diff --git a/VCTest/SNP_24.bed b/VCTest/SNP_24.bed
new file mode 100644
index 0000000..e8664c6
Binary files /dev/null and b/VCTest/SNP_24.bed differ
diff --git a/VCTest/SNP_24.bim b/VCTest/SNP_24.bim
new file mode 100644
index 0000000..46fa3ab
--- /dev/null
+++ b/VCTest/SNP_24.bim
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diff --git a/VCTest/SNP_24.fam b/VCTest/SNP_24.fam
new file mode 100644
index 0000000..db3ba23
--- /dev/null
+++ b/VCTest/SNP_24.fam
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diff --git a/VCTest/SNP_29a.bed b/VCTest/SNP_29a.bed
deleted file mode 100644
index c0c206a..0000000
Binary files a/VCTest/SNP_29a.bed and /dev/null differ
diff --git a/VCTest/SNP_29a.bim b/VCTest/SNP_29a.bim
deleted file mode 100644
index 1106d29..0000000
--- a/VCTest/SNP_29a.bim
+++ /dev/null
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-19	rs4756          	0	59074653	1	2
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-19	rs148612920     	0	59075239	1	2
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-19	rs185076706     	0	59077770	1	2
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-19	rs142545256     	0	59078610	1	2
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-19	rs73068325      	0	59079096	1	2
-19	rs188167320     	0	59079193	1	2
-19	rs7248800       	0	59079257	1	2
-19	rs73068327      	0	59079334	1	2
-19	rs78397785      	0	59080070	1	2
-19	rs76330681      	0	59080076	1	2
-19	rs7253066       	0	59080198	1	2
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-19	rs141191488     	0	59080548	1	2
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-19	rs3752111       	0	59082368	1	2
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-19	rs141224070     	0	59083472	1	2
-19	rs735278        	0	59083594	1	2
-19	rs115435622     	0	59083619	1	2
-19	rs191603823     	0	59083718	1	2
-19	rs1867727       	0	59084181	1	2
-19	rs1867726       	0	59084306	1	2
-19	rs118127667     	0	59084894	1	2
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-19	rs55800631      	0	59085089	1	2
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-19	rs148972143     	0	59085982	1	2
-19	rs112495529     	0	59086341	1	2
-19	rs8100253       	0	59087479	1	2
-19	rs4801609       	0	59087551	1	2
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-19	rs10402077      	0	59087718	1	2
-19	rs10403710      	0	59087782	1	2
-19	rs10402119      	0	59087783	1	2
-19	rs117316552     	0	59087901	1	2
-19	rs189162816     	0	59087974	1	2
-19	rs184827109     	0	59088151	1	2
-19	rs111785442     	0	59088450	1	2
-19	rs150163603     	0	59088607	1	2
-19	rs138599167     	0	59088905	1	2
-19	rs73068335      	0	59089308	1	2
-19	rs149284691     	0	59089368	1	2
-19	rs78738451      	0	59089456	1	2
-19	rs12462495      	0	59089792	1	2
-19	rs187193634     	0	59089872	1	2
-19	rs62114673      	0	59090063	1	2
-19	rs1550813       	0	59090227	1	2
-19	rs73068339      	0	59090263	1	2
-19	rs182670532     	0	59090306	1	2
-19	rs1550812       	0	59090423	1	2
-19	rs147147268     	0	59090689	1	2
-19	rs79606849      	0	59091044	1	2
-19	rs8102541       	0	59091380	1	2
-19	rs116921152     	0	59091451	1	2
-19	rs73068342      	0	59091717	1	2
-19	rs4801610       	0	59091928	1	2
-19	rs4801611       	0	59092122	1	2
-19	rs10448         	0	59093239	1	2
-19	rs148596366     	0	59093272	1	2
-19	rs7910          	0	59093464	1	2
-19	rs3499          	0	59093484	1	2
-19	rs8106379       	0	59094136	1	2
-19	rs76447935      	0	59094374	1	2
-19	rs3211055       	0	59094453	1	2
-19	rs3752108       	0	59094709	1	2
-19	rs8110595       	0	59095126	1	2
-19	rs77999299      	0	59095570	1	2
-19	rs145873442     	0	59095991	1	2
-19	rs112047932     	0	59096384	1	2
-19	rs4801613       	0	59096403	1	2
-19	rs4801614       	0	59096950	1	2
-19	rs4801615       	0	59097229	1	2
-19	rs10410171      	0	59097308	1	2
-19	rs117625253     	0	59097933	1	2
-19	rs143329359     	0	59098055	1	2
-19	rs138567451     	0	59098064	1	2
-19	rs113368366     	0	59098134	1	2
-19	rs149705456     	0	59099764	1	2
-19	rs186777844     	0	59099889	1	2
-19	rs184201211     	0	59101948	1	2
-19	rs59460131      	0	59101970	1	2
-19	rs3875104       	0	59102379	1	2
-19	rs4101426       	0	59102839	1	2
-19	rs148717940     	0	59106530	1	2
-19	rs151205120     	0	59111981	1	2
-19	rs140264059     	0	59111982	1	2
-19	rs62114717      	0	59112097	1	2
-19	rs144924320     	0	59113232	1	2
-19	rs143798799     	0	59116066	1	2
-19	rs188169422     	0	59116080	1	2
-19	rs144587467     	0	59117729	1	2
-19	rs139879509     	0	59117949	1	2
-19	rs143250448     	0	59117982	1	2
-19	rs145384750     	0	59118028	1	2
-19	rs149215836     	0	59118040	1	2
-19	rs139221927     	0	59118044	1	2
-19	rs181848453     	0	59118114	1	2
-19	rs138318162     	0	59118148	1	2
-19	rs186913222     	0	59118616	1	2
-19	rs141816674     	0	59118779	1	2
-19	rs150801216     	0	59118783	1	2
diff --git a/VCTest/SNP_29a.fam b/VCTest/SNP_29a.fam
deleted file mode 100644
index fefec1f..0000000
--- a/VCTest/SNP_29a.fam
+++ /dev/null
@@ -1,212 +0,0 @@
-  1       ,  16      ,          ,          ,  F       ,          ,  29.20564,
-  1       ,  8228    ,          ,          ,  F       ,          ,  31.80179,
-  1       ,  17008   ,          ,          ,  M       ,          ,  37.82143,
-  1       ,  9218    ,  17008   ,  16      ,  M       ,          ,  35.08036,
-  1       ,  3226    ,  9218    ,  8228    ,  F       ,          ,  28.32902,
-  2       ,  29      ,          ,          ,  F       ,          ,  36.17929,
-  2       ,  2294    ,          ,          ,  M       ,          ,  42.88099,
-  2       ,  3416    ,          ,          ,  M       ,          ,  40.98316,
-  2       ,  17893   ,  2294    ,  29      ,  F       ,          ,  35.55038,
-  2       ,  6952    ,  3416    ,  17893   ,  M       ,          ,  48.06048,
-  2       ,  14695   ,  2294    ,  29      ,  F       ,          ,  37.60566,
-  2       ,  6790    ,  2294    ,  29      ,  M       ,          ,  46.36752,
-  2       ,  3916    ,  2294    ,  29      ,  F       ,          ,  35.05782,
-  3       ,  39      ,          ,          ,  F       ,          ,  34.28877,
-  3       ,  4521    ,          ,          ,  F       ,          ,  38.13171,
-  3       ,  8366    ,          ,          ,  M       ,          ,  40.98539,
-  3       ,  16693   ,          ,          ,  F       ,          ,  34.21628,
-  3       ,  21688   ,  8366    ,  16693   ,  M       ,          ,  36.63124,
-  3       ,  25532   ,  21688   ,  39      ,  F       ,          ,  31.88658,
-  3       ,  26294   ,  21688   ,  39      ,  M       ,          ,  39.75311,
-  3       ,  16795   ,  21688   ,  39      ,  F       ,          ,  33.99074,
-  3       ,  17445   ,  8366    ,  16693   ,  M       ,          ,  38.53802,
-  3       ,  2039    ,  17445   ,  4521    ,  M       ,          ,  39.46585,
-  3       ,  2831    ,  8366    ,  16693   ,  M       ,          ,  42.91433,
-  4       ,  54      ,          ,          ,  F       ,          ,  32.13501,
-  4       ,  5072    ,          ,          ,  M       ,          ,  37.75151,
-  4       ,  17240   ,  5072    ,  54      ,  F       ,          ,  33.84349,
-  5       ,  70      ,          ,          ,  F       ,          ,  34.59888,
-  5       ,  24010   ,          ,          ,  M       ,          ,  40.09751,
-  5       ,  21999   ,  24010   ,  70      ,  M       ,          ,  42.99402,
-  8       ,  109     ,          ,          ,  M       ,          ,  37.41603,
-  8       ,  7395    ,          ,          ,  F       ,          ,  33.77752,
-  8       ,  19099   ,  109     ,  7395    ,  M       ,          ,  38.80441,
-  8       ,  13234   ,  109     ,  7395    ,  F       ,          ,  34.40569,
-  8       ,  12043   ,  109     ,  7395    ,  F       ,          ,  29.52345,
-  8       ,  5226    ,  109     ,  7395    ,  M       ,          ,  42.36854,
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-  11      ,  13854   ,          ,          ,  F       ,          ,  29.53534,
-  11      ,  19440   ,          ,          ,  M       ,          ,  39.17309,
-  11      ,  20318   ,          ,          ,  F       ,          ,  30.56993,
-  11      ,  25910   ,  19440   ,  13854   ,  M       ,          ,  36.36442,
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-  11      ,  18979   ,  12003   ,  4117    ,  F       ,          ,  34.10469,
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-  14      ,  4078    ,  16636   ,  264     ,  F       ,          ,  37.09359,
-  14      ,  25732   ,  26732   ,  4078    ,  M       ,          ,  42.52580,
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-  17      ,  19113   ,  6637    ,  309     ,  F       ,          ,  35.17484,
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-  17      ,  6932    ,  22601   ,  19113   ,  M       ,          ,  39.35415,
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-  17      ,  7098    ,  6637    ,  309     ,  M       ,          ,  44.08404,
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-  17      ,  19176   ,  7098    ,  11879   ,  F       ,          ,  37.60122,
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-  17      ,  1649    ,  24818   ,  309     ,  F       ,          ,  32.62620,
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-  19      ,  8344    ,  3593    ,  18679   ,  F       ,          ,  32.32320,
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-  23      ,  19279   ,  392     ,  743     ,  M       ,          ,  40.52716,
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-  23      ,  9943    ,  3121    ,  25566   ,  F       ,          ,  35.38159,
-  23      ,  18496   ,  3121    ,  25566   ,  F       ,          ,  34.27991,
-  23      ,  283     ,  392     ,  743     ,  F       ,          ,  33.97507,
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-  25      ,  5229    ,  22041   ,  22711   ,  F       ,          ,  30.80268,
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-  25      ,  11822   ,  23404   ,  5299    ,  M       ,          ,  39.92737,
-  25      ,  24192   ,  23404   ,  5299    ,  M       ,          ,  37.62434,
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-  25      ,  3094    ,  3016    ,  398     ,  M       ,          ,  39.91245,
-  27      ,  437     ,          ,          ,  F       ,          ,  33.14137,
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-  27      ,  11621   ,          ,          ,  F       ,          ,  31.83510,
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-  27      ,  23649   ,  10069   ,  437     ,  M       ,          ,  40.30189,
-  27      ,  17951   ,  23649   ,  11621   ,  M       ,          ,  37.32415,
-  27      ,  17917   ,  17951   ,  14123   ,  F       ,          ,  30.87942,
-  28      ,  443     ,          ,          ,  F       ,          ,  35.51953,
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-  28      ,  21962   ,  9782    ,  443     ,  M       ,          ,  42.03600,
-  28      ,  15617   ,  9782    ,  443     ,  M       ,          ,  44.80161,
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-  29      ,  2154    ,  18775   ,  548     ,  M       ,          ,  34.31488,
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-  31      ,  18037   ,  17673   ,  19770   ,  F       ,          ,  36.69001,
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-  10014   ,  186     ,          ,          ,  M       ,          ,  36.59842,
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diff --git a/VCTest/SNP_29a.log b/VCTest/SNP_29a.log
deleted file mode 100644
index 2403391..0000000
--- a/VCTest/SNP_29a.log
+++ /dev/null
@@ -1,21 +0,0 @@
-PLINK v2.00a1 64-bit (11 Feb 2018)
-Options in effect:
-  --bfile SNP_29a
-  --export vcf
-  --out SNP_29a
-
-Hostname: Jin-Zhous-MacBook-Pro.local
-Working directory: /Users/jzhou/Box/OpenMendelTutorials/VCTest
-Start time: Thu Oct 18 21:52:01 2018
-
-Random number seed: 1539924721
-16384 MB RAM detected; reserving 8192 MB for main workspace.
-Using up to 8 compute threads.
-212 samples (0 females, 0 males, 212 ambiguous; 0 founders) loaded from
-SNP_29a.fam.
-253141 variants loaded from SNP_29a.bim.
-1 categorical phenotype loaded (212 values).
-Warning: Duplicate sample ID(s) present in exported VCF file.
---export vcf to SNP_29a.vcf ... done.
-
-End time: Thu Oct 18 21:52:02 2018
diff --git a/VCTest/SNP_def24a.in b/VCTest/SNP_def24a.in
new file mode 100644
index 0000000..ad69c6d
--- /dev/null
+++ b/VCTest/SNP_def24a.in
@@ -0,0 +1,10000 @@
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+        rs768394,22, 27562909,, ,
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+       rs1013703,22, 32144878,, ,16590
+        rs738993,22, 32437339,, ,16594
+       rs5753911,22, 32673458,, ,
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+        rs130454,22, 32922408,, ,16604
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+        rs743742,22, 33116313,, ,16604
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+       rs9609656,22, 33316279,, ,16604
+        rs137297,22, 33502166,, ,
+       rs5994705,22, 33647907,, ,
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+       rs2267268,22, 34106852,, ,16607
+       rs2157088,22, 34211434,, ,16606
+      rs12628949,22, 34320456,, ,16606
+       rs2413212,22, 34469811,, ,
+        rs202786,22, 34663066,, ,
+        rs130575,22, 34859792,, ,
+       rs5755269,22, 35147444,, ,
+       rs9610176,22, 35340930,, ,
+       rs4821359,22, 35472272,, ,16608
+       rs2092331,22, 35631543,, ,
+        rs743815,22, 35797332,, ,16612
+       rs2281122,22, 35943983,, ,16613
+       rs2076671,22, 36122929,, ,16617
+       rs1476030,22, 36517997,, ,16619
+          rs1315,22, 36616134,, ,16621
+        rs713839,22, 36733937,, ,16625
+       rs2008974,22, 36939386,, ,16628
+       rs2284006,22, 37070028,, ,16629
+       rs5756357,22, 37223672,, ,16632
+       rs2075937,22, 37330081,, ,16634
+        rs855788,22, 37474078,, ,16639
+       rs3218258,22, 37544244,, ,16640
+       rs5750402,22, 37661287,, ,16644
+        rs133724,22, 37820812,, ,16683
+        rs761336,22, 38009240,, ,16689
+         rs84770,22, 38390127,, ,16705
+        rs135720,22, 38663818,, ,16713
+        rs138407,22, 38858325,, ,16717
+       rs2413552,22, 39300935,, ,
+        rs139426,22, 39560665,, ,16735
+        rs137636,22, 39722476,, ,16738
+        rs132572,22, 39978038,, ,16745
+        rs137948,22, 40279529,, ,16747
+        rs739182,22, 40615275,, ,16749
+      rs12159200,22, 41042090,, ,16752
+       rs9611502,22, 41531235,, ,16760
+       rs6519287,22, 42169268,, ,16779
+      rs11090076,22, 42514189,, ,16793
\ No newline at end of file
diff --git a/VCTest/VC test_new.html b/VCTest/VC test_new.html
new file mode 100644
index 0000000..cf82baf
--- /dev/null
+++ b/VCTest/VC test_new.html	
@@ -0,0 +1,13398 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+<title>VC test_draftnewJSS08102019</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
+
+<style type="text/css">
+    /*!
+*
+* Twitter Bootstrap
+*
+*/
+/*!
+ * Bootstrap v3.3.7 (http://getbootstrap.com)
+ * Copyright 2011-2016 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
+/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
+html {
+  font-family: sans-serif;
+  -ms-text-size-adjust: 100%;
+  -webkit-text-size-adjust: 100%;
+}
+body {
+  margin: 0;
+}
+article,
+aside,
+details,
+figcaption,
+figure,
+footer,
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+hgroup,
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+nav,
+section,
+summary {
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+}
+audio,
+canvas,
+progress,
+video {
+  display: inline-block;
+  vertical-align: baseline;
+}
+audio:not([controls]) {
+  display: none;
+  height: 0;
+}
+[hidden],
+template {
+  display: none;
+}
+a {
+  background-color: transparent;
+}
+a:active,
+a:hover {
+  outline: 0;
+}
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+  font-weight: bold;
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+}
+h1 {
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+  font-size: 80%;
+}
+sub,
+sup {
+  font-size: 75%;
+  line-height: 0;
+  position: relative;
+  vertical-align: baseline;
+}
+sup {
+  top: -0.5em;
+}
+sub {
+  bottom: -0.25em;
+}
+img {
+  border: 0;
+}
+svg:not(:root) {
+  overflow: hidden;
+}
+figure {
+  margin: 1em 40px;
+}
+hr {
+  box-sizing: content-box;
+  height: 0;
+}
+pre {
+  overflow: auto;
+}
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+kbd,
+pre,
+samp {
+  font-family: monospace, monospace;
+  font-size: 1em;
+}
+button,
+input,
+optgroup,
+select,
+textarea {
+  color: inherit;
+  font: inherit;
+  margin: 0;
+}
+button {
+  overflow: visible;
+}
+button,
+select {
+  text-transform: none;
+}
+button,
+html input[type="button"],
+input[type="reset"],
+input[type="submit"] {
+  -webkit-appearance: button;
+  cursor: pointer;
+}
+button[disabled],
+html input[disabled] {
+  cursor: default;
+}
+button::-moz-focus-inner,
+input::-moz-focus-inner {
+  border: 0;
+  padding: 0;
+}
+input {
+  line-height: normal;
+}
+input[type="checkbox"],
+input[type="radio"] {
+  box-sizing: border-box;
+  padding: 0;
+}
+input[type="number"]::-webkit-inner-spin-button,
+input[type="number"]::-webkit-outer-spin-button {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: textfield;
+  box-sizing: content-box;
+}
+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+  -webkit-appearance: none;
+}
+fieldset {
+  border: 1px solid #c0c0c0;
+  margin: 0 2px;
+  padding: 0.35em 0.625em 0.75em;
+}
+legend {
+  border: 0;
+  padding: 0;
+}
+textarea {
+  overflow: auto;
+}
+optgroup {
+  font-weight: bold;
+}
+table {
+  border-collapse: collapse;
+  border-spacing: 0;
+}
+td,
+th {
+  padding: 0;
+}
+/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
+@media print {
+  *,
+  *:before,
+  *:after {
+    background: transparent !important;
+    color: #000 !important;
+    box-shadow: none !important;
+    text-shadow: none !important;
+  }
+  a,
+  a:visited {
+    text-decoration: underline;
+  }
+  a[href]:after {
+    content: " (" attr(href) ")";
+  }
+  abbr[title]:after {
+    content: " (" attr(title) ")";
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+  a[href^="#"]:after,
+  a[href^="javascript:"]:after {
+    content: "";
+  }
+  pre,
+  blockquote {
+    border: 1px solid #999;
+    page-break-inside: avoid;
+  }
+  thead {
+    display: table-header-group;
+  }
+  tr,
+  img {
+    page-break-inside: avoid;
+  }
+  img {
+    max-width: 100% !important;
+  }
+  p,
+  h2,
+  h3 {
+    orphans: 3;
+    widows: 3;
+  }
+  h2,
+  h3 {
+    page-break-after: avoid;
+  }
+  .navbar {
+    display: none;
+  }
+  .btn > .caret,
+  .dropup > .btn > .caret {
+    border-top-color: #000 !important;
+  }
+  .label {
+    border: 1px solid #000;
+  }
+  .table {
+    border-collapse: collapse !important;
+  }
+  .table td,
+  .table th {
+    background-color: #fff !important;
+  }
+  .table-bordered th,
+  .table-bordered td {
+    border: 1px solid #ddd !important;
+  }
+}
+@font-face {
+  font-family: 'Glyphicons Halflings';
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
+}
+.glyphicon {
+  position: relative;
+  top: 1px;
+  display: inline-block;
+  font-family: 'Glyphicons Halflings';
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+  -webkit-font-smoothing: antialiased;
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+}
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+}
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+  content: "\002b";
+}
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+.glyphicon-eur:before {
+  content: "\20ac";
+}
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+  content: "\2212";
+}
+.glyphicon-cloud:before {
+  content: "\2601";
+}
+.glyphicon-envelope:before {
+  content: "\2709";
+}
+.glyphicon-pencil:before {
+  content: "\270f";
+}
+.glyphicon-glass:before {
+  content: "\e001";
+}
+.glyphicon-music:before {
+  content: "\e002";
+}
+.glyphicon-search:before {
+  content: "\e003";
+}
+.glyphicon-heart:before {
+  content: "\e005";
+}
+.glyphicon-star:before {
+  content: "\e006";
+}
+.glyphicon-star-empty:before {
+  content: "\e007";
+}
+.glyphicon-user:before {
+  content: "\e008";
+}
+.glyphicon-film:before {
+  content: "\e009";
+}
+.glyphicon-th-large:before {
+  content: "\e010";
+}
+.glyphicon-th:before {
+  content: "\e011";
+}
+.glyphicon-th-list:before {
+  content: "\e012";
+}
+.glyphicon-ok:before {
+  content: "\e013";
+}
+.glyphicon-remove:before {
+  content: "\e014";
+}
+.glyphicon-zoom-in:before {
+  content: "\e015";
+}
+.glyphicon-zoom-out:before {
+  content: "\e016";
+}
+.glyphicon-off:before {
+  content: "\e017";
+}
+.glyphicon-signal:before {
+  content: "\e018";
+}
+.glyphicon-cog:before {
+  content: "\e019";
+}
+.glyphicon-trash:before {
+  content: "\e020";
+}
+.glyphicon-home:before {
+  content: "\e021";
+}
+.glyphicon-file:before {
+  content: "\e022";
+}
+.glyphicon-time:before {
+  content: "\e023";
+}
+.glyphicon-road:before {
+  content: "\e024";
+}
+.glyphicon-download-alt:before {
+  content: "\e025";
+}
+.glyphicon-download:before {
+  content: "\e026";
+}
+.glyphicon-upload:before {
+  content: "\e027";
+}
+.glyphicon-inbox:before {
+  content: "\e028";
+}
+.glyphicon-play-circle:before {
+  content: "\e029";
+}
+.glyphicon-repeat:before {
+  content: "\e030";
+}
+.glyphicon-refresh:before {
+  content: "\e031";
+}
+.glyphicon-list-alt:before {
+  content: "\e032";
+}
+.glyphicon-lock:before {
+  content: "\e033";
+}
+.glyphicon-flag:before {
+  content: "\e034";
+}
+.glyphicon-headphones:before {
+  content: "\e035";
+}
+.glyphicon-volume-off:before {
+  content: "\e036";
+}
+.glyphicon-volume-down:before {
+  content: "\e037";
+}
+.glyphicon-volume-up:before {
+  content: "\e038";
+}
+.glyphicon-qrcode:before {
+  content: "\e039";
+}
+.glyphicon-barcode:before {
+  content: "\e040";
+}
+.glyphicon-tag:before {
+  content: "\e041";
+}
+.glyphicon-tags:before {
+  content: "\e042";
+}
+.glyphicon-book:before {
+  content: "\e043";
+}
+.glyphicon-bookmark:before {
+  content: "\e044";
+}
+.glyphicon-print:before {
+  content: "\e045";
+}
+.glyphicon-camera:before {
+  content: "\e046";
+}
+.glyphicon-font:before {
+  content: "\e047";
+}
+.glyphicon-bold:before {
+  content: "\e048";
+}
+.glyphicon-italic:before {
+  content: "\e049";
+}
+.glyphicon-text-height:before {
+  content: "\e050";
+}
+.glyphicon-text-width:before {
+  content: "\e051";
+}
+.glyphicon-align-left:before {
+  content: "\e052";
+}
+.glyphicon-align-center:before {
+  content: "\e053";
+}
+.glyphicon-align-right:before {
+  content: "\e054";
+}
+.glyphicon-align-justify:before {
+  content: "\e055";
+}
+.glyphicon-list:before {
+  content: "\e056";
+}
+.glyphicon-indent-left:before {
+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
+.glyphicon-facetime-video:before {
+  content: "\e059";
+}
+.glyphicon-picture:before {
+  content: "\e060";
+}
+.glyphicon-map-marker:before {
+  content: "\e062";
+}
+.glyphicon-adjust:before {
+  content: "\e063";
+}
+.glyphicon-tint:before {
+  content: "\e064";
+}
+.glyphicon-edit:before {
+  content: "\e065";
+}
+.glyphicon-share:before {
+  content: "\e066";
+}
+.glyphicon-check:before {
+  content: "\e067";
+}
+.glyphicon-move:before {
+  content: "\e068";
+}
+.glyphicon-step-backward:before {
+  content: "\e069";
+}
+.glyphicon-fast-backward:before {
+  content: "\e070";
+}
+.glyphicon-backward:before {
+  content: "\e071";
+}
+.glyphicon-play:before {
+  content: "\e072";
+}
+.glyphicon-pause:before {
+  content: "\e073";
+}
+.glyphicon-stop:before {
+  content: "\e074";
+}
+.glyphicon-forward:before {
+  content: "\e075";
+}
+.glyphicon-fast-forward:before {
+  content: "\e076";
+}
+.glyphicon-step-forward:before {
+  content: "\e077";
+}
+.glyphicon-eject:before {
+  content: "\e078";
+}
+.glyphicon-chevron-left:before {
+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
+.glyphicon-minus-sign:before {
+  content: "\e082";
+}
+.glyphicon-remove-sign:before {
+  content: "\e083";
+}
+.glyphicon-ok-sign:before {
+  content: "\e084";
+}
+.glyphicon-question-sign:before {
+  content: "\e085";
+}
+.glyphicon-info-sign:before {
+  content: "\e086";
+}
+.glyphicon-screenshot:before {
+  content: "\e087";
+}
+.glyphicon-remove-circle:before {
+  content: "\e088";
+}
+.glyphicon-ok-circle:before {
+  content: "\e089";
+}
+.glyphicon-ban-circle:before {
+  content: "\e090";
+}
+.glyphicon-arrow-left:before {
+  content: "\e091";
+}
+.glyphicon-arrow-right:before {
+  content: "\e092";
+}
+.glyphicon-arrow-up:before {
+  content: "\e093";
+}
+.glyphicon-arrow-down:before {
+  content: "\e094";
+}
+.glyphicon-share-alt:before {
+  content: "\e095";
+}
+.glyphicon-resize-full:before {
+  content: "\e096";
+}
+.glyphicon-resize-small:before {
+  content: "\e097";
+}
+.glyphicon-exclamation-sign:before {
+  content: "\e101";
+}
+.glyphicon-gift:before {
+  content: "\e102";
+}
+.glyphicon-leaf:before {
+  content: "\e103";
+}
+.glyphicon-fire:before {
+  content: "\e104";
+}
+.glyphicon-eye-open:before {
+  content: "\e105";
+}
+.glyphicon-eye-close:before {
+  content: "\e106";
+}
+.glyphicon-warning-sign:before {
+  content: "\e107";
+}
+.glyphicon-plane:before {
+  content: "\e108";
+}
+.glyphicon-calendar:before {
+  content: "\e109";
+}
+.glyphicon-random:before {
+  content: "\e110";
+}
+.glyphicon-comment:before {
+  content: "\e111";
+}
+.glyphicon-magnet:before {
+  content: "\e112";
+}
+.glyphicon-chevron-up:before {
+  content: "\e113";
+}
+.glyphicon-chevron-down:before {
+  content: "\e114";
+}
+.glyphicon-retweet:before {
+  content: "\e115";
+}
+.glyphicon-shopping-cart:before {
+  content: "\e116";
+}
+.glyphicon-folder-close:before {
+  content: "\e117";
+}
+.glyphicon-folder-open:before {
+  content: "\e118";
+}
+.glyphicon-resize-vertical:before {
+  content: "\e119";
+}
+.glyphicon-resize-horizontal:before {
+  content: "\e120";
+}
+.glyphicon-hdd:before {
+  content: "\e121";
+}
+.glyphicon-bullhorn:before {
+  content: "\e122";
+}
+.glyphicon-bell:before {
+  content: "\e123";
+}
+.glyphicon-certificate:before {
+  content: "\e124";
+}
+.glyphicon-thumbs-up:before {
+  content: "\e125";
+}
+.glyphicon-thumbs-down:before {
+  content: "\e126";
+}
+.glyphicon-hand-right:before {
+  content: "\e127";
+}
+.glyphicon-hand-left:before {
+  content: "\e128";
+}
+.glyphicon-hand-up:before {
+  content: "\e129";
+}
+.glyphicon-hand-down:before {
+  content: "\e130";
+}
+.glyphicon-circle-arrow-right:before {
+  content: "\e131";
+}
+.glyphicon-circle-arrow-left:before {
+  content: "\e132";
+}
+.glyphicon-circle-arrow-up:before {
+  content: "\e133";
+}
+.glyphicon-circle-arrow-down:before {
+  content: "\e134";
+}
+.glyphicon-globe:before {
+  content: "\e135";
+}
+.glyphicon-wrench:before {
+  content: "\e136";
+}
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+  content: "\e137";
+}
+.glyphicon-filter:before {
+  content: "\e138";
+}
+.glyphicon-briefcase:before {
+  content: "\e139";
+}
+.glyphicon-fullscreen:before {
+  content: "\e140";
+}
+.glyphicon-dashboard:before {
+  content: "\e141";
+}
+.glyphicon-paperclip:before {
+  content: "\e142";
+}
+.glyphicon-heart-empty:before {
+  content: "\e143";
+}
+.glyphicon-link:before {
+  content: "\e144";
+}
+.glyphicon-phone:before {
+  content: "\e145";
+}
+.glyphicon-pushpin:before {
+  content: "\e146";
+}
+.glyphicon-usd:before {
+  content: "\e148";
+}
+.glyphicon-gbp:before {
+  content: "\e149";
+}
+.glyphicon-sort:before {
+  content: "\e150";
+}
+.glyphicon-sort-by-alphabet:before {
+  content: "\e151";
+}
+.glyphicon-sort-by-alphabet-alt:before {
+  content: "\e152";
+}
+.glyphicon-sort-by-order:before {
+  content: "\e153";
+}
+.glyphicon-sort-by-order-alt:before {
+  content: "\e154";
+}
+.glyphicon-sort-by-attributes:before {
+  content: "\e155";
+}
+.glyphicon-sort-by-attributes-alt:before {
+  content: "\e156";
+}
+.glyphicon-unchecked:before {
+  content: "\e157";
+}
+.glyphicon-expand:before {
+  content: "\e158";
+}
+.glyphicon-collapse-down:before {
+  content: "\e159";
+}
+.glyphicon-collapse-up:before {
+  content: "\e160";
+}
+.glyphicon-log-in:before {
+  content: "\e161";
+}
+.glyphicon-flash:before {
+  content: "\e162";
+}
+.glyphicon-log-out:before {
+  content: "\e163";
+}
+.glyphicon-new-window:before {
+  content: "\e164";
+}
+.glyphicon-record:before {
+  content: "\e165";
+}
+.glyphicon-save:before {
+  content: "\e166";
+}
+.glyphicon-open:before {
+  content: "\e167";
+}
+.glyphicon-saved:before {
+  content: "\e168";
+}
+.glyphicon-import:before {
+  content: "\e169";
+}
+.glyphicon-export:before {
+  content: "\e170";
+}
+.glyphicon-send:before {
+  content: "\e171";
+}
+.glyphicon-floppy-disk:before {
+  content: "\e172";
+}
+.glyphicon-floppy-saved:before {
+  content: "\e173";
+}
+.glyphicon-floppy-remove:before {
+  content: "\e174";
+}
+.glyphicon-floppy-save:before {
+  content: "\e175";
+}
+.glyphicon-floppy-open:before {
+  content: "\e176";
+}
+.glyphicon-credit-card:before {
+  content: "\e177";
+}
+.glyphicon-transfer:before {
+  content: "\e178";
+}
+.glyphicon-cutlery:before {
+  content: "\e179";
+}
+.glyphicon-header:before {
+  content: "\e180";
+}
+.glyphicon-compressed:before {
+  content: "\e181";
+}
+.glyphicon-earphone:before {
+  content: "\e182";
+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
+.glyphicon-tower:before {
+  content: "\e184";
+}
+.glyphicon-stats:before {
+  content: "\e185";
+}
+.glyphicon-sd-video:before {
+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
+.glyphicon-jpy:before {
+  content: "\00a5";
+}
+.glyphicon-ruble:before {
+  content: "\20bd";
+}
+.glyphicon-rub:before {
+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
+.glyphicon-text-color:before {
+  content: "\e242";
+}
+.glyphicon-text-background:before {
+  content: "\e243";
+}
+.glyphicon-object-align-top:before {
+  content: "\e244";
+}
+.glyphicon-object-align-bottom:before {
+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
+.glyphicon-object-align-right:before {
+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
+.glyphicon-console:before {
+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
+h3 small,
+h4 small,
+h5 small,
+h6 small,
+.h1 small,
+.h2 small,
+.h3 small,
+.h4 small,
+.h5 small,
+.h6 small,
+h1 .small,
+h2 .small,
+h3 .small,
+h4 .small,
+h5 .small,
+h6 .small,
+.h1 .small,
+.h2 .small,
+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
+.h2 .small,
+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
+  content: "\f0dd";
+}
+.fa-sort-up:before,
+.fa-sort-asc:before {
+  content: "\f0de";
+}
+.fa-envelope:before {
+  content: "\f0e0";
+}
+.fa-linkedin:before {
+  content: "\f0e1";
+}
+.fa-rotate-left:before,
+.fa-undo:before {
+  content: "\f0e2";
+}
+.fa-legal:before,
+.fa-gavel:before {
+  content: "\f0e3";
+}
+.fa-dashboard:before,
+.fa-tachometer:before {
+  content: "\f0e4";
+}
+.fa-comment-o:before {
+  content: "\f0e5";
+}
+.fa-comments-o:before {
+  content: "\f0e6";
+}
+.fa-flash:before,
+.fa-bolt:before {
+  content: "\f0e7";
+}
+.fa-sitemap:before {
+  content: "\f0e8";
+}
+.fa-umbrella:before {
+  content: "\f0e9";
+}
+.fa-paste:before,
+.fa-clipboard:before {
+  content: "\f0ea";
+}
+.fa-lightbulb-o:before {
+  content: "\f0eb";
+}
+.fa-exchange:before {
+  content: "\f0ec";
+}
+.fa-cloud-download:before {
+  content: "\f0ed";
+}
+.fa-cloud-upload:before {
+  content: "\f0ee";
+}
+.fa-user-md:before {
+  content: "\f0f0";
+}
+.fa-stethoscope:before {
+  content: "\f0f1";
+}
+.fa-suitcase:before {
+  content: "\f0f2";
+}
+.fa-bell-o:before {
+  content: "\f0a2";
+}
+.fa-coffee:before {
+  content: "\f0f4";
+}
+.fa-cutlery:before {
+  content: "\f0f5";
+}
+.fa-file-text-o:before {
+  content: "\f0f6";
+}
+.fa-building-o:before {
+  content: "\f0f7";
+}
+.fa-hospital-o:before {
+  content: "\f0f8";
+}
+.fa-ambulance:before {
+  content: "\f0f9";
+}
+.fa-medkit:before {
+  content: "\f0fa";
+}
+.fa-fighter-jet:before {
+  content: "\f0fb";
+}
+.fa-beer:before {
+  content: "\f0fc";
+}
+.fa-h-square:before {
+  content: "\f0fd";
+}
+.fa-plus-square:before {
+  content: "\f0fe";
+}
+.fa-angle-double-left:before {
+  content: "\f100";
+}
+.fa-angle-double-right:before {
+  content: "\f101";
+}
+.fa-angle-double-up:before {
+  content: "\f102";
+}
+.fa-angle-double-down:before {
+  content: "\f103";
+}
+.fa-angle-left:before {
+  content: "\f104";
+}
+.fa-angle-right:before {
+  content: "\f105";
+}
+.fa-angle-up:before {
+  content: "\f106";
+}
+.fa-angle-down:before {
+  content: "\f107";
+}
+.fa-desktop:before {
+  content: "\f108";
+}
+.fa-laptop:before {
+  content: "\f109";
+}
+.fa-tablet:before {
+  content: "\f10a";
+}
+.fa-mobile-phone:before,
+.fa-mobile:before {
+  content: "\f10b";
+}
+.fa-circle-o:before {
+  content: "\f10c";
+}
+.fa-quote-left:before {
+  content: "\f10d";
+}
+.fa-quote-right:before {
+  content: "\f10e";
+}
+.fa-spinner:before {
+  content: "\f110";
+}
+.fa-circle:before {
+  content: "\f111";
+}
+.fa-mail-reply:before,
+.fa-reply:before {
+  content: "\f112";
+}
+.fa-github-alt:before {
+  content: "\f113";
+}
+.fa-folder-o:before {
+  content: "\f114";
+}
+.fa-folder-open-o:before {
+  content: "\f115";
+}
+.fa-smile-o:before {
+  content: "\f118";
+}
+.fa-frown-o:before {
+  content: "\f119";
+}
+.fa-meh-o:before {
+  content: "\f11a";
+}
+.fa-gamepad:before {
+  content: "\f11b";
+}
+.fa-keyboard-o:before {
+  content: "\f11c";
+}
+.fa-flag-o:before {
+  content: "\f11d";
+}
+.fa-flag-checkered:before {
+  content: "\f11e";
+}
+.fa-terminal:before {
+  content: "\f120";
+}
+.fa-code:before {
+  content: "\f121";
+}
+.fa-mail-reply-all:before,
+.fa-reply-all:before {
+  content: "\f122";
+}
+.fa-star-half-empty:before,
+.fa-star-half-full:before,
+.fa-star-half-o:before {
+  content: "\f123";
+}
+.fa-location-arrow:before {
+  content: "\f124";
+}
+.fa-crop:before {
+  content: "\f125";
+}
+.fa-code-fork:before {
+  content: "\f126";
+}
+.fa-unlink:before,
+.fa-chain-broken:before {
+  content: "\f127";
+}
+.fa-question:before {
+  content: "\f128";
+}
+.fa-info:before {
+  content: "\f129";
+}
+.fa-exclamation:before {
+  content: "\f12a";
+}
+.fa-superscript:before {
+  content: "\f12b";
+}
+.fa-subscript:before {
+  content: "\f12c";
+}
+.fa-eraser:before {
+  content: "\f12d";
+}
+.fa-puzzle-piece:before {
+  content: "\f12e";
+}
+.fa-microphone:before {
+  content: "\f130";
+}
+.fa-microphone-slash:before {
+  content: "\f131";
+}
+.fa-shield:before {
+  content: "\f132";
+}
+.fa-calendar-o:before {
+  content: "\f133";
+}
+.fa-fire-extinguisher:before {
+  content: "\f134";
+}
+.fa-rocket:before {
+  content: "\f135";
+}
+.fa-maxcdn:before {
+  content: "\f136";
+}
+.fa-chevron-circle-left:before {
+  content: "\f137";
+}
+.fa-chevron-circle-right:before {
+  content: "\f138";
+}
+.fa-chevron-circle-up:before {
+  content: "\f139";
+}
+.fa-chevron-circle-down:before {
+  content: "\f13a";
+}
+.fa-html5:before {
+  content: "\f13b";
+}
+.fa-css3:before {
+  content: "\f13c";
+}
+.fa-anchor:before {
+  content: "\f13d";
+}
+.fa-unlock-alt:before {
+  content: "\f13e";
+}
+.fa-bullseye:before {
+  content: "\f140";
+}
+.fa-ellipsis-h:before {
+  content: "\f141";
+}
+.fa-ellipsis-v:before {
+  content: "\f142";
+}
+.fa-rss-square:before {
+  content: "\f143";
+}
+.fa-play-circle:before {
+  content: "\f144";
+}
+.fa-ticket:before {
+  content: "\f145";
+}
+.fa-minus-square:before {
+  content: "\f146";
+}
+.fa-minus-square-o:before {
+  content: "\f147";
+}
+.fa-level-up:before {
+  content: "\f148";
+}
+.fa-level-down:before {
+  content: "\f149";
+}
+.fa-check-square:before {
+  content: "\f14a";
+}
+.fa-pencil-square:before {
+  content: "\f14b";
+}
+.fa-external-link-square:before {
+  content: "\f14c";
+}
+.fa-share-square:before {
+  content: "\f14d";
+}
+.fa-compass:before {
+  content: "\f14e";
+}
+.fa-toggle-down:before,
+.fa-caret-square-o-down:before {
+  content: "\f150";
+}
+.fa-toggle-up:before,
+.fa-caret-square-o-up:before {
+  content: "\f151";
+}
+.fa-toggle-right:before,
+.fa-caret-square-o-right:before {
+  content: "\f152";
+}
+.fa-euro:before,
+.fa-eur:before {
+  content: "\f153";
+}
+.fa-gbp:before {
+  content: "\f154";
+}
+.fa-dollar:before,
+.fa-usd:before {
+  content: "\f155";
+}
+.fa-rupee:before,
+.fa-inr:before {
+  content: "\f156";
+}
+.fa-cny:before,
+.fa-rmb:before,
+.fa-yen:before,
+.fa-jpy:before {
+  content: "\f157";
+}
+.fa-ruble:before,
+.fa-rouble:before,
+.fa-rub:before {
+  content: "\f158";
+}
+.fa-won:before,
+.fa-krw:before {
+  content: "\f159";
+}
+.fa-bitcoin:before,
+.fa-btc:before {
+  content: "\f15a";
+}
+.fa-file:before {
+  content: "\f15b";
+}
+.fa-file-text:before {
+  content: "\f15c";
+}
+.fa-sort-alpha-asc:before {
+  content: "\f15d";
+}
+.fa-sort-alpha-desc:before {
+  content: "\f15e";
+}
+.fa-sort-amount-asc:before {
+  content: "\f160";
+}
+.fa-sort-amount-desc:before {
+  content: "\f161";
+}
+.fa-sort-numeric-asc:before {
+  content: "\f162";
+}
+.fa-sort-numeric-desc:before {
+  content: "\f163";
+}
+.fa-thumbs-up:before {
+  content: "\f164";
+}
+.fa-thumbs-down:before {
+  content: "\f165";
+}
+.fa-youtube-square:before {
+  content: "\f166";
+}
+.fa-youtube:before {
+  content: "\f167";
+}
+.fa-xing:before {
+  content: "\f168";
+}
+.fa-xing-square:before {
+  content: "\f169";
+}
+.fa-youtube-play:before {
+  content: "\f16a";
+}
+.fa-dropbox:before {
+  content: "\f16b";
+}
+.fa-stack-overflow:before {
+  content: "\f16c";
+}
+.fa-instagram:before {
+  content: "\f16d";
+}
+.fa-flickr:before {
+  content: "\f16e";
+}
+.fa-adn:before {
+  content: "\f170";
+}
+.fa-bitbucket:before {
+  content: "\f171";
+}
+.fa-bitbucket-square:before {
+  content: "\f172";
+}
+.fa-tumblr:before {
+  content: "\f173";
+}
+.fa-tumblr-square:before {
+  content: "\f174";
+}
+.fa-long-arrow-down:before {
+  content: "\f175";
+}
+.fa-long-arrow-up:before {
+  content: "\f176";
+}
+.fa-long-arrow-left:before {
+  content: "\f177";
+}
+.fa-long-arrow-right:before {
+  content: "\f178";
+}
+.fa-apple:before {
+  content: "\f179";
+}
+.fa-windows:before {
+  content: "\f17a";
+}
+.fa-android:before {
+  content: "\f17b";
+}
+.fa-linux:before {
+  content: "\f17c";
+}
+.fa-dribbble:before {
+  content: "\f17d";
+}
+.fa-skype:before {
+  content: "\f17e";
+}
+.fa-foursquare:before {
+  content: "\f180";
+}
+.fa-trello:before {
+  content: "\f181";
+}
+.fa-female:before {
+  content: "\f182";
+}
+.fa-male:before {
+  content: "\f183";
+}
+.fa-gittip:before {
+  content: "\f184";
+}
+.fa-sun-o:before {
+  content: "\f185";
+}
+.fa-moon-o:before {
+  content: "\f186";
+}
+.fa-archive:before {
+  content: "\f187";
+}
+.fa-bug:before {
+  content: "\f188";
+}
+.fa-vk:before {
+  content: "\f189";
+}
+.fa-weibo:before {
+  content: "\f18a";
+}
+.fa-renren:before {
+  content: "\f18b";
+}
+.fa-pagelines:before {
+  content: "\f18c";
+}
+.fa-stack-exchange:before {
+  content: "\f18d";
+}
+.fa-arrow-circle-o-right:before {
+  content: "\f18e";
+}
+.fa-arrow-circle-o-left:before {
+  content: "\f190";
+}
+.fa-toggle-left:before,
+.fa-caret-square-o-left:before {
+  content: "\f191";
+}
+.fa-dot-circle-o:before {
+  content: "\f192";
+}
+.fa-wheelchair:before {
+  content: "\f193";
+}
+.fa-vimeo-square:before {
+  content: "\f194";
+}
+.fa-turkish-lira:before,
+.fa-try:before {
+  content: "\f195";
+}
+.fa-plus-square-o:before {
+  content: "\f196";
+}
+.fa-space-shuttle:before {
+  content: "\f197";
+}
+.fa-slack:before {
+  content: "\f198";
+}
+.fa-envelope-square:before {
+  content: "\f199";
+}
+.fa-wordpress:before {
+  content: "\f19a";
+}
+.fa-openid:before {
+  content: "\f19b";
+}
+.fa-institution:before,
+.fa-bank:before,
+.fa-university:before {
+  content: "\f19c";
+}
+.fa-mortar-board:before,
+.fa-graduation-cap:before {
+  content: "\f19d";
+}
+.fa-yahoo:before {
+  content: "\f19e";
+}
+.fa-google:before {
+  content: "\f1a0";
+}
+.fa-reddit:before {
+  content: "\f1a1";
+}
+.fa-reddit-square:before {
+  content: "\f1a2";
+}
+.fa-stumbleupon-circle:before {
+  content: "\f1a3";
+}
+.fa-stumbleupon:before {
+  content: "\f1a4";
+}
+.fa-delicious:before {
+  content: "\f1a5";
+}
+.fa-digg:before {
+  content: "\f1a6";
+}
+.fa-pied-piper:before {
+  content: "\f1a7";
+}
+.fa-pied-piper-alt:before {
+  content: "\f1a8";
+}
+.fa-drupal:before {
+  content: "\f1a9";
+}
+.fa-joomla:before {
+  content: "\f1aa";
+}
+.fa-language:before {
+  content: "\f1ab";
+}
+.fa-fax:before {
+  content: "\f1ac";
+}
+.fa-building:before {
+  content: "\f1ad";
+}
+.fa-child:before {
+  content: "\f1ae";
+}
+.fa-paw:before {
+  content: "\f1b0";
+}
+.fa-spoon:before {
+  content: "\f1b1";
+}
+.fa-cube:before {
+  content: "\f1b2";
+}
+.fa-cubes:before {
+  content: "\f1b3";
+}
+.fa-behance:before {
+  content: "\f1b4";
+}
+.fa-behance-square:before {
+  content: "\f1b5";
+}
+.fa-steam:before {
+  content: "\f1b6";
+}
+.fa-steam-square:before {
+  content: "\f1b7";
+}
+.fa-recycle:before {
+  content: "\f1b8";
+}
+.fa-automobile:before,
+.fa-car:before {
+  content: "\f1b9";
+}
+.fa-cab:before,
+.fa-taxi:before {
+  content: "\f1ba";
+}
+.fa-tree:before {
+  content: "\f1bb";
+}
+.fa-spotify:before {
+  content: "\f1bc";
+}
+.fa-deviantart:before {
+  content: "\f1bd";
+}
+.fa-soundcloud:before {
+  content: "\f1be";
+}
+.fa-database:before {
+  content: "\f1c0";
+}
+.fa-file-pdf-o:before {
+  content: "\f1c1";
+}
+.fa-file-word-o:before {
+  content: "\f1c2";
+}
+.fa-file-excel-o:before {
+  content: "\f1c3";
+}
+.fa-file-powerpoint-o:before {
+  content: "\f1c4";
+}
+.fa-file-photo-o:before,
+.fa-file-picture-o:before,
+.fa-file-image-o:before {
+  content: "\f1c5";
+}
+.fa-file-zip-o:before,
+.fa-file-archive-o:before {
+  content: "\f1c6";
+}
+.fa-file-sound-o:before,
+.fa-file-audio-o:before {
+  content: "\f1c7";
+}
+.fa-file-movie-o:before,
+.fa-file-video-o:before {
+  content: "\f1c8";
+}
+.fa-file-code-o:before {
+  content: "\f1c9";
+}
+.fa-vine:before {
+  content: "\f1ca";
+}
+.fa-codepen:before {
+  content: "\f1cb";
+}
+.fa-jsfiddle:before {
+  content: "\f1cc";
+}
+.fa-life-bouy:before,
+.fa-life-buoy:before,
+.fa-life-saver:before,
+.fa-support:before,
+.fa-life-ring:before {
+  content: "\f1cd";
+}
+.fa-circle-o-notch:before {
+  content: "\f1ce";
+}
+.fa-ra:before,
+.fa-rebel:before {
+  content: "\f1d0";
+}
+.fa-ge:before,
+.fa-empire:before {
+  content: "\f1d1";
+}
+.fa-git-square:before {
+  content: "\f1d2";
+}
+.fa-git:before {
+  content: "\f1d3";
+}
+.fa-hacker-news:before {
+  content: "\f1d4";
+}
+.fa-tencent-weibo:before {
+  content: "\f1d5";
+}
+.fa-qq:before {
+  content: "\f1d6";
+}
+.fa-wechat:before,
+.fa-weixin:before {
+  content: "\f1d7";
+}
+.fa-send:before,
+.fa-paper-plane:before {
+  content: "\f1d8";
+}
+.fa-send-o:before,
+.fa-paper-plane-o:before {
+  content: "\f1d9";
+}
+.fa-history:before {
+  content: "\f1da";
+}
+.fa-circle-thin:before {
+  content: "\f1db";
+}
+.fa-header:before {
+  content: "\f1dc";
+}
+.fa-paragraph:before {
+  content: "\f1dd";
+}
+.fa-sliders:before {
+  content: "\f1de";
+}
+.fa-share-alt:before {
+  content: "\f1e0";
+}
+.fa-share-alt-square:before {
+  content: "\f1e1";
+}
+.fa-bomb:before {
+  content: "\f1e2";
+}
+.fa-soccer-ball-o:before,
+.fa-futbol-o:before {
+  content: "\f1e3";
+}
+.fa-tty:before {
+  content: "\f1e4";
+}
+.fa-binoculars:before {
+  content: "\f1e5";
+}
+.fa-plug:before {
+  content: "\f1e6";
+}
+.fa-slideshare:before {
+  content: "\f1e7";
+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+@media (max-width: 991px) {
+  #ipython_notebook {
+    margin-left: 10px;
+  }
+}
+[dir="rtl"] #ipython_notebook {
+  float: right !important;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#login_widget {
+  float: right;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  text-align: center;
+  vertical-align: middle;
+  display: inline;
+  opacity: 0;
+  z-index: 2;
+  width: 12ex;
+  margin-right: -12ex;
+}
+.alternate_upload .btn-upload {
+  height: 22px;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+[dir="rtl"] #tabs li {
+  float: right;
+}
+ul#tabs {
+  margin-bottom: 4px;
+}
+[dir="rtl"] ul#tabs {
+  margin-right: 0px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons {
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-right {
+  padding-top: 1px;
+  float: left !important;
+}
+[dir="rtl"] .list_toolbar .pull-left {
+  float: right !important;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: baseline;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+[dir="rtl"] #tree-selector a {
+  float: right;
+}
+#button-select-all {
+  min-width: 50px;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+[dir="rtl"] #new-menu {
+  text-align: right;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+[dir="rtl"] #running .col-sm-8 {
+  float: right !important;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI colors. */
+.ansibold {
+  font-weight: bold;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  border-left-width: 1px;
+  padding-left: 5px;
+  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #90CAF9;
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected {
+  border-color: #ababab;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  div.cell.selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected.jupyter-soft-selected {
+  border-left-width: 0;
+  padding-left: 6px;
+  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+  border-left-width: 0px;
+  padding-left: 6px;
+  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  padding: 0.4em;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
+  /* .CodeMirror-lines */
+  padding: 0;
+  border: 0;
+  border-radius: 0;
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul {
+  list-style: disc;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin: 0em 2em;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+  margin: 0em 2em;
+}
+.rendered_html ol {
+  list-style: decimal;
+  margin: 0em 2em;
+  padding-left: 0px;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+  margin: 0em 2em;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+  margin: 0em 2em;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  background-color: #fff;
+  color: #000;
+  font-size: 100%;
+  padding: 0px;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: 1px solid black;
+  border-collapse: collapse;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  border: 1px solid black;
+  border-collapse: collapse;
+  margin: 1em 2em;
+}
+.rendered_html td,
+.rendered_html th {
+  text-align: left;
+  vertical-align: middle;
+  padding: 4px;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget {
+  float: right !important;
+  float: right;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
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+<body>
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+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="New-variance-component-test-for-SNP-set-analysis">New variance component test for SNP set analysis<a class="anchor-link" href="#New-variance-component-test-for-SNP-set-analysis">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Based on the oringinal tutorial, this one changes a new dataset for SNP 24 and focuses on genes with 3 or more SNPs.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Check-version">Check version<a class="anchor-link" href="#Check-version">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>This tutorial has been checked with Julia version 1.1.1</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">versioninfo</span><span class="p">()</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Julia Version 1.1.0
+Commit 80516ca202 (2019-01-21 21:24 UTC)
+Platform Info:
+  OS: macOS (x86_64-apple-darwin14.5.0)
+  CPU: Intel(R) Core(TM) i7-6567U CPU @ 3.30GHz
+  WORD_SIZE: 64
+  LIBM: libopenlibm
+  LLVM: libLLVM-6.0.1 (ORCJIT, skylake)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Install-packages-when-first-use">Install packages when first use<a class="anchor-link" href="#Install-packages-when-first-use">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>You need to have the statistial software R and R package "pracma" installed.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="k">using</span> <span class="n">Pkg</span>
+<span class="n">Pkg</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">PackageSpec</span><span class="p">(</span><span class="n">url</span><span class="o">=</span><span class="s">&quot;https://github.com/OpenMendel/SnpArrays.jl.git&quot;</span><span class="p">))</span>
+<span class="n">Pkg</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">PackageSpec</span><span class="p">(</span><span class="n">url</span><span class="o">=</span><span class="s">&quot;https://github.com/jinjinzhou/VarianceComponentTest.jl.git&quot;</span><span class="p">))</span>
+<span class="n">Pkg</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">PackageSpec</span><span class="p">(</span><span class="n">url</span><span class="o">=</span><span class="s">&quot;https://github.com/OpenMendel/MendelPlots.jl.git&quot;</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Use-packages">Use packages<a class="anchor-link" href="#Use-packages">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="k">using</span> <span class="n">SnpArrays</span>
+<span class="k">using</span> <span class="n">CSV</span>
+<span class="k">using</span> <span class="n">DataFrames</span><span class="p">,</span> <span class="n">Query</span>
+<span class="k">using</span> <span class="n">Distributions</span><span class="p">,</span> <span class="n">DelimitedFiles</span><span class="p">,</span> <span class="n">LinearAlgebra</span>
+<span class="k">using</span> <span class="n">VarianceComponentTest</span>
+<span class="k">using</span> <span class="n">StatsModels</span><span class="p">,</span> <span class="n">Random</span><span class="p">,</span> <span class="n">StatsBase</span><span class="p">,</span> <span class="n">TraitSimulation</span>
+<span class="k">using</span> <span class="n">Random</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/Query/wGX7b.ji for Query [1a8c2f83-1ff3-5112-b086-8aa67b057ba1]
+└ @ Base loading.jl:1184
+┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/VarianceComponentTest/QfNDj.ji for VarianceComponentTest [1b8b39c6-5c46-50f5-9c36-ac18d7f28ae0]
+└ @ Base loading.jl:1184
+┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/TraitSimulation/VikWX.ji for TraitSimulation [dec3038e-29bc-11e9-2207-9f3d5855a202]
+└ @ Base loading.jl:1184
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Reproducibility">Reproducibility<a class="anchor-link" href="#Reproducibility">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>We set a random seed using the Random.jl package for reproducibility. If you wish to end up with different data, you will need to comment out these commands or use another value in Random.seed!().</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">Random</span><span class="o">.</span><span class="n">seed!</span><span class="p">(</span><span class="mi">100</span><span class="p">);</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Enter-the-folder-path">Enter the folder path<a class="anchor-link" href="#Enter-the-folder-path">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="p">;</span><span class="n">pwd</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>/Users/janets/Documents/lap_top_janet/janet/genetics/variance_components/Ruoyao_notebooksAugust2019/newvctest/VCtest_24_input_file
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>You can change the folder path according to your own computer.  For example:</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="p">;</span><span class="n">cd</span> <span class="o">/</span><span class="n">Users</span><span class="o">/</span><span class="n">apple</span><span class="o">/</span><span class="n">Desktop</span><span class="o">/</span><span class="n">Julia</span><span class="o">/</span><span class="n">VCtest_24</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Load-and-filter-missing-value-of-the-definition-file">Load and filter missing value of the definition file<a class="anchor-link" href="#Load-and-filter-missing-value-of-the-definition-file">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>The gene annotation is contained in the definition file in the last (sixth) column. This data is from Option 24 of the Mendel data.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">df</span><span class="o">=</span> <span class="p">(</span><span class="n">CSV</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s">&quot;SNP_def24a.in&quot;</span><span class="p">,</span><span class="n">header</span><span class="o">=</span><span class="kc">false</span><span class="p">))[</span><span class="o">:</span><span class="p">,[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">6</span><span class="p">]]</span>
+<span class="n">chromosomes</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">2</span><span class="p">]</span>
+<span class="n">AdjBasepairs</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">3</span><span class="p">]</span>
+<span class="n">genes</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="k">end</span><span class="p">];</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Set missing value as -1 and count the number of unique genes because we are only interested in genes with 3 or more snps.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">genes</span><span class="p">[</span><span class="n">ismissing</span><span class="o">.</span><span class="p">(</span><span class="n">genes</span><span class="p">)]</span> <span class="o">.=</span> <span class="o">-</span><span class="mi">1</span> <span class="c"># missing value as -1</span>
+<span class="n">chromosomes</span><span class="p">[</span><span class="n">ismissing</span><span class="o">.</span><span class="p">(</span><span class="n">genes</span><span class="p">)]</span> <span class="o">.=</span> <span class="o">-</span><span class="mi">1</span>
+<span class="n">uniquegenes</span> <span class="o">=</span> <span class="n">unique</span><span class="p">(</span><span class="n">genes</span><span class="p">)</span>
+<span class="n">genes_number</span> <span class="o">=</span> <span class="n">length</span><span class="p">(</span><span class="n">uniquegenes</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[6]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>4824</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Read-in-plink-format-genotype-files">Read in plink format genotype files<a class="anchor-link" href="#Read-in-plink-format-genotype-files">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Read three files containing information about the names of snps, locations and phenotype messages.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">plinkFile</span> <span class="o">=</span> <span class="s">&quot;SNP_24&quot;</span>
+<span class="c">## parse data from files</span>
+<span class="n">plinkBedfile</span> <span class="o">=</span> <span class="n">string</span><span class="p">(</span><span class="n">plinkFile</span><span class="p">,</span> <span class="s">&quot;.bed&quot;</span><span class="p">);</span>
+<span class="n">plinkBimfile</span> <span class="o">=</span> <span class="n">string</span><span class="p">(</span><span class="n">plinkFile</span><span class="p">,</span> <span class="s">&quot;.bim&quot;</span><span class="p">);</span>
+<span class="n">plinkFamfile</span> <span class="o">=</span> <span class="n">string</span><span class="p">(</span><span class="n">plinkFile</span><span class="p">,</span> <span class="s">&quot;.fam&quot;</span><span class="p">);</span>
+<span class="n">SNP_24</span> <span class="o">=</span> <span class="n">SnpData</span><span class="p">(</span><span class="s">&quot;SNP_24&quot;</span><span class="p">);</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="c"># BIM file: chr, rs#, morgan, bp position, allele1, allele2</span>
+<span class="n">bimdata</span> <span class="o">=</span> <span class="n">readdlm</span><span class="p">(</span><span class="n">plinkBimfile</span><span class="p">,</span> <span class="n">String</span><span class="p">);</span>
+<span class="n">chrID</span> <span class="o">=</span> <span class="n">bimdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">1</span><span class="p">];</span>
+<span class="n">snpID</span> <span class="o">=</span> <span class="n">bimdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">2</span><span class="p">];</span>
+<span class="n">snpPos</span> <span class="o">=</span> <span class="n">bimdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">4</span><span class="p">];</span>
+<span class="n">nSNP</span> <span class="o">=</span> <span class="n">length</span><span class="p">(</span><span class="n">snpID</span><span class="p">);</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="c"># FAM file: fam ID, ind ID, father ID, mother ID, sex, phenotype</span>
+<span class="n">famdata</span> <span class="o">=</span> <span class="n">readdlm</span><span class="p">(</span><span class="n">plinkFamfile</span><span class="p">,</span><span class="sc">&#39;,&#39;</span><span class="p">)</span>
+<span class="n">nPer</span> <span class="o">=</span> <span class="n">length</span><span class="p">(</span><span class="n">famdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
+<span class="n">Fam_Person_id</span> <span class="o">=</span> <span class="n">DataFrame</span><span class="p">(</span><span class="n">FamID</span> <span class="o">=</span> <span class="n">famdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span><span class="n">PID</span> <span class="o">=</span><span class="n">famdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[9]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<table class="data-frame"><thead><tr><th></th><th>FamID</th><th>PID</th></tr><tr><th></th><th>Any</th><th>Any</th></tr></thead><tbody><p>2,200 rows × 2 columns</p><tr><th>1</th><td>1</td><td>1</td></tr><tr><th>2</th><td>2</td><td>1</td></tr><tr><th>3</th><td>3</td><td>1</td></tr><tr><th>4</th><td>4</td><td>1</td></tr><tr><th>5</th><td>5</td><td>1</td></tr><tr><th>6</th><td>6</td><td>1</td></tr><tr><th>7</th><td>7</td><td>1</td></tr><tr><th>8</th><td>8</td><td>1</td></tr><tr><th>9</th><td>9</td><td>1</td></tr><tr><th>10</th><td>10</td><td>1</td></tr><tr><th>11</th><td>11</td><td>1</td></tr><tr><th>12</th><td>12</td><td>1</td></tr><tr><th>13</th><td>13</td><td>1</td></tr><tr><th>14</th><td>14</td><td>1</td></tr><tr><th>15</th><td>15</td><td>1</td></tr><tr><th>16</th><td>16</td><td>1</td></tr><tr><th>17</th><td>17</td><td>1</td></tr><tr><th>18</th><td>18</td><td>1</td></tr><tr><th>19</th><td>19</td><td>1</td></tr><tr><th>20</th><td>20</td><td>1</td></tr><tr><th>21</th><td>21</td><td>1</td></tr><tr><th>22</th><td>22</td><td>1</td></tr><tr><th>23</th><td>23</td><td>1</td></tr><tr><th>24</th><td>24</td><td>1</td></tr><tr><th>25</th><td>25</td><td>1</td></tr><tr><th>26</th><td>26</td><td>1</td></tr><tr><th>27</th><td>27</td><td>1</td></tr><tr><th>28</th><td>28</td><td>1</td></tr><tr><th>29</th><td>29</td><td>1</td></tr><tr><th>30</th><td>30</td><td>1</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Trait-Simulation">Trait Simulation<a class="anchor-link" href="#Trait-Simulation">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>We will use TraitSimulation.jl package to simulate traits from genotype data for unrelateds by Generalized Linear Models (GLMs). We will simulate our continuous trait treating sex and three snps as fixed effects in the model.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">snpdata</span> <span class="o">=</span> <span class="n">SnpArray</span><span class="p">(</span><span class="s">&quot;Snp_24.bed&quot;</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[10]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>2200×10000 SnpArray:
+ 0x02  0x03  0x03  0x00  0x02  0x03  …  0x02  0x03  0x03  0x03  0x02  0x03
+ 0x02  0x02  0x03  0x02  0x02  0x03     0x03  0x02  0x02  0x03  0x02  0x02
+ 0x03  0x02  0x03  0x02  0x02  0x03     0x03  0x02  0x02  0x02  0x02  0x03
+ 0x03  0x02  0x03  0x02  0x03  0x03     0x03  0x00  0x03  0x03  0x03  0x02
+ 0x03  0x03  0x03  0x00  0x02  0x03     0x03  0x03  0x03  0x03  0x02  0x03
+ 0x03  0x02  0x03  0x02  0x03  0x03  …  0x03  0x03  0x03  0x03  0x02  0x03
+ 0x03  0x02  0x02  0x02  0x03  0x03     0x02  0x00  0x02  0x03  0x02  0x02
+ 0x03  0x00  0x02  0x03  0x00  0x03     0x03  0x02  0x02  0x03  0x02  0x03
+ 0x03  0x02  0x00  0x02  0x02  0x03     0x03  0x02  0x03  0x03  0x02  0x03
+ 0x03  0x02  0x03  0x02  0x03  0x03     0x02  0x03  0x03  0x03  0x03  0x03
+ 0x02  0x02  0x02  0x00  0x03  0x03  …  0x03  0x03  0x03  0x03  0x02  0x02
+ 0x03  0x03  0x03  0x00  0x03  0x03     0x02  0x00  0x00  0x02  0x03  0x02
+ 0x02  0x02  0x03  0x02  0x02  0x03     0x03  0x03  0x02  0x03  0x03  0x03
+    ⋮                             ⋮  ⋱           ⋮                        
+ 0x03  0x03  0x02  0x03  0x03  0x03     0x02  0x03  0x02  0x03  0x02  0x02
+ 0x03  0x02  0x03  0x03  0x03  0x03     0x02  0x02  0x02  0x03  0x02  0x02
+ 0x03  0x02  0x00  0x02  0x02  0x03  …  0x03  0x02  0x03  0x03  0x03  0x02
+ 0x03  0x02  0x03  0x00  0x02  0x03     0x03  0x03  0x03  0x03  0x03  0x02
+ 0x00  0x03  0x02  0x03  0x03  0x03     0x03  0x03  0x03  0x03  0x03  0x03
+ 0x02  0x03  0x03  0x02  0x02  0x03     0x02  0x00  0x00  0x02  0x02  0x03
+ 0x02  0x02  0x03  0x00  0x03  0x03     0x02  0x03  0x03  0x03  0x02  0x02
+ 0x02  0x02  0x02  0x02  0x02  0x03  …  0x00  0x03  0x03  0x03  0x02  0x03
+ 0x03  0x02  0x03  0x03  0x03  0x03     0x03  0x00  0x00  0x03  0x02  0x02
+ 0x03  0x02  0x03  0x03  0x03  0x02     0x03  0x02  0x02  0x03  0x03  0x02
+ 0x03  0x03  0x02  0x00  0x00  0x02     0x02  0x03  0x03  0x03  0x00  0x03
+ 0x03  0x03  0x03  0x00  0x03  0x03     0x03  0x03  0x00  0x03  0x03  0x02</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">snpdef24</span> <span class="o">=</span> <span class="n">readdlm</span><span class="p">(</span><span class="s">&quot;SNP_24.bim&quot;</span><span class="p">;</span><span class="n">header</span> <span class="o">=</span> <span class="kc">false</span><span class="p">)</span>
+<span class="n">snpid</span> <span class="o">=</span> <span class="n">map</span><span class="p">(</span><span class="n">x</span> <span class="o">-&gt;</span> <span class="n">strip</span><span class="p">(</span><span class="n">string</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">snpdef24</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[11]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>10000-element Array{SubString{String},1}:
+ &#34;rs3934834&#34; 
+ &#34;rs6603793&#34; 
+ &#34;rs2843153&#34; 
+ &#34;rs7535528&#34; 
+ &#34;rs12046158&#34;
+ &#34;rs2817134&#34; 
+ &#34;rs4494089&#34; 
+ &#34;rs4648505&#34; 
+ &#34;rs1181883&#34; 
+ &#34;rs10915433&#34;
+ &#34;rs4609397&#34; 
+ &#34;rs600933&#34;  
+ &#34;rs350187&#34;  
+ ⋮           
+ &#34;rs135720&#34;  
+ &#34;rs138407&#34;  
+ &#34;rs2413552&#34; 
+ &#34;rs139426&#34;  
+ &#34;rs137636&#34;  
+ &#34;rs132572&#34;  
+ &#34;rs137948&#34;  
+ &#34;rs739182&#34;  
+ &#34;rs12159200&#34;
+ &#34;rs9611502&#34; 
+ &#34;rs6519287&#34; 
+ &#34;rs11090076&#34;</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>We focus on genes with 3 or more snps. Although it can be altered, we use rs649296, rs11122146, rs1875238 and rs12489977 in this tutorial.<br>
+These four snps are from four different genes and chromosomes. Among them, rs649296 is from gene 24175 (on chromosome 8) which has 20 snps; rs11122146 is from gene 158 (on chromosome 1) which has 5 snps; rs1875238 is from gene 25064 (on chromosome 9); rs12489977 is from gene 17442 (on chromosome 3).</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">ind_rs649296</span><span class="o">=</span> <span class="n">findall</span><span class="p">(</span><span class="n">x</span> <span class="o">-&gt;</span> <span class="n">x</span> <span class="o">==</span> <span class="s">&quot;rs649296&quot;</span><span class="p">,</span><span class="n">snpid</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">ind_rs11122146</span><span class="o">=</span> <span class="n">findall</span><span class="p">(</span><span class="n">x</span> <span class="o">-&gt;</span> <span class="n">x</span> <span class="o">==</span> <span class="s">&quot;rs11122146&quot;</span><span class="p">,</span><span class="n">snpid</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">ind_rs1875238</span><span class="o">=</span><span class="n">findall</span><span class="p">(</span><span class="n">x</span> <span class="o">-&gt;</span> <span class="n">x</span> <span class="o">==</span> <span class="s">&quot;rs1875238&quot;</span><span class="p">,</span><span class="n">snpid</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">ind_rs12489977</span> <span class="o">=</span> <span class="n">findall</span><span class="p">(</span><span class="n">x</span> <span class="o">-&gt;</span> <span class="n">x</span> <span class="o">==</span> <span class="s">&quot;rs12489977&quot;</span><span class="p">,</span><span class="n">snpid</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[12]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>1834</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">snp1</span> <span class="o">=</span> <span class="n">convert</span><span class="p">(</span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Float64</span><span class="p">},</span> <span class="nd">@view</span><span class="p">(</span><span class="n">snpdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="n">ind_rs649296</span><span class="p">]))</span>
+<span class="n">snp2</span> <span class="o">=</span> <span class="n">convert</span><span class="p">(</span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Float64</span><span class="p">},</span> <span class="nd">@view</span><span class="p">(</span><span class="n">snpdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="n">ind_rs11122146</span><span class="p">]))</span>
+<span class="n">snp3</span> <span class="o">=</span> <span class="n">convert</span><span class="p">(</span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Float64</span><span class="p">},</span> <span class="nd">@view</span><span class="p">(</span><span class="n">snpdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="n">ind_rs1875238</span><span class="p">]))</span>
+<span class="n">snp4</span> <span class="o">=</span> <span class="n">convert</span><span class="p">(</span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Float64</span><span class="p">},</span> <span class="nd">@view</span><span class="p">(</span><span class="n">snpdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="n">ind_rs12489977</span><span class="p">]))</span>
+<span class="n">sex</span> <span class="o">=</span> <span class="kt">Float64</span><span class="o">.</span><span class="p">(</span><span class="n">famdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
+<span class="n">X</span> <span class="o">=</span> <span class="n">DataFrame</span><span class="p">(</span><span class="n">sex</span> <span class="o">=</span> <span class="n">sex</span><span class="p">,</span> <span class="n">snp1</span> <span class="o">=</span> <span class="n">snp1</span><span class="p">,</span> <span class="n">snp2</span> <span class="o">=</span> <span class="n">snp2</span><span class="p">,</span><span class="n">snp3</span> <span class="o">=</span> <span class="n">snp3</span><span class="p">,</span><span class="n">snp4</span> <span class="o">=</span> <span class="n">snp4</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[13]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<table class="data-frame"><thead><tr><th></th><th>sex</th><th>snp1</th><th>snp2</th><th>snp3</th><th>snp4</th></tr><tr><th></th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>2,200 rows × 5 columns</p><tr><th>1</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>2</th><td>0.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>3</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>4</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>5</th><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>6</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>7</th><td>0.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>8</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>9</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>10</th><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>0.0</td></tr><tr><th>11</th><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>12</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>13</th><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>14</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>15</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>0.0</td></tr><tr><th>16</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>17</th><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>0.0</td></tr><tr><th>18</th><td>1.0</td><td>2.0</td><td>0.0</td><td>2.0</td><td>1.0</td></tr><tr><th>19</th><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>20</th><td>1.0</td><td>2.0</td><td>0.0</td><td>2.0</td><td>1.0</td></tr><tr><th>21</th><td>1.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>0.0</td></tr><tr><th>22</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>23</th><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>24</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>25</th><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>26</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>27</th><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>2.0</td></tr><tr><th>28</th><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>0.0</td></tr><tr><th>29</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>30</th><td>1.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>2.0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Generalized-Linear-Model">Generalized Linear Model<a class="anchor-link" href="#Generalized-Linear-Model">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>The snp parameters can be changed by the user.  Note make the value large enough or the final pvalue will not be significant. The following ones just are examples and should be modified according to the sample size and application and may not reflect a user's actual data.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+
+<pre><code>mean_formula = "20 + 3(sex) - 0.36(snp1) + 0.45(snp2) - 0.44(snp3) + 0.46(snp4)" # 4diff   
+             = "20 + 3(sex) + 0.35(snp1) - 0.56(snp2) + 0.60(snp3)" # 3diff</code></pre>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">mean_formula</span> <span class="o">=</span> <span class="s">&quot;20 + 3(sex) - 0.36(snp1) + 0.45(snp2) - 0.44(snp3) + 0.46(snp4)&quot;</span>
+<span class="n">GLM_trait_model</span> <span class="o">=</span> <span class="n">GLMTrait</span><span class="p">(</span><span class="n">mean_formula</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">NormalResponse</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span> <span class="n">IdentityLink</span><span class="p">())</span>
+<span class="n">Simulated_GLM_trait</span> <span class="o">=</span> <span class="n">simulate</span><span class="p">(</span><span class="n">GLM_trait_model</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[14]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<table class="data-frame"><thead><tr><th></th><th>trait1</th></tr><tr><th></th><th>Float64</th></tr></thead><tbody><p>2,200 rows × 1 columns</p><tr><th>1</th><td>21.9037</td></tr><tr><th>2</th><td>21.3475</td></tr><tr><th>3</th><td>21.5572</td></tr><tr><th>4</th><td>22.337</td></tr><tr><th>5</th><td>26.8175</td></tr><tr><th>6</th><td>23.8251</td></tr><tr><th>7</th><td>20.9121</td></tr><tr><th>8</th><td>21.0186</td></tr><tr><th>9</th><td>21.3486</td></tr><tr><th>10</th><td>22.1254</td></tr><tr><th>11</th><td>23.0516</td></tr><tr><th>12</th><td>19.332</td></tr><tr><th>13</th><td>25.4339</td></tr><tr><th>14</th><td>26.3005</td></tr><tr><th>15</th><td>19.031</td></tr><tr><th>16</th><td>23.0451</td></tr><tr><th>17</th><td>18.9116</td></tr><tr><th>18</th><td>21.0699</td></tr><tr><th>19</th><td>25.8202</td></tr><tr><th>20</th><td>25.3199</td></tr><tr><th>21</th><td>22.2284</td></tr><tr><th>22</th><td>21.7282</td></tr><tr><th>23</th><td>20.5106</td></tr><tr><th>24</th><td>18.9595</td></tr><tr><th>25</th><td>19.4494</td></tr><tr><th>26</th><td>20.2138</td></tr><tr><th>27</th><td>22.0342</td></tr><tr><th>28</th><td>18.706</td></tr><tr><th>29</th><td>23.5814</td></tr><tr><th>30</th><td>23.8188</td></tr><tr><th>&vellip;</th><td>&vellip;</td></tr></tbody></table>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">describe</span><span class="p">(</span><span class="n">Simulated_GLM_trait</span><span class="p">,</span> <span class="n">stats</span> <span class="o">=</span> <span class="p">[</span><span class="o">:</span><span class="n">mean</span><span class="p">,</span> <span class="o">:</span><span class="n">std</span><span class="p">,</span> <span class="o">:</span><span class="n">min</span><span class="p">,</span> <span class="o">:</span><span class="n">q25</span><span class="p">,</span> <span class="o">:</span><span class="n">median</span><span class="p">,</span> <span class="o">:</span><span class="n">q75</span><span class="p">,</span> <span class="o">:</span><span class="n">max</span><span class="p">,</span> <span class="o">:</span><span class="n">eltype</span><span class="p">])</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>┌ Warning: The `stats` keyword argument has been deprecated. Use describe(df, stats...) instead.
+│   caller = ip:0x0
+└ @ Core :-1
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[15]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<table class="data-frame"><thead><tr><th></th><th>variable</th><th>mean</th><th>std</th><th>min</th><th>q25</th><th>median</th><th>q75</th><th>max</th><th>eltype</th></tr><tr><th></th><th>Symbol</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>DataType</th></tr></thead><tbody><p>1 rows × 9 columns</p><tr><th>1</th><td>trait1</td><td>21.5368</td><td>2.5501</td><td>13.7713</td><td>19.7153</td><td>21.6362</td><td>23.3555</td><td>29.6356</td><td>Float64</td></tr></tbody></table>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">Trait1_GLM</span> <span class="o">=</span> <span class="n">hcat</span><span class="p">(</span><span class="n">Fam_Person_id</span><span class="p">,</span> <span class="n">Simulated_GLM_trait</span><span class="p">,</span> <span class="n">X</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[16]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<table class="data-frame"><thead><tr><th></th><th>FamID</th><th>PID</th><th>trait1</th><th>sex</th><th>snp1</th><th>snp2</th><th>snp3</th><th>snp4</th></tr><tr><th></th><th>Any</th><th>Any</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>2,200 rows × 8 columns</p><tr><th>1</th><td>1</td><td>1</td><td>21.9037</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>2</th><td>2</td><td>1</td><td>21.3475</td><td>0.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>3</th><td>3</td><td>1</td><td>21.5572</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>4</th><td>4</td><td>1</td><td>22.337</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>5</th><td>5</td><td>1</td><td>26.8175</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>6</th><td>6</td><td>1</td><td>23.8251</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>7</th><td>7</td><td>1</td><td>20.9121</td><td>0.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>8</th><td>8</td><td>1</td><td>21.0186</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>9</th><td>9</td><td>1</td><td>21.3486</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>10</th><td>10</td><td>1</td><td>22.1254</td><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>0.0</td></tr><tr><th>11</th><td>11</td><td>1</td><td>23.0516</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>12</th><td>12</td><td>1</td><td>19.332</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>13</th><td>13</td><td>1</td><td>25.4339</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>14</th><td>14</td><td>1</td><td>26.3005</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>15</th><td>15</td><td>1</td><td>19.031</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>0.0</td></tr><tr><th>16</th><td>16</td><td>1</td><td>23.0451</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>17</th><td>17</td><td>1</td><td>18.9116</td><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>0.0</td></tr><tr><th>18</th><td>18</td><td>1</td><td>21.0699</td><td>1.0</td><td>2.0</td><td>0.0</td><td>2.0</td><td>1.0</td></tr><tr><th>19</th><td>19</td><td>1</td><td>25.8202</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>20</th><td>20</td><td>1</td><td>25.3199</td><td>1.0</td><td>2.0</td><td>0.0</td><td>2.0</td><td>1.0</td></tr><tr><th>21</th><td>21</td><td>1</td><td>22.2284</td><td>1.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>0.0</td></tr><tr><th>22</th><td>22</td><td>1</td><td>21.7282</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>23</th><td>23</td><td>1</td><td>20.5106</td><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>24</th><td>24</td><td>1</td><td>18.9595</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>25</th><td>25</td><td>1</td><td>19.4494</td><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>26</th><td>26</td><td>1</td><td>20.2138</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>27</th><td>27</td><td>1</td><td>22.0342</td><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>2.0</td></tr><tr><th>28</th><td>28</td><td>1</td><td>18.706</td><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>0.0</td></tr><tr><th>29</th><td>29</td><td>1</td><td>23.5814</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>30</th><td>30</td><td>1</td><td>23.8188</td><td>1.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>2.0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">CSV</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s">&quot;Trait1_GLM.csv&quot;</span><span class="p">,</span> <span class="n">Trait1_GLM</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[18]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&#34;Trait1_GLM.csv&#34;</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Extract-phenotype-and-covariates">Extract phenotype and covariates<a class="anchor-link" href="#Extract-phenotype-and-covariates">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">ytrait</span> <span class="o">=</span> <span class="n">readdlm</span><span class="p">(</span><span class="s">&quot;Trait1_GLM.csv&quot;</span><span class="p">,</span> <span class="sc">&#39;,&#39;</span><span class="p">;</span><span class="n">header</span> <span class="o">=</span> <span class="kc">false</span><span class="p">,</span> <span class="n">skipstart</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">y</span> <span class="o">=</span> <span class="n">convert</span><span class="p">(</span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Float64</span><span class="p">},</span> <span class="n">ytrait</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[19]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>2200-element Array{Float64,1}:
+ 21.903727897598223
+ 21.347506361432973
+ 21.557158012566536
+ 22.33696667367645 
+ 26.81747848096493 
+ 23.825127838651703
+ 20.91214104662801 
+ 21.018594298261547
+ 21.348637996132272
+ 22.125421882328816
+ 23.05157370228284 
+ 19.33201631688663 
+ 25.43389985511292 
+  ⋮                
+ 21.266162824991035
+ 20.1899787106751  
+ 20.265726565300394
+ 17.679625219688123
+ 20.658765295147006
+ 21.851078808252776
+ 22.22852457488234 
+ 16.65477571667752 
+ 16.908007881309874
+ 24.632551836965924
+ 24.300409661278852
+ 20.64711104441882 </pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="c"># covariates</span>
+<span class="c">#2 change to 1.0; 1 change to 0.0</span>
+<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">ones</span><span class="p">(</span><span class="n">size</span><span class="p">(</span><span class="n">sex</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span> <span class="kt">Float64</span><span class="o">.</span><span class="p">(</span><span class="n">sex</span><span class="p">)]</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[20]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>2200×2 Array{Float64,2}:
+ 1.0  1.0
+ 1.0  0.0
+ 1.0  1.0
+ 1.0  1.0
+ 1.0  1.0
+ 1.0  0.0
+ 1.0  0.0
+ 1.0  1.0
+ 1.0  1.0
+ 1.0  0.0
+ 1.0  1.0
+ 1.0  0.0
+ 1.0  1.0
+ ⋮       
+ 1.0  0.0
+ 1.0  0.0
+ 1.0  0.0
+ 1.0  0.0
+ 1.0  0.0
+ 1.0  0.0
+ 1.0  0.0
+ 1.0  0.0
+ 1.0  1.0
+ 1.0  1.0
+ 1.0  1.0
+ 1.0  1.0</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Loop-over-genes">Loop over genes<a class="anchor-link" href="#Loop-over-genes">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>We will conduct gene set analysis for valid genes with 3 or more snps. In this example the time reasonably short because we have only a small number of genes with 3 or more snps but depending on the user's computer it may take around 2 - 10 minutes. To track the process we write out the progress as we go along.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">nNullSimPts</span> <span class="o">=</span> <span class="mi">1000000</span><span class="p">;</span>
+<span class="n">nPtsChi2</span> <span class="o">=</span> <span class="mi">500</span><span class="p">;</span>
+<span class="n">pvalELRT</span> <span class="o">=</span> <span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">}(</span><span class="n">undef</span><span class="p">,</span> <span class="n">genes_number</span><span class="p">)</span>
+<span class="n">pvalERLRT</span> <span class="o">=</span> <span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">}(</span><span class="n">undef</span><span class="p">,</span> <span class="n">genes_number</span><span class="p">)</span>
+<span class="n">pvalEscore</span> <span class="o">=</span> <span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">}(</span><span class="n">undef</span><span class="p">,</span> <span class="n">genes_number</span><span class="p">)</span>
+<span class="nd">@time</span> <span class="k">for</span> <span class="n">i</span> <span class="kp">in</span> <span class="mi">1</span><span class="o">:</span><span class="n">length</span><span class="p">(</span><span class="n">uniquegenes</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">uniquegenes</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span> <span class="c">#missing values for genes were coded as -1</span>
+        <span class="n">pvalELRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
+        <span class="n">pvalERLRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
+        <span class="n">pvalEscore</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
+        <span class="k">continue</span>
+    <span class="k">end</span>
+    <span class="n">snpset_index</span> <span class="o">=</span> <span class="n">genes</span><span class="o">.==</span> <span class="n">uniquegenes</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
+    <span class="k">if</span> <span class="p">(</span><span class="n">sum</span><span class="p">((</span><span class="n">snpset_index</span><span class="p">))</span> <span class="o">&lt;</span> <span class="mi">3</span> <span class="p">)</span>
+        <span class="n">pvalELRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
+        <span class="n">pvalERLRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
+        <span class="n">pvalEscore</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
+        <span class="k">continue</span>
+    <span class="k">else</span>
+        <span class="n">G</span> <span class="o">=</span> <span class="n">convert</span><span class="p">(</span><span class="kt">Matrix</span><span class="p">{</span><span class="kt">Float64</span><span class="p">},</span> <span class="n">SNP_24</span><span class="o">.</span><span class="n">snparray</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="n">snpset_index</span><span class="p">])</span>
+        <span class="c"># get rid of mono-snp</span>
+        <span class="n">maf</span> <span class="o">=</span> <span class="n">sum</span><span class="p">(</span><span class="n">G</span><span class="p">,</span><span class="n">dims</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">/</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">nPer</span><span class="p">);</span>
+        <span class="n">G</span> <span class="o">=</span> <span class="n">G</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="n">map</span><span class="p">(</span><span class="n">x</span> <span class="o">-&gt;</span> <span class="n">maf</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="o">:</span><span class="n">size</span><span class="p">(</span><span class="n">G</span><span class="p">,</span><span class="mi">2</span><span class="p">))];</span>
+        <span class="n">windowSize</span> <span class="o">=</span> <span class="n">size</span><span class="p">(</span><span class="n">G</span><span class="p">,</span><span class="mi">2</span><span class="p">);</span>
+    
+        <span class="k">if</span><span class="p">(</span><span class="n">windowSize</span> <span class="o">&gt;</span> <span class="mi">2</span> <span class="o">&amp;&amp;</span> <span class="n">windowSize</span> <span class="o">&lt;</span> <span class="mi">50</span><span class="p">)</span>
+            <span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">vc0</span><span class="p">,</span> <span class="n">vc1</span><span class="p">,</span> <span class="n">pvalELRT</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">=</span>
+                <span class="n">vctest</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">G</span><span class="p">,</span> 
+                   <span class="n">tests</span> <span class="o">=</span> <span class="s">&quot;eLRT&quot;</span><span class="p">,</span> 
+                   <span class="n">Vform</span> <span class="o">=</span> <span class="s">&quot;half&quot;</span><span class="p">,</span> 
+                    <span class="n">nPtsChi2</span> <span class="o">=</span> <span class="n">nPtsChi2</span><span class="p">,</span>
+                    <span class="n">windowSize</span> <span class="o">=</span> <span class="n">windowSize</span><span class="p">,</span>
+                    <span class="n">pvalueComputings</span> <span class="o">=</span> <span class="s">&quot;chi2&quot;</span><span class="p">,</span>
+<span class="c">#                     pvalueComputings = &quot;MonteCarlo&quot;, </span>
+                    <span class="n">nNullSimPts</span> <span class="o">=</span> <span class="n">nNullSimPts</span><span class="p">);</span>  
+            <span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">vc0</span><span class="p">,</span> <span class="n">vc1</span><span class="p">,</span> <span class="n">pvalERLRT</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">=</span>
+                <span class="n">vctest</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">G</span><span class="p">,</span> 
+                <span class="n">tests</span> <span class="o">=</span> <span class="s">&quot;eRLRT&quot;</span><span class="p">,</span> 
+                <span class="n">Vform</span> <span class="o">=</span> <span class="s">&quot;half&quot;</span><span class="p">,</span>
+                <span class="n">tolX</span> <span class="o">=</span> <span class="mf">1e-6</span><span class="p">,</span>
+                <span class="n">nPtsChi2</span> <span class="o">=</span> <span class="n">nPtsChi2</span><span class="p">,</span>
+                <span class="n">windowSize</span> <span class="o">=</span> <span class="n">windowSize</span><span class="p">,</span>
+                <span class="n">pvalueComputings</span> <span class="o">=</span> <span class="s">&quot;chi2&quot;</span><span class="p">,</span>
+<span class="c">#                 pvalueComputings = &quot;MonteCarlo&quot;, </span>
+                <span class="n">nNullSimPts</span> <span class="o">=</span> <span class="n">nNullSimPts</span><span class="p">);</span>
+<span class="c">### </span>
+<span class="c">## eScore uses integration to calculate p-value -currently Julia&#39;s package not updated used R package </span>
+<span class="c">## used R package pracma, need to first instll: install.packages(&quot;pracma&quot;)</span>
+            <span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">vc0</span><span class="p">,</span> <span class="n">vc1</span><span class="p">,</span> <span class="n">pvalEscore</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">=</span>
+                <span class="n">vctest</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">G</span><span class="p">,</span> <span class="n">tests</span> <span class="o">=</span> <span class="s">&quot;eScore&quot;</span><span class="p">,</span> 
+                    <span class="n">Vform</span> <span class="o">=</span> <span class="s">&quot;half&quot;</span><span class="p">,</span>
+                    <span class="n">windowSize</span> <span class="o">=</span> <span class="n">windowSize</span><span class="p">)</span>
+            <span class="n">println</span><span class="p">(</span><span class="s">&quot;finished </span><span class="si">$i</span><span class="s">&quot;</span><span class="p">)</span>
+            
+        <span class="k">else</span>
+            <span class="n">pvalELRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
+            <span class="n">pvalERLRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
+            <span class="n">pvalEscore</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
+        <span class="k">end</span>
+    <span class="k">end</span>    
+<span class="k">end</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>┌ Warning: RCall.jl: Loading required package: pracma
+└ @ RCall /Users/janets/.julia/packages/RCall/ffM0W/src/io.jl:113
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>finished 15
+finished 111
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+finished 4711
+finished 4771
+finished 4793
+finished 4795
+275.009100 seconds (316.08 M allocations: 198.556 GiB, 55.40% gc time)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Output-results">Output results<a class="anchor-link" href="#Output-results">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Because of a problem in the CSV package, the number format of very small pvalues in .txt files is not convenient to read when you read them in Julia or other languages. You can remove the commented code to read the files.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">chromosomes</span> <span class="o">=</span> <span class="kt">Array</span><span class="p">{</span><span class="kt">Int64</span><span class="p">}(</span><span class="n">undef</span><span class="p">,</span> <span class="n">genes_number</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">i</span> <span class="kp">in</span> <span class="mi">1</span><span class="o">:</span><span class="n">length</span><span class="p">(</span><span class="n">uniquegenes</span><span class="p">)</span>
+    <span class="n">chromosomes</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">findfirst</span><span class="p">(</span><span class="n">genes</span> <span class="o">.==</span> <span class="n">uniquegenes</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span> <span class="mi">2</span><span class="p">]</span>
+<span class="k">end</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">AdjBasepairs</span> <span class="o">=</span> <span class="kt">Array</span><span class="p">{</span><span class="kt">Int64</span><span class="p">}(</span><span class="n">undef</span><span class="p">,</span> <span class="n">genes_number</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">j</span> <span class="kp">in</span> <span class="mi">1</span><span class="o">:</span><span class="n">length</span><span class="p">(</span><span class="n">uniquegenes</span><span class="p">)</span>
+    <span class="n">AdjBasepairs</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">findfirst</span><span class="p">(</span><span class="n">genes</span> <span class="o">.==</span> <span class="n">uniquegenes</span><span class="p">[</span><span class="n">j</span><span class="p">]),</span><span class="mi">3</span><span class="p">]</span>
+<span class="k">end</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">index</span> <span class="o">=</span> <span class="o">.!</span><span class="n">isnan</span><span class="o">.</span><span class="p">(</span><span class="n">pvalELRT</span><span class="p">)</span>
+<span class="n">plot_ELRT</span> <span class="o">=</span> <span class="n">DataFrame</span><span class="p">(</span><span class="n">GeneID</span> <span class="o">=</span> <span class="n">uniquegenes</span><span class="p">[</span><span class="n">index</span><span class="p">],</span>
+    <span class="n">Chromosome</span> <span class="o">=</span> <span class="n">chromosomes</span><span class="p">[</span><span class="n">index</span><span class="p">],</span> 
+    <span class="n">AdjBasepair</span> <span class="o">=</span> <span class="n">AdjBasepairs</span><span class="p">[</span><span class="n">index</span><span class="p">],</span>
+    <span class="n">Pvalue</span> <span class="o">=</span> <span class="n">pvalELRT</span><span class="p">[</span><span class="n">index</span><span class="p">])</span>
+<span class="n">CSV</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s">&quot;exactVC_eLRT_pVal_4diffsnps.txt&quot;</span><span class="p">,</span> <span class="n">plot_ELRT</span><span class="p">)</span>
+
+<span class="cm">#= read all the pvalues</span>
+<span class="cm">df1 = CSV.read(&quot;exactVC_eLRT_pVal_3diffsnps.txt&quot;)[4]</span>
+<span class="cm">for i in 1:length(df1)</span>
+<span class="cm">    println(df1[i])</span>
+<span class="cm">end</span>
+<span class="cm">=#</span>
+
+<span class="cm">#= read pvalues which are not equal to 1</span>
+<span class="cm">df1 = CSV.read(&quot;exactVC_eLRT_pVal_4diffsnps.txt&quot;)[4]</span>
+<span class="cm">for i in 1:length(df1)</span>
+<span class="cm">    if df1[i] != 1</span>
+<span class="cm">        println(df1[i])</span>
+<span class="cm">    end</span>
+<span class="cm">end</span>
+<span class="cm">=#</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[24]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&#34;exactVC_eLRT_pVal_4diffsnps.txt&#34;</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">index</span> <span class="o">=</span> <span class="o">.!</span><span class="n">isnan</span><span class="o">.</span><span class="p">(</span><span class="n">pvalERLRT</span><span class="p">)</span>
+<span class="n">plot_ERLRT</span> <span class="o">=</span> <span class="n">DataFrame</span><span class="p">(</span><span class="n">GeneID</span> <span class="o">=</span> <span class="n">uniquegenes</span><span class="p">[</span><span class="n">index</span><span class="p">],</span>
+    <span class="n">Chromosome</span> <span class="o">=</span> <span class="n">chromosomes</span><span class="p">[</span><span class="n">index</span><span class="p">],</span> 
+    <span class="n">AdjBasepair</span> <span class="o">=</span> <span class="n">AdjBasepairs</span><span class="p">[</span><span class="n">index</span><span class="p">],</span>
+    <span class="n">Pvalue</span> <span class="o">=</span> <span class="n">pvalERLRT</span><span class="p">[</span><span class="n">index</span><span class="p">])</span>
+<span class="n">CSV</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s">&quot;exactVC_eRLRT_pVal_4diffsnps.txt&quot;</span><span class="p">,</span> <span class="n">plot_ERLRT</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[25]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&#34;exactVC_eRLRT_pVal_4diffsnps.txt&#34;</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">index</span> <span class="o">=</span> <span class="o">.!</span><span class="n">isnan</span><span class="o">.</span><span class="p">(</span><span class="n">pvalEscore</span><span class="p">)</span>
+<span class="n">plot_Escore</span> <span class="o">=</span> <span class="n">DataFrame</span><span class="p">(</span><span class="n">GeneID</span> <span class="o">=</span> <span class="n">uniquegenes</span><span class="p">[</span><span class="n">index</span><span class="p">],</span>
+    <span class="n">Chromosome</span> <span class="o">=</span> <span class="n">chromosomes</span><span class="p">[</span><span class="n">index</span><span class="p">],</span> 
+    <span class="n">AdjBasepair</span> <span class="o">=</span> <span class="n">AdjBasepairs</span><span class="p">[</span><span class="n">index</span><span class="p">],</span>
+    <span class="n">Pvalue</span> <span class="o">=</span> <span class="n">pvalEscore</span><span class="p">[</span><span class="n">index</span><span class="p">])</span>
+<span class="n">CSV</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s">&quot;exactVC_Escore_pVal_4diffsnps.txt&quot;</span><span class="p">,</span> <span class="n">plot_Escore</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt output_prompt">Out[26]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&#34;exactVC_Escore_pVal_4diffsnps.txt&#34;</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Manhattan-Plot">Manhattan Plot<a class="anchor-link" href="#Manhattan-Plot">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>The following code produces the Manhattan plots for the three different methods and saves them as <code>.png</code> files.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[27]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="k">using</span> <span class="n">MendelPlots</span>
+
+<span class="n">manhattan</span><span class="p">(</span><span class="n">plot_ELRT</span><span class="p">;</span> <span class="n">pvalvar</span> <span class="o">=</span> <span class="s">&quot;Pvalue&quot;</span><span class="p">,</span> <span class="n">chrvar</span> <span class="o">=</span> <span class="s">&quot;Chromosome&quot;</span><span class="p">,</span> 
+    <span class="n">posvar</span> <span class="o">=</span> <span class="s">&quot;AdjBasepair&quot;</span><span class="p">,</span> <span class="n">outfile</span> <span class="o">=</span> <span class="s">&quot;exactVC_eLRT_manhattan.png&quot;</span><span class="p">,</span> 
+    <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="n">pt</span><span class="p">,</span> <span class="n">linecolor</span> <span class="o">=</span> <span class="s">&quot;red&quot;</span><span class="p">)</span>
+
+<span class="n">manhattan</span><span class="p">(</span><span class="n">plot_ERLRT</span><span class="p">;</span> <span class="n">pvalvar</span> <span class="o">=</span> <span class="s">&quot;Pvalue&quot;</span><span class="p">,</span> <span class="n">chrvar</span> <span class="o">=</span> <span class="s">&quot;Chromosome&quot;</span><span class="p">,</span> 
+    <span class="n">posvar</span> <span class="o">=</span> <span class="s">&quot;AdjBasepair&quot;</span><span class="p">,</span> <span class="n">outfile</span> <span class="o">=</span> <span class="s">&quot;exactVC_eRLRT_manhattan.png&quot;</span><span class="p">,</span> 
+    <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="n">pt</span><span class="p">,</span> <span class="n">linecolor</span> <span class="o">=</span> <span class="s">&quot;red&quot;</span><span class="p">)</span>
+
+<span class="n">manhattan</span><span class="p">(</span><span class="n">plot_Escore</span><span class="p">;</span> <span class="n">pvalvar</span> <span class="o">=</span> <span class="s">&quot;Pvalue&quot;</span><span class="p">,</span> <span class="n">chrvar</span> <span class="o">=</span> <span class="s">&quot;Chromosome&quot;</span><span class="p">,</span> 
+    <span class="n">posvar</span> <span class="o">=</span> <span class="s">&quot;AdjBasepair&quot;</span><span class="p">,</span> <span class="n">outfile</span> <span class="o">=</span> <span class="s">&quot;exactVC_eScore_manhattan.png&quot;</span><span class="p">,</span> 
+    <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="n">pt</span><span class="p">,</span> <span class="n">linecolor</span> <span class="o">=</span> <span class="s">&quot;red&quot;</span><span class="p">)</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/MendelPlots/5R3iq.ji for MendelPlots [7ab2ea78-72dd-4c03-85d8-fc2b0db252af]
+└ @ Base loading.jl:1184
+┌ Info: Loading DataFrames support into Gadfly.jl
+└ @ Gadfly /Users/janets/.julia/packages/Gadfly/09PWZ/src/mapping.jl:228
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="eRLRT">eRLRT<a class="anchor-link" href="#eRLRT">&#182;</a></h4>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[28]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">display</span><span class="p">(</span><span class="s">&quot;image/png&quot;</span><span class="p">,</span> <span class="n">read</span><span class="p">(</span><span class="s">&quot;exactVC_eRLRT_manhattan.png&quot;</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
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"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="eLRT">eLRT<a class="anchor-link" href="#eLRT">&#182;</a></h4>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">display</span><span class="p">(</span><span class="s">&quot;image/png&quot;</span><span class="p">,</span> <span class="n">read</span><span class="p">(</span><span class="s">&quot;exactVC_eLRT_manhattan.png&quot;</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
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"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div>
+<div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h4 id="eScore">eScore<a class="anchor-link" href="#eScore">&#182;</a></h4>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[30]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-julia"><pre><span></span><span class="n">display</span><span class="p">(</span><span class="s">&quot;image/png&quot;</span><span class="p">,</span> <span class="n">read</span><span class="p">(</span><span class="s">&quot;exactVC_eScore_manhattan.png&quot;</span><span class="p">))</span>
+</pre></div>
+
+</div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+<div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
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+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/VCTest/VC test_new.ipynb b/VCTest/VC test_new.ipynb
new file mode 100644
index 0000000..73ca541
--- /dev/null
+++ b/VCTest/VC test_new.ipynb	
@@ -0,0 +1,1540 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# New variance component test for SNP set analysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Based on the oringinal tutorial, this one changes a new dataset for SNP 24 and focuses on genes with 3 or more SNPs. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Check version "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This tutorial has been checked with Julia version 1.1.1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Julia Version 1.1.0\n",
+      "Commit 80516ca202 (2019-01-21 21:24 UTC)\n",
+      "Platform Info:\n",
+      "  OS: macOS (x86_64-apple-darwin14.5.0)\n",
+      "  CPU: Intel(R) Core(TM) i7-6567U CPU @ 3.30GHz\n",
+      "  WORD_SIZE: 64\n",
+      "  LIBM: libopenlibm\n",
+      "  LLVM: libLLVM-6.0.1 (ORCJIT, skylake)\n"
+     ]
+    }
+   ],
+   "source": [
+    "versioninfo()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Install packages when first use"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You need to have the statistial software R and R package \"pracma\" installed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Pkg\n",
+    "Pkg.add(PackageSpec(url=\"https://github.com/OpenMendel/SnpArrays.jl.git\"))\n",
+    "Pkg.add(PackageSpec(url=\"https://github.com/jinjinzhou/VarianceComponentTest.jl.git\"))\n",
+    "Pkg.add(PackageSpec(url=\"https://github.com/OpenMendel/MendelPlots.jl.git\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Use packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/Query/wGX7b.ji for Query [1a8c2f83-1ff3-5112-b086-8aa67b057ba1]\n",
+      "└ @ Base loading.jl:1184\n",
+      "┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/VarianceComponentTest/QfNDj.ji for VarianceComponentTest [1b8b39c6-5c46-50f5-9c36-ac18d7f28ae0]\n",
+      "└ @ Base loading.jl:1184\n",
+      "┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/TraitSimulation/VikWX.ji for TraitSimulation [dec3038e-29bc-11e9-2207-9f3d5855a202]\n",
+      "└ @ Base loading.jl:1184\n"
+     ]
+    }
+   ],
+   "source": [
+    "using SnpArrays\n",
+    "using CSV\n",
+    "using DataFrames, Query\n",
+    "using Distributions, DelimitedFiles, LinearAlgebra\n",
+    "using VarianceComponentTest\n",
+    "using StatsModels, Random, StatsBase, TraitSimulation\n",
+    "using Random"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reproducibility"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We set a random seed using the Random.jl package for reproducibility. If you wish to end up with different data, you will need to comment out these commands or use another value in Random.seed!()."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Random.seed!(100);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Enter the folder path"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/Users/janets/Documents/lap_top_janet/janet/genetics/variance_components/Ruoyao_notebooksAugust2019/newvctest/VCtest_24_input_file\n"
+     ]
+    }
+   ],
+   "source": [
+    ";pwd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can change the folder path according to your own computer.  For example: "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    ";cd /Users/apple/Desktop/Julia/VCtest_24 "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load and filter missing value of the definition file"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The gene annotation is contained in the definition file in the last (sixth) column. This data is from Option 24 of the Mendel data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "df= (CSV.read(\"SNP_def24a.in\",header=false))[:,[1,2,3,6]]\n",
+    "chromosomes = df[:, 2]\n",
+    "AdjBasepairs = df[:,3]\n",
+    "genes = df[:, end];"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Set missing value as -1 and count the number of unique genes because we are only interested in genes with 3 or more snps."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4824"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "genes[ismissing.(genes)] .= -1 # missing value as -1\n",
+    "chromosomes[ismissing.(genes)] .= -1\n",
+    "uniquegenes = unique(genes)\n",
+    "genes_number = length(uniquegenes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Read in plink format genotype files"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Read three files containing information about the names of snps, locations and phenotype messages. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plinkFile = \"SNP_24\"\n",
+    "## parse data from files\n",
+    "plinkBedfile = string(plinkFile, \".bed\");\n",
+    "plinkBimfile = string(plinkFile, \".bim\");\n",
+    "plinkFamfile = string(plinkFile, \".fam\");\n",
+    "SNP_24 = SnpData(\"SNP_24\");"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# BIM file: chr, rs#, morgan, bp position, allele1, allele2\n",
+    "bimdata = readdlm(plinkBimfile, String);\n",
+    "chrID = bimdata[:, 1];\n",
+    "snpID = bimdata[:, 2];\n",
+    "snpPos = bimdata[:, 4];\n",
+    "nSNP = length(snpID);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"data-frame\"><thead><tr><th></th><th>FamID</th><th>PID</th></tr><tr><th></th><th>Any</th><th>Any</th></tr></thead><tbody><p>2,200 rows × 2 columns</p><tr><th>1</th><td>1</td><td>1</td></tr><tr><th>2</th><td>2</td><td>1</td></tr><tr><th>3</th><td>3</td><td>1</td></tr><tr><th>4</th><td>4</td><td>1</td></tr><tr><th>5</th><td>5</td><td>1</td></tr><tr><th>6</th><td>6</td><td>1</td></tr><tr><th>7</th><td>7</td><td>1</td></tr><tr><th>8</th><td>8</td><td>1</td></tr><tr><th>9</th><td>9</td><td>1</td></tr><tr><th>10</th><td>10</td><td>1</td></tr><tr><th>11</th><td>11</td><td>1</td></tr><tr><th>12</th><td>12</td><td>1</td></tr><tr><th>13</th><td>13</td><td>1</td></tr><tr><th>14</th><td>14</td><td>1</td></tr><tr><th>15</th><td>15</td><td>1</td></tr><tr><th>16</th><td>16</td><td>1</td></tr><tr><th>17</th><td>17</td><td>1</td></tr><tr><th>18</th><td>18</td><td>1</td></tr><tr><th>19</th><td>19</td><td>1</td></tr><tr><th>20</th><td>20</td><td>1</td></tr><tr><th>21</th><td>21</td><td>1</td></tr><tr><th>22</th><td>22</td><td>1</td></tr><tr><th>23</th><td>23</td><td>1</td></tr><tr><th>24</th><td>24</td><td>1</td></tr><tr><th>25</th><td>25</td><td>1</td></tr><tr><th>26</th><td>26</td><td>1</td></tr><tr><th>27</th><td>27</td><td>1</td></tr><tr><th>28</th><td>28</td><td>1</td></tr><tr><th>29</th><td>29</td><td>1</td></tr><tr><th>30</th><td>30</td><td>1</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
+      ],
+      "text/latex": [
+       "\\begin{tabular}{r|cc}\n",
+       "\t& FamID & PID\\\\\n",
+       "\t\\hline\n",
+       "\t& Any & Any\\\\\n",
+       "\t\\hline\n",
+       "\t1 & 1 & 1 \\\\\n",
+       "\t2 & 2 & 1 \\\\\n",
+       "\t3 & 3 & 1 \\\\\n",
+       "\t4 & 4 & 1 \\\\\n",
+       "\t5 & 5 & 1 \\\\\n",
+       "\t6 & 6 & 1 \\\\\n",
+       "\t7 & 7 & 1 \\\\\n",
+       "\t8 & 8 & 1 \\\\\n",
+       "\t9 & 9 & 1 \\\\\n",
+       "\t10 & 10 & 1 \\\\\n",
+       "\t11 & 11 & 1 \\\\\n",
+       "\t12 & 12 & 1 \\\\\n",
+       "\t13 & 13 & 1 \\\\\n",
+       "\t14 & 14 & 1 \\\\\n",
+       "\t15 & 15 & 1 \\\\\n",
+       "\t16 & 16 & 1 \\\\\n",
+       "\t17 & 17 & 1 \\\\\n",
+       "\t18 & 18 & 1 \\\\\n",
+       "\t19 & 19 & 1 \\\\\n",
+       "\t20 & 20 & 1 \\\\\n",
+       "\t21 & 21 & 1 \\\\\n",
+       "\t22 & 22 & 1 \\\\\n",
+       "\t23 & 23 & 1 \\\\\n",
+       "\t24 & 24 & 1 \\\\\n",
+       "\t25 & 25 & 1 \\\\\n",
+       "\t26 & 26 & 1 \\\\\n",
+       "\t27 & 27 & 1 \\\\\n",
+       "\t28 & 28 & 1 \\\\\n",
+       "\t29 & 29 & 1 \\\\\n",
+       "\t30 & 30 & 1 \\\\\n",
+       "\t$\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/plain": [
+       "2200×2 DataFrame\n",
+       "│ Row  │ FamID │ PID │\n",
+       "│      │ \u001b[90mAny\u001b[39m   │ \u001b[90mAny\u001b[39m │\n",
+       "├──────┼───────┼─────┤\n",
+       "│ 1    │ 1     │ 1   │\n",
+       "│ 2    │ 2     │ 1   │\n",
+       "│ 3    │ 3     │ 1   │\n",
+       "│ 4    │ 4     │ 1   │\n",
+       "│ 5    │ 5     │ 1   │\n",
+       "│ 6    │ 6     │ 1   │\n",
+       "│ 7    │ 7     │ 1   │\n",
+       "│ 8    │ 8     │ 1   │\n",
+       "│ 9    │ 9     │ 1   │\n",
+       "│ 10   │ 10    │ 1   │\n",
+       "⋮\n",
+       "│ 2190 │ 2190  │ 1   │\n",
+       "│ 2191 │ 2191  │ 1   │\n",
+       "│ 2192 │ 2192  │ 1   │\n",
+       "│ 2193 │ 2193  │ 1   │\n",
+       "│ 2194 │ 2194  │ 1   │\n",
+       "│ 2195 │ 2195  │ 1   │\n",
+       "│ 2196 │ 2196  │ 1   │\n",
+       "│ 2197 │ 2197  │ 1   │\n",
+       "│ 2198 │ 2198  │ 1   │\n",
+       "│ 2199 │ 2199  │ 1   │\n",
+       "│ 2200 │ 2200  │ 1   │"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# FAM file: fam ID, ind ID, father ID, mother ID, sex, phenotype\n",
+    "famdata = readdlm(plinkFamfile,',')\n",
+    "nPer = length(famdata[:, 1])\n",
+    "Fam_Person_id = DataFrame(FamID = famdata[:,1],PID =famdata[:,2]) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Trait Simulation"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We will use TraitSimulation.jl package to simulate traits from genotype data for unrelateds by Generalized Linear Models (GLMs). We will simulate our continuous trait treating sex and three snps as fixed effects in the model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2200×10000 SnpArray:\n",
+       " 0x02  0x03  0x03  0x00  0x02  0x03  …  0x02  0x03  0x03  0x03  0x02  0x03\n",
+       " 0x02  0x02  0x03  0x02  0x02  0x03     0x03  0x02  0x02  0x03  0x02  0x02\n",
+       " 0x03  0x02  0x03  0x02  0x02  0x03     0x03  0x02  0x02  0x02  0x02  0x03\n",
+       " 0x03  0x02  0x03  0x02  0x03  0x03     0x03  0x00  0x03  0x03  0x03  0x02\n",
+       " 0x03  0x03  0x03  0x00  0x02  0x03     0x03  0x03  0x03  0x03  0x02  0x03\n",
+       " 0x03  0x02  0x03  0x02  0x03  0x03  …  0x03  0x03  0x03  0x03  0x02  0x03\n",
+       " 0x03  0x02  0x02  0x02  0x03  0x03     0x02  0x00  0x02  0x03  0x02  0x02\n",
+       " 0x03  0x00  0x02  0x03  0x00  0x03     0x03  0x02  0x02  0x03  0x02  0x03\n",
+       " 0x03  0x02  0x00  0x02  0x02  0x03     0x03  0x02  0x03  0x03  0x02  0x03\n",
+       " 0x03  0x02  0x03  0x02  0x03  0x03     0x02  0x03  0x03  0x03  0x03  0x03\n",
+       " 0x02  0x02  0x02  0x00  0x03  0x03  …  0x03  0x03  0x03  0x03  0x02  0x02\n",
+       " 0x03  0x03  0x03  0x00  0x03  0x03     0x02  0x00  0x00  0x02  0x03  0x02\n",
+       " 0x02  0x02  0x03  0x02  0x02  0x03     0x03  0x03  0x02  0x03  0x03  0x03\n",
+       "    ⋮                             ⋮  ⋱           ⋮                        \n",
+       " 0x03  0x03  0x02  0x03  0x03  0x03     0x02  0x03  0x02  0x03  0x02  0x02\n",
+       " 0x03  0x02  0x03  0x03  0x03  0x03     0x02  0x02  0x02  0x03  0x02  0x02\n",
+       " 0x03  0x02  0x00  0x02  0x02  0x03  …  0x03  0x02  0x03  0x03  0x03  0x02\n",
+       " 0x03  0x02  0x03  0x00  0x02  0x03     0x03  0x03  0x03  0x03  0x03  0x02\n",
+       " 0x00  0x03  0x02  0x03  0x03  0x03     0x03  0x03  0x03  0x03  0x03  0x03\n",
+       " 0x02  0x03  0x03  0x02  0x02  0x03     0x02  0x00  0x00  0x02  0x02  0x03\n",
+       " 0x02  0x02  0x03  0x00  0x03  0x03     0x02  0x03  0x03  0x03  0x02  0x02\n",
+       " 0x02  0x02  0x02  0x02  0x02  0x03  …  0x00  0x03  0x03  0x03  0x02  0x03\n",
+       " 0x03  0x02  0x03  0x03  0x03  0x03     0x03  0x00  0x00  0x03  0x02  0x02\n",
+       " 0x03  0x02  0x03  0x03  0x03  0x02     0x03  0x02  0x02  0x03  0x03  0x02\n",
+       " 0x03  0x03  0x02  0x00  0x00  0x02     0x02  0x03  0x03  0x03  0x00  0x03\n",
+       " 0x03  0x03  0x03  0x00  0x03  0x03     0x03  0x03  0x00  0x03  0x03  0x02"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "snpdata = SnpArray(\"Snp_24.bed\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "10000-element Array{SubString{String},1}:\n",
+       " \"rs3934834\" \n",
+       " \"rs6603793\" \n",
+       " \"rs2843153\" \n",
+       " \"rs7535528\" \n",
+       " \"rs12046158\"\n",
+       " \"rs2817134\" \n",
+       " \"rs4494089\" \n",
+       " \"rs4648505\" \n",
+       " \"rs1181883\" \n",
+       " \"rs10915433\"\n",
+       " \"rs4609397\" \n",
+       " \"rs600933\"  \n",
+       " \"rs350187\"  \n",
+       " ⋮           \n",
+       " \"rs135720\"  \n",
+       " \"rs138407\"  \n",
+       " \"rs2413552\" \n",
+       " \"rs139426\"  \n",
+       " \"rs137636\"  \n",
+       " \"rs132572\"  \n",
+       " \"rs137948\"  \n",
+       " \"rs739182\"  \n",
+       " \"rs12159200\"\n",
+       " \"rs9611502\" \n",
+       " \"rs6519287\" \n",
+       " \"rs11090076\""
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "snpdef24 = readdlm(\"SNP_24.bim\";header = false)\n",
+    "snpid = map(x -> strip(string(x)), snpdef24[:, 2])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We focus on genes with 3 or more snps. Although it can be altered, we use rs649296, rs11122146, rs1875238 and rs12489977 in this tutorial.  \n",
+    "These four snps are from four different genes and chromosomes. Among them, rs649296 is from gene 24175 (on chromosome 8) which has 20 snps; rs11122146 is from gene 158 (on chromosome 1) which has 5 snps; rs1875238 is from gene 25064 (on chromosome 9); rs12489977 is from gene 17442 (on chromosome 3).  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1834"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ind_rs649296= findall(x -> x == \"rs649296\",snpid)[1]\n",
+    "ind_rs11122146= findall(x -> x == \"rs11122146\",snpid)[1]\n",
+    "ind_rs1875238=findall(x -> x == \"rs1875238\",snpid)[1]\n",
+    "ind_rs12489977 = findall(x -> x == \"rs12489977\",snpid)[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"data-frame\"><thead><tr><th></th><th>sex</th><th>snp1</th><th>snp2</th><th>snp3</th><th>snp4</th></tr><tr><th></th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>2,200 rows × 5 columns</p><tr><th>1</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>2</th><td>0.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>3</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>4</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>5</th><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>6</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>7</th><td>0.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>8</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>9</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>10</th><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>0.0</td></tr><tr><th>11</th><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>12</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>13</th><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>14</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>15</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>0.0</td></tr><tr><th>16</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>17</th><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>0.0</td></tr><tr><th>18</th><td>1.0</td><td>2.0</td><td>0.0</td><td>2.0</td><td>1.0</td></tr><tr><th>19</th><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>20</th><td>1.0</td><td>2.0</td><td>0.0</td><td>2.0</td><td>1.0</td></tr><tr><th>21</th><td>1.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>0.0</td></tr><tr><th>22</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>23</th><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>24</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>25</th><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>26</th><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>27</th><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>2.0</td></tr><tr><th>28</th><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>0.0</td></tr><tr><th>29</th><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>30</th><td>1.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>2.0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
+      ],
+      "text/latex": [
+       "\\begin{tabular}{r|ccccc}\n",
+       "\t& sex & snp1 & snp2 & snp3 & snp4\\\\\n",
+       "\t\\hline\n",
+       "\t& Float64 & Float64 & Float64 & Float64 & Float64\\\\\n",
+       "\t\\hline\n",
+       "\t1 & 1.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t2 & 0.0 & 1.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t3 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t4 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t5 & 1.0 & 2.0 & 2.0 & 1.0 & 2.0 \\\\\n",
+       "\t6 & 0.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t7 & 0.0 & 1.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t8 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t9 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t10 & 0.0 & 2.0 & 1.0 & 2.0 & 0.0 \\\\\n",
+       "\t11 & 1.0 & 2.0 & 2.0 & 1.0 & 2.0 \\\\\n",
+       "\t12 & 0.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t13 & 1.0 & 2.0 & 2.0 & 1.0 & 2.0 \\\\\n",
+       "\t14 & 1.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t15 & 0.0 & 2.0 & 2.0 & 2.0 & 0.0 \\\\\n",
+       "\t16 & 1.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t17 & 0.0 & 2.0 & 2.0 & 1.0 & 0.0 \\\\\n",
+       "\t18 & 1.0 & 2.0 & 0.0 & 2.0 & 1.0 \\\\\n",
+       "\t19 & 1.0 & 2.0 & 2.0 & 1.0 & 1.0 \\\\\n",
+       "\t20 & 1.0 & 2.0 & 0.0 & 2.0 & 1.0 \\\\\n",
+       "\t21 & 1.0 & 1.0 & 2.0 & 2.0 & 0.0 \\\\\n",
+       "\t22 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t23 & 0.0 & 2.0 & 2.0 & 1.0 & 1.0 \\\\\n",
+       "\t24 & 0.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t25 & 0.0 & 2.0 & 2.0 & 1.0 & 1.0 \\\\\n",
+       "\t26 & 0.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t27 & 0.0 & 2.0 & 1.0 & 2.0 & 2.0 \\\\\n",
+       "\t28 & 0.0 & 2.0 & 1.0 & 2.0 & 0.0 \\\\\n",
+       "\t29 & 1.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t30 & 1.0 & 2.0 & 1.0 & 2.0 & 2.0 \\\\\n",
+       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/plain": [
+       "2200×5 DataFrame\n",
+       "│ Row  │ sex     │ snp1    │ snp2    │ snp3    │ snp4    │\n",
+       "│      │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
+       "├──────┼─────────┼─────────┼─────────┼─────────┼─────────┤\n",
+       "│ 1    │ 1.0     │ 2.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 2    │ 0.0     │ 1.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 3    │ 1.0     │ 2.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 4    │ 1.0     │ 2.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 5    │ 1.0     │ 2.0     │ 2.0     │ 1.0     │ 2.0     │\n",
+       "│ 6    │ 0.0     │ 2.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 7    │ 0.0     │ 1.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 8    │ 1.0     │ 2.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 9    │ 1.0     │ 2.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 10   │ 0.0     │ 2.0     │ 1.0     │ 2.0     │ 0.0     │\n",
+       "⋮\n",
+       "│ 2190 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 2191 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 2192 │ 0.0     │ 1.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 2193 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 2194 │ 0.0     │ 2.0     │ 1.0     │ 2.0     │ 2.0     │\n",
+       "│ 2195 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │ 0.0     │\n",
+       "│ 2196 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 2197 │ 1.0     │ 2.0     │ 1.0     │ 1.0     │ 1.0     │\n",
+       "│ 2198 │ 1.0     │ 2.0     │ 2.0     │ 1.0     │ 2.0     │\n",
+       "│ 2199 │ 1.0     │ 2.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 2200 │ 1.0     │ 1.0     │ 2.0     │ 2.0     │ 0.0     │"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "snp1 = convert(Vector{Float64}, @view(snpdata[:, ind_rs649296]))\n",
+    "snp2 = convert(Vector{Float64}, @view(snpdata[:, ind_rs11122146]))\n",
+    "snp3 = convert(Vector{Float64}, @view(snpdata[:, ind_rs1875238]))\n",
+    "snp4 = convert(Vector{Float64}, @view(snpdata[:, ind_rs12489977]))\n",
+    "sex = Float64.(famdata[:, 5])\n",
+    "X = DataFrame(sex = sex, snp1 = snp1, snp2 = snp2,snp3 = snp3,snp4 = snp4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Generalized Linear Model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The snp parameters can be changed by the user.  Note make the value large enough or the final pvalue will not be significant. The following ones just are examples and should be modified according to the sample size and application and may not reflect a user's actual data. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "```\n",
+    "mean_formula = \"20 + 3(sex) - 0.36(snp1) + 0.45(snp2) - 0.44(snp3) + 0.46(snp4)\" # 4diff   \n",
+    "             = \"20 + 3(sex) + 0.35(snp1) - 0.56(snp2) + 0.60(snp3)\" # 3diff  \n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"data-frame\"><thead><tr><th></th><th>trait1</th></tr><tr><th></th><th>Float64</th></tr></thead><tbody><p>2,200 rows × 1 columns</p><tr><th>1</th><td>21.9037</td></tr><tr><th>2</th><td>21.3475</td></tr><tr><th>3</th><td>21.5572</td></tr><tr><th>4</th><td>22.337</td></tr><tr><th>5</th><td>26.8175</td></tr><tr><th>6</th><td>23.8251</td></tr><tr><th>7</th><td>20.9121</td></tr><tr><th>8</th><td>21.0186</td></tr><tr><th>9</th><td>21.3486</td></tr><tr><th>10</th><td>22.1254</td></tr><tr><th>11</th><td>23.0516</td></tr><tr><th>12</th><td>19.332</td></tr><tr><th>13</th><td>25.4339</td></tr><tr><th>14</th><td>26.3005</td></tr><tr><th>15</th><td>19.031</td></tr><tr><th>16</th><td>23.0451</td></tr><tr><th>17</th><td>18.9116</td></tr><tr><th>18</th><td>21.0699</td></tr><tr><th>19</th><td>25.8202</td></tr><tr><th>20</th><td>25.3199</td></tr><tr><th>21</th><td>22.2284</td></tr><tr><th>22</th><td>21.7282</td></tr><tr><th>23</th><td>20.5106</td></tr><tr><th>24</th><td>18.9595</td></tr><tr><th>25</th><td>19.4494</td></tr><tr><th>26</th><td>20.2138</td></tr><tr><th>27</th><td>22.0342</td></tr><tr><th>28</th><td>18.706</td></tr><tr><th>29</th><td>23.5814</td></tr><tr><th>30</th><td>23.8188</td></tr><tr><th>&vellip;</th><td>&vellip;</td></tr></tbody></table>"
+      ],
+      "text/latex": [
+       "\\begin{tabular}{r|c}\n",
+       "\t& trait1\\\\\n",
+       "\t\\hline\n",
+       "\t& Float64\\\\\n",
+       "\t\\hline\n",
+       "\t1 & 21.9037 \\\\\n",
+       "\t2 & 21.3475 \\\\\n",
+       "\t3 & 21.5572 \\\\\n",
+       "\t4 & 22.337 \\\\\n",
+       "\t5 & 26.8175 \\\\\n",
+       "\t6 & 23.8251 \\\\\n",
+       "\t7 & 20.9121 \\\\\n",
+       "\t8 & 21.0186 \\\\\n",
+       "\t9 & 21.3486 \\\\\n",
+       "\t10 & 22.1254 \\\\\n",
+       "\t11 & 23.0516 \\\\\n",
+       "\t12 & 19.332 \\\\\n",
+       "\t13 & 25.4339 \\\\\n",
+       "\t14 & 26.3005 \\\\\n",
+       "\t15 & 19.031 \\\\\n",
+       "\t16 & 23.0451 \\\\\n",
+       "\t17 & 18.9116 \\\\\n",
+       "\t18 & 21.0699 \\\\\n",
+       "\t19 & 25.8202 \\\\\n",
+       "\t20 & 25.3199 \\\\\n",
+       "\t21 & 22.2284 \\\\\n",
+       "\t22 & 21.7282 \\\\\n",
+       "\t23 & 20.5106 \\\\\n",
+       "\t24 & 18.9595 \\\\\n",
+       "\t25 & 19.4494 \\\\\n",
+       "\t26 & 20.2138 \\\\\n",
+       "\t27 & 22.0342 \\\\\n",
+       "\t28 & 18.706 \\\\\n",
+       "\t29 & 23.5814 \\\\\n",
+       "\t30 & 23.8188 \\\\\n",
+       "\t$\\dots$ & $\\dots$ \\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/plain": [
+       "2200×1 DataFrame\n",
+       "│ Row  │ trait1  │\n",
+       "│      │ \u001b[90mFloat64\u001b[39m │\n",
+       "├──────┼─────────┤\n",
+       "│ 1    │ 21.9037 │\n",
+       "│ 2    │ 21.3475 │\n",
+       "│ 3    │ 21.5572 │\n",
+       "│ 4    │ 22.337  │\n",
+       "│ 5    │ 26.8175 │\n",
+       "│ 6    │ 23.8251 │\n",
+       "│ 7    │ 20.9121 │\n",
+       "│ 8    │ 21.0186 │\n",
+       "│ 9    │ 21.3486 │\n",
+       "│ 10   │ 22.1254 │\n",
+       "⋮\n",
+       "│ 2190 │ 20.19   │\n",
+       "│ 2191 │ 20.2657 │\n",
+       "│ 2192 │ 17.6796 │\n",
+       "│ 2193 │ 20.6588 │\n",
+       "│ 2194 │ 21.8511 │\n",
+       "│ 2195 │ 22.2285 │\n",
+       "│ 2196 │ 16.6548 │\n",
+       "│ 2197 │ 16.908  │\n",
+       "│ 2198 │ 24.6326 │\n",
+       "│ 2199 │ 24.3004 │\n",
+       "│ 2200 │ 20.6471 │"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mean_formula = \"20 + 3(sex) - 0.36(snp1) + 0.45(snp2) - 0.44(snp3) + 0.46(snp4)\"\n",
+    "GLM_trait_model = GLMTrait(mean_formula, X, NormalResponse(2), IdentityLink())\n",
+    "Simulated_GLM_trait = simulate(GLM_trait_model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "┌ Warning: The `stats` keyword argument has been deprecated. Use describe(df, stats...) instead.\n",
+      "│   caller = ip:0x0\n",
+      "└ @ Core :-1\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"data-frame\"><thead><tr><th></th><th>variable</th><th>mean</th><th>std</th><th>min</th><th>q25</th><th>median</th><th>q75</th><th>max</th><th>eltype</th></tr><tr><th></th><th>Symbol</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>DataType</th></tr></thead><tbody><p>1 rows × 9 columns</p><tr><th>1</th><td>trait1</td><td>21.5368</td><td>2.5501</td><td>13.7713</td><td>19.7153</td><td>21.6362</td><td>23.3555</td><td>29.6356</td><td>Float64</td></tr></tbody></table>"
+      ],
+      "text/latex": [
+       "\\begin{tabular}{r|ccccccccc}\n",
+       "\t& variable & mean & std & min & q25 & median & q75 & max & eltype\\\\\n",
+       "\t\\hline\n",
+       "\t& Symbol & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & Float64 & DataType\\\\\n",
+       "\t\\hline\n",
+       "\t1 & trait1 & 21.5368 & 2.5501 & 13.7713 & 19.7153 & 21.6362 & 23.3555 & 29.6356 & Float64 \\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/plain": [
+       "1×9 DataFrame. Omitted printing of 2 columns\n",
+       "│ Row │ variable │ mean    │ std     │ min     │ q25     │ median  │ q75     │\n",
+       "│     │ \u001b[90mSymbol\u001b[39m   │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
+       "├─────┼──────────┼─────────┼─────────┼─────────┼─────────┼─────────┼─────────┤\n",
+       "│ 1   │ trait1   │ 21.5368 │ 2.5501  │ 13.7713 │ 19.7153 │ 21.6362 │ 23.3555 │"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "describe(Simulated_GLM_trait, stats = [:mean, :std, :min, :q25, :median, :q75, :max, :eltype])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"data-frame\"><thead><tr><th></th><th>FamID</th><th>PID</th><th>trait1</th><th>sex</th><th>snp1</th><th>snp2</th><th>snp3</th><th>snp4</th></tr><tr><th></th><th>Any</th><th>Any</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>2,200 rows × 8 columns</p><tr><th>1</th><td>1</td><td>1</td><td>21.9037</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>2</th><td>2</td><td>1</td><td>21.3475</td><td>0.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>3</th><td>3</td><td>1</td><td>21.5572</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>4</th><td>4</td><td>1</td><td>22.337</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>5</th><td>5</td><td>1</td><td>26.8175</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>6</th><td>6</td><td>1</td><td>23.8251</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>7</th><td>7</td><td>1</td><td>20.9121</td><td>0.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>8</th><td>8</td><td>1</td><td>21.0186</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>9</th><td>9</td><td>1</td><td>21.3486</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>10</th><td>10</td><td>1</td><td>22.1254</td><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>0.0</td></tr><tr><th>11</th><td>11</td><td>1</td><td>23.0516</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>12</th><td>12</td><td>1</td><td>19.332</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>13</th><td>13</td><td>1</td><td>25.4339</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>2.0</td></tr><tr><th>14</th><td>14</td><td>1</td><td>26.3005</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>15</th><td>15</td><td>1</td><td>19.031</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>0.0</td></tr><tr><th>16</th><td>16</td><td>1</td><td>23.0451</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>17</th><td>17</td><td>1</td><td>18.9116</td><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>0.0</td></tr><tr><th>18</th><td>18</td><td>1</td><td>21.0699</td><td>1.0</td><td>2.0</td><td>0.0</td><td>2.0</td><td>1.0</td></tr><tr><th>19</th><td>19</td><td>1</td><td>25.8202</td><td>1.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>20</th><td>20</td><td>1</td><td>25.3199</td><td>1.0</td><td>2.0</td><td>0.0</td><td>2.0</td><td>1.0</td></tr><tr><th>21</th><td>21</td><td>1</td><td>22.2284</td><td>1.0</td><td>1.0</td><td>2.0</td><td>2.0</td><td>0.0</td></tr><tr><th>22</th><td>22</td><td>1</td><td>21.7282</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>1.0</td></tr><tr><th>23</th><td>23</td><td>1</td><td>20.5106</td><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>24</th><td>24</td><td>1</td><td>18.9595</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>25</th><td>25</td><td>1</td><td>19.4494</td><td>0.0</td><td>2.0</td><td>2.0</td><td>1.0</td><td>1.0</td></tr><tr><th>26</th><td>26</td><td>1</td><td>20.2138</td><td>0.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>27</th><td>27</td><td>1</td><td>22.0342</td><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>2.0</td></tr><tr><th>28</th><td>28</td><td>1</td><td>18.706</td><td>0.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>0.0</td></tr><tr><th>29</th><td>29</td><td>1</td><td>23.5814</td><td>1.0</td><td>2.0</td><td>2.0</td><td>2.0</td><td>2.0</td></tr><tr><th>30</th><td>30</td><td>1</td><td>23.8188</td><td>1.0</td><td>2.0</td><td>1.0</td><td>2.0</td><td>2.0</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
+      ],
+      "text/latex": [
+       "\\begin{tabular}{r|cccccccc}\n",
+       "\t& FamID & PID & trait1 & sex & snp1 & snp2 & snp3 & snp4\\\\\n",
+       "\t\\hline\n",
+       "\t& Any & Any & Float64 & Float64 & Float64 & Float64 & Float64 & Float64\\\\\n",
+       "\t\\hline\n",
+       "\t1 & 1 & 1 & 21.9037 & 1.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t2 & 2 & 1 & 21.3475 & 0.0 & 1.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t3 & 3 & 1 & 21.5572 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t4 & 4 & 1 & 22.337 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t5 & 5 & 1 & 26.8175 & 1.0 & 2.0 & 2.0 & 1.0 & 2.0 \\\\\n",
+       "\t6 & 6 & 1 & 23.8251 & 0.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t7 & 7 & 1 & 20.9121 & 0.0 & 1.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t8 & 8 & 1 & 21.0186 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t9 & 9 & 1 & 21.3486 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t10 & 10 & 1 & 22.1254 & 0.0 & 2.0 & 1.0 & 2.0 & 0.0 \\\\\n",
+       "\t11 & 11 & 1 & 23.0516 & 1.0 & 2.0 & 2.0 & 1.0 & 2.0 \\\\\n",
+       "\t12 & 12 & 1 & 19.332 & 0.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t13 & 13 & 1 & 25.4339 & 1.0 & 2.0 & 2.0 & 1.0 & 2.0 \\\\\n",
+       "\t14 & 14 & 1 & 26.3005 & 1.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t15 & 15 & 1 & 19.031 & 0.0 & 2.0 & 2.0 & 2.0 & 0.0 \\\\\n",
+       "\t16 & 16 & 1 & 23.0451 & 1.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t17 & 17 & 1 & 18.9116 & 0.0 & 2.0 & 2.0 & 1.0 & 0.0 \\\\\n",
+       "\t18 & 18 & 1 & 21.0699 & 1.0 & 2.0 & 0.0 & 2.0 & 1.0 \\\\\n",
+       "\t19 & 19 & 1 & 25.8202 & 1.0 & 2.0 & 2.0 & 1.0 & 1.0 \\\\\n",
+       "\t20 & 20 & 1 & 25.3199 & 1.0 & 2.0 & 0.0 & 2.0 & 1.0 \\\\\n",
+       "\t21 & 21 & 1 & 22.2284 & 1.0 & 1.0 & 2.0 & 2.0 & 0.0 \\\\\n",
+       "\t22 & 22 & 1 & 21.7282 & 1.0 & 2.0 & 2.0 & 2.0 & 1.0 \\\\\n",
+       "\t23 & 23 & 1 & 20.5106 & 0.0 & 2.0 & 2.0 & 1.0 & 1.0 \\\\\n",
+       "\t24 & 24 & 1 & 18.9595 & 0.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t25 & 25 & 1 & 19.4494 & 0.0 & 2.0 & 2.0 & 1.0 & 1.0 \\\\\n",
+       "\t26 & 26 & 1 & 20.2138 & 0.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t27 & 27 & 1 & 22.0342 & 0.0 & 2.0 & 1.0 & 2.0 & 2.0 \\\\\n",
+       "\t28 & 28 & 1 & 18.706 & 0.0 & 2.0 & 1.0 & 2.0 & 0.0 \\\\\n",
+       "\t29 & 29 & 1 & 23.5814 & 1.0 & 2.0 & 2.0 & 2.0 & 2.0 \\\\\n",
+       "\t30 & 30 & 1 & 23.8188 & 1.0 & 2.0 & 1.0 & 2.0 & 2.0 \\\\\n",
+       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/plain": [
+       "2200×8 DataFrame. Omitted printing of 1 columns\n",
+       "│ Row  │ FamID │ PID │ trait1  │ sex     │ snp1    │ snp2    │ snp3    │\n",
+       "│      │ \u001b[90mAny\u001b[39m   │ \u001b[90mAny\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
+       "├──────┼───────┼─────┼─────────┼─────────┼─────────┼─────────┼─────────┤\n",
+       "│ 1    │ 1     │ 1   │ 21.9037 │ 1.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 2    │ 2     │ 1   │ 21.3475 │ 0.0     │ 1.0     │ 2.0     │ 2.0     │\n",
+       "│ 3    │ 3     │ 1   │ 21.5572 │ 1.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 4    │ 4     │ 1   │ 22.337  │ 1.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 5    │ 5     │ 1   │ 26.8175 │ 1.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 6    │ 6     │ 1   │ 23.8251 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 7    │ 7     │ 1   │ 20.9121 │ 0.0     │ 1.0     │ 2.0     │ 2.0     │\n",
+       "│ 8    │ 8     │ 1   │ 21.0186 │ 1.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 9    │ 9     │ 1   │ 21.3486 │ 1.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 10   │ 10    │ 1   │ 22.1254 │ 0.0     │ 2.0     │ 1.0     │ 2.0     │\n",
+       "⋮\n",
+       "│ 2190 │ 2190  │ 1   │ 20.19   │ 0.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 2191 │ 2191  │ 1   │ 20.2657 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 2192 │ 2192  │ 1   │ 17.6796 │ 0.0     │ 1.0     │ 2.0     │ 2.0     │\n",
+       "│ 2193 │ 2193  │ 1   │ 20.6588 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 2194 │ 2194  │ 1   │ 21.8511 │ 0.0     │ 2.0     │ 1.0     │ 2.0     │\n",
+       "│ 2195 │ 2195  │ 1   │ 22.2285 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 2196 │ 2196  │ 1   │ 16.6548 │ 0.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 2197 │ 2197  │ 1   │ 16.908  │ 1.0     │ 2.0     │ 1.0     │ 1.0     │\n",
+       "│ 2198 │ 2198  │ 1   │ 24.6326 │ 1.0     │ 2.0     │ 2.0     │ 1.0     │\n",
+       "│ 2199 │ 2199  │ 1   │ 24.3004 │ 1.0     │ 2.0     │ 2.0     │ 2.0     │\n",
+       "│ 2200 │ 2200  │ 1   │ 20.6471 │ 1.0     │ 1.0     │ 2.0     │ 2.0     │"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Trait1_GLM = hcat(Fam_Person_id, Simulated_GLM_trait, X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\"Trait1_GLM.csv\""
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "CSV.write(\"Trait1_GLM.csv\", Trait1_GLM)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Extract phenotype and covariates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2200-element Array{Float64,1}:\n",
+       " 21.903727897598223\n",
+       " 21.347506361432973\n",
+       " 21.557158012566536\n",
+       " 22.33696667367645 \n",
+       " 26.81747848096493 \n",
+       " 23.825127838651703\n",
+       " 20.91214104662801 \n",
+       " 21.018594298261547\n",
+       " 21.348637996132272\n",
+       " 22.125421882328816\n",
+       " 23.05157370228284 \n",
+       " 19.33201631688663 \n",
+       " 25.43389985511292 \n",
+       "  ⋮                \n",
+       " 21.266162824991035\n",
+       " 20.1899787106751  \n",
+       " 20.265726565300394\n",
+       " 17.679625219688123\n",
+       " 20.658765295147006\n",
+       " 21.851078808252776\n",
+       " 22.22852457488234 \n",
+       " 16.65477571667752 \n",
+       " 16.908007881309874\n",
+       " 24.632551836965924\n",
+       " 24.300409661278852\n",
+       " 20.64711104441882 "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ytrait = readdlm(\"Trait1_GLM.csv\", ',';header = false, skipstart=1)\n",
+    "y = convert(Vector{Float64}, ytrait[:, 3])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2200×2 Array{Float64,2}:\n",
+       " 1.0  1.0\n",
+       " 1.0  0.0\n",
+       " 1.0  1.0\n",
+       " 1.0  1.0\n",
+       " 1.0  1.0\n",
+       " 1.0  0.0\n",
+       " 1.0  0.0\n",
+       " 1.0  1.0\n",
+       " 1.0  1.0\n",
+       " 1.0  0.0\n",
+       " 1.0  1.0\n",
+       " 1.0  0.0\n",
+       " 1.0  1.0\n",
+       " ⋮       \n",
+       " 1.0  0.0\n",
+       " 1.0  0.0\n",
+       " 1.0  0.0\n",
+       " 1.0  0.0\n",
+       " 1.0  0.0\n",
+       " 1.0  0.0\n",
+       " 1.0  0.0\n",
+       " 1.0  0.0\n",
+       " 1.0  1.0\n",
+       " 1.0  1.0\n",
+       " 1.0  1.0\n",
+       " 1.0  1.0"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# covariates\n",
+    "#2 change to 1.0; 1 change to 0.0\n",
+    "X = [ones(size(sex,1)) Float64.(sex)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Loop over genes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We will conduct gene set analysis for valid genes with 3 or more snps. In this example the time reasonably short because we have only a small number of genes with 3 or more snps but depending on the user's computer it may take around 2 - 10 minutes. To track the process we write out the progress as we go along."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "┌ Warning: RCall.jl: Loading required package: pracma\n",
+      "└ @ RCall /Users/janets/.julia/packages/RCall/ffM0W/src/io.jl:113\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+      "275.009100 seconds (316.08 M allocations: 198.556 GiB, 55.40% gc time)\n"
+     ]
+    }
+   ],
+   "source": [
+    "nNullSimPts = 1000000;\n",
+    "nPtsChi2 = 500;\n",
+    "pvalELRT = Array{Float64}(undef, genes_number)\n",
+    "pvalERLRT = Array{Float64}(undef, genes_number)\n",
+    "pvalEscore = Array{Float64}(undef, genes_number)\n",
+    "@time for i in 1:length(uniquegenes)\n",
+    "    if uniquegenes[i] == -1 #missing values for genes were coded as -1\n",
+    "        pvalELRT[i] = NaN\n",
+    "        pvalERLRT[i] = NaN\n",
+    "        pvalEscore[i] = NaN\n",
+    "        continue\n",
+    "    end\n",
+    "    snpset_index = genes.== uniquegenes[i]\n",
+    "    if (sum((snpset_index)) < 3 )\n",
+    "        pvalELRT[i] = NaN\n",
+    "        pvalERLRT[i] = NaN\n",
+    "        pvalEscore[i] = NaN\n",
+    "        continue\n",
+    "    else\n",
+    "        G = convert(Matrix{Float64}, SNP_24.snparray[:, snpset_index])\n",
+    "        # get rid of mono-snp\n",
+    "        maf = sum(G,dims=1)/(2*nPer);\n",
+    "        G = G[:, map(x -> maf[x] > 0, 1:size(G,2))];\n",
+    "        windowSize = size(G,2);\n",
+    "    \n",
+    "        if(windowSize > 2 && windowSize < 50)\n",
+    "            (b, vc0, vc1, pvalELRT[i]) =\n",
+    "                vctest(y, X, G, \n",
+    "                   tests = \"eLRT\", \n",
+    "                   Vform = \"half\", \n",
+    "                    nPtsChi2 = nPtsChi2,\n",
+    "                    windowSize = windowSize,\n",
+    "                    pvalueComputings = \"chi2\",\n",
+    "#                     pvalueComputings = \"MonteCarlo\", \n",
+    "                    nNullSimPts = nNullSimPts);  \n",
+    "            (b, vc0, vc1, pvalERLRT[i]) =\n",
+    "                vctest(y, X, G, \n",
+    "                tests = \"eRLRT\", \n",
+    "                Vform = \"half\",\n",
+    "                tolX = 1e-6,\n",
+    "                nPtsChi2 = nPtsChi2,\n",
+    "                windowSize = windowSize,\n",
+    "                pvalueComputings = \"chi2\",\n",
+    "#                 pvalueComputings = \"MonteCarlo\", \n",
+    "                nNullSimPts = nNullSimPts);\n",
+    "### \n",
+    "## eScore uses integration to calculate p-value -currently Julia's package not updated used R package \n",
+    "## used R package pracma, need to first instll: install.packages(\"pracma\")\n",
+    "            (b, vc0, vc1, pvalEscore[i]) =\n",
+    "                vctest(y, X, G, tests = \"eScore\", \n",
+    "                    Vform = \"half\",\n",
+    "                    windowSize = windowSize)\n",
+    "            println(\"finished $i\")\n",
+    "            \n",
+    "        else\n",
+    "            pvalELRT[i] = NaN\n",
+    "            pvalERLRT[i] = NaN\n",
+    "            pvalEscore[i] = NaN\n",
+    "        end\n",
+    "    end    \n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Output results"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Because of a problem in the CSV package, the number format of very small pvalues in .txt files is not convenient to read when you read them in Julia or other languages. You can remove the commented code to read the files."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "chromosomes = Array{Int64}(undef, genes_number)\n",
+    "for i in 1:length(uniquegenes)\n",
+    "    chromosomes[i] = df[findfirst(genes .== uniquegenes[i]), 2]\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "AdjBasepairs = Array{Int64}(undef, genes_number)\n",
+    "for j in 1:length(uniquegenes)\n",
+    "    AdjBasepairs[j] = df[findfirst(genes .== uniquegenes[j]),3]\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\"exactVC_eLRT_pVal_4diffsnps.txt\""
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "index = .!isnan.(pvalELRT)\n",
+    "plot_ELRT = DataFrame(GeneID = uniquegenes[index],\n",
+    "    Chromosome = chromosomes[index], \n",
+    "    AdjBasepair = AdjBasepairs[index],\n",
+    "    Pvalue = pvalELRT[index])\n",
+    "CSV.write(\"exactVC_eLRT_pVal_4diffsnps.txt\", plot_ELRT)\n",
+    "\n",
+    "#= read all the pvalues\n",
+    "df1 = CSV.read(\"exactVC_eLRT_pVal_3diffsnps.txt\")[4]\n",
+    "for i in 1:length(df1)\n",
+    "    println(df1[i])\n",
+    "end\n",
+    "=#\n",
+    "\n",
+    "#= read pvalues which are not equal to 1\n",
+    "df1 = CSV.read(\"exactVC_eLRT_pVal_4diffsnps.txt\")[4]\n",
+    "for i in 1:length(df1)\n",
+    "    if df1[i] != 1\n",
+    "        println(df1[i])\n",
+    "    end\n",
+    "end\n",
+    "=#"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\"exactVC_eRLRT_pVal_4diffsnps.txt\""
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "index = .!isnan.(pvalERLRT)\n",
+    "plot_ERLRT = DataFrame(GeneID = uniquegenes[index],\n",
+    "    Chromosome = chromosomes[index], \n",
+    "    AdjBasepair = AdjBasepairs[index],\n",
+    "    Pvalue = pvalERLRT[index])\n",
+    "CSV.write(\"exactVC_eRLRT_pVal_4diffsnps.txt\", plot_ERLRT)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\"exactVC_Escore_pVal_4diffsnps.txt\""
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "index = .!isnan.(pvalEscore)\n",
+    "plot_Escore = DataFrame(GeneID = uniquegenes[index],\n",
+    "    Chromosome = chromosomes[index], \n",
+    "    AdjBasepair = AdjBasepairs[index],\n",
+    "    Pvalue = pvalEscore[index])\n",
+    "CSV.write(\"exactVC_Escore_pVal_4diffsnps.txt\", plot_Escore)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Manhattan Plot"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The following code produces the Manhattan plots for the three different methods and saves them as `.png` files."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/MendelPlots/5R3iq.ji for MendelPlots [7ab2ea78-72dd-4c03-85d8-fc2b0db252af]\n",
+      "└ @ Base loading.jl:1184\n",
+      "┌ Info: Loading DataFrames support into Gadfly.jl\n",
+      "└ @ Gadfly /Users/janets/.julia/packages/Gadfly/09PWZ/src/mapping.jl:228\n"
+     ]
+    }
+   ],
+   "source": [
+    "using MendelPlots\n",
+    "\n",
+    "manhattan(plot_ELRT; pvalvar = \"Pvalue\", chrvar = \"Chromosome\", \n",
+    "    posvar = \"AdjBasepair\", outfile = \"exactVC_eLRT_manhattan.png\", \n",
+    "    fontsize = 18pt, linecolor = \"red\")\n",
+    "\n",
+    "manhattan(plot_ERLRT; pvalvar = \"Pvalue\", chrvar = \"Chromosome\", \n",
+    "    posvar = \"AdjBasepair\", outfile = \"exactVC_eRLRT_manhattan.png\", \n",
+    "    fontsize = 18pt, linecolor = \"red\")\n",
+    "\n",
+    "manhattan(plot_Escore; pvalvar = \"Pvalue\", chrvar = \"Chromosome\", \n",
+    "    posvar = \"AdjBasepair\", outfile = \"exactVC_eScore_manhattan.png\", \n",
+    "    fontsize = 18pt, linecolor = \"red\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### eRLRT"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "display(\"image/png\", read(\"exactVC_eRLRT_manhattan.png\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### eLRT"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "display(\"image/png\", read(\"exactVC_eLRT_manhattan.png\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### eScore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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dLWWLUutz1jBuSVI+f+udO/7t0as4OfHLn75u56Z0f7Mm49ew1k/6+tr3vHLfG+5dw7h+ueXGfV+flK9l6S8qBq2k/LwtefcrXnvdaj9U1Jpyy88m/ENJ/XSWfhjrr6dq8vFXvG72uSt78lc/f/0ba1svTOrOA8n9rHEP7JKdfvy2dM//w7fHA6nlUyl1Ypb+oqKfyu9S22PK5Hf9yS+r6lEzurJd888pzccyPFcguzJLRh9TvvC2x4ZisTrp229PKedkaMpxNSUXZsGoE8vUw1d60r6ecnFPUs/I0pOGa7Iwaa5K2oOSjFrxyb6STNn1yXzyJY9kcf9f6SVJPT1P7fLpHH302p1EHArf/+dxaZsvJ3nvKsfUtCn1X5bLfPmZW6QsmZbUI1Yxa26ST+aQv/rSkGde0eWfOzKlfClLT6itRPlhUu9LckxW8plvVLpy7IJ9875F+6zsA+FTteZDb37P2p2U6+2tzV/smc8m+WRW8r20opp8py3pecvR5Yk1jV3WVV+vb2yaXJhkVceom9uaow98TxnULz+u/kY9qpR8Mat6rUuubpfkfQceU/r9i9JZ36ovqX2ZmeTlqxpTaptd7r4yL/jtd5/p2qTNmo9vTyX1tPKlc77S3yyrUpOSEz786ZTyP5KM6ee0NilfyKOPfaLMnLnaX9bVEz/8l0k5J8m2qxjx71ncvrece+5yJ2HrR084MbV+LslmK59XLsroMceXs85aZXm2fvSjO6b2fTNLSzarGpXVnS5ZvOmm+c0b3pgndthx1UsM3t211mMmTJiw0pP6K7r22mtf3DTNt0opq/x+GqB7a62nllJOTbJfP+fUJBf29fWd3NXV9XdJ/ior/wOaviRnLliw4K/33/9PT/reeOONuy1ZsmRGktf0Z6cPjn401zznp5nbrPEOgkmpc0tt/uqcF/zT1P6svSYf/u3fbteWxV8ryQEDnNrW5JxxSxacetYeZ632RP2HfvvXk1Lq/8nScviq/em36yO15MRzn//P317Z8KPuOGHLLZotZyfZc3VL3tj9uvyy+6Wr3XU/XJm+rvdnpz1X+ovKAbv/V0cmdTXvf8uZk1KO/ZNSxT037ZhR3d9MXdUxoDyU0n4wz3vF91JndG32u5d9fn53PaWv+dODQldbcsLPu/Lffzg63f2szpVS7+tLOWL703f7aX/G33PaPWNH18VfTHJsVn8ed15JRtV+vOf207VdZdR7tj195/sGu0A9qnb9foe7PltK/WRWckyoaesd2/2o3rTLt5u2/93DWmvOfvS/9j21t7d3rQqL/XH6Vw/evrsr30jKX6w0TPJwSfnIKcdc8Z0zv3HwK5u2fLMmL17toiW/KaW+e9J7vv9/VzVkyoWHvqotdUZS9+hPzq3bkiPnN6v7EPhoSh5JzarWeyA1PeWEy77fn/09q573zm2yaNEFSd66iiGPp5ZJaRZfkdr91WSV5yqeSMqp5SPfO/8Pa3/l7Zun7Ts3yZGrmPN0kk+Vj1z2hSSp5xzy+tRmdZ+/f5mm76jyoSsHXrSeMWN0Nt3m/7F333FSVecfxz/Pnd2lCzYE1AjW2KNiLBAVe2yJiWDXBQSEXYyaGDV1k19MYkmM0gRptqgQo0bFEmsSBY3GFqxRQRSkqEjfMvf5/TGU3WVn5t4p7ALf9+vlS+bOPeeemb1z7znnPuecP4EPoen6WA3uv+OUY38V6UF5On978mAC7gF2bnoHWwneJk3q+Zg9hfuZpALjm+BgwRTCcGvMjslQkiV4cDanHp3+QWMjA2/xI9y4izR9SQavhc79ZlxB2noc91VXM+CuS9YNgrroFj8uNG4DukYty2qZ6s7TvY4zJ1XYnLSp5/r3ccbSaGBcBm9TRy92svh9Bgu9A7VMwOmbZo/lwI9TbVSuJ833d+Tc+7j6jQG0q1379a1wuOqIixkB8M+xVOBcS/p6xRQr5aLeA1ma5v28/GMi21oNdwHHZd3ZmB0a5xw5mKz1YXc3Rv35x7hXAa2b2gXjNmrKhtnl/Vb6yNsPwYO4fdnZvIUF/azynJlRExz0yEn7OomnwNL3C7mFmGdrA75jWL9XTn7wzQMfPvVSzNL2ue6+agf6LPkGpZ52nHutmf1+9uzZVenusZMmTTrY3TNcp3jbzM7s37//mwATJkw4zcwmkLbdxz/d/ayBAwc2aPfx6UNnAmNIBY815UmCxDl4uA2hT8HSt61xD8FG8FnXK+jZs8mAQp+yItvxGqcAt7tZ3OZCG2JZgxRz8AmpgSlzs+24OVFAg4hsMJXlFYtJRZimmB0zctLIrCM2qqqqgkWzFtZSryKaazBBSyhDPRt3QMNTfjgBT5IajRuPEwJnc7RNiZ32Od+RkBfJ3pipA06njz0c+xgbo797R0p4Htg7Zspn6cDx9LRanvZjCJiGR3wY3qjz9OKySVSW3Zpu70+AqcBlMcsX1e37HDz9wsYbX3vhsO1Ly3jRnYhPHGxOYIlD9ur5z3n5FOatlw4/IjR/gugPgTJzFiSSfsieh82YlW6XmS8dPtrNh+Z8COfSfb85/ab62/77cq8+ePgY8QIk1lO2rBM9pp1Hyao1l4vMD4oyqCb04+vPmOC4cckDd+J+Tj5lzM7+S5vgcLvuO3k17v2S+/vhfjeFD7z4J1vXHWtV/Ro8RPTh91eCjyjwsbiv63L6fmMBHu/PeCcnXn5BXp18+Zp2cyus9kmgd8QUqTI/PK4NJcueA3pmTWF+JSf+6Lp8ipnRtD9cgDGZArTlvl9zIBWrjlr/DcMJKT/6LLt9/Tejeeoen7R69oHI3Hi1bhXfOuGCaLMsPXmv9wkgyjXqczMO7dPP/henPM/c6xc6TCL7d/2/sJRDj/2eZX1g9/QU3wPnBaI9jKPrvOf5+tu3Rdl1HffLbNz4P8VL1CiLwYP+iOV8z36Qrtt/z9J0gvmQi85cHfCX7To4C0scYrfcsiBVpouuwCzKb+sV3I6wcePWe8rtw4Z1IVn7InkGGwK4Ge8ecyyLd8gp3i+b6iAIjjvkkEP+mWmnF198cfcwDKcT8XyKIacbtZnNd/ftIux676GHHnq21bsfTJ8+vTswA4iSfq3liZX8batnWZ5YGWl/d/vxxJ2vuz7OMRq74JOrty6tq52xehaPHNmjS7p/dOpUazogd+CHV/wM4/9yzx839wvG73zDnfU3Dp5b1TZZvfxDIn7PryX255XSb2TfMbO3aLXqcLbqGStgbT1z3zwfs9uId27W4pxKt31SD2kXvtWVuvBF0gfBrRGCnVWW5Ps1CT8z20FOfyvBmIdbxZnPoNoDO6rLH3vMyLTTzKqZZdsubvO4Rw8uKrSPrdQO6Xx9j8+y77q++Zd+MAmsPNt+c7Z6lem7jCfWhBDu9w4/9/GzcilXVGNuP75zXWkwA8/60CsEfmrwE4cOEbNfHnp45A/OfeKVxm/cfPe3DzD3f5D+oW+T2gIXrEhQkntNO4nZ6XbRww9F2dknfbcTdbUvkCE4ai1jLk63CNkOs0GPjPGxp7YlSD4LdnCEklyNJ6Zj4eNkb39/gfthNnha9EDXKVMStNvqfpxTs+5rfgsnH5dbm/yRpw/Bw6fJPvhjQwlxO4NTj7k/244Db/Fj3JhGnv0Gq/176XKOnHq5rSy/xU8KjAcpzizjn1DCIRMH2voPC+f6eTi3E78utJAydmFbi95nMMfbkOAZnENiHqtJX1/8MiNeOJLWyXXVYDN+EULSnGsiZPFiYgV9Dr+caBWriP45mi0JmE62gK+Gqi3kuN7DyFgf9pF3XodzRdbcnKcI635NouQxcunLzu4rLOgVJajhoEe+s6/jL1OY3wzAEjP+7M7F2XbsWrs13/2yF4nMcRLjBgwYMKTxxkmTJh3q7k+T/ftbEoZhLzPby8yi9H/NTiaThwwaNCg1SODThweAjyfbb9B8Fm6dgGyD4Vbvz1/oekq/xn1SPnVlf9wnZD1e057mrTbHWZ6zQjZBAQ1NKMYINhGRdBqMDA09/CLdjvWtjgiMNe1qCy/Dxu8hb0vAFHKtABoBxkSe8vjD2kLuIFpkdglwB894ugjQTUsJNxE/mAHgKJbyU/7uHTHujhzMAOtV826p6c87YdoBJDvgRQtmALjgv/8+7ILGG0tKuS16MAOA7xh6XV4jW2fOPKp9aH4vhQpmADA6J0vsrtXTtK/nv/8+/Pv5BDMABMYf3nzlkP3WvH5/xiFbEIb3UIAGVk37xcw7rP5gn5yfw7YisHt82JR1nXvD7+9f/GAGAN+HFXU35JXDZVO2x30SxamDf4vPEz9vcLzKB/YFv7EIx+L789ox9OOo/bVrncdjf1wv8GiDCmp/RfRgBlhT5sSya4kSzADg9jse+WO0feN6/PoeGOMoUGD6fWX/YXppE7PjOkbA2OemeE6jVp6518+LG8wAYM4Bpa24Nsq+0+70LQKIeo3a2uFu9+ghOE/e5zs7jCXad71rUMvobDtVVXmAcy8xHj7P69qL+dulm5AqDbMbfMiQ/eMlWscHDz45j2AGgO8wd25lk3lfdNEOYBOJdh3sTpi8FcCHDOmJ2e8jHv8ggvB3Tb6TrJlEnGCGDA+FzJ1d//EcJdWxZsONqlUymbz39ddfTzsy392DMHWfLnQwA+R4jYkYzABw5owZMy5qtO1OYgYzALRLtuGIryJN6ACAmf/+otk/jJ6gCaU1dWPzC2YA8G93+KjH5U29M2jWlYdj/Dq//DE3u3Xghz/cqf7GZPWye4jxPX8j+QZdwrxX6tiL6tY3Zd8tg89e74FZLve/Uoy7mP1GarRdXTiJ7MEMAAHud0QJZgC4f68kd+8Xa6bpVkEYTplz2ZyM7eltFrf5WTMGMwB8Laz18bkknH/ph+dHCWYA2PGLA9hl4bfiHcDszBF3n1DUNkBdSXBrhGAGgAD8tzGCGQDaBRZMqZrSt0E9pmpK3zJzn0rMYAaAFcATZXk9T0ngfoePPTVaH0pd7QiiBDMAEYMZAG7yW0/ek8B/Fy2YAcCuwcK/Eq39vRVmd3tVVfT2WJutfhApmAHA7WIe+fv3I+e9xjPPtMbDKbScYAZILU1zBw8+mfGeMXisd/TUzK2FejB7cId2/PaCkb51kJrxoVhLpu9AHZPW2zrPu+PcSm51oW2p5p5YKRJcU6hgBoB3OvVk3Nd/22CbO78y+E3ELA5JtskroLJpAaOIF8wAqeUV7nn89vQzVfmIu06IFMwAYBxDouQhihPMANARD+/xKVPSzJCSctQzR5WEhQsAWmOLKMEMAPNKP+eldu9k223wpEmTGswYMmXKlDbuHvVZwBaJROI+M4va/7VTIpFIjZCb8+Cu4GOI8ht0607UYAYA5ww+faTB9+RTVu2K+y2Rjte0o9lnZZNtXyk8BTSIyIbUILrTzKJfg+I8ZG35Zdj4tWcAxHlI3KR2BPwoVoqn/UjgyBgpOgE/iHWMjdFz3gPn/Dxy+BGl/IACTH//u1VN9sumFH9eqF/Uf/HmS4cdDmSaRjGdb8/892Exnx7Vs3LVYKBLzunTO/y/Lx9ybNNv+S+a3h6dQ8LC4GdrXlcn7GKMznEzSWfJju+zasuCLO3elZKSwanDueHk/dkjMxvowx7IfShuXemPKGonlV3uw6fVC9wLf0LxOoD42f+2JBF/BNgviPFQuaDuv7ETziWx07n9CmO90QkZBAT+8+y75SAMrqSQwVLUTzR4AAAgAElEQVTA7WVplkp1WiedK3PJM8zvdzn4H/d51sDF1qVcDDGuUU7PZ+/l5Ki7B7XE/a77PjnFM87NfuSenAbEDjSY1eOUuEkSEP4s+25pWP73FMx/6lVV619/EhbvOmic5oMHH7j688Sot9vFftFFDTrgfdCgg8HSTYmd7vgZldTU0OWtyDPLxju0WdcVK1YMTvf+jBkzTiG1xvLG6ufuqaFhL7zwwjFkXAIks+1rOtO5JnJcR+BhkPM1etDsK/fGSLf0UCxmflXfmVXrtTFDD39OYWrOrbFg7XX8og9/sh1YzAuKc0CyIBMKns/8N9JNTRyhGCU/pulppKPYmrKgknkzvwmcEDmVxbvf/uHw2lgzVzm2Yxk1/dO9v2DYzPZAhsbVhmFw8sLLPsglUDPW72yvuSdicU/7kKaD1wpg1F0nfQM4LXoKy+U3u/PWtUsbtOO3ql16DrBLDnkB8GGJszK/q0dHgvDSbDv52G/vQmpps0Irxfz/wCM9mFstIF5w34Fs/1K0AIWXXy7FuDpG3uD2y1j7AywLyynA7FFF0I6SzNehOhhKYZZSrG9YSYKrifOgMjfHD7jFGy5N6uRzvwHj28z1aH/Lub4NzrCcj5XGAz2G8mWrBs0kI83gmCYZlc+MTbs8QGz/HMfuQG4z6hjd2q1kUPr3Y7dboizDmY99WFCdMajpqxUd+pp75GV+i+H1dh9QnWWVBHdvcC1btmxZOdGCQtek3514/V+nTpw48UCCxFUUNtijIfOf4fWC2tyvzPt4of/ap3jGQBYpDAU0iMiG1GCawkTSO6bbsb6+ffsmsII9kGkJZdgUfLdZ8rGcjluosrZcSU7F8rqntyPk3EIU5bVwH2q9MMu25jBT5i5vvHzYvmteBLmdLwCEeaT10Ip2zpmtn/frL36zB7BfE7vn4qSXXz5o9R/QvhM7dZYm8tId38+hSE3w1X+fSx/YH2OnLHsXUoKEx36yuE4Y/zuNpy1efRyAVz1TgkV/eJuLrtUJvrk49rP1Hjz+x0Kdr/G08ePJZTSG+deIvx718Uz5YzFGfhT8HHo3MZ+F6WdFjX28J6f4XmZp12eOojRZG+Hctfhl8zh1gvj5W+CZ08Q6fj0r2nZhRbvYcXIned++sTtmfMCAbkDEEZEZdWb+J4c1sT2Hczj8PnEeQqaUkWi0TneiOPfnrT7+ONb+7tFrOE3d9+sp+OeJU7YC2PGll146ELJ+zki6V8eKtT6h75zLcrpGJz38DoUL092qQ+tlR9TfMGxmVXtyC8hNo953a3Vnk0PZuyTnUeZ5Lw0ckAxiPBxuzPO8//l38bCo7cJPtnDe7BxzdLynP/e9rO2xpF/nfIPyDOVsyrzL3t8b4tUF2tR0YstlMav1Zl8bdc/J0WYIiCkMil5vTwkafbdB/tf29/JYc2K17GVI2GkU67lCGJxEMR9mAUS978z7shfp131PZ18efjJeAJd5y+23ck7P+HaW+m+OyjD6FSHf9Vjjvp/8P4/hkR/en0iBg9UBaq2MGZ1Pyr5jeq0STrwg4Aws5DTyqDt52PQ1yf/05+1wmmpvNK8s90zDNsAMo5nVkWROqwXZdtt7/Pjxa2ckK0R9PZvUMfKt82XVjU8PXDeIzQpxPOuIrzw0/3wkGwU0iMiGYzSYqzIMgkjBBN06dmvQeHDIff3yllCGTUF+Dyrq24lpHqfynstxd2u20cAbSiH+HgEFiQ5OkmBBgYLzc/mjBW67r/l3mNv5kjq25/GdFu73sX7WHqyXd5AoKeTx2rWrLV39RGDdd1koNVt8WaisUp+5zgv/XWfr/7PcjumDx5aCFT/4IiD1d/v8iy7Em/Y2J7uvyCGAySn4uRVJWITzJb3WdAgKO8rqwWs7UJzZX/g0sTjdW12m3emxRrEEYf7XQI9yHc3lPIp4fV79mWNPfU+2+04e94cVbWIXpy0dO8afTau0dFcK9bA2bPg3Wh1gEf86aLYfOY2Us0bfd3GuAa2XfBVrf4sxiDcM06/lRR71nHTilK0Qksnk7quPm/dn6ZiMNTt76041ltOMS3nVEZvKLxE0+J1Ut1rWnfhBdBl419VBEriFB+aSQwB0YMma/HIvSq7XwAUz2xNtycFMB9+dApxn2Xy4VeaAhia+vfRl8g1ab8kobrsq8NzaJx1Wxb/1erKuKPXKQv/W0x+n4d+5EMddFOQd0LBbuqUO1/Ii/p7MizUd/DrRv+fcPqfFrqe2mN/7esx2JsMU+hb/s0Y8bnHaPY15/XPhM28HkZdHyZAp0e63RbzOzGmXX9ZBAc9Jzz+vptNbchc2xFywsWW+Prrz9Q1Vkky+TCzLuk8ikaj/+y76daoa35v4QWQ5SPV3+v1fdqJQM8wEhe9DlfUpoEFENqQGsyOYhZFaq2FN2KDj0yCfOctbQhlEpMVrmUEwYRPlMmuZZW1KAUuayinYwE9eADzHY3bb0tiQje1kYqM5LzaYDf2krtBK22wU5bfY80U3Ic6UqDFELVtpWW7Hz9r5vzEIw5b3GXL9Xjei+2M6trFftzakDTu7RNEkrfD371WJFak8w0Jco/LJQudzE19A+u+kBf3+Y9/bW1DZWzovQvtg07gaFl20713n8qav/vUtKNDvsUWcNfkVImxJ7Zp096Dm6A+KYhNogzSbQvQlxLGihZ5DkpYCGkRkg7GwYTCBh3ZIlHQe+K6NNsWb17WFlWGT4HxYoJw+4SSrLvJxP8Rs027TWwH+Hs68ApSEBCHbNmO8jzkfrP03lsf3EnyQfZ+0CvX7aMp65bImtuXKYGW4xdK5qVde8M9RtrRQS2D6ms9csM++VvbmTE7HtKp+NcAnuaSNKVW+uvmfASuKfrC2dfETWV6/rzyEG/K4NdS1mVPQHE+6ZAmwqKB5rtY1mXbCqkUnnWdL0r3ZlMDy/11GvK7FvkaFYbSyHdfPviKX7zrLZ/c86k9tVsa+t66iTZu5sQ9UWle4a3+j78OmTq0BPs0hp5lATexUYaNrTeHqr9R/XFS9RVGX4k17TpnlU89pGczsAwD3/OscS0qWx9m9xtpskdM92QpQ1voCtwZ/49pwxWycHG6uTXNYMPHr16VmFwzs9dzyMJZZQSZ9yu3+0HnvZWD5NTBSbYSi/2a6L47bzWrpvxPfoPWWjDzMUM6mhLmVfXmr+H/mZMKL8j35hrrGeqPyF+C42+Qfm/ihWZa4iEL0QaTl0fuIcj5ExHM6199h/N9Ay72nh+Fs+vVLZtijWGXfUB1L6/5WnW0ZkHUe/qyMNyLtV9C6aUPdVuR3aQyCgva15Ps5my5LnX9IS4zhytLmNKNAa7Hmp2My+6pWYb1rWRiGRb9OlSb9baBgU7umZanPZed2+hL4oiB5RuxrkPwooEFENhg3e7fBBqNXpHT4EQ1f89jGXIZNgvNQQfKxmPkEORw37jE2RsbD5FeJX0WSKYUoyt6JtymzvNfYbSDGB/t4r4NfWNtR64Q5/+3NknmkLeI5Z7Ze3nsfNP1/wNuFyN7hib33nlmT7lj56jCncWxYjnx12bZ6/VXc4j+wy5UR4olHck9f+O+0kWpqS/8OYOOG1FLke9XCspAZneL2N9onzPjqtaIUKJvS1k+Qy0NRbB6QqROvKU9z6pDCB5S4F/wc2iW5LdulX1Ui9vGO6Mt/gVl5FCkZONOy7eQ5lM1ipHHn4dj5Z6kfxTl+fW1WLqTd8piXOucJGzEi9gMBGz1pDlCI3+gXhMHz6x8gl3PY/orxVMxESYLg0YbZ5F4vaKJMa//15Y45rVwQVaYyb+x13M/mzJnz8up/5/1ZPm71Wfad1rKnxnWryukabYW9ly+ppc1z9TfctduIJW78o1AHCHxdeWsTdXeTQ5thgXWmOv/l7J2wLvZ1tZ78vveAh/Di1sO6LDX2+yxeN2ume1lpa57EWZV3wQrAPF7bqPNNPd4EZsdJU12ylM/bz4qTBId5l5z5xMxYiSIKkoWvczXFCBocx8L8r4e75R0SFeG3kgzy7YPI5AkoXGBXk4KIf99E3b+AtGuzNc3e4dTj4z2wbMn9VsbfMr3txSl7ncFfi5Dvepoof/6fJ8E9kfYr5TGMwnagAYmwjkPnP5p9x/RqS4LC9SVYEL9dVZ+naWPZZefPA3sln7yLIstvwpx7N1RR0kkQ8LXqzhn3cff3Bg4cuPY5ShAERb9OBUHwEDm0w2NaSLctXlz7yr0Ax7NlLG49Pf98JBsFNIjIhhMwFai/qOTuwy8cvkumJH379k0YnNggG8vjBtoSyrApKONWLO+o5VU418dKcSRPAi9m3W+dZTg3xjrGxuhIex9iBCQ07nYwbgb+QNyGehPdF1eV/ilWFlFEHV9i2DX1R5Lse/CMZ4H1H6Zk9+zePV/8Vw7pAKhJtLoF+DzX9OkY9so+B73QZKvU3K8pwCFC3NbmYzU+mgJGRref24M2n+eyJP16FlFTNwbAqqpCCAvx2aNxu8tGnvZRzunDxA1AEUcc2Ugbc8q6v5nZb2l4zyuo3++ymLq4E+AY11BVVbQyZXRs5ee4jYmdzvg1MClGCseD38Q+TqSylFwLhe30Oq867WRVtaHz+7j5mZmbk8/v8rYjz7ass1vUGrGuUQ5vLgp4MOr+QQnXEqMz3eCho8/KPPrZOvNXzyEAbadZWeM7GnOCPK6NRv7nr9m1Nm7c+udqHdcT7zr4dxs37sXV1/o4F5yJdsstDWaDsFsmPA88GyOPrJKlpczbc+9CZlnfotLS0lvSvfnxxx/fD7xVrINvAL/tt3rE56GHHvoYkHOH9Geli5hXFnkgpwdmOZ/jt/a4/jXccg9uhLVnsrnfMLlH1XoPrAMrSL0OoKbO/do1L27f8cZPPX5wEP8p2a8ARfGpbL//u9n3SyMZ5HH/s6/wmpvptve/wJ7Lvv9asY73gxmlBDGuUu4+P6hZMT7d+1tdu8tXBIyIU4bisKe3u3nXF2KlwNxj1gXe6vY4bjGriGY/yzqTQI4qznvs3zhPRC5Kbg/359SUtp9cf0O7mpW345bzjKBfS0K7/GY7X0ZYm7UPxYY89A5wXz4HSiPE+QUwMUYaxz3OjGIz2aJttIflJ51UDTH7rdzj32NKkhOgMLNmFtgqgpI/ZNohWcMoYgd9ZOYwIVnHNcCyQubbhH9MGtzovuBcl1eQgfMM20WcaWU7mw+kvQ/k6uQ5E9mmOq9xH7ceOoj5hSpP78HMBO7PKbGzsKyWtPXh+O0WizWlV3z2HmXLMwYsrFrR6m7H8p8JJA/7LO9Ba88crBoEDfs0VqxYMYFGS3ln8THx2n1P9u/ffwaJ5O8pZlCb+++wPuvy95L8j+f+GxtS4NF90iQFNIjIBjNy4si5uD9df5sH4Y8zpencrvM5wE71Nn0wYtKInDvuWkIZNgm9bSkh55DPQxWngj42K1aa1NIR52GRpoNynIH0sTiVrY1ZJVGncbUG/36JMqo41j7HuIA4o5Ab9ZOcWzqV/UqaHiBjsNBgQuS84/vrXj1fuLXxxmSYPN/iTFXoLAgSVp5PQQ444NnF5pxHYSvgi+uwc82afji99zdn3GX4nXkdweyX+3zzhX+vzfPw6V94yAUWf2T6ekpWtKfb8ydm3zG7JMb5Nq7fV2u3bPPmLZFGEeXL/UPqSn+QTxargyGGFahEjXN/mZLanzfYcvPpr2D2s2Ic7fFtV3JT96+y79igQDzAjCXjilGeyBLJnwL/ibz/mjJ76Q+J/ODQr+Gky3IJpsru25e+C3ZpwbKr3Ycj63Zv+k3n0mPPsvdyyfeoM5ng8JfYCZ13ksblUXY9sZ99YR75vrU0cM7p188iX8/6nGHvGET9rudgDM6aZx+rM+dsYnTOdl7wMl0/i/UcCdx+abdMeCleonXsllvvwzz3zlXjSbp0+2OTb40f/xF4RcSc5pH0AakyTXgei/yA4C3KWv+oyXdKwnIoUAetGR/2+ha1bdoUJLtG6tz9vJ49e6a90Pbr1y9pZmcDS4tRgBxFDTJ6+NBDDx215oWZeTKZPDdG+rVWWTXPdYoeC+Fmv7m1+7Uxf1QNJYKaQVgey0gZGDwXfLGkyaCx8d1veBq4Luf8V3PsB5N3ub7BKOHq2lXfJ8aDp5mJvZib6JZnSewjvCzq775pO+z5Hngu9bAQD/vT9cBUe8DtQqJNJ+5gg1slowWvHP+/BOWvlkQvlVHnicTZnUfvnfF+UEPpL4Gcr+cFMD/pYf9cEm53U4/xWLQH3vM6zeR/2z0b9xDThp/1aJyA09hKSksGAJGeCnrItRBrRo3qAM65vN/UlfU39u//7KowSJ5NDkHQrR1OXJWIm6w+B7vIhjwe7cF6IhwGRAv2NosW8G92tQ2e9hptwiuA/0ZKA78DP4todcJlkDjH+k2N3sbt0ul6nKez7wjAnZx67F2R817jhBOW434OOc0mVySpYKFBnNQn4/3u9kr7PEadPIr/WglXTK6wzwwGULyZQBaGIReut3UHe4+QS3LMczHOGbFSlHIlRFyiIoIeS2cy7O0rGmwzuJ6ogerGG3VJrixUedYInIuxeDP3AHVBwHmHXkLagCWrPPdByBDw0NB0gvAMCjxAoJ4VWHi2DRmSMf+Z/abWeBCeQuF+MwAr3fzPUXbctq4Thy3fK9tufy4vL2/Qx1hRUbHMU9epKN/fSjM7w8yi9n99Rur3Dl2/+xbGD2OkizHrmj/G9qturr/Fzmr1NhH7INLk+SKd22QM/JLCUUCDiGxQHljDB27OwGHlw5p8ylVxYcUxBo1GUtrUdHlXllf+urJ82Ji1//WvPGFDl2GzcrQ9RciJxIvOBGMJcB5HW5yI+3X62P9wepFaTzmdL3HO4GgryDIKG4U+togE3wL+GSPVA9RyPIdbqhPlKHsI5zTirxvuF5beU311q7QDOd6wZNhrr57TB5nzSzJVfn3t/xcQrVLq5jbG2i45u6nROfsf8tJHlgx7GbyZMRMA89ctQa+9DnwhbiNrPXt/c/pjbnby6s+Rr3fMg977H/x8xlFtC5a17g/cSPwR+auAy/bp+cJ6D4r2PWT6w+CnxgoKaaTN59ux86PnULqy/ZpNX4INJ3oH1RoLwE6ym7/XYOpDq6oK2br2DGBi8fo6/AUSJYc3mP0gRzbiexOB8yB9ozwHfyPBcXZjv5WN37CbT/8d8ANgvffSlLAO+BdpziM3mLzDUr574HyS0Qd/OTCWJUvPbLbZGdY44YrlrAqOIeuSBuYEwboyn3TJEur8SJy/Z0hUDfZjvv2jn2fYJ3/fvnw0ZgPI+FDcXyFIH+gTYJxVfTA/XHlcE0lZBQw8+iwbnWsRzcw7LuYcYBRRr0nGUyUBRxzXzyJHyvQ5yx5251QyXKPceR/nW33OsrjXHPqcaaOAgWQOQHgpafTu0y9aAOXRZ9nriZAjsq09bTg7fPI0e82cAO6pMM3sVmF2uY0b939RypLR519dDFxL3I425w7atD/NqqrSBvXZ2PETwM8n84P4/xAke9v48Ws70e2W8b/A/cdkfsjzd9yOtBEjmrzG2qgJs3HrRZ7LatS1asV7fY7m8+7d88kmnflmdvLhhx/+eLYdDz300DfCMDzCCrvW+yKgv7u/nHXPetz9wVatWu1Bqu2U7nx1YPyXX355hlnDodi9e/d+18x6E2MWky9KlvDQNv9gaSLSYLtqnCsmdr/uF1HzT2dc9z/NSySDXuT4oNnh7uo2fvK4nk3MYrLahO7XX+XGT8nl4Zb5Mof+E3tct14H/127jVhSmvQ9SI2ay1RGXkvsx4zSnrEP38i/KEn0ptsecdsX6+u67xjIdv9r4HPMTqfbvutGhXbbazYJ64VlugbYVxjn0nXvydVf8b0ONdyebkIqczjv9RImPNAq8uwM7nweWnB81z92fybbvjveuOPKkmTyOPAHsmZsVgNxpzjIwHmVZLJXt5t2yWm2AMO88/IvzsYZTbp6Jc5H207353cbF3l2htVf851lSxd+t1izM6wxtN/Dn1IX9rYMU5obLDXzC4af99jVBkcDWWeZAj518+MqznmsyVkBf3D2Ey8Q2jEQPXCqYwjnrkxkWhxmOfin6d/mS9z72qCHI0+FbgMeXUiQ6E3mWRFXAMNI1u5L5r6KleCVdtHD1wHYeY8uoazsKNwzzZJRg3MVFz3yMxv86KM4J5N51PMHWHiEDfpbvIfHPXvWwspTgUwDCEKwG2mXyCkACIBTj3uWMDyezEE0mR4kLsZ92uqBQOm5P47x74z7wCpCzuaUYyMNmphwsT0UZu9Leg/4E5nrcU+UQJ+JA20pwIQhNhXj++Q2c2Sm7+GN0Ok1eWiaQVY72C04/Yk3Q8RsytibHS3KAKx1trWlOEeTebnIGoyrgSvJ8P0dvPDvjHjhKNrVLlmXzvlZryFc2ftifmLwEzLXKx4rq+XoPhWFnxmj11AW1AX0dog6Lf98g5N6DYkwU87n/6tYPTtlhkFFdh8rqk+wivMfgzB+X3Z2HxFwlFWeH2nwxGvffujfpVbSm2z9QpHuczbbsD6vfvuh88wtY59r9+oufOeLwynxtMFvIXDTxx9/fKE1cS0ZOHDgM2Z2vJllCnybDfTp37//v/v37z/R3bP1f/0H6DVgwIB1989up968esBApkr+DDxxMGZHkDW4zhyYRE2H07F+67VvrW/bEZgPynK89blPg7Z9rI8Vd5kkWSuvOahEROL68YABHVaEbf4H1F+oabnDL5azfPTkyZNXVZ5f2cNKwpPd7Xqgdb39Pqspq/36uHHjmuzoriyvmAd0WbvB/JqRk0avNzK1mGWI6TXgQiDj9MQt3jPenlRn/6nALhghIe9jzMHZFuPrQHtSlYvHSTCWIyznh6P1jluCcTZwBvB1nLakZih4lGpu5cSYjYhNhbvxDKcRcA7OvsBWrOtAMlJLIfybkDs4xpoeZfB370gJg3BOxtgXpwNGgjWBkEZqIshUcMq/KOEHb5cd8lVoicGhcaLBzmArwN8296kzZ+14T796IyBmvnLYroQMdrfjLPAeoXuJAZh9hfM65n+1NktvD5e23zIIgiFuHG+wu0OppWqhSQt8jjvPBzBhr54zsjYYpkzpm9i7+5yz3DgXgoPN6OA4FvrS0HgpMLtr5oc73NsvzkiNCN75V68OydbJQR7ayRi7kGpgvQ98bEZn3PfCbDsPMYwydwgMD2FJAC/j/peVQe1dPXu+EjmC/I2XD9s3EfpFbnaEGduGzpdmPt2T9r4FfiDY/mZs4c4nhj2FBWP37vmvjB2V7884ZIuaksQg9/BksF1INYKXOngA7TDbwpIJS9SUdQJaBTWtabV4a7aYvUddx1l7LsdtBfj7wKOU1N1qN/b7wqueKWHR4rMw7wt8HWgL9hH4QvAtwHoAJcAHGI/QOnGrXfedjKNQ/ZL7D8KTP4fgW8AWuBnmnnoaaMaauq8DRpJUA/9/wDNgW0B4ImbbAkHqHOZ1PLjBRn4n47qhufDhU7aF0iHgJ+D0wFhG6qFsEuxruG+HeYBbHcbHYC/h7hj74XTBWIzzMoHdYTefnnX6aB/2wI4E4RDwY7FgF6ANeBkQ4B5itgj8bwTJ39pN/T72S+//BslwIG69gW094MuXO1Z//vM9Fpc9vvWKzkAJ2Afg/wBaAUcCu+GUYhhGEg8+wcLnMZ/ACT9qeWtbPnbjseCX4n4YRofVXQVfgv+dgBvTlnnaDd8GOw/jG0BH4FOwp8HG8u3LZm2w8j9yXReCxBDgOKA7sBRnJsa9vLj0PqqqQh7747dwvxDnEIwtgQUl2D+vXnXSwj7Ve5yOsTvQitTsL58Z3A3cFPXhfBTPTPFvuHMR0BvYDkhgOKnr3kLgdYy7ju6X+xTu0+70LdqUMgg42WHNNeo9M/66EO7o18/yGu32zBTvgjPEjeNxdsJZijHTjHuee4u/VlXFf4A0ZYqXbRtyAcYAh71x2oB7IrmqepvPZy7fcc7jQYclH38J/hbGFEJ7DfOBQB/w7mAlq69tdcAHmD1FyFgbNy7naaqb4kOG7IWHF2F2FB52wywBJMBap0KcCFc/PHgCbLKNHRt57VDv339bykqGACcAPcCWrf28XbafYmkCoPzii7tD3RDcjga2B77C/DWcu2zs+Ejrc3jfvgm26tgPrB/YnuDtgQ8xexpYhfvRwG4Y7cAJLVEWlpaVrtqiA19uv0Pdgj33+l9NWdmHQDszOxDoxJoaEtS4e+o3ZfY68OcgCEJ3P8fd9yd13ZhrZgvdvS2wI1Di7h+Y2cPJZHJ87969Y826MHPmzLIlS5ZcAAwC9gRary7DEjNbFIZhq0QisbW7B+5OEARfAIvdHVL19FLgAzObVlJScmvPnj2/cvdgxowZZwBnAnsBHUjNbrFy9b+3dvfFZvayu99x+OGHr70XTZ8+/UBS7YNewDak6p8vhGE4sVevXhkforz88sultbW155jZue5+0OryBY4T4tQGtb6wZHFydpt5n7/b5qPZjieArg6dzDEzEqF7nZmFOHUYHzo8HZIYO7nH72fF+V6zqfKq4JOPVnzP8bPc2DvAtnC8GnCMtoS0wTDcQwvsU4fpngxum7jLtZGXNhsw+6qdLawbjNkxhLaTGSVugBNCuAysziERQKk7szCeMC8dO37n32adiWTA7B8P9tB+Zfh2tnrG/DoSzE105cWSQ3xJ0D5VhwptCebPE3AzYbAf+Mmsvdb6e8DTOFthQR+Mr6Wmfvc38cTddN3zwawP1+Ka/+Z2hMEQzI8nde1Izfafmma/DvwD8GmsqruVHgc0PRuFT0kwf+8zIeyLB3titMf9Q9wfh7Kx6wVgzH3joD0+L/l1TcK/taLM2m21AvvmJ4Gf+WbJVwfOC/5u8C5up7j57oa3Sk3DYSHuhrnhVmvG7KQHE6yk9ZguN3SJPeX1vMtn9QnC8EKDox22cccMrzML3nPnQfCxSQu2ShBeBH4UsM5/qmkAACAASURBVB0Ei915qdR8Wl3q73YSsCVuAUadu9dimKWqyO7wueGvOkzZrtPO91oO97emLLh81gEehgOB3uDbgH0OPj00m3j/wcNWhc5ANz8CbFuwL93DVy3w9u52qME2pIq4HLeXyoKSq4ac9VD02bYKoKqqKth6jxf7gvfDU9dDh4/M/YmSpI8desETax+i/3FK3zaldUv7A6cDB4C1Tb0TroDgdffw/lZblE0ccupDWYP3/zilb5uy5JIBHtppBOzm0N6cNgZtMA8SbnQIzfevs9p9am0Vbm8T+BygLc4uQAeMj3CeoK52LPNrvmCHtmeDnYGvaX/5B8BjWHKcXfR4Tn0o7hgTTv0OHp4N7AtsQSpo6knqbKwNffjTtfuNP+k0sHPW7WdzMJ7Ek2Nt0KNNBnD4+JNOxO08nAMwOoLPxexpPBhrgx5q8BDLJ5zWgWQ4CONk8FT72+w9CP/KFu1ut35T85sB4eGnDgfKgcPAtwQW4vyDwMdz8nEZB1FE9vjj7ahLDCQVtLsrqbrF+7g9QFndHdQmTifVD7Yn0Bb4EPNHSSTHceKJX/Dgk/uR4ApS9dYtU9UTXwa8APyBU45NBVM9/MRpEFwFtg94G/AQYz4h91Br1/K9Y2Mvozl4rHesg4tYXSe3VJ38XTP+mnDuGDfEasvHePcgYAhwDNAN+ArnVQLumjjYmlxic+ho37ImYLDDSRh7k+qndaDGnEVuJB3KLNUu/dCNx6pX8pdWbTjDnBOBnYEVZrztMHVpJ+6ZGmXmtvm+HXUMAY4HuuMY0A5oQ0ACpxaYjfMntmds3ve7uX4iIediHAh0xJmL8TQljFu7jMU8707IEJxjsNT3123Fh/PPf/8aP+XjiV1I1TPnYTwdwLheQxrO5PrP0exMwGB3jrbV6Q3+Ezp3HjGUrMG0+XLHnh/L6Q5nm7FP6HQJUvcfSD1MftedR4IyxvceGG8WMh/x56/jPghbcw9kMdhLEN5uw89/tsG+o6a0J6weiNupBOyCUwaWBE+s7i9aAP4vPJiP+SHAHkAbUu0EMMrA6nDeSwUdfjnZLrkk9sw6Rz1zVOuvVna82jy80LEugVPiASvN+W8SflHiyXmhJS5yOMqgu5slLNUvtBR4050HOrZdMvnZPs+unSHowMdO25Ukg0kF2XUxZ3ErL33n0GV71uyzcuedgR3MrNbdk6T63EqAhe7+zzAMxw8aNChr0Nftt9/erq6ubs2zgLXXKXd/IAiCyf37928wY9HEiRO3Beq1+1hGagbMqR9//PG9VekGvsx6rCultWv6PHYClmL8F/weup7617W/ufentaJd8gJCygnWtK1xnC8wHiUMxrHjyVmXsPb7lneljiGYpY7nLF8dVLI1qXtbgAUr8fB13H5qZ7b5R7Y88/AJ8E0izhS1uVBAg4hscMPKh50YYNNY/xqUxHGMJudqdDh71ORR96TLN2pAQzHLENOmEdAgIiIiIiIiIiIiIiIi+VJAQxO05ISIbHCjJ49+zNyvYP1pBxNpAgnczIcXMJCgRZRBRERERERERERERERERNJTQIOINIsRt43+A6GdQtY1jngH7HsjJo0eGSHbhlM7ecZ12YpVBhEREREREREREREREREpAC05ISLNqqqqKlg0e9Fx5t7H3b4G4bZuNh/nI4zpoyaPehQo7JqbLacMWnJCREREREREREREREREQEtOiIhIC/MasH9zF0JERERERERERERERESa3SdAt+YuREujJSdERERERERERERERERERESkxVFAg4iIiIiIiIiIiIiIiIiIiLQ4CmgQERERERERERERERERERGRFkcBDSIiIiIiIiIiIiIiIiIiItLiKKBBREREREREREREREREREREWhwFNIiIiIiIiIiIiIiIiIiIiEiLo4AGERERERERERERERERERERaXEU0CAiIiIiIiIiIiIiIiIiIiItjgIaREREREREREREREREREREpMVRQIOIiIiIiIiIiIiIiIiIiIi0OApoEBERERERERERERERERERkRZHAQ0iIiIiIiIiIiIiIiIiIiLS4iigQURERERERERERERERERERFocBTSIiIiIiIiIiIiIiIiIiIhIi1PS3AUQEdnMfR84pLkLISIiIiIiIiIiIiIiIs2qXXMXoCVSQIOISPO5D9gB2K65CyIiIiIiIiIiIiIiIiLNagqworkLISIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIrKZs+YugIiISEtReX5lDxIMBsDdR9426ifNXCQRaUEuPW9w17qSsu84vrO5d8WslcGc0PkQ46OyRNmMGyfc+EVzl1NERERkYzR48OC2rVa12idMhPtZaPtjvh34XIzZofHv0RNH/6u5yygbv2K1+9WfIFEU6jxR27Tl0G+/ZdLfJb2qqqpg0axFR7j7MRjdDLo4JM39XQjeAd4J24Wvjx49elmcfIdeMHS/hCUOxtjV3LfBWIb7J27BKyMnj3wO8OJ8osyK9XmLla+kV9LcBRAREWkxSsKBuF0FgOGAKrsikuosKi29pc45BTwwAEvFBfu6f1KTrFlacWHFTaVW+oc/Tf7T4uYqr8imqKpvVdmidgtXAIkckv955ORR5xa6TCItSWV5xSvAgQXJzP2GkbeNvqIgeYlEVFFecanVcJ0HYak5YGv6vA0cAofK/sNeJQyuGXnbyPuas6yykStWu1/9CRJFnueJ2qYtUB5/U7Vxiijm32VzqUtX9K+4cNGsRb8D72r1hruvvpacuibmIFgRzKsor7ho1ORR07LlOfSCofsFQfAbg7XpfU3eZoBTWV7xgeG/GTF59OSCfqAsivF5i5mvZBY0dwFERERaDLezm7sIItKyVA6o7JlMlL6BcxpZ6s4GHcz4WR21H1xSfsluG6iIIpuFLzvM70FuHX0ApYUsi8gmz/SbkQ3n0vJLO1X2r/irwY1ku167HYD5X4aXV+hBseSuWO1+9SdIFHmcJ2qbtlB5/E3Vximi5rwmt8C6dFVVVVBRXnGnOZPBu2ZP4V0NHqksHza+vLy8dbq9Kssrj0oEwYupYIaMdnFs0vALK26tqqoq+kD7Yn3eYuUr0SigQUREBKgsH3YVsHNzl0NEWo5Lyy/t5KFPdWObNLvUpNm+VUhyihorIoUTJtm1ucsgIiIFZ3VWOw3n9DTv1za10eGa4RcO+2ERyyWbqGK1+9WfIFHkc56obdoy5fvbVxunOHRNXt+iWQt+atD0jB5OHbCy6ZQ2sL21/VlT71xy4dCDHP8bEPn64sZFi2YvqIq6f66K8XmLma9EoyUnRERks1YxsGInC30Qbj9t7rKISMtSS+1PDLo32vy8mf+pzvw/YyaO+fDS8ks71VJ7qsGvgB719vtGB2t3NfDLDVZgkU2YW2LX+ktuOozFqI6SNnB/tWgFE2kx7BHc58ZPZtuAH1pvi3tozxWuXCLpVZRXnIlzWP1tDrMMuyxRkph+0/ib5g/rP2zHwIOTwX8HdFq7n9mvKgdU3j1y4sj4571sdorV7ld/gkRRiPNEbdOWpVC/fbVxCiu/v8umW5e+pPyS3UKSVY0214L/XxjwzIpwxcuTJ0+uvrT84p3qvOQSzC+h/swhbldUXFBx+6jbR71XP4OQ4BaDDg2ztVsx7itdVvqPsMOqryXDxPHglcDu9fK7+pL+w6bdPGn0C4X9pCnF+rzFyleiU0CDiIhsVoYPGL6/J/0UM9/Dsb1I+oHrVhkUEUkZPHhwqdVwYaPN00qXl51x49Qb10Zcr16P9I7Bgwf/rbSm9EWDPda8F8K3NlR5RTZ5zq7Y2n8vG3XbqIubtTwiLczIySN/ETdNVVVVsGjWwscabHS7atTtI+8vWMFE0hg+fHircGn4u0abn64tq/3euHHjvlqzYfSk0XOAW4aVD3sgwF5g3UO6dh76NUD/DVRk2YgUq92v/gSJotDnidqmza9ov321cfJSyL/LplyXTnryArMGs/WHmJ0/ctKoe+vv96fJt8wCLq/sX/k47o/C2rOzzAJ+A/Rbs+/wC4ee7EbPRocaMXLyyEvqvX4XeLfigorHzXgFo/3q7UEYBpVAUQIaivF5i5mvRKclJ0REZLPioZ+O+W8czgc/iHWVChGRtcpqy44GOtfbNLemrPa79TuM6hs3btxXAcGg+tvM2b+YZRTZrJivW/vX0IgGkQJYNHvBr4Hj1rw2Y8rI20Ze14xFks2IL/FTGo02rkkG4aD6wQz1jZ48+jPzcHj9beacUdW3qqyY5ZSNU7Ha/epPkCgKfZ6obdr8ivbbVxsnL819Td5Y6tJmnN/gNVw1ctLIe9PtP3LSyMcxbm20+fCGL4OrGuX51PzlCy5rKr9Rt496z/CGwTrmpw0ePLht9tLHV5zPW7x8JToFNIiIiIiINOKhN1jL0uCecePGNbmO81odeAkI623Zalj5sC5FKJ7I5mjdb9Lt3WYsh8gmoaJ/xSm4/WTNa4dZ1aW1g5uzTLKZsXCvhht84piJYz7MlGTEbWMeAWauy4P2i9ov6l2M4omItBRqm27S1MbZSG0sdemh5wzdEtip3qbauppwfLZ0HnJXo03bV1xQsTXA4MGDO7o1fDDvbjdPnTo1mS6/EbeNvgtYUG9Tu9Lq0lOyfoCYivF5i5mvxKMlJ0REZLNiFr4bYs+stx3vhNsBzVEmEWl5DLZvsMH99WxpqqurO5RR2iBguG2y7dICF01ks1NVVVWy6KOFO60db2OhOvtE8jD0nKFbmjOBdaPYwoDw7HQj40WKwxoGNHjwcsSE7wB7r03mfiLwdOHKJZuCYrX71Z8gURT6PFHbtPkV47evNk7+muuavFHVpUvYsf5Lg9fG/HnMl1mTlZa8m6yra7x5d2B6q+pEb2+49MKqmlY1T0YozXNA33qv+wJTIqSLrgift6j5SiwKaBARkc3KiEmj7wbubry9ckBlN9w/bYYiiUhLFPhCQtY1yDzxZrYkpbWlvRptmnvDHTcsL3TRRDY3C+Ys6B6YrW27Og1HL1VVVQUzZ860TCNCRGSdRJldT72pq82ZOOK2MTOasUiyOTLfA183M3TgYcbZGdbxT+rPKG2wX6GLJhu/YrX71Z8gURT8PFHbtNkV47evNk7+muuavDHVpYMg2KH+azc+iZKupqZmu0TQcIL/Eko+BQgtOLLB2h7mz4wbN25FtjzdeMZ8XUBDYOwepSxxFOPzFjNfiUcBDSIiIiIijYycNPpG4Mao+1eeX9mD0G9osGKjWZQIdRHJJkmDaXY98E8qyyuHO36gwX6LZi3ca7t2nYPh5RXvhPBm4P5qm8SqcddNnKhRaCKNVJZXHgU+cM1rh6WJ0pKfNWORZDPlbivrV5vqAlpFSxh0xrzeazRtr4hs0tQ23USpjbNR2tjq0skw+XpJouSKNa8tDN+Ikq7E7DhvuOmLm26/6WMAg2/Uf8Pc/hUlT3d/2epdmLxeUEihFOPzFjNfiUcBDSIiIiIiObi0/NJOYVhzQDKwA8CvAOqvSboyJGyxjVqRjUlAsBus6wYIQnsQfCtrtJ/Dfgb7udm5K5JtLq0srxw+cvLIBzZsaUVaruHDh7fypeHY+tsC+P1N42+a31xlks2X4W+DrV1/2dx2iZiwwWg+N7YpcNFERDY6aptufNTG2fhsjHXpW26/5VPghjhphg4YurMnrar+NoNX671sEEzqboui5OuBf07Y4AzfNk65oijS5y1avhKPAhpERERERGKovLDyTcx71FHbjsBo3OEAfGwWXjB60pg5G750IpseN9/VGg5r2CprImMH8Psryismj5o8qn+xyiayMQmXhkONBg+DZy9l+R+brUCyWXPsrYaDh+kHjMqUZtjAYbuS9H3qbzNXQIOIbL7UNt14qY2z8dkc6tKrZ3j5G0b7epvdQr9m7QtoEHhjQfhFpMxX8SVlDbYk8ilrIUT5vC0p381dkH0XERERERFZy7wd0C7d2w73lgSts65rKiLRmDecjrWe5W484zAW7Ang8/XSQnnlhZWDi1tCkZZv8ODBpeb8sP42h6smT568qrnKJJu3wMJXGm06YviFQ09Ot39VVVVgSbsN1luaonXBCycisrFQ23SjpTbOxmVzqEtX9q880wJ/Cdi7wRtuo26+ffQza14abNngbYJIAQ3b7b7dV0BYgKIWRNTP21LyFQU0iIiIiIgUlMEVtcmaN38wYOgezV0WkU1Ew/VlYSlu35m/fEHHUZNGHT1q8qiLR04eeULrZJudHK7HqWuQ2vzGyvLKr2/QEou0MGW1ZeelRvWtZkwfNXnUPc1YJNnMjZg05jnMH62/zS34S0V5xaXQcJDx8AuGH7Bo1qKnDQ6nMSPaqEARkc2Q2qYtmto4G5FNuS49dMDQnSvLKx7B/Z7GS3kZ/LumVc2VjZJsUf9F6NFmaKiqqgqBZg8AyeHzNmu+so6WnBARERERicWuNHw3x1pD2A2Cb4Af1GinbskweHboOUP3GvPnMV82SzFFNh1bAElSU1LODYLgpBETR7zeeKcb7rhhOfDjyv6Vb+B+R7232jp+JaBpWWVzZbj/uMEGD9ShJs0uaV6ZcJvJulkWWhvcWFle8UuMt3FbCv41J9yd9IOyIq3bLCKyaVLbdCOmNs7GY5OsSw8bNqx9sNx+QsjlrD8DFg5jrUPwg3EjxlU3emsl0HbNCzOLPnDeKWtqbZwNIY/P2yz5yvoU0CAiIiIiEsPIySOnNt52yYVDD0oGwfXm9Km3uUuizC4BfrXhSiey6Rk5eVRXSHUUtFrYKnnj1BtXZtx/0sg7K8srTgP6rtkWwIFFLqZIi1VxQcV3gfoj+GaOmDzin81VHpE1xkwc82FF/4qLzRkDtKn3Viecw8CbSvYhsPO6l7awqIUUEWnB1DbdeKmNs/HYFOvSlf0rz2MF12HetfF7DrMC/JKRk0c/lCb5Z9SriyWS3jHKMfv27ZvAmueZdJ6fd4PnK03TkhMiIiIiInm6+bYxr7Szld/B7b8N37GBzVMikU3P6NGjl2Xr6FvDgmBc/dfu7FWcUom0fBZwVf3XDhObqywijY2aNOo2D/kG2Ixs+zpMduPyRls1Q4OISD1qm25c1MZp+TaluvRlAy/bqrK84i+p2T7Wewi/Cuz/ypaX7TUi00N4Y379l//P3r3Hx1XX+R9/f84k6ZVLgZbbykURFGTVZRdXUCyKtEnaQi9n0gKVortVoQi46m9xRSPC6noBsRfc7ipFhDY5LcVekhZYLeAFEVRQEAEXXFFoKTfb0jaZOZ/fHyA2IZlzJpnJZJLX80H/yJnP+Xw+c745IZPzPd8TB0GqCQ2H7HNIl8cwuLQtbd99VZL3O4B5URgTGgAAAIAS+PK3v71NUnO3zX/TQyiAMsvH+a5/wK3QnSBApX3sA+efKunEPTZ1Bhbc0Fs8UAmLv7P4kc07Nr/LpUbJL3XpRpn/QtKP3PQNlz7gsY5ZvGzxeXIduee+Jj1WobYBYNDis+nQxGecgTeUfpf+2Hnnn9SZ73hA0sxuL7ncv5uJa45ZtGzRZ1NMsHl6zy/M4gPT1I874sO77CeVdZWtEr7fAcmLZPzAAwAAAPawYN6C42Xx9a9uiPXgouuXzE2zb1wT3x/kuzwQsEJPBwSGt8xemed9W1zpNoCKiwPr/nzfNQuvW8gS/Rh0oijKS2p75V+vTHrXnl/HrtvK2RcAVBKfTbEnPuMMvKHyu/T5c89/c+y2XtK+XV4w/cal8xYvW/LTtLks1tO+x08Tj+0dkv4zaT8P/Khum/4vbc1ilfL9DkRepMOEBgAAAGAPcT7OBRl7+6sbTEek3TeXyb1Ql68tR1vAsHThvPNnuP11Ccva7bUr0tzp4Nv86G6b/lzy5oBB7uJ5F++bU+dpXTbG9q0KtQN0Z/Pnz3/175KHHHJIvrm5ueBVmvnz59fabr1njz+i7wz2Dn5Yxh4BoKL4bDo08RmnOgyV36Uv+MAF+1ugdep6ET4v869t95c+t2zZsl3F5HOz30r+1w2mk1PtJz/FunytDcXUTavU77fceZEeExoAAACAPUzYNeF3W8c8k5eUeWXTuIvnfeS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"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "display(\"image/png\", read(\"exactVC_eScore_manhattan.png\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "@webio": {
+   "lastCommId": null,
+   "lastKernelId": null
+  },
+  "kernelspec": {
+   "display_name": "Julia 1.1.0",
+   "language": "julia",
+   "name": "julia-1.1"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.1.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/VCTest/chr19_chr20_gene_start_end.txt b/VCTest/chr19_chr20_gene_start_end.txt
deleted file mode 100644
index 00ed3d2..0000000
--- a/VCTest/chr19_chr20_gene_start_end.txt
+++ /dev/null
@@ -1,3793 +0,0 @@
-Gene name,Gene end (bp),Gene start (bp),Chromosome/scaffold name
-WASH5P,71626,60951,19
-AC008993.1,69178,68403,19
-AC008993.2,69972,69167,19
-AC008993.3,72718,71778,19
-MIR1302-11,72110,71973,19
-FAM138F,77686,76163,19
-OR4G3P,94974,94062,19
-OR4G1P,106077,99175,19
-OR4F17,117102,107104,19
-WBP1LP11,145812,145485,19
-OR4F8P,157215,156279,19
-AC092192.1,177913,176896,19
-SEPT14P19,195696,186373,19
-CICP19,195595,193239,19
-AC092299.1,198066,197310,19
-AC010507.1,200775,197961,19
-LINC01002,239440,198264,19
-AC010507.2,201174,200499,19
-RNU6-1076P,223261,223158,19
-AC016588.2,251571,248551,19
-PLPP2,291504,281040,19
-MIER2,344815,301444,19
-AC016588.1,306467,305573,19
-THEG,376670,361747,19
-AC010641.1,399173,397589,19
-C2CD4C,409170,405438,19
-SHC2,460996,416583,19
-RNA5SP462,453245,453134,19
-ODF3L2,474983,463346,19
-MADCAM1,505342,489176,19
-AC005775.1,507833,490046,19
-TPGS1,519654,507497,19
-CDC34,542092,531712,19
-GZMM,549924,544034,19
-AC009005.1,572228,567210,19
-BSG,583493,571277,19
-HCN2,617159,589893,19
-AC005559.1,591300,590430,19
-POLRMT,633604,617224,19
-AC004449.1,637537,637105,19
-FGF22,644371,639879,19
-RNF126,663277,647526,19
-AC004156.1,669500,663482,19
-FSTL3,683399,676365,19
-PRSS57,695498,685546,19
-RPS2P52,691172,690353,19
-PALM,748329,708939,19
-MISP,764318,751126,19
-AC006273.1,781862,781002,19
-LINC01836,785080,782755,19
-PTBP1,812327,797075,19
-MIR4745,805001,804940,19
-PLPPR3,821977,812488,19
-MIR3187,813653,813584,19
-AZU1,832018,825097,19
-PRTN3,848175,840960,19
-ELANE,856247,851014,19
-CFD,863630,859643,19
-MED16,893218,867630,19
-RNU6-9,893590,893484,19
-R3HDM4,913245,896503,19
-KISS1R,921015,917287,19
-ARID3A,975934,925781,19
-AC005379.1,928817,928259,19
-AC005391.1,958149,956485,19
-WDR18,998438,984271,19
-AC004528.1,1002757,999796,19
-GRIN3B,1009732,1000419,19
-TMEM259,1021179,1009648,19
-AC004528.2,1010907,1010221,19
-RNU6-2,1021628,1021522,19
-CNN2,1039068,1026581,19
-AC011558.1,1039064,1038727,19
-ABCA7,1065572,1040101,19
-ARHGAP45,1086628,1065923,19
-POLR2E,1095380,1086579,19
-GPX4,1106791,1103926,19
-SBNO2,1174283,1107636,19
-STK11,1228435,1177558,19
-HMGB2P1,1203842,1203209,19
-CBARP,1238027,1228287,19
-AC004221.1,1239522,1238179,19
-ATP5F1D,1244826,1241746,19
-MIDN,1259140,1248553,19
-CIRBP,1274880,1259384,19
-CIRBP-AS1,1270241,1267814,19
-C19orf24,1279249,1275438,19
-EFNA2,1300237,1286154,19
-RPS15P9,1307719,1307401,19
-AC005330.1,1322846,1321225,19
-MUM1,1378431,1354711,19
-AC004623.1,1374364,1372238,19
-AC005329.2,1377520,1376773,19
-NDUFS7,1395589,1383527,19
-AC005329.3,1389651,1386804,19
-AC005329.1,1396467,1392170,19
-GAMT,1401570,1397026,19
-DAZAP1,1435687,1407569,19
-RPS15,1440494,1438358,19
-AC027307.3,1441938,1440839,19
-APC2,1473244,1446302,19
-AC027307.2,1458580,1457670,19
-C19orf25,1479556,1461143,19
-PCSK4,1490752,1481428,19
-REEP6,1497927,1490747,19
-ADAMTSL5,1513604,1505018,19
-AC027307.1,1508963,1508375,19
-PLK5,1536046,1524074,19
-MEX3D,1568058,1554669,19
-RN7SL477P,1570860,1570575,19
-MBD3,1592801,1573596,19
-AC005943.2,1577086,1576939,19
-AC005943.1,1605445,1578339,19
-UQCR11,1605490,1597172,19
-TCF3,1652605,1609290,19
-RNU6-1223P,1616595,1616492,19
-RF00017,1724395,1724115,19
-AC005256.1,1748745,1748056,19
-ONECUT3,1780988,1752373,19
-ATP8B3,1812276,1782075,19
-REXO1,1848463,1815246,19
-AC012615.2,1815873,1815249,19
-MIR1909,1816238,1816159,19
-AC012615.6,1824542,1822089,19
-AC012615.3,1853622,1852382,19
-KLF16,1863568,1852399,19
-AC012615.4,1862019,1860250,19
-AC012615.1,1876169,1874871,19
-AC012615.5,1875992,1875016,19
-ABHD17A,1885547,1876810,19
-SCAMP4,1926013,1905214,19
-ADAT3,1913447,1905378,19
-CSNK1G2,1981338,1941149,19
-CSNK1G2-AS1,1954586,1952531,19
-BTBD2,2034881,1985438,19
-AC005306.1,1990370,1989401,19
-AC004678.2,2003581,2002580,19
-AC004678.1,2014656,2013728,19
-AC007136.1,2031051,2030853,19
-MKNK2,2051244,2037465,19
-MOB3A,2096673,2071038,19
-IZUMO4,2099593,2096429,19
-AP3D1,2164468,2100988,19
-DOT1L,2232578,2164149,19
-AC004490.1,2215565,2212029,19
-PLEKHJ1,2237704,2230084,19
-MIR1227,2234149,2234062,19
-MIR6789,2235926,2235829,19
-SF3A2,2248679,2236504,19
-AMH,2252073,2249309,19
-MIR4321,2250718,2250639,19
-JSRP1,2269759,2252252,19
-OAZ1,2273490,2269509,19
-AC005258.1,2341172,2269525,19
-PEAK3,2282176,2274622,19
-LINGO3,2292024,2289784,19
-LSM7,2328620,2321517,19
-SPPL2B,2354806,2328615,19
-TMPRSS9,2426239,2360238,19
-TIMM13,2427894,2425624,19
-LMNB2,2456996,2427638,19
-MIR7108,2435000,2434914,19
-LINC01775,2462185,2458935,19
-GADD45B,2478259,2476122,19
-RNU6-993P,2503141,2503047,19
-GNG7,2702709,2511219,19
-ELOCP28,2538754,2538112,19
-RN7SL121P,2595291,2595019,19
-AC092068.2,2611862,2610155,19
-MIR7850,2630793,2630715,19
-AC092068.1,2632849,2631954,19
-AC092068.3,2643853,2641838,19
-AC006538.3,2701266,2700689,19
-DIRAS1,2721418,2714567,19
-AC006538.2,2740048,2717769,19
-AC006538.1,2729327,2727743,19
-SLC39A3,2740152,2732204,19
-SGTA,2783371,2754714,19
-THOP1,2815807,2785460,19
-ZNF554,2835773,2819874,19
-ZNF555,2860484,2841435,19
-AC006130.1,2858716,2847227,19
-ZNF556,2883445,2867335,19
-AC006130.2,2875592,2874950,19
-AC119403.2,2897222,2896625,19
-ZNF57,2918476,2900898,19
-AC119403.1,2926807,2915146,19
-ZNF77,2944971,2933218,19
-AC006277.1,2950644,2949035,19
-TLE6,2995184,2977446,19
-TLE2,3047635,2997638,19
-AC005944.1,3053724,3052910,19
-AES,3063107,3052910,19
-GNA11,3124004,3094410,19
-AC005262.2,3119304,3118665,19
-KF456478.1,3122128,3121116,19
-AC005262.1,3131398,3130717,19
-GNA15,3163769,3136193,19
-AC005264.1,3155175,3141576,19
-S1PR4,3180332,3172346,19
-NCLN,3209575,3185563,19
-CELF5,3297076,3224703,19
-AC010649.1,3303003,3296765,19
-NFIC,3469217,3314403,19
-AC007792.1,3355955,3355554,19
-AC005514.1,3371602,3371395,19
-SMIM24,3480542,3473986,19
-AC005551.1,3483446,3482804,19
-DOHH,3500940,3490822,19
-FZR1,3538330,3506273,19
-RF00212,3521320,3521248,19
-MFSD12,3574290,3538261,19
-C19orf71,3544030,3539154,19
-AC005786.3,3557569,3544199,19
-AC005786.2,3558486,3558015,19
-AC005786.4,3567959,3567278,19
-AC005786.1,3568273,3568120,19
-HMG20B,3579088,3572777,19
-GIPC3,3593541,3585553,19
-TBXA2R,3606840,3594506,19
-CACTIN-AS1,3613930,3607247,19
-CACTIN,3626815,3610641,19
-PIP5K1C,3700479,3630183,19
-AC004637.1,3674295,3672582,19
-TJP3,3750813,3708109,19
-APBA3,3761699,3750819,19
-AC005954.2,3756517,3753840,19
-AC005954.1,3756659,3754620,19
-MRPL54,3768575,3762664,19
-RAX2,3772221,3769089,19
-AC005777.1,3776182,3775996,19
-MATK,3802129,3777970,19
-ZFR2,3869032,3804024,19
-FTLP5,3872107,3870991,19
-ATCAY,3928079,3879864,19
-RN7SL202P,3920506,3920245,19
-NMRK2,3942416,3933103,19
-DAPK3,3971123,3958453,19
-MIR637,3961512,3961414,19
-EEF2,3985469,3976056,19
-SNORD37,3982572,3982507,19
-PIAS4,4039386,4007646,19
-ZBTB7A,4066945,4044364,19
-AC016586.1,4062749,4061615,19
-MAP2K2,4124129,4090321,19
-RF00017,4127732,4127492,19
-CREB3L3,4173054,4153601,19
-SIRT6,4182604,4174109,19
-ANKRD24,4224814,4183354,19
-EBI3,4237531,4229498,19
-AC005578.1,4247358,4246339,19
-YJU2,4269090,4247079,19
-SHD,4290724,4278601,19
-TMIGD2,4302431,4292232,19
-FSD1,4323843,4304600,19
-STAP2,4342786,4324043,19
-AC104521.1,4343491,4339577,19
-MPND,4360086,4343527,19
-AC007292.3,4354057,4347244,19
-EIF1P6,4349061,4347780,19
-AC007292.2,4358448,4356637,19
-SH3GL1,4400547,4360370,19
-AC007292.1,4364640,4363789,19
-CHAF1A,4445018,4402662,19
-AC011498.3,4430934,4429689,19
-UBXN6,4457822,4444999,19
-MIR4746,4446048,4445978,19
-AC011498.2,4448217,4447304,19
-AC011498.7,4450836,4448810,19
-AC011498.6,4455286,4454014,19
-AC011498.1,4471493,4457962,19
-HDGFL2,4502211,4472287,19
-PLIN4,4518465,4502180,19
-PLIN5,4535224,4522531,19
-AC011498.4,4540067,4528427,19
-LRG1,4540474,4536409,19
-SEMA6B,4559808,4542593,19
-AC011498.5,4622307,4621194,19
-TNFAIP8L1,4655568,4639518,19
-MYDGF,4670370,4641374,19
-AC005339.1,4655524,4654964,19
-DPP9,4724673,4675224,19
-DPP9-AS1,4685948,4679282,19
-MIR7-3HG,4772533,4769140,19
-MIR7-3,4770779,4770670,19
-AC005523.1,4791207,4785120,19
-FEM1A,4801273,4791681,19
-AC005523.2,4795559,4791745,19
-TICAM1,4831704,4815932,19
-AC027319.1,4838907,4838332,19
-PLIN3,4867768,4838341,19
-ARRDC5,4902867,4890437,19
-UHRF1,4962154,4903080,19
-MIR4747,4932740,4932687,19
-KDM4B,5153595,4969113,19
-PTPRS,5340803,5158495,19
-AC022517.1,5178464,5178119,19
-RPL32P34,5278133,5277734,19
-AC005790.1,5294696,5294247,19
-ZNRF4,5456856,5455431,19
-TINCR,5578349,5558167,19
-SNRPEP4,5576938,5576660,19
-SAFB2,5624046,5586999,19
-SAFB,5668478,5623035,19
-RPL36,5691876,5674947,19
-C19orf70,5680896,5678421,19
-HSD11B1L,5688523,5680604,19
-LONP1,5720572,5691834,19
-CATSPERD,5778734,5720677,19
-PRR22,5784765,5782960,19
-AC011499.1,5785619,5784005,19
-DUS3L,5791238,5784832,19
-NRTN,5828324,5823802,19
-FUT6,5839731,5830610,19
-FUT3,5851474,5842888,19
-AC024592.2,5858239,5847467,19
-FUT5,5870540,5865826,19
-AC024592.3,5903787,5866171,19
-NDUFA11,5904006,5891276,19
-AC024592.1,5901511,5899895,19
-AC104532.1,5914707,5904841,19
-VMAC,5910853,5904858,19
-AC104532.2,5913899,5911578,19
-CAPS,5915877,5911707,19
-RANBP3,5978142,5916139,19
-AC011444.1,6020363,5978403,19
-RFX2,6199572,5993164,19
-AC011444.2,6077119,6067953,19
-AC011444.4,6073527,6072823,19
-AC011444.3,6125797,6109322,19
-ACSBG2,6193094,6135247,19
-AC011471.1,6176442,6176256,19
-AC011471.4,6205121,6199405,19
-MLLT1,6279948,6210379,19
-AC011471.2,6259799,6259157,19
-AC011471.3,6263469,6263068,19
-ACER1,6333629,6306142,19
-AC011491.3,6362149,6343761,19
-CLPP,6368910,6361452,19
-ALKBH7,6375251,6372433,19
-PSPN,6379058,6375148,19
-GTF2F1,6393981,6379569,19
-AC011491.2,6390400,6386762,19
-MIR6885,6389703,6389638,19
-MIR6790,6392983,6392921,19
-AC011491.1,6412404,6393794,19
-KHSRP,6424794,6413348,19
-MIR3940,6416511,6416410,19
-SLC25A41,6433779,6426037,19
-SLC25A23,6465203,6436079,19
-CRB3,6467221,6463777,19
-DENND1C,6482557,6467207,19
-AC010503.4,6470152,6469465,19
-TUBB4A,6502848,6494319,19
-AC010503.2,6494805,6494320,19
-AC010503.1,6495025,6494320,19
-TNFSF9,6535928,6530999,19
-AC010503.3,6554494,6552358,19
-CLIC4P2,6563848,6562123,19
-RF00019,6573057,6572956,19
-CD70,6604103,6583183,19
-RPL7P50,6594055,6593329,19
-TNFSF14,6670588,6661253,19
-C3,6730562,6677704,19
-AC008760.2,6717742,6716386,19
-GPR108,6737603,6729914,19
-MIR6791,6736778,6736712,19
-TRIP10,6751526,6737925,19
-AC008760.1,6751467,6748293,19
-SH2D3A,6767588,6752160,19
-VAV1,6857366,6772714,19
-ADGRE1,6940459,6887566,19
-AC020895.2,6896832,6894994,19
-AC020895.1,6898686,6898299,19
-RF00017,6928629,6928345,19
-ADGRE4P,6997872,6952500,19
-AC025278.1,6954904,6953211,19
-FLJ25758,7006074,7005012,19
-AC025278.2,7012679,7011884,19
-MBD3L2B,7021450,7018969,19
-MBD3L5,7033011,7030578,19
-MBD3L4,7040179,7037748,19
-MBD3L2,7051735,7049321,19
-MBD3L3,7058640,7056209,19
-ZNF557,7087968,7069444,19
-INSR,7294034,7112255,19
-AC119396.1,7383385,7348943,19
-AC008878.3,7472477,7382834,19
-AC119396.2,7395039,7390522,19
-ARHGEF18,7472477,7395113,19
-PEX11G,7497449,7476875,19
-TEX45,7508450,7492976,19
-AC008878.1,7519622,7507052,19
-ZNF358,7521026,7515292,19
-AC008878.4,7520460,7519916,19
-MCOLN1,7534009,7522626,19
-AC008878.2,7540059,7533595,19
-PNPLA6,7561764,7534004,19
-CAMSAP3,7618304,7595902,19
-MIR6792,7617505,7617439,19
-XAB2,7629565,7619525,19
-PET100,7631956,7629737,19
-AC008763.2,7643048,7629796,19
-PCP2,7633748,7631611,19
-AC008763.1,7636990,7633766,19
-STXBP2,7647873,7636881,19
-RPS27AP19,7666476,7665717,19
-RETN,7670454,7669044,19
-MCEMP1,7679826,7676628,19
-AC008763.3,7682854,7678501,19
-TRAPPC5,7687703,7680843,19
-FCER2,7702146,7688758,19
-CLEC4G,7733906,7728957,19
-CD209,7747564,7739994,19
-RPL21P129,7751161,7750684,19
-CLEC4M,7769605,7763149,19
-CLEC4GP1,7790621,7787549,19
-EXOSC3P2,7814425,7813615,19
-EVI5L,7864976,7830233,19
-PRR36,7874379,7868719,19
-AC010336.3,7871296,7870561,19
-LYPLA2P2,7880120,7879445,19
-RNA5SP463,7887096,7886977,19
-AC010336.7,7887096,7886977,19
-LRRC8E,7902021,7888505,19
-AC010336.1,7903542,7898804,19
-MAP2K7,7914478,7903843,19
-AC010336.4,7913518,7912648,19
-TGFBR3L,7919097,7916145,19
-AC010336.2,7919157,7918652,19
-SNAPC2,7923250,7920316,19
-CTXN1,7926166,7924485,19
-AC010336.5,7926810,7926001,19
-TIMM44,7943920,7926718,19
-ELAVL1,8005659,7958579,19
-AC010336.6,7960012,7959123,19
-AC008946.1,8016025,8008729,19
-CCL25,8062650,8052767,19
-FBN3,8149846,8065402,19
-AC022146.1,8175567,8173272,19
-CERS4,8262421,8206736,19
-AC022146.2,8239648,8222153,19
-CD320,8308356,8302127,19
-AC010323.1,8321379,8308283,19
-NDUFA7,8321396,8308768,19
-RPS28,8323340,8321158,19
-KANK3,8343262,8322584,19
-AC010323.2,8347687,8346517,19
-ANGPTL4,8374373,8363289,19
-RAB11B-AS1,8390685,8374373,19
-MIR4999,8389380,8389290,19
-RAB11B,8404434,8389981,19
-MARCH2,8439017,8413270,19
-AC136469.1,8427827,8423355,19
-AC136469.2,8445597,8444570,19
-HNRNPM,8489114,8444767,19
-PRAM1,8503112,8490056,19
-ZNF414,8514164,8509678,19
-MYO1F,8577577,8520790,19
-AC092316.1,8550139,8549506,19
-ADAMTS10,8610735,8580242,19
-AC130469.1,8582715,8581160,19
-LINC01862,8638649,8630671,19
-AC243312.1,8677584,8676844,19
-AC243312.2,8696321,8695721,19
-ACTL9,8698822,8697397,19
-OR2Z1,8732160,8721634,19
-RPL23AP78,8729204,8728735,19
-AC012616.1,8778861,8778665,19
-ZNF558,8832328,8806170,19
-AC008734.1,8824110,8821501,19
-MBD3L1,8843340,8832398,19
-AC008734.2,8833541,8833065,19
-MUC16,8981342,8848844,19
-BOLA3P2,9019984,9019344,19
-OR1M4P,9083398,9083112,19
-OR1M1,9095669,9087061,19
-OR7G2,9107475,9100407,19
-OR7G1,9115763,9114828,19
-OR7G15P,9122492,9122160,19
-OR7G3,9126950,9126012,19
-ZNF317,9163424,9140380,19
-OR7D2,9188817,9178979,19
-ELOCP29,9183048,9182369,19
-OR7E16P,9192170,9191286,19
-OR7E25P,9210067,9198354,19
-OR7D4,9219589,9210276,19
-OR7D1P,9236076,9235144,19
-OR7E24,9252625,9247344,19
-OR7E18P,9261716,9261015,19
-OR7E19P,9268819,9265440,19
-OR7H1P,9279369,9278448,19
-AC011451.1,9294482,9291515,19
-ZNF699,9309838,9294275,19
-ZNF559,9351162,9323772,19
-ZNF559-ZNF177,9382617,9324174,19
-AC011451.2,9348703,9348106,19
-ZNF177,9382617,9363020,19
-AC011451.3,9407055,9383581,19
-ZNF266,9435578,9412461,19
-ZNF560,9498607,9466507,19
-AC008567.2,9510079,9498678,19
-AC008567.1,9519341,9518150,19
-ZNF426,9538645,9523224,19
-ZNF426-DT,9539734,9538733,19
-ZNF121,9584533,9560353,19
-ZNF561,9621399,9604680,19
-ZNF561-AS1,9645896,9621291,19
-ZNF562,9675086,9641808,19
-RPS4XP22,9684073,9683294,19
-ZNF812P,9700776,9689924,19
-AC008759.3,9722410,9721903,19
-AC008759.1,9725086,9724008,19
-AC008759.2,9731943,9730853,19
-ZNF846,9793180,9751993,19
-AC008752.3,9756863,9756152,19
-UBE2L4,9774960,9774497,19
-AC008752.1,9802301,9793621,19
-FBXL12,9827816,9810267,19
-RF00156,9820094,9819954,19
-RPL10P15,9820455,9820141,19
-UBL5,9830115,9827892,19
-AC008752.2,9835013,9834079,19
-PIN1,9849682,9835257,19
-OLFM2,9936552,9853718,19
-COL5A3,10010471,9959561,19
-AC008742.1,9997163,9995997,19
-RDH8,10022279,10013249,19
-C3P1,10074135,10037803,19
-MIR5589,10038413,10038354,19
-C19orf66,10093252,10086122,19
-AC020931.1,10090377,10089032,19
-ANGPTL6,10102796,10092338,19
-PPAN-P2RY11,10114780,10106223,19
-PPAN,10111634,10106289,19
-SNORD105,10107735,10107651,19
-SNORD105B,10109835,10109757,19
-P2RY11,10115372,10111538,19
-EIF3G,10119918,10115017,19
-DNMT1,10231286,10133345,19
-S1PR2,10231331,10221433,19
-MIR4322,10230485,10230413,19
-MRPL4,10260045,10251901,19
-AC011511.2,10285108,10252268,19
-AC011511.3,10260045,10259109,19
-ICAM1,10286615,10270835,19
-AC011511.5,10289019,10285801,19
-ICAM4,10288522,10286967,19
-ICAM5,10296778,10289981,19
-ZGLP1,10309880,10304803,19
-AC011511.1,10316009,10305427,19
-FDX2,10316015,10310045,19
-AC011511.4,10320678,10315471,19
-RAVER1,10333640,10316212,19
-AC114271.1,10336248,10333436,19
-ICAM3,10339823,10333776,19
-TYK2,10380676,10350529,19
-CDC37,10420121,10391134,19
-MIR1181,10403538,10403458,19
-PDE4A,10469631,10416773,19
-KEAP1,10503741,10486120,19
-AC011461.1,10491000,10490339,19
-S1PR5,10517931,10512742,19
-ATG4D,10553418,10543895,19
-RNU7-140P,10551092,10551033,19
-MIR1238,10552204,10552122,19
-KRI1,10566037,10553078,19
-CDKN2D,10569059,10566462,19
-AP1M2,10587315,10572671,19
-AC011475.1,10598965,10598001,19
-SLC44A2,10644559,10602457,19
-ILF3-DT,10653844,10651862,19
-ILF3,10692417,10654261,19
-QTRT1,10713437,10701430,19
-DNM2,10833488,10718079,19
-MIR638,10718503,10718404,19
-MIR4748,10780335,10780254,19
-MIR199A1,10817496,10817426,19
-MIR6793,10829035,10828973,19
-TMED1,10836318,10832438,19
-C19orf38,10869790,10836575,19
-AC007229.1,10842250,10841839,19
-CARM1,10923070,10871513,19
-YIPF2,10928681,10922185,19
-TIMM29,10933535,10928733,19
-SMARCA4,11079426,10960825,19
-AC011442.1,11016011,11010917,19
-RN7SL192P,11012006,11011708,19
-RF02271,11033912,11033727,19
-LDLR,11133816,11089362,19
-MIR6886,11113534,11113474,19
-SPC24,11155808,11131520,19
-KANK2,11197791,11164267,19
-DOCK6,11262481,11199295,19
-AC011472.1,11216168,11203628,19
-AC011472.5,11208702,11208195,19
-AC011472.4,11221573,11221083,19
-ANGPTL8,11241943,11237450,19
-TSPAN16,11326996,11296139,19
-AC011472.2,11324441,11300777,19
-RAB3D,11346270,11322046,19
-AC011472.3,11324195,11322156,19
-TMEM205,11346518,11342776,19
-CCDC159,11354944,11344684,19
-PLPPR2,11365698,11355386,19
-AC024575.1,11374935,11368123,19
-SWSAP1,11376951,11374685,19
-EPOR,11384342,11377205,19
-RGL3,11419342,11384341,19
-RF00019,11408880,11408772,19
-CCDC151,11435782,11420604,19
-PRKCSH,11450968,11435288,19
-ELAVL3,11481046,11451326,19
-AC008481.3,11505698,11466240,19
-ZNF653,11505923,11483427,19
-MIR7974,11495622,11495544,19
-ECSIT,11529174,11505916,19
-RN7SL833P,11516330,11516047,19
-AC008481.2,11522498,11521968,19
-AC008481.1,11523831,11523436,19
-CNN1,11550323,11538717,19
-ELOF1,11559236,11551147,19
-ZNF627,11619135,11559374,19
-ACP5,11579008,11574660,19
-GAPDHP76,11587135,11585246,19
-AC008543.1,11686569,11639776,19
-ZNF887P,11652877,11648364,19
-HNRNPA1P10,11667030,11666069,19
-ZNF833P,11686259,11680944,19
-ZNF823,11739009,11721265,19
-AC008543.3,11730783,11725961,19
-AC008543.2,11759933,11756533,19
-ZNF441,11784078,11767000,19
-AC008543.5,11798598,11796084,19
-ZNF491,11809622,11797667,19
-ZNF440,11835201,11814284,19
-AC008543.4,11842439,11841241,19
-ZNF439,11883750,11848726,19
-AC020951.1,11858302,11856032,19
-ZNF69,11914329,11887784,19
-ZNF700,11950773,11925068,19
-AC008770.2,11979290,11925075,19
-AC008770.3,11953381,11939959,19
-ZNF763,11980381,11965037,19
-ZNF433-AS1,12046275,11987617,19
-RNA5SP464,11996916,11996809,19
-ZNF433,12035741,12014732,19
-AC008770.1,12052967,12017888,19
-RNA5SP465,12028021,12027913,19
-ZNF878,12052939,12043805,19
-ZNF844,12081565,12064699,19
-RNA5SP466,12070271,12070164,19
-RF00019,12088346,12088245,19
-ZNF788P,12137235,12092263,19
-ZNF20,12140407,12092843,19
-RSL24D1P8,12096915,12096424,19
-RNA5SP467,12106614,12106497,19
-ZNF625-ZNF20,12156731,12132117,19
-AC022415.1,12143322,12141806,19
-ZNF625,12156729,12142090,19
-ZNF136,12189881,12163064,19
-AC012618.3,12237767,12195015,19
-ZNF44,12294887,12224686,19
-AC012618.1,12260537,12260126,19
-AC012618.2,12285185,12284337,19
-ZNF563,12333720,12317477,19
-ZNF442,12365905,12345949,19
-RPS29P23,12373731,12373609,19
-AC008758.4,12401274,12379189,19
-AC008758.3,12383687,12379746,19
-ZNF799,12401271,12390016,19
-AC008758.5,12441082,12391949,19
-ZNF443,12441112,12429707,19
-AC008758.6,12484816,12433103,19
-AC008758.2,12460705,12450935,19
-ZNF709,12513854,12461184,19
-AC008758.1,12551474,12461559,19
-MTND2P40,12504106,12502675,19
-MTCO1P27,12504890,12504665,19
-MTCO2P27,12505976,12504905,19
-MTATP6P27,12508030,12506249,19
-PPIAP20,12508263,12508129,19
-ZNF564,12551542,12525370,19
-AC010422.6,12580975,12525720,19
-AC010422.4,12532973,12529768,19
-AC010422.1,12553644,12552597,19
-PGK1P2,12561105,12559571,19
-ZNF490,12640098,12577961,19
-ZNF791,12633840,12610918,19
-RPL10P16,12643919,12643275,19
-AC010422.3,12648397,12643831,19
-MAN2B1,12666742,12646511,19
-AC010422.5,12669397,12664828,19
-WDR83,12675832,12666800,19
-WDR83OS,12669489,12668071,19
-AC010422.8,12681834,12668071,19
-AC010422.7,12671023,12670079,19
-DHPS,12681902,12675717,19
-AC010422.2,12687279,12682693,19
-GNG14,12688422,12687998,19
-FBXW9,12696643,12688053,19
-AC018761.4,12689238,12688922,19
-TNPO2,12724011,12699194,19
-SNORD41,12706518,12706449,19
-AC018761.1,12725886,12725517,19
-TRIR,12734775,12730640,19
-ASNA1,12748323,12737139,19
-BEST2,12758458,12751702,19
-HOOK2,12872740,12763003,19
-AC018761.3,12785101,12784539,19
-MIR5684,12787192,12787128,19
-JUNB,12793315,12791496,19
-PRDX2,12801859,12796820,19
-AC018761.2,12801849,12796823,19
-THSD8,12813581,12802031,19
-RNASEH2A,12815201,12806556,19
-RTBDN,12835428,12825478,19
-AC020934.1,12832983,12825711,19
-MAST1,12874951,12833951,19
-MIR6794,12852327,12852260,19
-DNASE2,12881468,12875211,19
-AC020934.2,12884088,12880969,19
-KLF1,12887199,12884422,19
-GCDH,12914207,12891026,19
-RPS6P25,12894880,12894133,19
-SYCE2,12919276,12898786,19
-MIR5695,12920404,12920320,19
-FARSA,12934037,12922479,19
-FARSA-AS1,12933296,12930522,19
-CALR,12944489,12938578,19
-MIR6515,12940540,12940484,19
-AC092069.1,12944487,12944118,19
-RAD23A,12953642,12945855,19
-GADD45GIP1,12957236,12953119,19
-DAND5,12974762,12965159,19
-NFIX,13098796,12995608,19
-AC138474.1,13014511,13013662,19
-AC007787.1,13071374,13069792,19
-AC007787.2,13082564,13081966,19
-LYL1,13103161,13099033,19
-TRMT1,13117567,13104902,19
-NACC1,13141141,13118103,19
-AC005546.1,13132410,13131571,19
-AC011446.1,13141147,13139617,19
-STX10,13150383,13144058,19
-IER2,13154908,13150415,19
-AC011446.2,13154193,13153071,19
-RPL12P42,13158788,13157959,19
-CACNA1A,13633025,13206442,19
-CCDC130,13763296,13731760,19
-MRI1,13774282,13764532,19
-AC008686.1,13774118,13772118,19
-C19orf53,13778462,13774168,19
-ZSWIM4,13832230,13795460,19
-AC020916.2,13796933,13796574,19
-RN7SL619P,13815319,13815062,19
-AC020916.1,13842928,13823880,19
-MIR24-2,13836359,13836287,19
-MIR27A,13836517,13836440,19
-MIR23A,13836659,13836587,19
-NANOS3,13880757,13862063,19
-MIR181C,13874808,13874699,19
-MIR181D,13875011,13874875,19
-C19orf57,13906452,13882348,19
-CC2D1A,13930879,13906201,19
-PODNL1,13953392,13931187,19
-DCAF15,13961449,13952492,19
-RFX1,14007039,13961538,19
-AC022098.4,14006773,14006422,19
-RLN3,14031042,14028148,19
-AC022098.2,14031557,14030855,19
-IL27RA,14053216,14031748,19
-PALM3,14059159,14053365,19
-EEF1DP1,14071237,14070342,19
-MISP3,14075062,14072536,19
-MIR1199,14073479,14073361,19
-C19orf67,14085875,14081619,19
-SAMD1,14091036,14087840,19
-PRKACA,14118084,14091688,19
-AC022098.3,14119537,14119106,19
-ASF1B,14136956,14119509,19
-AC022098.1,14171267,14137179,19
-ADGRL1,14206187,14147743,19
-RN7SL231P,14213323,14213052,19
-AC011509.2,14293205,14254189,19
-AC011509.1,14269377,14267807,19
-LINC01841,14370196,14305458,19
-LINC01842,14343916,14333743,19
-ADGRE5,14408725,14380501,19
-AC008569.1,14408723,14402717,19
-DDX39A,14419383,14408819,19
-PKN1,14471867,14433053,19
-AC008569.2,14459366,14458401,19
-PTGER1,14475362,14472466,19
-GIPC1,14496149,14477760,19
-SNRPGP15,14489609,14489388,19
-DNAJB1,14529770,14514770,19
-TECR,14565980,14517085,19
-MIR639,14529640,14529543,19
-NDUFB7,14572062,14566078,19
-CLEC17A,14611157,14583084,19
-RN7SL337P,14584395,14584095,19
-RN7SL842P,14588656,14588357,19
-ADGRE3,14690027,14619117,19
-AC022149.1,14622242,14621634,19
-AC022149.2,14628801,14628599,19
-ZNF333,14733746,14689801,19
-ADGRE2,14778541,14732393,19
-OR7C1,14835376,14789260,19
-AC005255.1,14792533,14792318,19
-OR7A5,14835285,14824251,19
-OR7A10,14848922,14840466,19
-OR7A8P,14852944,14852032,19
-OR7A2P,14867358,14863714,19
-OR7A17,14886132,14878203,19
-OR7A18P,14887115,14886839,19
-OR7A1P,14897845,14891737,19
-OR7A3P,14904138,14903232,19
-OR7A11P,14917380,14916428,19
-OR7A15P,14928060,14927052,19
-OR7C2,14942448,14941489,19
-SLC1A6,15022990,14950034,19
-CCDC105,15023269,15010744,19
-CASP14,15058293,15049384,19
-OR1I1,15092970,15082211,19
-SYDE1,15114988,15107403,19
-ILVBL,15125785,15114984,19
-AC003956.1,15126174,15124160,19
-OR10B1P,15142062,15141105,19
-RNU6-782P,15145318,15145215,19
-NOTCH3,15200981,15159038,19
-MIR6795,15179350,15179283,19
-AC004257.1,15222297,15221015,19
-EPHX3,15233435,15226919,19
-BRD4,15332545,15235519,19
-AC005776.1,15339237,15338948,19
-AC005776.2,15348417,15346068,19
-AKAP8,15379798,15353385,19
-AC005785.1,15381194,15379076,19
-AKAP8L,15419141,15380048,19
-AC005785.2,15383832,15383202,19
-AC006128.1,15400356,15398696,19
-WIZ,15449951,15419980,19
-MIR1470,15449608,15449548,19
-RASAL3,15464571,15451624,19
-PGLYRP2,15498956,15468645,19
-CYP4F22,15552317,15508493,19
-AC011492.1,15516836,15515342,19
-CYP4F23P,15584709,15564074,19
-AD000091.1,15611909,15611623,19
-RPL23AP2,15612122,15611657,19
-AC093072.1,15614553,15613247,19
-CYP4F8,15630638,15615218,19
-CYP4F3,15662825,15640897,19
-CYP4F10P,15669826,15664106,19
-CYP4F12,15697174,15672757,19
-OR10H2,15729060,15728020,19
-OR10H3,15742343,15737985,19
-CYP4F24P,15779909,15760241,19
-AC004597.1,15770828,15760375,19
-OR10H5,15801025,15787661,19
-OR10H1,15815664,15804549,19
-ZNF861P,15823797,15821796,19
-LINC01764,15835853,15827045,19
-UCA1,15836326,15828206,19
-RF02202,15834804,15834730,19
-LINC01835,15864904,15851993,19
-CYP4F36P,15871852,15871667,19
-CYP4F2,15898120,15878023,19
-AC005336.2,15903238,15902300,19
-AC005336.3,15907234,15904556,19
-AC005336.1,15911824,15910582,19
-CYP4F11,15934867,15912367,19
-OR10H4,15950350,15944299,19
-CYP4F9P,15999020,15979835,19
-LINC00661,16027462,16015287,19
-AC004790.2,16020290,16019719,19
-LINC00905,16042116,16031307,19
-SNX33P1,16036537,16034776,19
-AC004790.1,16038455,16037009,19
-OR1AB1P,16052689,16051929,19
-LINC01855,16066312,16065737,19
-TPM4,16103005,16067021,19
-AC008894.3,16077395,16074293,19
-AC008894.1,16104254,16103761,19
-RAB8A,16134234,16111629,19
-AC008894.2,16139892,16123661,19
-HSH2D,16158575,16134028,19
-CIB3,16173525,16161368,19
-FAM32A,16192046,16185380,19
-AC020911.1,16189458,16186276,19
-RF00017,16187566,16187313,19
-AP1M1,16245907,16197578,19
-AC020911.2,16324514,16283359,19
-KLF2,16327874,16324817,19
-AC020917.3,16353182,16352462,19
-EPS15L1,16472085,16355239,19
-AC020917.4,16358327,16356329,19
-AC020917.1,16413576,16412684,19
-AC020917.2,16443584,16440946,19
-CALR3,16496192,16479057,19
-AC008764.1,16628204,16479067,19
-C19orf44,16521352,16496311,19
-CHERP,16542530,16517889,19
-RN7SL146P,16539984,16539688,19
-AC008764.6,16544814,16542746,19
-SLC35E1,16572382,16549831,19
-AC008764.3,16552328,16551773,19
-AC008764.5,16566330,16565551,19
-AC008764.8,16575340,16572624,19
-MED26,16629062,16574907,19
-AC008764.4,16660115,16577642,19
-AC008764.7,16587985,16586905,19
-AC008764.9,16589409,16586905,19
-AC008764.10,16612203,16610374,19
-AC008764.2,16636531,16610411,19
-AC024075.3,16643942,16630743,19
-SMIM7,16660442,16630751,19
-AC024075.2,16635269,16633797,19
-AC024075.1,16640668,16639967,19
-TMEM38A,16690029,16661127,19
-AC008737.2,16712434,16712317,19
-NWD1,16817963,16719976,19
-AC008737.3,16801714,16801426,19
-SIN3B,16880353,16829400,19
-AC008737.1,16846473,16844025,19
-F2RL3,16892606,16888860,19
-CPAMD8,17026815,16892947,19
-RN7SL835P,16907723,16907462,19
-RN7SL823P,16910784,16910490,19
-AC020908.2,17013460,17009189,19
-HAUS8,17075625,17049729,19
-AC020908.1,17055087,17051994,19
-MYO9B,17214537,17075781,19
-AC020908.3,17099307,17095418,19
-AC020913.1,17168051,17152588,19
-AC020913.3,17178476,17177511,19
-AC020913.2,17208010,17207138,19
-USE1,17219829,17215346,19
-OCEL1,17229219,17226204,19
-NR2F6,17245940,17231883,19
-AC010646.1,17255448,17235940,19
-USHBP1,17282786,17249176,19
-BABAM1,17281249,17267350,19
-AC010463.1,17282966,17267418,19
-ANKLE1,17287646,17281645,19
-ABHD8,17310236,17292131,19
-MRPL34,17306843,17292609,19
-AC010463.3,17296695,17296196,19
-DDA1,17323301,17309518,19
-ANO8,17334829,17323223,19
-GTPBP3,17342735,17334920,19
-PLVAP,17377350,17351448,19
-AC010463.2,17362753,17360932,19
-CCDC194,17394158,17390509,19
-BST2,17405648,17402939,19
-BISPR,17419324,17405686,19
-MVB12A,17433724,17405722,19
-AC010319.4,17422324,17414257,19
-AC010319.1,17418288,17417031,19
-AC010319.3,17419774,17419305,19
-TMEM221,17448567,17435509,19
-AC010319.2,17460804,17436611,19
-AC010319.5,17452969,17452211,19
-NXNL1,17460954,17455425,19
-SLC27A1,17506168,17468769,19
-AC010618.3,17511889,17488990,19
-PGLS,17521288,17511629,19
-AC010618.2,17520565,17518330,19
-FAM129C,17553839,17523301,19
-COLGALT1,17583162,17555594,19
-AC010618.1,17590071,17589595,19
-UNC13A,17688365,17601328,19
-AC008761.2,17614430,17613722,19
-AC008761.3,17623338,17622447,19
-MAP1S,17734516,17719242,19
-AC008761.1,17734513,17727840,19
-FCHO1,17788568,17747718,19
-B3GNT3,17813082,17794828,19
-INSL3,17821574,17816512,19
-JAK3,17848071,17824780,19
-RPL18A,17864153,17859876,19
-SNORA68,17862720,17862588,19
-AC005796.1,17871705,17871273,19
-SLC5A5,17895174,17871973,19
-CCDC124,17943991,17933016,19
-KCNN1,18000080,17951293,19
-RNA5SP468,17972117,17972025,19
-ARRDC2,18014102,18001132,19
-AC020904.3,18009881,18009440,19
-AC020904.2,18032099,18022403,19
-AC020904.1,18041083,18040355,19
-RPS18P13,18049090,18048637,19
-IL12RB1,18098944,18058995,19
-MAST3,18151692,18097793,19
-AC007192.2,18151691,18144522,19
-PIK3R2,18170540,18153118,19
-AC007192.1,18178117,18153158,19
-IFI30,18178117,18173162,19
-MPV17L2,18196948,18193182,19
-RAB3A,18204074,18196784,19
-AC005759.1,18220480,18204730,19
-AC008397.2,18255419,18207961,19
-PDE4C,18248200,18208652,19
-AC008397.1,18255419,18249950,19
-IQCN,18274509,18257097,19
-JUND,18281622,18279760,19
-MIR3188,18282161,18282077,19
-RPL39P38,18285495,18285343,19
-LSM4,18323274,18306230,19
-RN7SL513P,18333573,18333276,19
-PGPEP1,18369950,18340587,19
-GDF15,18389176,18374731,19
-MIR3189,18386634,18386562,19
-LRRC25,18397617,18391144,19
-SSBP4,18434562,18418864,19
-ISYNA1,18438301,18434388,19
-AC010335.1,18443597,18441419,19
-ELL,18522127,18442663,19
-AC010335.2,18448802,18448275,19
-AC010335.3,18448805,18448275,19
-AC005387.1,18532632,18531613,19
-FKBP8,18544077,18531751,19
-AC005387.2,18536188,18532908,19
-KXD1,18569387,18557762,19
-AC005253.1,18561560,18557775,19
-AC005253.2,18569375,18568506,19
-UBA52,18577550,18571730,19
-CRLF1,18607741,18572220,19
-REX1BD,18592336,18588685,19
-TMEM59L,18621039,18607430,19
-RN7SL155P,18631908,18631646,19
-KLHL26,18671714,18636965,19
-CRTC1,18782333,18683677,19
-COMP,18791314,18782773,19
-UPF1,18868236,18831938,19
-GDF1,18896096,18868545,19
-CERS1,18896727,18868545,19
-AC005197.1,18883376,18881680,19
-COPE,18919397,18899514,19
-AC002985.1,18934397,18907013,19
-DDX49,18928633,18919675,19
-HOMER3,18941261,18929201,19
-HOMER3-AS1,18946831,18940322,19
-RN7SL70P,18958258,18957957,19
-SUGP2,19034023,18990888,19
-ARMC6,19060311,19033575,19
-SLC25A42,19112888,19063999,19
-TMEM161A,19138513,19119169,19
-BORCS8-MEF2B,19192158,19145567,19
-MEF2B,19170289,19145568,19
-BORCS8,19192591,19176903,19
-RFXANK,19201869,19192229,19
-NR2C2AP,19203424,19201416,19
-NCAN,19252233,19211973,19
-RNU6-1028P,19232947,19232855,19
-AC138430.1,19273369,19254748,19
-AC138430.2,19256141,19255638,19
-HAPLN4,19262796,19255641,19
-TM6SF2,19273391,19264364,19
-SUGP1,19320844,19276018,19
-MAU2,19358755,19320681,19
-GATAD2A,19508931,19385826,19
-AC092067.1,19402603,19401979,19
-MIR640,19435158,19435063,19
-TSSK6,19515685,19512418,19
-NDUFA13,19529054,19515736,19
-AC011448.1,19536076,19516227,19
-YJEFN3,19537581,19528861,19
-CILP2,19546659,19538248,19
-PBX4,19618916,19561707,19
-PHF5CP,19588415,19588091,19
-AC002306.1,19608660,19606350,19
-LPAR2,19628930,19623668,19
-GMIP,19643667,19629476,19
-ATP13A1,19663693,19645198,19
-ZNF101,19683509,19668796,19
-AC011458.2,19699409,19699203,19
-AC011458.1,19710465,19708965,19
-ZNF14,19733097,19710471,19
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-LIN37,35754519,35748361,19
-AC002398.2,35755490,35754566,19
-HSPB6,35758079,35754569,19
-PROSER3,35771028,35758143,19
-AC002398.1,35771028,35769144,19
-ARHGAP33,35788822,35774532,19
-LINC01529,35797902,35785697,19
-PRODH2,35813299,35799988,19
-NPHS1,35869287,35825964,19
-KIRREL2,35867109,35855861,19
-APLP1,35879791,35867899,19
-RN7SL402P,35882153,35881890,19
-NFKBID,35902303,35887653,19
-AD000864.1,35903855,35901561,19
-HCST,35904377,35902480,19
-TYROBP,35908295,35904401,19
-LRFN3,35945767,35935358,19
-AF038458.3,35959192,35947115,19
-AF038458.1,35957382,35957121,19
-AF038458.2,35964063,35960512,19
-SDHAF1,35996315,35995199,19
-SYNE4,36008793,36003299,19
-AC002116.1,36014235,36008638,19
-ALKBH6,36014239,36009120,19
-AC002116.2,36045972,36014508,19
-CLIP3,36033343,36014660,19
-THAP8,36054762,36034985,19
-WDR62,36105106,36054881,19
-AD000813.1,36071070,36070239,19
-OVOL3,36113711,36111151,19
-POLR2I,36115346,36113710,19
-TBCB,36125947,36114289,19
-AD001527.2,36115146,36114362,19
-CAPNS1,36150353,36139575,19
-AD001527.1,36148348,36144081,19
-COX7A1,36152869,36150922,19
-AC002984.1,36173853,36173406,19
-ZNF565,36246257,36182060,19
-RF00019,36203459,36203347,19
-ZNF146,36238774,36214602,19
-AC012617.1,36312668,36304580,19
-LINC00665,36331718,36313067,19
-ZFP14,36379199,36334453,19
-AC092296.1,36378832,36378028,19
-AC092296.3,36380912,36379351,19
-ZFP82,36418656,36383120,19
-AC092296.2,36422534,36421536,19
-ZNF566,36489902,36445119,19
-AC092295.2,36491040,36489649,19
-CTBP2P7,36498159,36496916,19
-ZNF260,36528660,36510695,19
-AC092295.1,36535235,36528318,19
-ZNF529,36605276,36534774,19
-ZNF529-AS1,36594708,36573070,19
-ZNF382,36634113,36604817,19
-ZNF461,36666853,36637192,19
-AC074138.1,36669404,36668102,19
-LINC01534,36687449,36685440,19
-ZNF567,36727701,36687612,19
-ZNF850,36772825,36714383,19
-AC020928.1,36777078,36773153,19
-AC020928.2,36775908,36773712,19
-ZNF790-AS1,36828115,36797518,19
-ZNF790,36850787,36817428,19
-ZNF345,36913029,36850361,19
-RF00019,36858329,36858227,19
-ZNF829,36916291,36888124,19
-RPL31P61,36902117,36901742,19
-ZNF568,36998700,36916329,19
-ZNF420,37130314,37007857,19
-AC010632.3,37025254,37024886,19
-AC010632.1,37078605,37075113,19
-AC010632.2,37092564,37091341,19
-AC012309.1,37210512,37093019,19
-ZNF585A,37172741,37106734,19
-AC012309.2,37141640,37128679,19
-ZNF585B,37218153,37181579,19
-ZNF383,37248738,37217926,19
-LINC01535,37265535,37251912,19
-AC016590.1,37271518,37265939,19
-HKR1,37369365,37312837,19
-AC016590.3,37315620,37314868,19
-AC016590.2,37337743,37337236,19
-ZNF527,37393066,37371061,19
-AC008806.1,37403846,37401404,19
-ZNF569,37469275,37411155,19
-ZNF570,37488652,37467585,19
-ZNF793-AS1,37507046,37497159,19
-AC022148.2,37504465,37503906,19
-ZNF793,37548762,37506939,19
-AC022148.1,37549171,37545470,19
-ZNF571-AS1,37587348,37548914,19
-ZNF540,37614097,37551406,19
-ZNF571,37594790,37554782,19
-ZFP30,37692337,37613749,19
-ZNF781,37692322,37667751,19
-AC093227.2,37719188,37689865,19
-SELENOKP1,37693564,37693280,19
-ZNF607,37719790,37696363,19
-AC093227.1,37730643,37728586,19
-ZNF573,37817300,37735833,19
-AC016582.2,37792865,37779686,19
-AC016582.3,37832160,37817359,19
-AC016582.1,37855215,37823722,19
-WDR87,37906677,37884823,19
-SIPA1L3,38208372,37907228,19
-AC008395.1,37964790,37963853,19
-AC011465.1,38109533,38108500,19
-AC011479.3,38186265,38184376,19
-AC011479.2,38200934,38199836,19
-RN7SL663P,38200532,38200234,19
-DPF1,38229714,38211006,19
-SPINT2,38292614,38244035,19
-PPP1R14A,38256591,38251237,19
-AC011479.1,38304910,38289151,19
-RF00019,38294636,38294544,19
-C19orf33,38305009,38304161,19
-YIF1B,38317273,38305104,19
-KCNK6,38332076,38319844,19
-CATSPERG,38370943,38335775,19
-AC005625.1,38362484,38361795,19
-PSMD8,38383824,38374536,19
-GGN,38388082,38384265,19
-AC005789.1,38386759,38385522,19
-SPRED3,38399587,38388421,19
-FAM98C,38409088,38403135,19
-RASGRP4,38426305,38409051,19
-RYR1,38587564,38433699,19
-AC067969.2,38528555,38526954,19
-AC067969.1,38537128,38535517,19
-MAP4K1,38618882,38587641,19
-AC008649.1,38601694,38596346,19
-EIF3K,38636955,38619082,19
-ACTN4,38731583,38647649,19
-AC008649.2,38693606,38683873,19
-CAPN12,38769904,38730187,19
-AC022144.1,38739863,38738284,19
-LGALS7,38773492,38770971,19
-LGALS7B,38791749,38789211,19
-RNU6-140P,38797109,38797002,19
-LGALS4,38813364,38801671,19
-ECH1,38832005,38815422,19
-AC008982.1,38840178,38817471,19
-AC104534.1,38823223,38820166,19
-HNRNPL,38852347,38836388,19
-AC008982.2,38845499,38844729,19
-RINL,38878279,38867834,19
-AC011455.1,38873763,38870159,19
-SIRT2,38899862,38878555,19
-NFKBIB,38908893,38899700,19
-CCER2,38912158,38908980,19
-SARS2,38930896,38915266,19
-AC011455.2,38949855,38915404,19
-MRPS12,38933162,38930548,19
-ERVK9-11,38938632,38935297,19
-FBXO17,38975910,38941401,19
-FBXO27,39032785,38990714,19
-AC010605.1,39031323,39030436,19
-ACP7,39111493,39083913,19
-PAK4,39182816,39125770,19
-AC011443.1,39136463,39134882,19
-NCCRP1,39201884,39196961,19
-SYCN,39204266,39202831,19
-IFNL3P1,39237293,39236433,19
-IFNL3,39245129,39243553,19
-IFNL4,39248856,39246314,19
-MSRB1P1,39255269,39254916,19
-IFNL4P1,39265817,39264382,19
-IFNL2,39270092,39268514,19
-IFNL1,39298673,39296325,19
-LRFN1,39315336,39306568,19
-AC011445.1,39320858,39314651,19
-GMFG,39342372,39328353,19
-AC011445.2,39341945,39341773,19
-SAMD4B,39385710,39342396,19
-RN7SL566P,39369448,39369153,19
-PAF1,39391195,39385852,19
-MED29,39400637,39391303,19
-ZFP36,39409412,39406813,19
-MIR4530,39409678,39409623,19
-PLEKHG2,39428415,39412585,19
-RPS16,39435948,39433207,19
-SUPT5H,39476670,39436156,19
-TIMM50,39493785,39480412,19
-DLL3,39508481,39498895,19
-SELENOV,39520686,39515113,19
-EID2B,39532854,39530990,19
-AC011500.3,39534422,39532412,19
-TDGF1P7,39535021,39534463,19
-EID2,39540333,39538705,19
-AC011500.2,39555356,39553034,19
-AC011500.1,39586489,39584042,19
-RPS29P24,39589125,39588955,19
-RPS29P25,39591151,39590981,19
-RPS29P26,39598002,39597832,19
-LGALS13,39607476,39602501,19
-AC005176.2,39631446,39631300,19
-AC005176.1,39642401,39638685,19
-RPS29P30,39644612,39644502,19
-LGALS16,39660647,39655894,19
-LGALS17A,39686373,39679374,19
-AC005515.1,39694577,39685244,19
-AC093063.1,39696258,39693925,19
-RPS29P27,39698073,39697904,19
-LGALS14,39709444,39704306,19
-AC006133.1,39726775,39726030,19
-CLC,39738028,39731250,19
-LEUTX,39786167,39776595,19
-AC005393.1,39813555,39812972,19
-DYRK1B,39834201,39825350,19
-MIR6719,39829802,39829716,19
-FBL,39846414,39834458,19
-FCGBP,39934626,39863323,19
-PRR13P5,39943680,39943239,19
-PSMC4,39981441,39971005,19
-ZNF546,40021041,39984134,19
-AC007842.1,40025502,40023384,19
-ZNF780B,40056209,40028260,19
-AC005614.2,40090925,40048757,19
-ZNF780A,40090938,40069152,19
-AC005614.1,40094406,40090754,19
-VN1R96P,40122168,40121311,19
-MAP3K10,40215575,40191744,19
-TTC9B,40218399,40216058,19
-CNTD2,40226697,40222208,19
-AKT2,40285536,40230317,19
-AC118344.1,40275479,40273489,19
-MIR641,40282641,40282543,19
-RNU6-945P,40299584,40299478,19
-C19orf47,40348527,40319536,19
-RF00019,40339164,40339059,19
-RF00019,40342441,40342329,19
-PLD3,40380439,40348456,19
-AC118344.2,40360606,40355842,19
-MIR6796,40369907,40369846,19
-HIPK4,40390187,40379271,19
-PRX,40413366,40393768,19
-SERTAD1,40426025,40421592,19
-AC010271.2,40426702,40426115,19
-SERTAD3,40444705,40440844,19
-AC010271.1,40444087,40443436,19
-BLVRB,40465840,40447765,19
-RF00017,40450480,40450225,19
-SPTBN4,40576464,40466241,19
-SHKBP1,40591399,40576851,19
-LTBP4,40629818,40592883,19
-NUMBL,40690972,40665905,19
-COQ8B,40718207,40691529,19
-RNU6-195P,40708163,40708055,19
-ITPKC,40740860,40717103,19
-C19orf54,40751553,40740856,19
-SNRPA,40765389,40750637,19
-MIA,40777490,40771648,19
-MIA-RAB4B,40796943,40771648,19
-RAB4B,40796938,40778216,19
-RAB4B-EGLN2,40808418,40778242,19
-AC008537.4,40796943,40779780,19
-EGLN2,40808433,40798996,19
-AC008537.1,40898282,40801297,19
-CYP2T1P,40812100,40808474,19
-CYP2F2P,40826772,40818414,19
-AC008537.2,40837210,40831221,19
-AC008537.3,40842039,40840159,19
-CYP2A6,40850447,40843538,19
-CYP2A7,40882752,40875439,19
-CYP2G1P,40900508,40890826,19
-CYP2A7P2,40910685,40908480,19
-CYP2B7P,40950660,40924219,19
-AC092071.1,40947450,40946347,19
-CYP2B6,41018398,40991250,19
-CYP2A7P1,41027720,41024268,19
-CYP2G2P,41062444,41050449,19
-AC008962.1,41074107,41073804,19
-CYP2A13,41096195,41088472,19
-CYP2F1,41128366,41114432,19
-CYP2T3P,41137308,41134722,19
-RPL36P16,41170166,41169861,19
-RN7SL718P,41191229,41190927,19
-CYP2S1,41207539,41193049,19
-AXL,41261766,41219203,19
-AC011510.1,41222051,41221426,19
-HNRNPUL1,41307598,41262496,19
-RN7SL34P,41286693,41286424,19
-TGFB1,41353911,41301587,19
-CCDC97,41324883,41310189,19
-AC011462.1,41425001,41350853,19
-TMEM91,41384083,41350911,19
-B9D2,41364173,41354421,19
-AC011462.4,41374419,41373971,19
-EXOSC5,41397479,41386374,19
-BCKDHA,41425005,41397460,19
-AC011462.3,41400365,41399372,19
-AC011462.2,41426237,41425359,19
-B3GNT8,41428730,41425359,19
-DMAC2,41440717,41431318,19
-RF00017,41442392,41442102,19
-ERICH4,41444765,41443158,19
-PCAT19,41500649,41454169,19
-AC243960.2,41506898,41506152,19
-PLEKHA3P1,41521989,41521043,19
-AC243960.3,41532174,41531206,19
-LINC01480,41536904,41535183,19
-AC243960.1,41555462,41545192,19
-CEACAM21,41586844,41549518,19
-AC243960.7,41552274,41551568,19
-CEACAMP3,41605984,41599735,19
-DNAJC19P2,41605671,41605341,19
-CEACAM4,41627074,41618971,19
-DNAJC19P3,41638899,41638569,19
-AC243960.5,41640602,41639659,19
-AC243960.4,41652963,41652676,19
-CEACAM7,41706976,41673307,19
-CEACAM5,41729798,41708585,19
-AC243967.1,41761282,41708612,19
-CEACAM6,41772208,41750977,19
-AC243967.2,41786893,41757898,19
-CEACAM3,41811553,41796437,19
-HNRNPA1P52,41830938,41829692,19
-AC243967.3,41835950,41833686,19
-LYPD4,41844697,41837074,19
-DMRTC2,41852333,41844743,19
-RPS19,41872926,41859918,19
-MIR6797,41869698,41869627,19
-CD79A,41881372,41877120,19
-ARHGEF1,41930150,41883161,19
-AC010616.1,41928516,41907705,19
-RABAC1,41959390,41956681,19
-AC010616.2,41994232,41956879,19
-ATP1A3,41997497,41966582,19
-GRIK5,42069498,41998321,19
-ZNF574,42081549,42068477,19
-POU2F2,42196585,42086110,19
-AC010247.1,42137099,42132555,19
-MIR4323,42133513,42133445,19
-AC010247.2,42157523,42152569,19
-DEDD2,42220140,42198598,19
-ZNF526,42228201,42220271,19
-GSK3A,42242625,42230186,19
-AC006486.1,42255132,42234583,19
-AC006486.2,42244973,42242775,19
-ERF,42255157,42247572,19
-CIC,42295797,42268537,19
-PAFAH1B3,42303546,42297033,19
-PRR19,42310821,42302098,19
-TMEM145,42325062,42313325,19
-MEGF8,42378769,42325609,19
-MIR8077,42351205,42351131,19
-CNFN,42390287,42387019,19
-LIPE-AS1,42652355,42397128,19
-LIPE,42427426,42401507,19
-AC011497.1,42425071,42424384,19
-CXCL17,42443048,42428288,19
-RNU4-60P,42473009,42472875,19
-AC011497.2,42485714,42485076,19
-CEACAM1,42561234,42507304,19
-CEACAMP2,42561750,42560433,19
-CEACAM8,42595055,42580241,19
-CEACAMP1,42633034,42620212,19
-CEACAMP5,42669076,42654200,19
-RPS10P28,42670816,42670005,19
-PSG3,42740569,42721638,19
-PSG8,42855691,42752686,19
-CEACAMP6,42786595,42781206,19
-PSG8-AS1,42826878,42821863,19
-PSG10P,42855718,42839368,19
-PSG1,42879822,42866464,19
-PSG6,42919563,42902079,19
-PSG7,42937178,42924132,19
-CEACAMP7,42950387,42949503,19
-AC004784.1,43171515,42977463,19
-PSG11,43026512,43007656,19
-CEACAMP8,43041248,43035869,19
-PSG2,43083045,43064211,19
-CEACAMP9,43097360,43096456,19
-AC005392.1,43160862,43153279,19
-PSG5,43186536,43166256,19
-PSG4,43207299,43192702,19
-CEACAMP10,43248646,43211791,19
-PSG9,43269530,43211791,19
-CEACAMP11,43284318,43278933,19
-CEACAMP4,43304523,43303171,19
-AC005392.2,43331430,43329295,19
-CD177,43363172,43353659,19
-AC005392.3,43368970,43360685,19
-CD177P1,43379123,43372742,19
-TEX101,43418597,43401496,19
-LYPD3,43465660,43460787,19
-PHLDB3,43504935,43474954,19
-ETHE1,43527244,43506719,19
-ZNF575,43536130,43525497,19
-XRCC1,43580473,43543040,19
-L34079.2,43555494,43553445,19
-L34079.1,43593036,43554692,19
-L34079.3,43575618,43574638,19
-PINLYP,43583964,43576800,19
-IRGQ,43596135,43584369,19
-ZNF576,43601157,43596392,19
-SRRM5,43614497,43596617,19
-ZNF428,43619874,43607219,19
-CADM4,43639839,43622368,19
-PLAUR,43670547,43646095,19
-RN7SL368P,43660776,43660500,19
-AC005622.1,43700508,43690002,19
-IRGC,43720021,43716010,19
-SMG9,43754990,43727992,19
-KCNN4,43781261,43766533,19
-AC115522.1,43795658,43794309,19
-LYPD5,43827206,43795929,19
-ZNF283,43852017,43827292,19
-ZNF404,43901385,43872363,19
-AC006213.6,43895411,43891233,19
-AC006213.2,43901805,43891804,19
-AC006213.3,43926545,43902001,19
-ZNF45,43935278,43912629,19
-ZNF221,43967709,43951223,19
-ZNF155,43998325,43967862,19
-AC006213.4,43977448,43976815,19
-AC006213.5,43978663,43978376,19
-AC006213.1,44002836,43996896,19
-ZNF230,44013926,44002948,19
-AC067968.2,44025262,44023604,19
-ZNF222,44033112,44025342,19
-AC067968.1,44087318,44025354,19
-ZNF223,44067991,44051367,19
-ZNF284,44089613,44072144,19
-RNU6-902P,44085303,44085213,19
-ZNF224,44109886,44094339,19
-AC021092.1,44113145,44105463,19
-ZNF225,44134816,44112181,19
-ZNF234,44160309,44141557,19
-ZNF226,44178381,44165073,19
-ZNF227,44237268,44207547,19
-ZNF235,44305046,44228729,19
-AC138470.1,44248374,44246478,19
-ZNF233,44275317,44259880,19
-AC138473.1,44290911,44290081,19
-NDUFA3P1,44297355,44297104,19
-ZNF112,44367217,44326555,19
-AC245748.1,44401608,44329695,19
-ZNF285,44401608,44382298,19
-AC245748.2,44448452,44392439,19
-ZNF229,44448578,44417519,19
-ZNF285B,44473227,44467641,19
-ZNF180,44500524,44474428,19
-CEACAM20,44529788,44501677,19
-AC245748.3,44536613,44536263,19
-CEACAM22P,44620821,44537058,19
-AC243964.1,44570564,44570304,19
-IGSF23,44636781,44613630,19
-AC243964.2,44718759,44632199,19
-PVR,44663583,44643798,19
-MIR4531,44653732,44653686,19
-CEACAM19,44684359,44662278,19
-AC243964.3,44666158,44664131,19
-CEACAM16,44710714,44699151,19
-RF00285,44726058,44725984,19
-BCL3,44760044,44747705,19
-MIR8085,44758721,44758657,19
-RF00156,44765100,44764950,19
-AC092066.1,44765464,44765148,19
-CBLC,44800652,44777869,19
-AC092306.1,44804010,44803701,19
-BCAM,44821421,44809059,19
-NECTIN2,44889228,44846175,19
-AC011481.2,44890876,44882027,19
-TOMM40,44903689,44890569,19
-APOE,44909393,44905754,19
-AC011481.3,44914968,44909375,19
-APOC1,44919349,44914247,19
-APOC1P1,44931386,44926804,19
-APOC4,44945496,44942238,19
-APOC4-APOC2,44949565,44942238,19
-APOC2,44949565,44945982,19
-AC011481.1,44954007,44950044,19
-CLPTM1,44993341,44954585,19
-RELB,45038198,45001430,19
-CLASRP,45070956,45039040,19
-RNU6-611P,45047561,45047458,19
-ZNF296,45076588,45071500,19
-GEMIN7-AS1,45090391,45076510,19
-GEMIN7,45091524,45079195,19
-MARK4,45305283,45079288,19
-PPP1R37,45148077,45091396,19
-EIF5AP3,45129030,45128569,19
-AC005757.1,45136977,45135993,19
-NKPD1,45158737,45149750,19
-TRAPPC6A,45178237,45162928,19
-BLOC1S3,45181801,45178745,19
-AC005779.2,45202444,45179822,19
-AC005779.1,45216933,45187388,19
-EXOC3L2,45245431,45212621,19
-CKM,45322977,45306414,19
-RPS16P9,45333124,45332698,19
-KLC3,45351520,45333434,19
-ERCC2,45370918,45349837,19
-PPP1R13L,45406349,45379634,19
-CD3EAP,45410766,45406209,19
-ERCC1,45478828,45407333,19
-MIR6088,45436704,45436654,19
-FOSB,45475179,45467995,19
-RTN2,45497061,45485289,19
-PPM1N,45502510,45488777,19
-VASP,45526983,45506579,19
-OPA3,45602212,45527427,19
-GPR4,45602208,45589764,19
-EML2,45645629,45606994,19
-MIR330,45639087,45638994,19
-EML2-AS1,45642840,45641494,19
-RN7SL836P,45651805,45651510,19
-GIPR,45683724,45668244,19
-MIR642A,45675024,45674928,19
-MIR642B,45675008,45674932,19
-SNRPD2,45692569,45687454,19
-QPCTL,45703989,45692483,19
-FBXO46,45730904,45710629,19
-AC007191.1,45717381,45714387,19
-BHMG1,45764534,45733251,19
-SIX5,45769226,45764785,19
-AC074212.1,45769806,45764785,19
-DM1-AS,45772504,45767796,19
-DMPK,45782552,45769717,19
-AC011530.1,45785973,45779437,19
-DMWD,45792802,45782947,19
-RSPH6A,45815319,45795710,19
-SYMPK,45863290,45815410,19
-AC092301.1,45831108,45830164,19
-FOXA3,45873797,45863989,19
-IRF2BP1,45886170,45883607,19
-MYPOP,45902604,45890020,19
-NANOS2,45914870,45913214,19
-NOVA2,45973546,45933734,19
-CCDC61,46021318,45995461,19
-MIR769,46019049,46018932,19
-PGLYRP1,46023065,46019153,19
-AC007785.3,46030161,46027654,19
-IGFL4,46077118,46039748,19
-AC007785.1,46196218,46101122,19
-AC007785.2,46113863,46111079,19
-IGFL3,46124674,46120071,19
-TGIF1P1,46137547,46136746,19
-IGFL2,46161299,46143106,19
-AC006262.2,46180647,46163893,19
-IGFL2-AS1,46203083,46189166,19
-IGFL1P1,46197323,46196238,19
-AC006262.1,46214837,46203426,19
-RPL12P41,46219920,46219423,19
-AC006262.3,46230388,46228964,19
-IGFL1,46231243,46229752,19
-AC006262.4,46250163,46249394,19
-IGFL1P2,46260858,46260420,19
-HIF3A,46343433,46297046,19
-RNU6-924P,46306577,46306470,19
-AC007193.2,46340004,46320197,19
-PPP5C,46392981,46346994,19
-AC007193.1,46383169,46382492,19
-AC007193.3,46390852,46390515,19
-CCDC8,46413662,46410329,19
-PNMA8C,46428951,46424697,19
-PNMA8A,46471563,46466491,19
-PPP5D1,46601200,46480796,19
-PNMA8B,46496498,46486906,19
-AC011484.1,46496502,46494508,19
-AC011551.1,46534351,46533669,19
-AC093503.1,46600861,46547056,19
-GAPDHP38,46559642,46558641,19
-CALM3,46610793,46601074,19
-AC093503.2,46610779,46609277,19
-PTGIR,46625118,46620468,19
-GNG8,46634685,46634076,19
-AC093503.3,46639161,46636810,19
-DACT3,46661138,46647612,19
-DACT3-AS1,46677447,46660364,19
-PRKD2,46717127,46674275,19
-RN7SL364P,46689068,46688797,19
-MIR320E,46709345,46709293,19
-STRN4,46746994,46719507,19
-AC008635.1,46732700,46728603,19
-RF00019,46736419,46736312,19
-FKRP,46776988,46746046,19
-SLC1A5,46788594,46774883,19
-AC008622.2,46789043,46787815,19
-AC008622.3,46810182,46809583,19
-HNRNPMP2,46810183,46809585,19
-AC008622.1,46828440,46826895,19
-AP2S1,46850992,46838136,19
-ARHGAP35,47005077,46918676,19
-AC008895.1,46949156,46946535,19
-NPAS1,47045775,47019820,19
-TMEM160,47048630,47045907,19
-ZC3H4,47113752,47064187,19
-SAE1,47210636,47113274,19
-BBC3,47232766,47220822,19
-MIR3190,47227021,47226942,19
-MIR3191,47227019,47226944,19
-CCDC9,47273701,47255980,19
-INAFM1,47275707,47274453,19
-C5AR1,47322066,47290023,19
-C5AR2,47347327,47332147,19
-DHX34,47382704,47349281,19
-MEIS3,47419523,47403124,19
-SLC8A2,47472168,47428017,19
-KPTN,47484268,47475144,19
-NAPA-AS1,47501597,47484282,19
-NAPA,47515240,47487637,19
-AC073548.1,47489519,47487638,19
-ZNF541,47555856,47520685,19
-RN7SL322P,47581321,47581023,19
-AC010519.1,47733098,47607524,19
-AC010331.1,47608454,47607873,19
-BICRA,47703277,47608196,19
-BICRA-AS1,47626395,47615699,19
-AC008985.1,47663895,47661657,19
-EHD2,47743134,47713343,19
-NOP53,47757058,47745522,19
-SNORD23,47755962,47755853,19
-NOP53-AS1,47768840,47757036,19
-SELENOW,47784686,47778572,19
-RPL23AP80,47794890,47794467,19
-AC008745.1,47794920,47794650,19
-TPRX1,47819051,47801243,19
-CRX,47843330,47819779,19
-TPRX2P,47861512,47860113,19
-LINC01595,47865341,47863483,19
-SULT2A1,47886397,47870466,19
-BSPH1,47992170,47968046,19
-ELSPBP1,48025153,47994651,19
-CABP5,48044053,48029953,19
-PLA2G4C,48110817,48047843,19
-PLA2G4C-AS1,48064945,48061371,19
-LIG1,48170603,48115445,19
-AC011466.3,48127706,48118432,19
-AC011466.2,48147413,48145908,19
-ZSWIM9,48197620,48170692,19
-CARD8,48255946,48180770,19
-AC011466.4,48199720,48198107,19
-AC011466.1,48213154,48204083,19
-CARD8-AS1,48258199,48255675,19
-ZNF114-AS1,48271283,48262900,19
-ZNF114,48287608,48270102,19
-CCDC114,48321894,48296457,19
-EMP3,48330553,48321509,19
-TMEM143,48364237,48332356,19
-SYNGR4,48376376,48364395,19
-KDELR1,48391553,48382570,19
-GRIN2D,48444931,48394875,19
-GRWD1,48457022,48445773,19
-KCNJ14,48466980,48455509,19
-AC008403.2,48469693,48465593,19
-AC008403.1,48472431,48465837,19
-CYTH2,48482314,48469032,19
-LMTK3,48513935,48485271,19
-AC008403.3,48513660,48513207,19
-SULT2B1,48599425,48552075,19
-FAM83E,48614854,48600810,19
-SPACA4,48607714,48606743,19
-RPL18,48619536,48615328,19
-AC022154.1,48624132,48619272,19
-SPHK2,48630717,48619291,19
-DBP,48637438,48630030,19
-CA11,48646312,48637942,19
-SEC1P,48682245,48638071,19
-NTN5,48673081,48661407,19
-FUT2,48705950,48695971,19
-MAMSTR,48719721,48712742,19
-RASIP1,48740721,48720587,19
-IZUMO1,48746909,48740852,19
-FUT1,48755390,48748011,19
-FGF21,48758333,48755559,19
-RNU6-317P,48793258,48793152,19
-BCAT2,48811029,48795062,19
-HSD17B14,48836678,48813017,19
-PLEKHA4,48868632,48837097,19
-PPP1R15A,48876057,48872392,19
-TULP2,48898733,48880965,19
-NUCB1,48923372,48900050,19
-NUCB1-AS1,48918891,48910930,19
-AC026803.1,48926444,48926171,19
-DHDH,48944969,48933682,19
-BAX,48961798,48954815,19
-AC026803.2,48965158,48963975,19
-FTL,48966878,48965301,19
-GYS1,48993310,48968125,19
-RUVBL2,49015995,48993448,19
-MIR6798,49009972,49009906,19
-LHB,49017091,49015980,19
-AC008687.4,49020523,49017496,19
-CGB3,49024333,49022869,19
-AC008687.1,49036895,49022953,19
-NTF6A,49026020,49025461,19
-NTF6G,49030341,49029726,19
-CGB2,49033238,49031912,19
-CGB1,49036895,49035610,19
-NTF6B,49039038,49038479,19
-AC008687.5,49042731,49042174,19
-CGB5,49045311,49043884,19
-CGB8,49049106,49047638,19
-AC008687.6,49050846,49050217,19
-CGB7,49058860,49054275,19
-AC008687.8,49065076,49055793,19
-AC008687.7,49058761,49056088,19
-AC008687.2,49061132,49060613,19
-NTF4,49065054,49061066,19
-AC008687.3,49064856,49064259,19
-KCNA7,49072941,49067418,19
-RN7SL708P,49081630,49081332,19
-SNRNP70,49108605,49085419,19
-LIN7B,49118460,49114324,19
-C19orf73,49119140,49118397,19
-PPFIA3,49151026,49119389,19
-HRC,49155424,49151198,19
-TRPM4,49211836,49157741,19
-SLC6A21P,49256102,49255472,19
-SUMO1P4,49275420,49275119,19
-SLC6A16,49325225,49289638,19
-MIR4324,49308868,49308797,19
-AC011450.1,49340303,49331617,19
-CD37,49343335,49335171,19
-TEAD2,49362457,49340595,19
-AC010524.1,49357769,49356152,19
-DKKL1,49375116,49361783,19
-AC010643.1,49388081,49368705,19
-CCDC155,49417994,49388218,19
-PTH2,49423441,49422414,19
-GFY,49428818,49423749,19
-SLC17A7,49442360,49429401,19
-PIH1D1,49453497,49446298,19
-ALDH16A1,49471048,49453169,19
-AC010619.1,49486231,49462752,19
-FLT3LG,49486231,49474207,19
-AC010619.2,49487637,49474586,19
-RPL13A,49492308,49487554,19
-SNORD32A,49490048,49489965,19
-SNORD33,49490699,49490615,19
-SNORD34,49490974,49490904,19
-SNORD35A,49491260,49491175,19
-RPS11,49499689,49496365,19
-SNORD35B,49497806,49497720,19
-MIR150,49500868,49500785,19
-COX6CP7,49502639,49502432,19
-FCGRT,49526333,49506816,19
-RCN3,49546962,49527618,19
-NOSIP,49590262,49555711,19
-RF00019,49566772,49566672,19
-PRRG2,49591015,49580646,19
-PRR12,49626439,49591643,19
-AC011495.2,49626439,49625994,19
-RRAS,49640201,49635292,19
-SCAF1,49658642,49642125,19
-IRF3,49665875,49659569,19
-BCL2L12,49673916,49665142,19
-PRMT1,49689029,49675786,19
-MIR5088,49682195,49682117,19
-ADM5,49690575,49688664,19
-AC011495.3,49690573,49688853,19
-CPT1C,49713731,49690898,19
-AC011495.1,49720081,49719498,19
-TSKS,49763330,49739753,19
-RNU6-841P,49764630,49764524,19
-AP2A1,49807113,49766968,19
-MIR6799,49791934,49791866,19
-FUZ,49817376,49806869,19
-AC006942.1,49809738,49808933,19
-MED25,49840383,49818279,19
-MIR6800,49832099,49832018,19
-PTOV1-AS1,49851676,49838639,19
-PTOV1,49860744,49850735,19
-AC018766.1,49854967,49852887,19
-MIR4749,49854651,49854591,19
-PTOV1-AS2,49859289,49856970,19
-PNKP,49878351,49859882,19
-AKT1S1,49878459,49869033,19
-TBC1D17,49888749,49877425,19
-MIR4750,49888230,49888175,19
-IL4I1,49929539,49889654,19
-NUP62,49929763,49906825,19
-AC011452.1,49958391,49909501,19
-ATF5,49933935,49928702,19
-MIR4751,49933137,49933064,19
-SIGLEC11,49961172,49948985,19
-RF00012,49949527,49949316,19
-SIGLEC16,49975814,49969673,19
-VRK3,50025946,49976467,19
-RF00017,50019320,50019019,19
-ZNF473,50053414,50025714,19
-AC010624.3,50051062,50043196,19
-AC010624.1,50066793,50050589,19
-AC010624.4,50060232,50058882,19
-AC010624.2,50075902,50075123,19
-IZUMO2,50163195,50152548,19
-MYH14,50310544,50188186,19
-RF00017,50258722,50258443,19
-AC008655.1,50310539,50310022,19
-KCNC3,50333515,50311937,19
-NR1H2,50382982,50329653,19
-NAPSB,50344767,50333796,19
-NAPSA,50365830,50358477,19
-AC008655.2,50369331,50365880,19
-POLD1,50418016,50384204,19
-AC020909.1,50428409,50415799,19
-SPIB,50431313,50418938,19
-MYBPC2,50466321,50432903,19
-FAM71E1,50476753,50466785,19
-EMC10,50490870,50476400,19
-AC020909.3,50483351,50480119,19
-AC020909.2,50487638,50486810,19
-JOSD2,50511353,50505998,19
-ASPDH,50514690,50511600,19
-LRRC4B,50568045,50516892,19
-AC008743.1,50557969,50555370,19
-SYT3,50639827,50621307,19
-C19orf81,50659310,50649445,19
-SHANK1,50719450,50661827,19
-CLEC11A,50725718,50723329,19
-GPR32P1,50759192,50758382,19
-GPR32,50771732,50770464,19
-AC010325.1,50793142,50776141,19
-ACP4,50795224,50790415,19
-AC010325.2,50793584,50792685,19
-C19orf48,50804929,50797704,19
-SNORD88B,50799122,50799032,19
-SNORD88A,50799532,50799442,19
-SNORD88C,50802418,50802328,19
-AC010325.3,50812707,50808145,19
-LINC01869,50818880,50808874,19
-KLK1,50823787,50819148,19
-KLK15,50837213,50825289,19
-AC011523.1,50851089,50830530,19
-KLK3,50860764,50854915,19
-KLK2,50880567,50861568,19
-KLKP1,50896398,50882096,19
-KLK4,50910738,50906352,19
-PPIAP59,50927571,50927079,19
-KLK5,50953093,50943303,19
-AC011483.2,50963649,50950185,19
-KLK6,50969673,50958631,19
-AC011483.3,50962781,50962197,19
-AC011483.1,51012129,50968210,19
-KLK7,50984099,50976482,19
-KLK8,51002711,50996007,19
-AC011473.4,51009581,50996018,19
-KLK9,51009634,51003111,19
-KLK10,51020175,51012739,19
-AC011473.2,51014734,51014374,19
-KLK11,51028039,51022216,19
-KLK12,51035230,51029092,19
-AC011473.3,51034335,51030076,19
-AC011473.1,51052077,51043806,19
-KLK13,51065114,51056206,19
-KLK14,51084245,51077495,19
-CTU1,51108370,51097606,19
-SIGLEC18P,51122965,51119987,19
-SIGLEC9,51136651,51124908,19
-AC063977.2,51138634,51137970,19
-SIGLEC7,51153526,51142299,19
-AC063977.1,51144196,51143826,19
-AC063977.6,51181966,51152923,19
-AC063977.7,51155624,51155288,19
-SIGLEC17P,51173524,51167328,19
-SIGLEC20P,51190809,51184905,19
-AC063977.4,51195540,51194118,19
-SIGLEC21P,51201449,51198855,19
-MIR8074,51207009,51206929,19
-SIGLEC22P,51212088,51211080,19
-CD33,51243860,51225064,19
-SIGLECL1,51269330,51246348,19
-AC063977.3,51271179,51251231,19
-LINC01872,51281234,51271266,19
-AC063977.5,51283022,51280862,19
-IGLON5,51330354,51311848,19
-VSIG10L,51342124,51331536,19
-AC008750.3,51344117,51340695,19
-AC008750.4,51353293,51345169,19
-ETFB,51366418,51345169,19
-AC008750.8,51368099,51350373,19
-AC008750.5,51365544,51361712,19
-CLDND2,51369003,51367098,19
-NKG7,51372715,51371606,19
-LIM2,51387960,51379909,19
-C19orf84,51390574,51388289,19
-AC008750.7,51403650,51394488,19
-NIFKP6,51403526,51396755,19
-SIGLEC10,51417803,51410021,19
-AC008750.1,51414965,51414298,19
-AC008750.2,51417425,51415724,19
-AC008750.6,51426668,51426347,19
-AC020914.5,51442650,51442379,19
-SIGLEC8,51458456,51450847,19
-AC020914.3,51468636,51468360,19
-CEACAM18,51490952,51478622,19
-SIGLEC12,51501789,51491357,19
-AC020914.2,51505362,51505059,19
-SIGLEC27P,51509311,51508573,19
-SIGLEC6,51531856,51519525,19
-AC020914.1,51520260,51519731,19
-AC020914.4,51560590,51560122,19
-SIGLEC29P,51564910,51563797,19
-ZNF175,51592508,51571298,19
-AC018755.3,51606150,51594561,19
-AC018755.1,51600470,51599289,19
-SIGLEC5,51645545,51611927,19
-AC018755.2,51646889,51612091,19
-RPL9P33,51621701,51621136,19
-AC018755.4,51639931,51639478,19
-SIGLEC14,51646801,51642553,19
-RPL7P51,51649610,51648862,19
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diff --git a/VCTest/demo_exactVC.html b/VCTest/demo_exactVC.html
deleted file mode 100644
index ac04979..0000000
--- a/VCTest/demo_exactVC.html
+++ /dev/null
@@ -1,13511 +0,0 @@
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-/*!
-*
-* Font Awesome
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-*/
-/*!
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- *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
- */
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-  animation: fa-spin 2s infinite linear;
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-    transform: rotate(0deg);
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-    -webkit-transform: rotate(359deg);
-    transform: rotate(359deg);
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-@keyframes fa-spin {
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-:root .fa-rotate-90,
-:root .fa-rotate-180,
-:root .fa-rotate-270,
-:root .fa-flip-horizontal,
-:root .fa-flip-vertical {
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-<h1 id="Exact-variance-component-test-for-SNP-set-anlaysis">Exact variance component test for SNP set anlaysis<a class="anchor-link" href="#Exact-variance-component-test-for-SNP-set-anlaysis">&#182;</a></h1>
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-
-<span class="c">#using StatPlots</span>
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-<span class="n">include</span><span class="p">(</span><span class="s">&quot;../VarianceComponentTest.jl-master/src/vctestnullsim.jl&quot;</span><span class="p">)</span>
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-<h2 id="Annotation-file">Annotation file<a class="anchor-link" href="#Annotation-file">&#182;</a></h2><ul>
-<li>Gene location annotation from <a href="http://uswest.ensembl.org/biomart/martview/e292ba28e6325bf11d6b1449b56ba690">http://uswest.ensembl.org/biomart/martview/e292ba28e6325bf11d6b1449b56ba690</a></li>
-<li>SNP annotation can be done by <a href="http://snpeff.sourceforge.net/download.html">SnpEff</a>, <a href="http://snpeff.sourceforge.net/SnpEff_manual.html">Manual</a></li>
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-<table class="data-frame"><thead><tr><th></th><th>Gene name</th><th>Gene end (bp)</th><th>Gene start (bp)</th><th>Chromosome/scaffold name</th></tr><tr><th></th><th>String⍰</th><th>Int64⍰</th><th>Int64⍰</th><th>Int64⍰</th></tr></thead><tbody><p>3,792 rows × 4 columns</p><tr><th>1</th><td>WASH5P</td><td>71626</td><td>60951</td><td>19</td></tr><tr><th>2</th><td>AC008993.1</td><td>69178</td><td>68403</td><td>19</td></tr><tr><th>3</th><td>AC008993.2</td><td>69972</td><td>69167</td><td>19</td></tr><tr><th>4</th><td>AC008993.3</td><td>72718</td><td>71778</td><td>19</td></tr><tr><th>5</th><td>MIR1302-11</td><td>72110</td><td>71973</td><td>19</td></tr><tr><th>6</th><td>FAM138F</td><td>77686</td><td>76163</td><td>19</td></tr><tr><th>7</th><td>OR4G3P</td><td>94974</td><td>94062</td><td>19</td></tr><tr><th>8</th><td>OR4G1P</td><td>106077</td><td>99175</td><td>19</td></tr><tr><th>9</th><td>OR4F17</td><td>117102</td><td>107104</td><td>19</td></tr><tr><th>10</th><td>WBP1LP11</td><td>145812</td><td>145485</td><td>19</td></tr><tr><th>11</th><td>OR4F8P</td><td>157215</td><td>156279</td><td>19</td></tr><tr><th>12</th><td>AC092192.1</td><td>177913</td><td>176896</td><td>19</td></tr><tr><th>13</th><td>SEPT14P19</td><td>195696</td><td>186373</td><td>19</td></tr><tr><th>14</th><td>CICP19</td><td>195595</td><td>193239</td><td>19</td></tr><tr><th>15</th><td>AC092299.1</td><td>198066</td><td>197310</td><td>19</td></tr><tr><th>16</th><td>AC010507.1</td><td>200775</td><td>197961</td><td>19</td></tr><tr><th>17</th><td>LINC01002</td><td>239440</td><td>198264</td><td>19</td></tr><tr><th>18</th><td>AC010507.2</td><td>201174</td><td>200499</td><td>19</td></tr><tr><th>19</th><td>RNU6-1076P</td><td>223261</td><td>223158</td><td>19</td></tr><tr><th>20</th><td>AC016588.2</td><td>251571</td><td>248551</td><td>19</td></tr><tr><th>21</th><td>PLPP2</td><td>291504</td><td>281040</td><td>19</td></tr><tr><th>22</th><td>MIER2</td><td>344815</td><td>301444</td><td>19</td></tr><tr><th>23</th><td>AC016588.1</td><td>306467</td><td>305573</td><td>19</td></tr><tr><th>24</th><td>THEG</td><td>376670</td><td>361747</td><td>19</td></tr><tr><th>25</th><td>AC010641.1</td><td>399173</td><td>397589</td><td>19</td></tr><tr><th>26</th><td>C2CD4C</td><td>409170</td><td>405438</td><td>19</td></tr><tr><th>27</th><td>SHC2</td><td>460996</td><td>416583</td><td>19</td></tr><tr><th>28</th><td>RNA5SP462</td><td>453245</td><td>453134</td><td>19</td></tr><tr><th>29</th><td>ODF3L2</td><td>474983</td><td>463346</td><td>19</td></tr><tr><th>30</th><td>MADCAM1</td><td>505342</td><td>489176</td><td>19</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>
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-<span class="n">gene</span> <span class="o">=</span> <span class="n">gene</span><span class="p">[</span><span class="n">gene</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span><span class="o">.==</span><span class="mi">19</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
-<span class="n">genes</span> <span class="o">=</span> <span class="n">size</span><span class="p">(</span><span class="n">gene</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
-<span class="c">#geneNames = unique(gene[gene[:,4].==19,1])</span>
-<span class="c">#size(geneNames,1)</span>
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-<h2 id="Read-in-plink-format-genotype-files">Read in plink format genotype files<a class="anchor-link" href="#Read-in-plink-format-genotype-files">&#182;</a></h2>
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-<span class="c">## parse data from files</span>
-<span class="n">plinkBedfile</span> <span class="o">=</span> <span class="n">string</span><span class="p">(</span><span class="n">plinkFile</span><span class="p">,</span> <span class="s">&quot;.bed&quot;</span><span class="p">);</span>
-<span class="n">plinkBimfile</span> <span class="o">=</span> <span class="n">string</span><span class="p">(</span><span class="n">plinkFile</span><span class="p">,</span> <span class="s">&quot;.bim&quot;</span><span class="p">);</span>
-<span class="n">plinkFamfile</span> <span class="o">=</span> <span class="n">string</span><span class="p">(</span><span class="n">plinkFile</span><span class="p">,</span> <span class="s">&quot;.fam&quot;</span><span class="p">);</span>
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-<span class="n">SNP_29a</span> <span class="o">=</span> <span class="n">SnpData</span><span class="p">(</span><span class="s">&quot;SNP_29a&quot;</span><span class="p">);</span>
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-<span class="n">bimdata</span> <span class="o">=</span> <span class="n">readdlm</span><span class="p">(</span><span class="n">plinkBimfile</span><span class="p">,</span> <span class="n">String</span><span class="p">);</span>
-<span class="n">chrID</span> <span class="o">=</span> <span class="n">bimdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">1</span><span class="p">];</span>
-<span class="n">snpID</span> <span class="o">=</span> <span class="n">bimdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">2</span><span class="p">];</span>
-<span class="n">nSNP</span> <span class="o">=</span> <span class="n">length</span><span class="p">(</span><span class="n">snpID</span><span class="p">);</span>
-<span class="n">snpPos</span> <span class="o">=</span> <span class="n">bimdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">4</span><span class="p">];</span>
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-<span class="c"># FAM file: fam ID, ind ID, father ID, mother ID, sex, phenotype</span>
-<span class="n">famdata</span> <span class="o">=</span> <span class="n">readdlm</span><span class="p">(</span><span class="n">plinkFamfile</span><span class="p">);</span>
-<span class="n">nPer</span> <span class="o">=</span> <span class="n">length</span><span class="p">(</span><span class="n">famdata</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">1</span><span class="p">]);</span>
-<span class="n">nSNP</span>
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-<h2 id="Extract-phenotype-and-covariates-from-.fam-file">Extract phenotype and covariates from <code>.fam</code> file<a class="anchor-link" href="#Extract-phenotype-and-covariates-from-.fam-file">&#182;</a></h2><ul>
-<li>Note that one can load phenotype file in <code>plink</code> format</li>
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-<span class="n">y</span> <span class="o">=</span> <span class="n">convert</span><span class="p">(</span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Float64</span><span class="p">},</span> <span class="n">fam</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">7</span><span class="p">])</span>
-<span class="c">#Trait2 = convert(Vector{Float64}, pedLMM[:, 8])</span>
-<span class="c">#Y = [Trait1 Trait2]</span>
-<span class="n">sex</span> <span class="o">=</span> <span class="n">map</span><span class="p">(</span><span class="n">x</span> <span class="o">-&gt;</span> <span class="n">strip</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="s">&quot;F&quot;</span> <span class="o">?</span> <span class="mf">1.0</span> <span class="o">:</span> <span class="mf">0.0</span><span class="p">,</span>  <span class="n">fam</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
-<span class="c"># covariates</span>
-<span class="n">X</span> <span class="o">=</span> <span class="p">[</span><span class="n">ones</span><span class="p">(</span><span class="n">size</span><span class="p">(</span><span class="n">sex</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span> <span class="n">sex</span><span class="p">]</span>
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- 1.0  1.0
- 1.0  1.0
- 1.0  0.0
- 1.0  0.0
- 1.0  1.0
- 1.0  1.0
- 1.0  0.0
- 1.0  0.0
- 1.0  1.0
- 1.0  0.0
- 1.0  1.0
- 1.0  0.0
- 1.0  1.0
- ⋮       
- 1.0  0.0
- 1.0  0.0
- 1.0  0.0
- 1.0  1.0
- 1.0  0.0
- 1.0  0.0
- 1.0  0.0
- 1.0  0.0
- 1.0  0.0
- 1.0  0.0
- 1.0  0.0
- 1.0  0.0</pre>
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-<h2 id="Option-pvalueComputing">Option <code>pvalueComputing</code><a class="anchor-link" href="#Option-pvalueComputing">&#182;</a></h2><p>Chi squared approximation is recommended (default).</p>
-<p><strong>Note</strong>: Option <code>pvalueComputing</code> is only for eLRT and eRLRT. For eScore, it employs the method of inverting characteristics function to compute the p-value.</p>
-<h2 id="Option-nNullSimPts">Option <code>nNullSimPts</code><a class="anchor-link" href="#Option-nNullSimPts">&#182;</a></h2><p>If Monte Carlo method is chosen, generate 10,000 (<code>nNullSimPts</code>) replicate for calculation of p-values.</p>
-<p>If Chi squared approximation method is chosen, you can generate more replicates (default value is 1,000,000) to have a better estimator of point mass at 0.</p>
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-<span class="n">nNullSimPts</span> <span class="o">=</span> <span class="mi">1000000</span><span class="p">;</span>
-<span class="n">nPtsChi2</span> <span class="o">=</span> <span class="mi">500</span><span class="p">;</span>
-<span class="n">pvalELRT</span> <span class="o">=</span> <span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">}(</span><span class="n">undef</span><span class="p">,</span> <span class="n">genes</span><span class="p">)</span>
-<span class="n">pvalERLRT</span> <span class="o">=</span> <span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">}(</span><span class="n">undef</span><span class="p">,</span> <span class="n">genes</span><span class="p">)</span>
-<span class="n">pvalEscore</span> <span class="o">=</span> <span class="kt">Array</span><span class="p">{</span><span class="kt">Float64</span><span class="p">}(</span><span class="n">undef</span><span class="p">,</span> <span class="n">genes</span><span class="p">)</span>
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-<span class="n">basepairs</span> <span class="o">=</span> <span class="n">SNP_29a</span><span class="o">.</span><span class="n">snp_info</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="mi">4</span><span class="p">]</span>
-    
-<span class="nd">@time</span> <span class="k">for</span> <span class="n">i</span> <span class="o">=</span> <span class="mi">1</span><span class="o">:</span><span class="n">genes</span>
-    <span class="n">snpset_index</span> <span class="o">=</span> <span class="p">(</span><span class="n">basepairs</span> <span class="o">.&lt;</span> <span class="n">gene</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span> <span class="o">.&amp;</span>  <span class="p">(</span><span class="n">basepairs</span> <span class="o">.&gt;</span> <span class="n">gene</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span>
-    <span class="k">if</span><span class="p">(</span><span class="n">sum</span><span class="p">(</span><span class="n">snpset_index</span><span class="p">)</span><span class="o">==</span><span class="mi">0</span><span class="p">)</span> 
-        <span class="n">pvalELRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
-        <span class="n">pvalERLRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
-        <span class="n">pvalEscore</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
-        <span class="k">continue</span>
-    <span class="k">else</span>
-        <span class="n">G</span> <span class="o">=</span> <span class="n">convert</span><span class="p">(</span><span class="kt">Matrix</span><span class="p">{</span><span class="kt">Float64</span><span class="p">},</span> <span class="n">SNP_29a</span><span class="o">.</span><span class="n">snparray</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="n">snpset_index</span><span class="p">])</span>
-        <span class="c"># get rid of mono-snp</span>
-        <span class="n">maf</span> <span class="o">=</span> <span class="n">sum</span><span class="p">(</span><span class="n">G</span><span class="p">,</span><span class="n">dims</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">/</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">nPer</span><span class="p">);</span>
-        <span class="n">G</span> <span class="o">=</span> <span class="n">G</span><span class="p">[</span><span class="o">:</span><span class="p">,</span> <span class="n">map</span><span class="p">(</span><span class="n">x</span> <span class="o">-&gt;</span> <span class="n">maf</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="o">:</span><span class="n">size</span><span class="p">(</span><span class="n">G</span><span class="p">,</span><span class="mi">2</span><span class="p">))];</span>
-        <span class="n">windowSize</span> <span class="o">=</span> <span class="n">size</span><span class="p">(</span><span class="n">G</span><span class="p">,</span><span class="mi">2</span><span class="p">);</span>
-    
-        <span class="k">if</span><span class="p">(</span><span class="n">windowSize</span> <span class="o">&gt;</span> <span class="mi">5</span> <span class="o">&amp;&amp;</span> <span class="n">windowSize</span> <span class="o">&lt;</span> <span class="mi">50</span><span class="p">)</span>
-            <span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">vc0</span><span class="p">,</span> <span class="n">vc1</span><span class="p">,</span> <span class="n">pvalELRT</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">=</span>
-                <span class="n">vctest</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">G</span><span class="p">,</span> 
-                   <span class="n">tests</span> <span class="o">=</span> <span class="s">&quot;eLRT&quot;</span><span class="p">,</span> 
-                   <span class="n">Vform</span> <span class="o">=</span> <span class="s">&quot;half&quot;</span><span class="p">,</span> 
-                    <span class="n">nPtsChi2</span> <span class="o">=</span> <span class="n">nPtsChi2</span><span class="p">,</span>
-                    <span class="n">windowSize</span> <span class="o">=</span> <span class="n">windowSize</span><span class="p">,</span>
-                    <span class="n">pvalueComputings</span> <span class="o">=</span> <span class="s">&quot;chi2&quot;</span><span class="p">,</span>
-<span class="c">#                     pvalueComputings = &quot;MonteCarlo&quot;, </span>
-                    <span class="n">nNullSimPts</span> <span class="o">=</span> <span class="n">nNullSimPts</span><span class="p">);</span>  
-            
-            <span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">vc0</span><span class="p">,</span> <span class="n">vc1</span><span class="p">,</span> <span class="n">pvalERLRT</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">=</span>
-                <span class="n">vctest</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">G</span><span class="p">,</span> 
-                <span class="n">tests</span> <span class="o">=</span> <span class="s">&quot;eRLRT&quot;</span><span class="p">,</span> 
-                <span class="n">Vform</span> <span class="o">=</span> <span class="s">&quot;half&quot;</span><span class="p">,</span>
-                <span class="n">tolX</span> <span class="o">=</span> <span class="mf">1e-6</span><span class="p">,</span>
-                <span class="n">nPtsChi2</span> <span class="o">=</span> <span class="n">nPtsChi2</span><span class="p">,</span>
-                <span class="n">windowSize</span> <span class="o">=</span> <span class="n">windowSize</span><span class="p">,</span>
-                <span class="n">pvalueComputings</span> <span class="o">=</span> <span class="s">&quot;chi2&quot;</span><span class="p">,</span>
-<span class="c">#                 pvalueComputings = &quot;MonteCarlo&quot;, </span>
-                <span class="n">nNullSimPts</span> <span class="o">=</span> <span class="n">nNullSimPts</span><span class="p">);</span>
-            
-            <span class="p">(</span><span class="n">b</span><span class="p">,</span> <span class="n">vc0</span><span class="p">,</span> <span class="n">vc1</span><span class="p">,</span> <span class="n">pvalEscore</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">=</span>
-                <span class="n">vctest</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">G</span><span class="p">,</span> <span class="n">tests</span> <span class="o">=</span> <span class="s">&quot;eScore&quot;</span><span class="p">,</span> 
-                    <span class="n">Vform</span> <span class="o">=</span> <span class="s">&quot;half&quot;</span><span class="p">,</span>
-                    <span class="n">windowSize</span> <span class="o">=</span> <span class="n">windowSize</span><span class="p">)</span>
-            <span class="n">println</span><span class="p">(</span><span class="s">&quot;finished </span><span class="si">$i</span><span class="s">&quot;</span><span class="p">)</span>
-            
-        <span class="k">else</span>
-            <span class="n">pvalELRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
-            <span class="n">pvalERLRT</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
-            <span class="n">pvalEscore</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="nb">NaN</span>
-        <span class="k">end</span>
-    <span class="k">end</span>    
-<span class="k">end</span>
-</pre></div>
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-2562.119901 seconds (4.13 G allocations: 2.855 TiB, 70.74% gc time)
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-<h3 id="Output-results-to-file">Output results to file<a class="anchor-link" href="#Output-results-to-file">&#182;</a></h3>
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-<div class=" highlight hl-julia"><pre><span></span><span class="n">index</span> <span class="o">=</span> <span class="o">.!</span><span class="n">isnan</span><span class="o">.</span><span class="p">(</span><span class="n">pvalELRT</span><span class="p">)</span>
-
-<span class="n">plot_ELRT</span> <span class="o">=</span> <span class="n">DataFrame</span><span class="p">(</span><span class="n">AdjBasepairs</span> <span class="o">=</span> <span class="n">floor</span><span class="o">.</span><span class="p">((</span><span class="n">gene</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="mi">2</span><span class="p">]</span><span class="o">.+</span><span class="n">gene</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span><span class="o">/</span><span class="mi">2</span><span class="p">),</span> 
-    <span class="n">Chromosome</span> <span class="o">=</span> <span class="n">gene</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span> 
-    <span class="n">Pvalue</span> <span class="o">=</span> <span class="n">pvalELRT</span><span class="p">[</span><span class="n">index</span><span class="p">])</span>
-<span class="n">CSV</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s">&quot;exactVC_eLRT_pVal.txt&quot;</span><span class="p">,</span> <span class="n">plot_ELRT</span><span class="p">)</span>
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-<pre>&#34;exactVC_eLRT_pVal.txt&#34;</pre>
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-<div class=" highlight hl-julia"><pre><span></span><span class="n">index</span> <span class="o">=</span> <span class="o">.!</span><span class="n">isnan</span><span class="o">.</span><span class="p">(</span><span class="n">pvalERLRT</span><span class="p">)</span>
-
-<span class="n">plot_ERLRT</span> <span class="o">=</span> <span class="n">DataFrame</span><span class="p">(</span><span class="n">AdjBasepairs</span> <span class="o">=</span> <span class="n">floor</span><span class="o">.</span><span class="p">((</span><span class="n">gene</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="mi">2</span><span class="p">]</span><span class="o">.+</span><span class="n">gene</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span><span class="o">/</span><span class="mi">2</span><span class="p">),</span> 
-    <span class="n">Chromosome</span> <span class="o">=</span> <span class="n">gene</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span> 
-    <span class="n">Pvalue</span> <span class="o">=</span> <span class="n">pvalERLRT</span><span class="p">[</span><span class="n">index</span><span class="p">])</span>
-<span class="n">CSV</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s">&quot;exactVC_eRLRT_pVal.txt&quot;</span><span class="p">,</span> <span class="n">plot_ERLRT</span><span class="p">)</span>
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-<pre>&#34;exactVC_eRLRT_pVal.txt&#34;</pre>
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-<div class=" highlight hl-julia"><pre><span></span><span class="n">index</span> <span class="o">=</span> <span class="o">.!</span><span class="n">isnan</span><span class="o">.</span><span class="p">(</span><span class="n">pvalEscore</span><span class="p">)</span>
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-<span class="n">plot_Escore</span> <span class="o">=</span> <span class="n">DataFrame</span><span class="p">(</span><span class="n">AdjBasepairs</span> <span class="o">=</span> <span class="n">floor</span><span class="o">.</span><span class="p">((</span><span class="n">gene</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="mi">2</span><span class="p">]</span><span class="o">.+</span><span class="n">gene</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="mi">3</span><span class="p">])</span><span class="o">/</span><span class="mi">2</span><span class="p">),</span> 
-    <span class="n">Chromosome</span> <span class="o">=</span> <span class="n">gene</span><span class="p">[</span><span class="n">index</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span> 
-    <span class="n">Pvalue</span> <span class="o">=</span> <span class="n">pvalEscore</span><span class="p">[</span><span class="n">index</span><span class="p">])</span>
-<span class="n">CSV</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s">&quot;exactVC_Escore_pVal.txt&quot;</span><span class="p">,</span> <span class="n">plot_Escore</span><span class="p">)</span>
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-<h3 id="Manhattan-Plot">Manhattan Plot<a class="anchor-link" href="#Manhattan-Plot">&#182;</a></h3>
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-<div class=" highlight hl-julia"><pre><span></span><span class="k">using</span> <span class="n">MendelPlots</span>
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-<span class="n">manhattan</span><span class="p">(</span><span class="n">plot_ELRT</span><span class="p">;</span> <span class="n">pvalvar</span> <span class="o">=</span> <span class="s">&quot;Pvalue&quot;</span><span class="p">,</span> <span class="n">chrvar</span> <span class="o">=</span> <span class="s">&quot;Chromosome&quot;</span><span class="p">,</span> 
-    <span class="n">posvar</span> <span class="o">=</span> <span class="s">&quot;AdjBasepairs&quot;</span><span class="p">,</span> <span class="n">outfile</span> <span class="o">=</span> <span class="s">&quot;exactVC_eLRT_manhattan.pdf&quot;</span><span class="p">,</span> 
-    <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="n">pt</span><span class="p">,</span> <span class="n">linecolor</span> <span class="o">=</span> <span class="s">&quot;red&quot;</span><span class="p">)</span>
-
-<span class="n">manhattan</span><span class="p">(</span><span class="n">plot_ERLRT</span><span class="p">;</span> <span class="n">pvalvar</span> <span class="o">=</span> <span class="s">&quot;Pvalue&quot;</span><span class="p">,</span> <span class="n">chrvar</span> <span class="o">=</span> <span class="s">&quot;Chromosome&quot;</span><span class="p">,</span> 
-    <span class="n">posvar</span> <span class="o">=</span> <span class="s">&quot;AdjBasepairs&quot;</span><span class="p">,</span> <span class="n">outfile</span> <span class="o">=</span> <span class="s">&quot;exactVC_eRLRT_manhattan.pdf&quot;</span><span class="p">,</span> 
-    <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="n">pt</span><span class="p">,</span> <span class="n">linecolor</span> <span class="o">=</span> <span class="s">&quot;red&quot;</span><span class="p">)</span>
-
-<span class="n">manhattan</span><span class="p">(</span><span class="n">plot_Escore</span><span class="p">;</span> <span class="n">pvalvar</span> <span class="o">=</span> <span class="s">&quot;Pvalue&quot;</span><span class="p">,</span> <span class="n">chrvar</span> <span class="o">=</span> <span class="s">&quot;Chromosome&quot;</span><span class="p">,</span> 
-    <span class="n">posvar</span> <span class="o">=</span> <span class="s">&quot;AdjBasepairs&quot;</span><span class="p">,</span> <span class="n">outfile</span> <span class="o">=</span> <span class="s">&quot;exactVC_eScore_manhattan.pdf&quot;</span><span class="p">,</span> 
-    <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">18</span><span class="n">pt</span><span class="p">,</span> <span class="n">linecolor</span> <span class="o">=</span> <span class="s">&quot;red&quot;</span><span class="p">)</span>
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-<h4 id="eRLRT">eRLRT<a class="anchor-link" href="#eRLRT">&#182;</a></h4>
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-<div class=" highlight hl-julia"><pre><span></span><span class="n">display</span><span class="p">(</span><span class="s">&quot;image/png&quot;</span><span class="p">,</span> <span class="n">read</span><span class="p">(</span><span class="s">&quot;exactVC_eRLRT_manhattan.png&quot;</span><span class="p">))</span>
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->
-</div>
-
-</div>
-
-</div>
-</div>
-
-</div>
-    </div>
-  </div>
-</body>
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- 
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-</html>
diff --git a/VCTest/demo_exactVC.ipynb b/VCTest/demo_exactVC.ipynb
deleted file mode 100644
index 6202c80..0000000
--- a/VCTest/demo_exactVC.ipynb
+++ /dev/null
@@ -1,1673 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Exact variance component test for SNP set analysis\n",
-    "\n",
-    "The purpose of this tutorial is to show how one can conduct a gene set analysis in Open Mendel. In gene set analysis, variants are grouped and analyzed together.  This analysis can be far more power over analyzing the variants separately, particularly when the variants are rare. In this example we use a variance component approach which is equivalent to a sequence kernel association test (SKAT) approach in order to conduct the gene set analysis. \n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Check version of Julia\n",
-    "This tutorial has been checked with Julia version 1.1.0"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Julia Version 1.1.0\n",
-      "Commit 80516ca202 (2019-01-21 21:24 UTC)\n",
-      "Platform Info:\n",
-      "  OS: macOS (x86_64-apple-darwin14.5.0)\n",
-      "  CPU: Intel(R) Core(TM) i7-6567U CPU @ 3.30GHz\n",
-      "  WORD_SIZE: 64\n",
-      "  LIBM: libopenlibm\n",
-      "  LLVM: libLLVM-6.0.1 (ORCJIT, skylake)\n",
-      "Environment:\n",
-      "  JULIA_NUM_THREADS = 8\n"
-     ]
-    }
-   ],
-   "source": [
-    "versioninfo()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Install packages if this is the first time you are using them\n",
-    "\n",
-    "Note: For this tutorial you will need to have the statistical software R and the R package \"pracma\" installed ahead of time."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m git-repo `https://github.com/OpenMendel/SnpArrays.jl.git`\n",
-      "\u001b[?25l\u001b[2K\u001b[?25h\u001b[32m\u001b[1m Resolving\u001b[22m\u001b[39m package versions...\n",
-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.1/Project.toml`\n",
-      "\u001b[90m [no changes]\u001b[39m\n",
-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.1/Manifest.toml`\n",
-      "\u001b[90m [no changes]\u001b[39m\n",
-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m git-repo `https://github.com/jinjinzhou/VarianceComponentTest.jl.git`\n",
-      "\u001b[?25l\u001b[2K\u001b[?25h\u001b[32m\u001b[1m Resolving\u001b[22m\u001b[39m package versions...\n",
-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.1/Project.toml`\n",
-      "\u001b[90m [no changes]\u001b[39m\n",
-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.1/Manifest.toml`\n",
-      "\u001b[90m [no changes]\u001b[39m\n",
-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m git-repo `https://github.com/OpenMendel/MendelPlots.jl.git`\n",
-      "\u001b[?25l\u001b[2K\u001b[?25h\u001b[32m\u001b[1m Resolving\u001b[22m\u001b[39m package versions...\n",
-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.1/Project.toml`\n",
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-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.1/Manifest.toml`\n",
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-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.1/Project.toml`\n",
-      "\u001b[90m [no changes]\u001b[39m\n",
-      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.1/Manifest.toml`\n",
-      "\u001b[90m [no changes]\u001b[39m\n"
-     ]
-    }
-   ],
-   "source": [
-    "using Pkg\n",
-    "Pkg.add(PackageSpec(url=\"https://github.com/OpenMendel/SnpArrays.jl.git\"))\n",
-    "Pkg.add(PackageSpec(url=\"https://github.com/jinjinzhou/VarianceComponentTest.jl.git\"))\n",
-    "Pkg.add(PackageSpec(url=\"https://github.com/OpenMendel/MendelPlots.jl.git\"))\n",
-    "Pkg.add(\"Query\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Load required packages"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/SnpArrays/iEYce.ji for SnpArrays [4e780e97-f5bf-4111-9dc4-b70aaf691b06]\n",
-      "└ @ Base loading.jl:1184\n",
-      "┌ Info: Recompiling stale cache file /Users/janets/.julia/compiled/v1.1/VarianceComponentTest/QfNDj.ji for VarianceComponentTest [1b8b39c6-5c46-50f5-9c36-ac18d7f28ae0]\n",
-      "└ @ Base loading.jl:1184\n"
-     ]
-    }
-   ],
-   "source": [
-    "using SnpArrays\n",
-    "using CSV\n",
-    "using DataFrames, Query\n",
-    "using Distributions, DelimitedFiles, LinearAlgebra\n",
-    "\n",
-    "#using StatPlots\n",
-    "using VarianceComponentTest"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Annotation file\n",
-    "In order to conduct gene set analyses we need to determine which variants are within and near a gene.  There are several data bases that can assist you.\n",
-    "- Gene location annotation from http://uswest.ensembl.org/biomart/martview/e292ba28e6325bf11d6b1449b56ba690\n",
-    "- SNP annotation can be done by [SnpEff](http://snpeff.sourceforge.net/download.html), [Manual](http://snpeff.sourceforge.net/SnpEff_manual.html)\n",
-    "\n",
-    "For your convenience we have created a list of the genes and their locations on chromosomes 19 and 21 in csv format. We need that information into a dataframe called gene."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<table class=\"data-frame\"><thead><tr><th></th><th>Gene name</th><th>Gene end (bp)</th><th>Gene start (bp)</th><th>Chromosome/scaffold name</th></tr><tr><th></th><th>String⍰</th><th>Int64⍰</th><th>Int64⍰</th><th>Int64⍰</th></tr></thead><tbody><p>3,792 rows × 4 columns</p><tr><th>1</th><td>WASH5P</td><td>71626</td><td>60951</td><td>19</td></tr><tr><th>2</th><td>AC008993.1</td><td>69178</td><td>68403</td><td>19</td></tr><tr><th>3</th><td>AC008993.2</td><td>69972</td><td>69167</td><td>19</td></tr><tr><th>4</th><td>AC008993.3</td><td>72718</td><td>71778</td><td>19</td></tr><tr><th>5</th><td>MIR1302-11</td><td>72110</td><td>71973</td><td>19</td></tr><tr><th>6</th><td>FAM138F</td><td>77686</td><td>76163</td><td>19</td></tr><tr><th>7</th><td>OR4G3P</td><td>94974</td><td>94062</td><td>19</td></tr><tr><th>8</th><td>OR4G1P</td><td>106077</td><td>99175</td><td>19</td></tr><tr><th>9</th><td>OR4F17</td><td>117102</td><td>107104</td><td>19</td></tr><tr><th>10</th><td>WBP1LP11</td><td>145812</td><td>145485</td><td>19</td></tr><tr><th>11</th><td>OR4F8P</td><td>157215</td><td>156279</td><td>19</td></tr><tr><th>12</th><td>AC092192.1</td><td>177913</td><td>176896</td><td>19</td></tr><tr><th>13</th><td>SEPT14P19</td><td>195696</td><td>186373</td><td>19</td></tr><tr><th>14</th><td>CICP19</td><td>195595</td><td>193239</td><td>19</td></tr><tr><th>15</th><td>AC092299.1</td><td>198066</td><td>197310</td><td>19</td></tr><tr><th>16</th><td>AC010507.1</td><td>200775</td><td>197961</td><td>19</td></tr><tr><th>17</th><td>LINC01002</td><td>239440</td><td>198264</td><td>19</td></tr><tr><th>18</th><td>AC010507.2</td><td>201174</td><td>200499</td><td>19</td></tr><tr><th>19</th><td>RNU6-1076P</td><td>223261</td><td>223158</td><td>19</td></tr><tr><th>20</th><td>AC016588.2</td><td>251571</td><td>248551</td><td>19</td></tr><tr><th>21</th><td>PLPP2</td><td>291504</td><td>281040</td><td>19</td></tr><tr><th>22</th><td>MIER2</td><td>344815</td><td>301444</td><td>19</td></tr><tr><th>23</th><td>AC016588.1</td><td>306467</td><td>305573</td><td>19</td></tr><tr><th>24</th><td>THEG</td><td>376670</td><td>361747</td><td>19</td></tr><tr><th>25</th><td>AC010641.1</td><td>399173</td><td>397589</td><td>19</td></tr><tr><th>26</th><td>C2CD4C</td><td>409170</td><td>405438</td><td>19</td></tr><tr><th>27</th><td>SHC2</td><td>460996</td><td>416583</td><td>19</td></tr><tr><th>28</th><td>RNA5SP462</td><td>453245</td><td>453134</td><td>19</td></tr><tr><th>29</th><td>ODF3L2</td><td>474983</td><td>463346</td><td>19</td></tr><tr><th>30</th><td>MADCAM1</td><td>505342</td><td>489176</td><td>19</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
-      ],
-      "text/latex": [
-       "\\begin{tabular}{r|cccc}\n",
-       "\t& Gene name & Gene end (bp) & Gene start (bp) & Chromosome/scaffold name\\\\\n",
-       "\t\\hline\n",
-       "\t& String⍰ & Int64⍰ & Int64⍰ & Int64⍰\\\\\n",
-       "\t\\hline\n",
-       "\t1 & WASH5P & 71626 & 60951 & 19 \\\\\n",
-       "\t2 & AC008993.1 & 69178 & 68403 & 19 \\\\\n",
-       "\t3 & AC008993.2 & 69972 & 69167 & 19 \\\\\n",
-       "\t4 & AC008993.3 & 72718 & 71778 & 19 \\\\\n",
-       "\t5 & MIR1302-11 & 72110 & 71973 & 19 \\\\\n",
-       "\t6 & FAM138F & 77686 & 76163 & 19 \\\\\n",
-       "\t7 & OR4G3P & 94974 & 94062 & 19 \\\\\n",
-       "\t8 & OR4G1P & 106077 & 99175 & 19 \\\\\n",
-       "\t9 & OR4F17 & 117102 & 107104 & 19 \\\\\n",
-       "\t10 & WBP1LP11 & 145812 & 145485 & 19 \\\\\n",
-       "\t11 & OR4F8P & 157215 & 156279 & 19 \\\\\n",
-       "\t12 & AC092192.1 & 177913 & 176896 & 19 \\\\\n",
-       "\t13 & SEPT14P19 & 195696 & 186373 & 19 \\\\\n",
-       "\t14 & CICP19 & 195595 & 193239 & 19 \\\\\n",
-       "\t15 & AC092299.1 & 198066 & 197310 & 19 \\\\\n",
-       "\t16 & AC010507.1 & 200775 & 197961 & 19 \\\\\n",
-       "\t17 & LINC01002 & 239440 & 198264 & 19 \\\\\n",
-       "\t18 & AC010507.2 & 201174 & 200499 & 19 \\\\\n",
-       "\t19 & RNU6-1076P & 223261 & 223158 & 19 \\\\\n",
-       "\t20 & AC016588.2 & 251571 & 248551 & 19 \\\\\n",
-       "\t21 & PLPP2 & 291504 & 281040 & 19 \\\\\n",
-       "\t22 & MIER2 & 344815 & 301444 & 19 \\\\\n",
-       "\t23 & AC016588.1 & 306467 & 305573 & 19 \\\\\n",
-       "\t24 & THEG & 376670 & 361747 & 19 \\\\\n",
-       "\t25 & AC010641.1 & 399173 & 397589 & 19 \\\\\n",
-       "\t26 & C2CD4C & 409170 & 405438 & 19 \\\\\n",
-       "\t27 & SHC2 & 460996 & 416583 & 19 \\\\\n",
-       "\t28 & RNA5SP462 & 453245 & 453134 & 19 \\\\\n",
-       "\t29 & ODF3L2 & 474983 & 463346 & 19 \\\\\n",
-       "\t30 & MADCAM1 & 505342 & 489176 & 19 \\\\\n",
-       "\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
-       "\\end{tabular}\n"
-      ],
-      "text/plain": [
-       "3792×4 DataFrame. Omitted printing of 1 columns\n",
-       "│ Row  │ Gene name  │ Gene end (bp) │ Gene start (bp) │\n",
-       "│      │ \u001b[90mString⍰\u001b[39m    │ \u001b[90mInt64⍰\u001b[39m        │ \u001b[90mInt64⍰\u001b[39m          │\n",
-       "├──────┼────────────┼───────────────┼─────────────────┤\n",
-       "│ 1    │ WASH5P     │ 71626         │ 60951           │\n",
-       "│ 2    │ AC008993.1 │ 69178         │ 68403           │\n",
-       "│ 3    │ AC008993.2 │ 69972         │ 69167           │\n",
-       "│ 4    │ AC008993.3 │ 72718         │ 71778           │\n",
-       "│ 5    │ MIR1302-11 │ 72110         │ 71973           │\n",
-       "│ 6    │ FAM138F    │ 77686         │ 76163           │\n",
-       "│ 7    │ OR4G3P     │ 94974         │ 94062           │\n",
-       "│ 8    │ OR4G1P     │ 106077        │ 99175           │\n",
-       "│ 9    │ OR4F17     │ 117102        │ 107104          │\n",
-       "│ 10   │ WBP1LP11   │ 145812        │ 145485          │\n",
-       "⋮\n",
-       "│ 3782 │ YBEY       │ 46297751      │ 46286337        │\n",
-       "│ 3783 │ C21orf58   │ 46323875      │ 46300181        │\n",
-       "│ 3784 │ PCNT       │ 46445769      │ 46324122        │\n",
-       "│ 3785 │ RPL18AP2   │ 46421034      │ 46420553        │\n",
-       "│ 3786 │ DIP2A      │ 46569852      │ 46458899        │\n",
-       "│ 3787 │ DIP2A-IT1  │ 46469306      │ 46462471        │\n",
-       "│ 3788 │ RNU6-396P  │ 46525722      │ 46525618        │\n",
-       "│ 3789 │ S100B      │ 46605208      │ 46598962        │\n",
-       "│ 3790 │ PRMT2      │ 46665124      │ 46635167        │\n",
-       "│ 3791 │ DSTNP1     │ 46654022      │ 46653558        │\n",
-       "│ 3792 │ RPL23AP4   │ 46691226      │ 46690764        │"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "gene = CSV.read(\"chr19_chr20_gene_start_end.txt\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "2959"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "## Number of genes on chromosome 19\n",
-    "gene = gene[gene[:,4].==19,:]\n",
-    "genes = size(gene,1)\n",
-    "#geneNames = unique(gene[gene[:,4].==19,1])\n",
-    "#size(geneNames,1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Read in plink format genotype files\n",
-    "We have three files that provide us with the snps, their names and locations, and the information on the individuals who have been genotyped. We read them in and then extract the relevant information. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plinkFile = \"SNP_29a\"\n",
-    "## parse data from files\n",
-    "plinkBedfile = string(plinkFile, \".bed\");\n",
-    "plinkBimfile = string(plinkFile, \".bim\");\n",
-    "plinkFamfile = string(plinkFile, \".fam\");\n",
-    "\n",
-    "SNP_29a = SnpData(\"SNP_29a\");"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "212"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# BIM file: chr, rs#, morgan, bp position, allele1, allele2\n",
-    "bimdata = readdlm(plinkBimfile, String);\n",
-    "chrID = bimdata[:, 1];\n",
-    "snpID = bimdata[:, 2];\n",
-    "nSNP = length(snpID);\n",
-    "snpPos = bimdata[:, 4];\n",
-    "\n",
-    "# FAM file: fam ID, ind ID, father ID, mother ID, sex, phenotype\n",
-    "famdata = readdlm(plinkFamfile);\n",
-    "nPer = length(famdata[:, 1]);\n",
-    "nSNP\n",
-    "nPer"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Extract phenotype and covariates from `.fam` file\n",
-    "- Note that one can load phenotype file in `plink` format.   X contains the covariates, in this case an indicator for sex (male = 0 and female 1) and a vector of ones so the grand mean is estimated."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "212×2 Array{Float64,2}:\n",
-       " 1.0  1.0\n",
-       " 1.0  1.0\n",
-       " 1.0  0.0\n",
-       " 1.0  0.0\n",
-       " 1.0  1.0\n",
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-       " 1.0  1.0\n",
-       " ⋮       \n",
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-       " 1.0  0.0\n",
-       " 1.0  0.0"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "fam = readdlm(plinkFamfile, ','; header = false)\n",
-    "y = convert(Vector{Float64}, fam[:, 7])\n",
-    "#Trait2 = convert(Vector{Float64}, pedLMM[:, 8])\n",
-    "#Y = [Trait1 Trait2]\n",
-    "sex = map(x -> strip(x) == \"F\" ? 1.0 : 0.0,  fam[:, 5])\n",
-    "# covariates\n",
-    "X = [ones(size(sex,1)) sex]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Option `pvalueComputing`\n",
-    "\n",
-    "VarianceComponentTest allows several options for determining the pvalue.  Chi squared approximation is recommended (default). \n",
-    "\n",
-    "**Note**: Option `pvalueComputing` is only for eLRT and eRLRT. For eScore, it employs the method of inverting characteristics function to compute the p-value.\n",
-    "\n",
-    "## Option `nNullSimPts`\n",
-    "\n",
-    "If Monte Carlo method is chosen, generate 10,000 (`nNullSimPts`) replicate for calculation of p-values.\n",
-    "\n",
-    "If Chi squared approximation method is chosen, you can generate more replicates (default value is 1,000,000) to have a better estimator of point mass at 0."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Loop over genes\n",
-    "Now we conduct the gene set analysis for all the genes on chromosome 19.  This analysis will take a little while because there are ~3000 genes on chromosome 19.  If you want to work on a smaller problem change the value of genes so only a subset, say 100, genes are tested. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "finished 9\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "┌ Warning: RCall.jl: Loading required package: pracma\n",
-      "└ @ RCall /Users/janets/.julia/packages/RCall/29zDq/src/io.jl:113\n"
-     ]
-    },
-    {
-     "name": "stdout",
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-      "2753.656282 seconds (2.33 G allocations: 2.828 TiB, 72.34% gc time)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# if decided to run smaller number of genes uncomment the following two lines.\n",
-    "#genes = 100;\n",
-    "#gene = gene[1:genes,: ]\n",
-    "\n",
-    "nNullSimPts = 1000000;\n",
-    "nPtsChi2 = 500;\n",
-    "pvalELRT = Array{Float64}(undef, genes)\n",
-    "pvalERLRT = Array{Float64}(undef, genes)\n",
-    "pvalEscore = Array{Float64}(undef, genes)\n",
-    "\n",
-    "basepairs = SNP_29a.snp_info[:, 4]\n",
-    "    \n",
-    "@time for i = 1:genes\n",
-    "    snpset_index = (basepairs .< gene[i,2]) .&  (basepairs .> gene[i,3])\n",
-    "    if(sum(snpset_index)==0) \n",
-    "        pvalELRT[i] = NaN\n",
-    "        pvalERLRT[i] = NaN\n",
-    "        pvalEscore[i] = NaN\n",
-    "        continue\n",
-    "    else\n",
-    "        G = convert(Matrix{Float64}, SNP_29a.snparray[:, snpset_index])\n",
-    "        # get rid of mono-snp\n",
-    "        maf = sum(G,dims=1)/(2*nPer);\n",
-    "        G = G[:, map(x -> maf[x] > 0, 1:size(G,2))];\n",
-    "        windowSize = size(G,2);\n",
-    "    \n",
-    "        if(windowSize > 5 && windowSize < 50)\n",
-    "            (b, vc0, vc1, pvalELRT[i]) =\n",
-    "                vctest(y, X, G, \n",
-    "                   tests = \"eLRT\", \n",
-    "                   Vform = \"half\", \n",
-    "                    nPtsChi2 = nPtsChi2,\n",
-    "                    windowSize = windowSize,\n",
-    "                    pvalueComputings = \"chi2\",\n",
-    "#                     pvalueComputings = \"MonteCarlo\", \n",
-    "                    nNullSimPts = nNullSimPts);  \n",
-    "            \n",
-    "            (b, vc0, vc1, pvalERLRT[i]) =\n",
-    "                vctest(y, X, G, \n",
-    "                tests = \"eRLRT\", \n",
-    "                Vform = \"half\",\n",
-    "                tolX = 1e-6,\n",
-    "                nPtsChi2 = nPtsChi2,\n",
-    "                windowSize = windowSize,\n",
-    "                pvalueComputings = \"chi2\",\n",
-    "#                 pvalueComputings = \"MonteCarlo\", \n",
-    "                nNullSimPts = nNullSimPts);\n",
-    "### \n",
-    "## eScore uses integration to calculate p-value -currently Julia's package not updated used R package \n",
-    "## used R package pracma, need to first instll: install.packages(\"pracma\")\n",
-    "            (b, vc0, vc1, pvalEscore[i]) =\n",
-    "                vctest(y, X, G, tests = \"eScore\", \n",
-    "                    Vform = \"half\",\n",
-    "                    windowSize = windowSize)\n",
-    "            println(\"finished $i\")\n",
-    "            \n",
-    "        else\n",
-    "            pvalELRT[i] = NaN\n",
-    "            pvalERLRT[i] = NaN\n",
-    "            pvalEscore[i] = NaN\n",
-    "        end\n",
-    "    end    \n",
-    "end"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Output results to file"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\"exactVC_eLRT_pVal.txt\""
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "index = .!isnan.(pvalELRT)\n",
-    "\n",
-    "plot_ELRT = DataFrame(AdjBasepairs = floor.((gene[index,2].+gene[index,3])/2), \n",
-    "    Chromosome = gene[index,4], \n",
-    "    Pvalue = pvalELRT[index])\n",
-    "CSV.write(\"exactVC_eLRT_pVal.txt\", plot_ELRT)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\"exactVC_eRLRT_pVal.txt\""
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "index = .!isnan.(pvalERLRT)\n",
-    "\n",
-    "plot_ERLRT = DataFrame(AdjBasepairs = floor.((gene[index,2].+gene[index,3])/2), \n",
-    "    Chromosome = gene[index,4], \n",
-    "    Pvalue = pvalERLRT[index])\n",
-    "CSV.write(\"exactVC_eRLRT_pVal.txt\", plot_ERLRT)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\"exactVC_Escore_pVal.txt\""
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "index = .!isnan.(pvalEscore)\n",
-    "\n",
-    "plot_Escore = DataFrame(AdjBasepairs = floor.((gene[index,2].+gene[index,3])/2), \n",
-    "    Chromosome = gene[index,4], \n",
-    "    Pvalue = pvalEscore[index])\n",
-    "CSV.write(\"exactVC_Escore_pVal.txt\", plot_Escore)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Manhattan Plot\n",
-    "As with single snp analysis, an excellent way to display the data is to plot the log of the pvalue versus chromosomal position. We make pdfs that are saved to your computer.  Each of the three different ways of calculating the test statistic pvalue are displayed in a separate plot. We then display the results in our notebook. Note that in general the escore statistic pvalue is more conservative than the eRLRT or the eLRT pvalue. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "┌ Info: Loading Cairo backend into Compose.jl\n",
-      "└ @ Compose /Users/janets/.julia/packages/Compose/wlPCt/src/Compose.jl:164\n",
-      "┌ Info: Loading DataFrames support into Gadfly.jl\n",
-      "└ @ Gadfly /Users/janets/.julia/packages/Gadfly/09PWZ/src/mapping.jl:228\n"
-     ]
-    }
-   ],
-   "source": [
-    "using MendelPlots\n",
-    "\n",
-    "manhattan(plot_ELRT; pvalvar = \"Pvalue\", chrvar = \"Chromosome\", \n",
-    "    posvar = \"AdjBasepairs\", outfile = \"exactVC_eLRT_manhattan.pdf\", \n",
-    "    fontsize = 18pt, linecolor = \"red\")\n",
-    "\n",
-    "manhattan(plot_ERLRT; pvalvar = \"Pvalue\", chrvar = \"Chromosome\", \n",
-    "    posvar = \"AdjBasepairs\", outfile = \"exactVC_eRLRT_manhattan.pdf\", \n",
-    "    fontsize = 18pt, linecolor = \"red\")\n",
-    "\n",
-    "manhattan(plot_Escore; pvalvar = \"Pvalue\", chrvar = \"Chromosome\", \n",
-    "    posvar = \"AdjBasepairs\", outfile = \"exactVC_eScore_manhattan.pdf\", \n",
-    "    fontsize = 18pt, linecolor = \"red\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### eRLRT"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "display(\"image/png\", read(\"exactVC_eRLRT_manhattan.png\")) "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### eLRT"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "display(\"image/png\", read(\"exactVC_eLRT_manhattan.png\")) "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "#### eScore"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "display(\"image/png\", read(\"exactVC_eScore_manhattan.png\")) "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Conclusions\n",
-    "Using VarianceComponentTest.jl we can conduct a gene set analysis in a reasonable amount of time. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Julia 1.0.1",
-   "language": "julia",
-   "name": "julia-1.0"
-  },
-  "language_info": {
-   "file_extension": ".jl",
-   "mimetype": "application/julia",
-   "name": "julia",
-   "version": "1.0.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}