125<\/td>\n<td align=\"right\">-0.157<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.008<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.126<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">137<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.127<\/td>\n<td align=\"right\">-0.155<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.014<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">138<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.03<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"right\">0.123<\/td>\n<td align=\"right\">0.049<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">139<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.011<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.155<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">140<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.043<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.051<\/td>\n<td align=\"right\">0.118<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.123<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">141<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.045<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.085<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.044<\/td>\n<td align=\"right\">0.022<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.002<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">142<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.055<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.078<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.036<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.111<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">143<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.062<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.072<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.004<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.11<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">144<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.189<\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"right\">0.106<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">145<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.133<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.122<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">146<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.024<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.158<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.123<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">147<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.072<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<td align=\"right\">-0.009<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.105<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">148<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.059<\/td>\n<td align=\"right\">0.054<\/td>\n<td align=\"right\">0.108<\/td>\n<td align=\"right\">0.047<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">149<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.061<\/td>\n<td align=\"right\">0.058<\/td>\n<td align=\"right\">0.135<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.017<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">150<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.068<\/td>\n<td align=\"right\">0.046<\/td>\n<td align=\"right\">0.102<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.125<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">151<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.1<\/td>\n<td align=\"right\">0.076<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.048<\/td>\n<td align=\"right\">0.044<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.006<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">152<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.099<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.036<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.117<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">153<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.106<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.031<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.117<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">154<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.059<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.157<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.092<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">155<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.069<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.114<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">156<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.07<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.139<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.071<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">157<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.116<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.031<\/td>\n<td align=\"right\">0.026<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.114<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">158<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.083<\/td>\n<td align=\"right\">0.175<\/td>\n<td align=\"right\">0.09<\/td>\n<td align=\"right\">0.117<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.021<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">159<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.063<\/td>\n<td align=\"right\">0.129<\/td>\n<td align=\"right\">0.057<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">160<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.067<\/td>\n<td align=\"right\">0.158<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.085<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">161<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.098<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.061<\/td>\n<td align=\"right\">0.042<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.109<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">162<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.183<\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"right\">0.099<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.128<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">163<\/td>\n<td align=\"right\">-0.072<\/td>\n<td align=\"right\">-0.112<\/td>\n<td align=\"right\">-0.139<\/td>\n<td align=\"right\">0.015<\/td>\n<td align=\"right\">0.063<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.019<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">164<\/td>\n<td align=\"right\">-0.079<\/td>\n<td align=\"right\">-0.138<\/td>\n<td align=\"right\">-0.174<\/td>\n<td align=\"right\">0.015<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.009<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">165<\/td>\n<td align=\"right\">-0.1<\/td>\n<td align=\"right\">-0.158<\/td>\n<td align=\"right\">-0.182<\/td>\n<td align=\"right\">-0.002<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.05<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">166<\/td>\n<td align=\"right\">-0.078<\/td>\n<td align=\"right\">-0.135<\/td>\n<td align=\"right\">-0.171<\/td>\n<td align=\"right\">0.017<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.13<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">167<\/td>\n<td align=\"right\">-0.075<\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">-0.143<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.003<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.019<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">168<\/td>\n<td align=\"right\">-0.083<\/td>\n<td align=\"right\">-0.127<\/td>\n<td align=\"right\">-0.152<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.052<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.018<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.019<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">169<\/td>\n<td align=\"right\">-0.076<\/td>\n<td align=\"right\">-0.116<\/td>\n<td align=\"right\">-0.144<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.064<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.133<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">170<\/td>\n<td align=\"right\">-0.106<\/td>\n<td align=\"right\">-0.173<\/td>\n<td align=\"right\">-0.19<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.034<\/td>\n<td align=\"right\">-0.063<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.019<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">171<\/td>\n<td align=\"right\">-0.082<\/td>\n<td align=\"right\">-0.144<\/td>\n<td align=\"right\">-0.179<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.012<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.13<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">172<\/td>\n<td align=\"right\">-0.099<\/td>\n<td align=\"right\">-0.158<\/td>\n<td align=\"right\">-0.181<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.05<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.132<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">173<\/td>\n<td align=\"right\">-0.035<\/td>\n<td align=\"right\">-0.035<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.053<\/td>\n<td align=\"right\">0.125<\/td>\n<td align=\"right\">0.048<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.01<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">174<\/td>\n<td align=\"right\">-0.01<\/td>\n<td align=\"right\">-0.015<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.063<\/td>\n<td align=\"right\">0.153<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.011<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">175<\/td>\n<td align=\"right\">-0.036<\/td>\n<td align=\"right\">-0.048<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.045<\/td>\n<td align=\"right\">0.121<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.121<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">176<\/td>\n<td align=\"right\">-0.024<\/td>\n<td align=\"right\">-0.054<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.077<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.038<\/td>\n<td align=\"right\">0.009<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.005<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">177<\/td>\n<td align=\"right\">-0.028<\/td>\n<td align=\"right\">-0.059<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.074<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.035<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.108<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">178<\/td>\n<td align=\"right\">-0.033<\/td>\n<td align=\"right\">-0.072<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.064<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.01<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.107<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">179<\/td>\n<td align=\"right\">-0.01<\/td>\n<td align=\"right\">0.008<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.186<\/td>\n<td align=\"right\">0.078<\/td>\n<td align=\"right\">0.1<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">180<\/td>\n<td align=\"right\">-0.042<\/td>\n<td align=\"right\">-0.044<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.134<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.12<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">181<\/td>\n<td align=\"right\">-0.026<\/td>\n<td align=\"right\">-0.032<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.154<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.053<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.121<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">182<\/td>\n<td align=\"right\">-0.048<\/td>\n<td align=\"right\">-0.085<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<td align=\"right\">-0.029<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.104<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">183<\/td>\n<td align=\"right\">-0.044<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.07<\/td>\n<td align=\"right\">0.046<\/td>\n<td align=\"right\">0.107<\/td>\n<td align=\"right\">0.046<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">184<\/td>\n<td align=\"right\">-0.022<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.067<\/td>\n<td align=\"right\">0.053<\/td>\n<td align=\"right\">0.131<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.072<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.014<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">185<\/td>\n<td align=\"right\">-0.046<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.079<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"right\">0.102<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">186<\/td>\n<td align=\"right\">-0.034<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.108<\/td>\n<td align=\"right\">0.067<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.044<\/td>\n<td align=\"right\">0.032<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.003<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">187<\/td>\n<td align=\"right\">-0.045<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.11<\/td>\n<td align=\"right\">0.058<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.035<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.116<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">188<\/td>\n<td align=\"right\">-0.04<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">0.056<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.115<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">189<\/td>\n<td align=\"right\">-0.028<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.066<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.152<\/td>\n<td align=\"right\">0.062<\/td>\n<td align=\"right\">0.082<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">190<\/td>\n<td align=\"right\">-0.052<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.08<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.113<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">191<\/td>\n<td align=\"right\">-0.034<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.078<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.133<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.125<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">192<\/td>\n<td align=\"right\">-0.051<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.125<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.028<\/td>\n<td align=\"right\">0.011<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.113<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">193<\/td>\n<td align=\"right\">0.004<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.083<\/td>\n<td align=\"right\">0.176<\/td>\n<td align=\"right\">0.091<\/td>\n<td align=\"right\">0.118<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.018<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">194<\/td>\n<td align=\"right\">-0.03<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"right\">0.132<\/td>\n<td align=\"right\">0.057<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.122<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">195<\/td>\n<td align=\"right\">-0.005<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.066<\/td>\n<td align=\"right\">0.158<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.084<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">196<\/td>\n<td align=\"right\">-0.007<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.096<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.06<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.106<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">197<\/td>\n<td align=\"right\">-0.013<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.182<\/td>\n<td align=\"right\">0.074<\/td>\n<td align=\"right\">0.095<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.125<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">198<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.083<\/td>\n<td align=\"right\">-0.105<\/td>\n<td align=\"right\">0.035<\/td>\n<td align=\"right\">0.076<\/td>\n<td align=\"right\">0.018<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">199<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.065<\/td>\n<td align=\"right\">-0.095<\/td>\n<td align=\"right\">0.042<\/td>\n<td align=\"right\">0.098<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.046<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">200<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.091<\/td>\n<td align=\"right\">-0.112<\/td>\n<td align=\"right\">0.03<\/td>\n<td align=\"right\">0.071<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.128<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">201<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.118<\/td>\n<td align=\"right\">-0.146<\/td>\n<td align=\"right\">0.032<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.002<\/td>\n<td align=\"right\">-0.006<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.011<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">202<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">-0.145<\/td>\n<td align=\"right\">0.034<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.001<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">203<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.117<\/td>\n<td align=\"right\">-0.146<\/td>\n<td align=\"right\">0.033<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.005<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">204<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.053<\/td>\n<td align=\"right\">-0.089<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.12<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">205<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.094<\/td>\n<td align=\"right\">-0.116<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"right\">0.01<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">206<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.081<\/td>\n<td align=\"right\">-0.11<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.092<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.032<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.128<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">207<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.132<\/td>\n<td align=\"right\">-0.158<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.014<\/td>\n<td align=\"right\">-0.019<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">208<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.044<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.094<\/td>\n<td align=\"right\">0.195<\/td>\n<td align=\"right\">0.11<\/td>\n<td align=\"right\">0.144<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.019<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">209<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.03<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"right\">0.123<\/td>\n<td align=\"right\">0.049<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.122<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">210<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.011<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.155<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">211<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.045<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.085<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.044<\/td>\n<td align=\"right\">0.022<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.108<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">212<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.012<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.189<\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"right\">0.106<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.125<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">213<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.044<\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"right\">0.157<\/td>\n<td align=\"right\">0.082<\/td>\n<td align=\"right\">0.11<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.019<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">214<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.059<\/td>\n<td align=\"right\">0.054<\/td>\n<td align=\"right\">0.108<\/td>\n<td align=\"right\">0.047<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">215<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.061<\/td>\n<td align=\"right\">0.058<\/td>\n<td align=\"right\">0.135<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">216<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.1<\/td>\n<td align=\"right\">0.076<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.048<\/td>\n<td align=\"right\">0.044<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.116<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">217<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.059<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.157<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.092<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.128<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">218<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.083<\/td>\n<td align=\"right\">0.175<\/td>\n<td align=\"right\">0.09<\/td>\n<td align=\"right\">0.117<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.131<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">219<\/td>\n<td align=\"right\">-0.071<\/td>\n<td align=\"right\">-0.109<\/td>\n<td align=\"right\">-0.136<\/td>\n<td align=\"right\">0.017<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.007<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">220<\/td>\n<td align=\"right\">-0.078<\/td>\n<td align=\"right\">-0.12<\/td>\n<td align=\"right\">-0.145<\/td>\n<td align=\"right\">0.011<\/td>\n<td align=\"right\">0.056<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.011<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">221<\/td>\n<td align=\"right\">-0.072<\/td>\n<td align=\"right\">-0.112<\/td>\n<td align=\"right\">-0.139<\/td>\n<td align=\"right\">0.015<\/td>\n<td align=\"right\">0.063<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.13<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">222<\/td>\n<td align=\"right\">-0.117<\/td>\n<td align=\"right\">-0.188<\/td>\n<td align=\"right\">-0.201<\/td>\n<td align=\"right\">-0.024<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.045<\/td>\n<td align=\"right\">-0.077<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">223<\/td>\n<td align=\"right\">-0.079<\/td>\n<td align=\"right\">-0.138<\/td>\n<td align=\"right\">-0.174<\/td>\n<td align=\"right\">0.015<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.009<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">224<\/td>\n<td align=\"right\">-0.1<\/td>\n<td align=\"right\">-0.158<\/td>\n<td align=\"right\">-0.182<\/td>\n<td align=\"right\">-0.002<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.05<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.128<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">225<\/td>\n<td align=\"right\">-0.09<\/td>\n<td align=\"right\">-0.142<\/td>\n<td align=\"right\">-0.163<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.038<\/td>\n<td align=\"right\">-0.014<\/td>\n<td align=\"right\">-0.032<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">226<\/td>\n<td align=\"right\">-0.075<\/td>\n<td align=\"right\">-0.115<\/td>\n<td align=\"right\">-0.143<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.003<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.13<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">227<\/td>\n<td align=\"right\">-0.083<\/td>\n<td align=\"right\">-0.127<\/td>\n<td align=\"right\">-0.152<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.052<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.018<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.13<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">228<\/td>\n<td align=\"right\">-0.106<\/td>\n<td align=\"right\">-0.173<\/td>\n<td align=\"right\">-0.19<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.034<\/td>\n<td align=\"right\">-0.063<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.129<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">229<\/td>\n<td align=\"right\">0.023<\/td>\n<td align=\"right\">0.056<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.101<\/td>\n<td align=\"right\">0.201<\/td>\n<td align=\"right\">0.118<\/td>\n<td align=\"right\">0.16<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">230<\/td>\n<td align=\"right\">-0.035<\/td>\n<td align=\"right\">-0.035<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.053<\/td>\n<td align=\"right\">0.125<\/td>\n<td align=\"right\">0.048<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.12<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">231<\/td>\n<td align=\"right\">-0.01<\/td>\n<td align=\"right\">-0.015<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.063<\/td>\n<td align=\"right\">0.153<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.121<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">232<\/td>\n<td align=\"right\">-0.024<\/td>\n<td align=\"right\">-0.054<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.077<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.038<\/td>\n<td align=\"right\">0.009<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.105<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">233<\/td>\n<td align=\"right\">-0.01<\/td>\n<td align=\"right\">0.008<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.186<\/td>\n<td align=\"right\">0.078<\/td>\n<td align=\"right\">0.1<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.122<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">234<\/td>\n<td align=\"right\">-0.009<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.046<\/td>\n<td align=\"right\">0.072<\/td>\n<td align=\"right\">0.155<\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"right\">0.106<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">235<\/td>\n<td align=\"right\">-0.044<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.07<\/td>\n<td align=\"right\">0.046<\/td>\n<td align=\"right\">0.107<\/td>\n<td align=\"right\">0.046<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.123<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">236<\/td>\n<td align=\"right\">-0.022<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.067<\/td>\n<td align=\"right\">0.053<\/td>\n<td align=\"right\">0.131<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.072<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.124<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">237<\/td>\n<td align=\"right\">-0.034<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.108<\/td>\n<td align=\"right\">0.067<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.044<\/td>\n<td align=\"right\">0.032<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.114<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">238<\/td>\n<td align=\"right\">-0.028<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.066<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.152<\/td>\n<td align=\"right\">0.062<\/td>\n<td align=\"right\">0.082<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.125<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">239<\/td>\n<td align=\"right\">0.004<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.083<\/td>\n<td align=\"right\">0.176<\/td>\n<td align=\"right\">0.091<\/td>\n<td align=\"right\">0.118<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.128<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">240<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<td align=\"right\">-0.034<\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"right\">0.168<\/td>\n<td align=\"right\">0.09<\/td>\n<td align=\"right\">0.121<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">241<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.083<\/td>\n<td align=\"right\">-0.105<\/td>\n<td align=\"right\">0.035<\/td>\n<td align=\"right\">0.076<\/td>\n<td align=\"right\">0.018<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.125<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">242<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.065<\/td>\n<td align=\"right\">-0.095<\/td>\n<td align=\"right\">0.042<\/td>\n<td align=\"right\">0.098<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.046<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.126<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">243<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.118<\/td>\n<td align=\"right\">-0.146<\/td>\n<td align=\"right\">0.032<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.002<\/td>\n<td align=\"right\">-0.006<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.121<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">244<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.053<\/td>\n<td align=\"right\">-0.089<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.12<\/td>\n<td align=\"right\">0.039<\/td>\n<td align=\"right\">0.059<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.126<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">245<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.044<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.094<\/td>\n<td align=\"right\">0.195<\/td>\n<td align=\"right\">0.11<\/td>\n<td align=\"right\">0.144<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.129<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">246<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.044<\/td>\n<td align=\"right\">0.075<\/td>\n<td align=\"right\">0.157<\/td>\n<td align=\"right\">0.082<\/td>\n<td align=\"right\">0.11<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.13<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">247<\/td>\n<td align=\"right\">-0.071<\/td>\n<td align=\"right\">-0.109<\/td>\n<td align=\"right\">-0.136<\/td>\n<td align=\"right\">0.017<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.007<\/td>\n<td align=\"left\"><\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.016<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">248<\/td>\n<td align=\"right\">-0.071<\/td>\n<td align=\"right\">-0.109<\/td>\n<td align=\"right\">-0.136<\/td>\n<td align=\"right\">0.017<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.007<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">249<\/td>\n<td align=\"right\">-0.078<\/td>\n<td align=\"right\">-0.12<\/td>\n<td align=\"right\">-0.145<\/td>\n<td align=\"right\">0.011<\/td>\n<td align=\"right\">0.056<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.011<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">250<\/td>\n<td align=\"right\">-0.117<\/td>\n<td align=\"right\">-0.188<\/td>\n<td align=\"right\">-0.201<\/td>\n<td align=\"right\">-0.024<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.045<\/td>\n<td align=\"right\">-0.077<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">251<\/td>\n<td align=\"right\">-0.09<\/td>\n<td align=\"right\">-0.142<\/td>\n<td align=\"right\">-0.163<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.038<\/td>\n<td align=\"right\">-0.014<\/td>\n<td align=\"right\">-0.032<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">252<\/td>\n<td align=\"right\">0.023<\/td>\n<td align=\"right\">0.056<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.101<\/td>\n<td align=\"right\">0.201<\/td>\n<td align=\"right\">0.118<\/td>\n<td align=\"right\">0.16<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">253<\/td>\n<td align=\"right\">-0.009<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">-0.046<\/td>\n<td align=\"right\">0.072<\/td>\n<td align=\"right\">0.155<\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"right\">0.106<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">254<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.015<\/td>\n<td align=\"right\">-0.034<\/td>\n<td align=\"right\">0.08<\/td>\n<td align=\"right\">0.168<\/td>\n<td align=\"right\">0.09<\/td>\n<td align=\"right\">0.121<\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<tr>\n<td align=\"right\" height=\"17\">255<\/td>\n<td align=\"right\">-0.071<\/td>\n<td align=\"right\">-0.109<\/td>\n<td align=\"right\">-0.136<\/td>\n<td align=\"right\">0.017<\/td>\n<td align=\"right\">0.065<\/td>\n<td align=\"right\">0.007<\/td>\n<td align=\"left\"><\/td>\n<td align=\"right\">0.334<\/td>\n<td align=\"right\">0.127<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>[Bonus points to whoever can explain why the last ari_cor has a missing value in the last model. I checked. It is not a problem with my function. I don&#8217;t know.]<\/p>\n<p>So Timofey Pnin is right. The beta does stay exactly the same across models, at least two 3 digits.<\/p>\n<p>We may also note that adding the other predictors did not have much effect: g alone (model #8) R2 adj. = .108, best model according to R2 adj. = 0.132 (#97). Notice how this model has <em>negative <\/em>betas for the other items. In other words, one is better off with lower scores. Surely that can&#8217;t be right. It is probably just a fluke due to overfitting&#8230;<\/p>\n<p><strong>Testing overfitting<\/strong><\/p>\n<p>We can test overfitting using lasso regression (<a href=\"https:\/\/www.goodreads.com\/book\/show\/17397466-an-introduction-to-statistical-learning\">read this book<\/a>, seriously, it&#8217;s a great book!). Because lasso regression is indeterministic, we repeat it a large number of times and examine the overall results.<\/p>\n<pre>#lasso regression\r\nfits_2 = MOD_repeat_cv_glmnet(df = w_res,\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 dependent = \"GPA\",\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 predictors = colnames(w_res)[-9],\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 runs = 500)\r\n\r\nwrite_clipboard(MOD_summarize_models(fits_2))<\/pre>\n<p><strong>Lasso results<\/strong><\/p>\n<table border=\"0\" cellspacing=\"0\">\n<colgroup span=\"9\" width=\"85\"><\/colgroup>\n<tbody>\n<tr>\n<td align=\"left\" height=\"17\"><\/td>\n<td align=\"left\"><b>ravenscore<\/b><\/td>\n<td align=\"left\"><b>lre_cor<\/b><\/td>\n<td align=\"left\"><b>nse_cor<\/b><\/td>\n<td align=\"left\"><b>voc_cor<\/b><\/td>\n<td align=\"left\"><b>van_cor<\/b><\/td>\n<td align=\"left\"><b>hfi_cor<\/b><\/td>\n<td align=\"left\"><b>ari_cor<\/b><\/td>\n<td align=\"left\"><b>g<\/b><\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\">mean<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0.096<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\">median<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0.104<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\">sd<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0.001<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0<\/td>\n<td align=\"right\">0.033<\/td>\n<\/tr>\n<tr>\n<td align=\"left\" height=\"17\">fraction_zeroNA<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">0.996<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">1<\/td>\n<td align=\"right\">0.01<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>The lasso confirms our suspicions. The non-g variables were fairly useless, their apparent usefulness due to overfitting. g retained its usefulness in 99% of the runs. The most promising of the other candidates was only useful in .04% of runs.<\/p>\n<p>This is probably worth writing into a short paper. Contact me if you are willing to do this. I will help you, but I don&#8217;t have time to write it all myself.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>@JamesPsychol Those results don&#39;t look real to me. Betas are never exactly identical across models. &mdash; Emil O W Kirkegaard (@KirkegaardEmil) September 8, 2015 https:\/\/twitter.com\/pnin1957\/status\/641284556818096128 Let&#8217;s test that. Since we don&#8217;t have the original data, we can&#8217;t use that. We can however use open datasets. I like to use Wicherts&#8217; dataset. So let&#8217;s analyze! library(pacman) [&hellip;]<\/p>\n","protected":false},"author":17,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1839,1937],"tags":[2223,2109,2225,2224,1979,2222],"class_list":["post-5465","post","type-post","status-publish","format-standard","hentry","category-psychometics","category-education-science","tag-beta","tag-beta-matrix","tag-gpa","tag-lasso-regression","tag-r","tag-wicherts","entry"],"_links":{"self":[{"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/posts\/5465","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/comments?post=5465"}],"version-history":[{"count":4,"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/posts\/5465\/revisions"}],"predecessor-version":[{"id":5470,"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/posts\/5465\/revisions\/5470"}],"wp:attachment":[{"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/media?parent=5465"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/categories?post=5465"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/emilkirkegaard.dk\/en\/wp-json\/wp\/v2\/tags?post=5465"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}