Fold_rate_corrs_v4.html

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<title>Fold rate correlation_ghv4</title>

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}
.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 4.7.0 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=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#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;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.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;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-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 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-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 {
  -ms-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-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.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,
.fa-gratipay: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-pp: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-resistance: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-y-combinator-square:before,
.fa-yc-square:before,
.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";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  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;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* 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;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: 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 {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  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;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#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#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
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;
}
.modal-header {
  cursor: move;
}
@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;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* 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 {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
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 .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.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: text-bottom;
  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;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.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_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.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;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.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;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.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;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.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);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* 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;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  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,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@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. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.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. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

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;
}
div.output_area .mglyph > img {
  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: 1px 0 1px 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:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.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;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.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;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
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.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.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;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 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;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  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;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button: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);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.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 .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#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;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -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.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.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;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.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;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#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;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#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;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#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.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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;
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/**
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 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
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<h1 id="Correlation-with-experimental-folding-rate">Correlation with experimental folding rate<a class="anchor-link" href="#Correlation-with-experimental-folding-rate">&#182;</a></h1><ul>
<li>Explore effect of different edge probability functions, and energy-pair values.</li>
<li>ndv = 'x', edv = 'a', dataset = UZ.</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">pearsonr</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">r2_score</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">linear_model</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">NDutils</span> <span class="k">as</span> <span class="nn">nd</span> <span class="c1"># my lib</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">analyze_E</span><span class="p">(</span><span class="n">nd_type</span><span class="p">,</span> <span class="n">ndstats</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">mje_params</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">peakQs</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">peakEs</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span>
              <span class="n">y_pred</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">)</span><span class="o">-&gt;</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">:</span>
    <span class="sd">&quot;&quot;&quot;Inputs: nd_type, ndstats.</span>
<span class="sd">    Outputs: mje_params, peakQs, peakEs, y_pred whose shape is (N, 1)</span>
<span class="sd">    Returns: list of values.</span>
<span class="sd">    &quot;&quot;&quot;</span>
    <span class="n">mje_params</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">nd</span><span class="o">.</span><span class="n">get_params</span><span class="p">(</span><span class="n">ndstats</span><span class="p">,</span> <span class="s1">&#39;sc_mje&#39;</span><span class="p">))</span>
    <span class="n">peakQs</span><span class="p">[:],</span> <span class="n">peakEs</span><span class="p">[:]</span> <span class="o">=</span> <span class="n">nd</span><span class="o">.</span><span class="n">get_peaks</span><span class="p">(</span><span class="n">mje_params</span><span class="p">,</span> <span class="n">PIDs</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">nd_type</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">peakQs</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">peakQs</span><span class="p">),</span> <span class="n">nd</span><span class="o">.</span><span class="n">mjes_range</span><span class="p">(</span><span class="n">peakEs</span><span class="p">))</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">peakEs</span><span class="p">)</span>
    <span class="n">reg</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">),</span> <span class="n">y_true</span><span class="p">)</span>
    <span class="c1"># y_pred[:] = reg.predict(x.reshape(-1,1)) # column-vector</span>
    <span class="n">np</span><span class="o">.</span><span class="n">copyto</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span> <span class="n">reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">)))</span> <span class="c1"># numpy 1.7.0</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">pearsonr</span><span class="p">(</span><span class="n">fold_rates</span><span class="p">,</span> <span class="n">x</span><span class="p">),</span> <span class="n">r2_score</span><span class="p">(</span><span class="n">fold_rates</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">ptp</span><span class="p">(</span><span class="n">y_pred</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">nd</span><span class="o">.</span><span class="n">mra</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">))</span> <span class="c1"># mse, r2, adj_r2</span>
    <span class="c1"># follow Table columns in paper    </span>
    <span class="n">c1</span><span class="p">,</span> <span class="n">c2</span><span class="p">,</span> <span class="n">c3</span><span class="p">,</span> <span class="n">c4</span><span class="p">,</span> <span class="n">c5</span> <span class="o">=</span> <span class="n">pearsonr</span><span class="p">(</span><span class="n">fold_rates</span><span class="p">,</span> <span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">peakQs</span><span class="p">),</span> <span class="n">nd</span><span class="o">.</span><span class="n">mjes_range</span><span class="p">(</span><span class="n">peakEs</span><span class="p">),</span> \
    <span class="n">r2_score</span><span class="p">(</span><span class="n">fold_rates</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">ptp</span><span class="p">(</span><span class="n">y_pred</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">([</span><span class="n">c1</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">c1</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">c2</span><span class="p">,</span> <span class="n">c3</span><span class="p">,</span> <span class="n">c4</span><span class="p">,</span> <span class="n">c5</span><span class="p">],</span> <span class="mi">3</span><span class="p">)</span>
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<h3 id="Uzunoglo">Uzunoglo<a class="anchor-link" href="#Uzunoglo">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">edv</span> <span class="o">=</span> <span class="s1">&#39;a&#39;</span><span class="p">;</span> <span class="n">ndv</span> <span class="o">=</span> <span class="s1">&#39;x&#39;</span>
<span class="n">dirname</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="s2">&quot;UZ_ND3&quot;</span><span class="p">)</span>
<span class="n">fn</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dirname</span><span class="p">,</span> <span class="s1">&#39;UZ_frates.txt&#39;</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">nd</span><span class="o">.</span><span class="n">load_frates</span><span class="p">(</span><span class="n">fn</span><span class="p">)</span>
<span class="n">PIDs</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">pid</span><span class="o">.</span><span class="n">tolist</span><span class="p">();</span> <span class="n">num_pids</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">PIDs</span><span class="p">)</span>
<span class="n">fold_rates</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">k_f</span><span class="o">.</span><span class="n">values</span>
<span class="nb">print</span><span class="p">(</span><span class="n">num_pids</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Range of fold rates:&quot;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ptp</span><span class="p">(</span><span class="n">fold_rates</span><span class="p">))</span>
<span class="n">y_true</span> <span class="o">=</span> <span class="n">fold_rates</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">reg</span> <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">LinearRegression</span><span class="p">()</span>
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<pre>52
Range of fold rates: 5.96
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<h3 id="Edge-probability">Edge probability<a class="anchor-link" href="#Edge-probability">&#182;</a></h3><ul>
<li>$p_e$ = 1/ln(sd): scaled, corr = -0.70; unscaled, corr = -0.54</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sd</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">110</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">sd</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">sd</span><span class="p">,</span> <span class="p">[</span><span class="mf">0.5</span><span class="p">]</span><span class="o">*</span><span class="n">n</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;&#39;r&#39; $p_e$=0.5 | &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="o">-</span><span class="mf">0.214</span><span class="p">))</span> <span class="c1"># &#39;r&#39;</span>

<span class="n">p_ln</span> <span class="o">=</span> <span class="mf">1.0</span><span class="o">/</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">sd</span><span class="p">)</span>
<span class="n">min_ln</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">p_ln</span><span class="p">);</span> <span class="n">max_ln</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">p_ln</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">min_ln</span><span class="p">,</span> <span class="n">max_ln</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">sd</span><span class="p">,</span> <span class="n">p_ln</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;$p_e$=1/ln(sd) | &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="o">-</span><span class="mf">0.542</span><span class="p">))</span>

<span class="n">y_ln</span> <span class="o">=</span> <span class="p">(</span><span class="n">p_ln</span> <span class="o">-</span> <span class="n">min_ln</span> <span class="o">+</span> <span class="mf">0.0001</span><span class="p">)</span><span class="o">/</span><span class="p">(</span><span class="n">max_ln</span> <span class="o">-</span> <span class="n">min_ln</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">y_ln</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">y_ln</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">sd</span><span class="p">,</span> <span class="n">y_ln</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;&#39;x&#39;,&#39;c&#39;,&#39;a&#39; scaled $p_e$ | &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="o">-</span><span class="mf">0.700</span><span class="p">))</span> <span class="c1">#&#39;x&#39;, &#39;c&#39;, &#39;a&#39;</span>

<span class="n">p</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">-</span> <span class="n">y_ln</span> <span class="o">+</span> <span class="mf">0.0001</span>
<span class="n">min_p</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">p</span><span class="p">);</span> <span class="n">max_p</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">min_p</span><span class="p">,</span> <span class="n">max_p</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">sd</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;&#39;y&#39; 1 - scaled $p_e$ | &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="mf">0.066</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Sequence distance&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Edge probability&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s2">&quot;upper left&quot;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span><span class="mf">1.0</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">()</span>
<span class="c1"># plt.savefig(&quot;edge_prob.png&quot;)</span>
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<pre>108
0.21315835557367352 1.4426950408889634
8.13314488248531e-05 1.0000813314488248
1.866855117517155e-05 1.0000186685511752
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># load ND stats, a dict of dfs keyed by pid</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">)</span>
<span class="n">dirn</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dirname</span><span class="p">,</span> <span class="s2">&quot;edv_a&quot;</span><span class="p">)</span>
<span class="n">x_ndstats</span> <span class="o">=</span> <span class="n">nd</span><span class="o">.</span><span class="n">get_NDstats</span><span class="p">(</span><span class="n">dirn</span><span class="p">,</span> <span class="n">PIDs</span><span class="p">,</span> <span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">edv</span><span class="p">)</span>
<span class="n">x_mje_params</span> <span class="o">=</span> <span class="p">{};</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span> <span class="o">=</span> <span class="p">[],[];</span> <span class="n">x_y_pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">num_pids</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">x_res</span> <span class="o">=</span> <span class="n">analyze_E</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">x_ndstats</span><span class="p">,</span> <span class="n">x_mje_params</span><span class="p">,</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span><span class="p">,</span> <span class="n">x_y_pred</span><span class="p">)</span>
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<pre>x
x 0.25000000000000006 0.06044705248269888 4.3073383215487775
(-0.6995284684532532, 7.951351574866814e-09) 0.489340078176554 4.773488346833786
(1.0277640357010358, 0.489340078176554, 0.4684968160613112)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;notscaled_x&quot;</span><span class="p">)</span>
<span class="n">dirn</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dirname</span><span class="p">,</span> <span class="s2">&quot;notscaled_x&quot;</span><span class="p">)</span>
<span class="n">x_ndstats</span> <span class="o">=</span> <span class="n">nd</span><span class="o">.</span><span class="n">get_NDstats</span><span class="p">(</span><span class="n">dirn</span><span class="p">,</span> <span class="n">PIDs</span><span class="p">,</span> <span class="s1">&#39;x_notscaled&#39;</span><span class="p">,</span> <span class="n">edv</span><span class="p">)</span>
<span class="n">x_mje_params</span> <span class="o">=</span> <span class="p">{};</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span> <span class="o">=</span> <span class="p">[],[];</span> <span class="n">x_y_pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">num_pids</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">x_res</span> <span class="o">=</span> <span class="n">analyze_E</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">x_ndstats</span><span class="p">,</span> <span class="n">x_mje_params</span><span class="p">,</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span><span class="p">,</span> <span class="n">x_y_pred</span><span class="p">)</span>
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<pre>notscaled_x
x 0.14038461538461539 0.049066733931434896 3.7972880359324797
(-0.5417758821862684, 3.355050068276837e-05) 0.29352110651870955 3.3553435194304755
(1.4218730855345463, 0.29352110651870944, 0.2646852333153915)
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<h3 id="Energy-value-pair">Energy value pair<a class="anchor-link" href="#Energy-value-pair">&#182;</a></h3><ul>
<li>permuted MJ (maintain original distribution), corr = -0.706</li>
<li>gaussian (mean, stdev of original distribution), corr = -0.700</li>
<li>uniform, corr = -0.573</li>
<li>unitary (all -1), corr = -0.681</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">normaltest</span><span class="p">,</span> <span class="n">shapiro</span><span class="p">,</span> <span class="n">norm</span><span class="p">,</span> <span class="n">uniform</span>
<span class="kn">import</span> <span class="nn">random</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># load in the original MJ potentials for amino-acid pairs</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="s2">&quot;aa_mje.txt&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
<span class="n">mje</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="c1"># makes a copy</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>0</th>
      <th>1</th>
      <th>2</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>CYS</td>
      <td>CYS</td>
      <td>-5.44</td>
    </tr>
    <tr>
      <th>1</th>
      <td>CYS</td>
      <td>MET</td>
      <td>-4.99</td>
    </tr>
    <tr>
      <th>2</th>
      <td>CYS</td>
      <td>PHE</td>
      <td>-5.80</td>
    </tr>
    <tr>
      <th>3</th>
      <td>CYS</td>
      <td>ILE</td>
      <td>-5.50</td>
    </tr>
    <tr>
      <th>4</th>
      <td>CYS</td>
      <td>LEU</td>
      <td>-5.83</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">mje</span><span class="p">);</span> <span class="nb">print</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
<span class="n">avg</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">mje</span><span class="p">);</span> <span class="n">stdev</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">mje</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">mje</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">mje</span><span class="p">),</span> <span class="n">avg</span><span class="p">,</span> <span class="n">stdev</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">shapiro</span><span class="p">(</span><span class="n">mje</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">normaltest</span><span class="p">(</span><span class="n">mje</span><span class="p">))</span> 
<span class="c1"># p-values are really small, distribution of mje values is not normal, looks skewed-left</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">mje</span><span class="p">)</span>
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<pre>210
-7.37 -0.12 -3.1756666666666664 1.5172455567129137
ShapiroResult(statistic=0.9505094289779663, pvalue=1.242702182935318e-06)
NormaltestResult(statistic=15.713962733258173, pvalue=0.00038704044295726566)
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<pre>(array([ 5.,  9., 12., 13., 24., 42., 32., 47., 24.,  2.]),
 array([-7.37 , -6.645, -5.92 , -5.195, -4.47 , -3.745, -3.02 , -2.295,
        -1.57 , -0.845, -0.12 ]),
 &lt;BarContainer object of 10 artists&gt;)</pre>
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<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAAAMDElEQVR4nO3df4hlh1mH8edr0qroH92wk7gmwamwFWONqW5joBQ0PzSakqRCNEFlwcBqMVJBqZsGrBKEtVUrqAirBhesrYFGN2QVu67GItjUSd20CUndIts0NWanFalFaIl5/WPOyri5M/fuzJ058+4+H1juPefOzHm5u/fhzNl7zk1VIUnq52vGHkCStDEGXJKaMuCS1JQBl6SmDLgkNXXpdm5s9+7dtbi4uJ2blKT2nnzyyS9U1cK567c14IuLiywtLW3nJiWpvSSfnbTeQyiS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLU1LaeiSlp51g8eGy0bZ8+dNto276QuAcuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUn0ov4Se0qyf3wCWpKQMuSU0ZcElqyoBLUlMzBzzJJUn+Ocljw/JlSY4nOTXc7tq6MSVJ5zqfPfB3As+uWj4InKiqvcCJYVmStE1mCniSq4DbgD9ctfoO4Mhw/whw51wnkySta9Y98N8G3gW8smrdFVX1IsBwe/l8R5MkrWdqwJO8DThTVU9uZANJDiRZSrK0vLy8kR8hSZpglj3wtwC3JzkNfAi4McmfAC8l2QMw3J6Z9M1Vdbiq9lXVvoWFhTmNLUmaGvCqur+qrqqqReBu4G+r6ieAR4H9w5ftB45u2ZSSpFfZzPvADwG3JDkF3DIsS5K2yXldzKqqHgceH+5/Ebhp/iNJkmbhmZiS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrq0rEHkC52iwePjT2CmnIPXJKaMuCS1JQBl6SmDLgkNTU14Em+LsnHkzyV5JkkvzqsvyzJ8SSnhttdWz+uJOmsWfbAvwLcWFXfBVwH3JrkBuAgcKKq9gInhmVJ0jaZGvBa8eVh8TXDnwLuAI4M648Ad27FgJKkyWY6Bp7kkiQngTPA8ap6Ariiql4EGG4v37IpJUmvMlPAq+p/quo64Crg+iRvnHUDSQ4kWUqytLy8vMExJUnnOq93oVTVfwKPA7cCLyXZAzDcnlnjew5X1b6q2rewsLC5aSVJ/2eWd6EsJHndcP/rgZuB54BHgf3Dl+0Hjm7RjJKkCWa5Fsoe4EiSS1gJ/sNV9ViSfwQeTnIv8Dxw1xbOKUk6x9SAV9UngTdNWP9F4KatGEqSNJ1nYkpSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNTX1U+ml7bR48NjYI2gbjPX3fPrQbaNsd6u4By5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpqYGPMnVSf4uybNJnknyzmH9ZUmOJzk13O7a+nElSWfNsgf+MvALVfXtwA3Azya5BjgInKiqvcCJYVmStE2mBryqXqyqTwz3/wt4FrgSuAM4MnzZEeDOLZpRkjTBeR0DT7IIvAl4Ariiql6ElcgDl6/xPQeSLCVZWl5e3uS4kqSzZg54km8EPgz8fFV9adbvq6rDVbWvqvYtLCxsZEZJ0gQzBTzJa1iJ9weq6pFh9UtJ9gyP7wHObM2IkqRJZnkXSoA/Ap6tqt9a9dCjwP7h/n7g6PzHkyStZZZPpX8L8JPAp5KcHNa9GzgEPJzkXuB54K4tmVCSNNHUgFfVPwBZ4+Gb5juOJGlWnokpSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU1dOvYA2nkWDx4bewRJM3APXJKaMuCS1JQBl6SmPAa+g3ksWtJ63AOXpKYMuCQ1ZcAlqSkDLklNGXBJampqwJM8lORMkqdXrbssyfEkp4bbXVs7piTpXLPsgf8xcOs56w4CJ6pqL3BiWJYkbaOpAa+qjwL/cc7qO4Ajw/0jwJ3zHUuSNM1Gj4FfUVUvAgy3l6/1hUkOJFlKsrS8vLzBzUmSzrXl/4lZVYeral9V7VtYWNjqzUnSRWOjAX8pyR6A4fbM/EaSJM1iowF/FNg/3N8PHJ3POJKkWU29mFWSDwLfB+xO8gLwHuAQ8HCSe4Hngbu2csixeVEpSTvR1IBX1T1rPHTTnGeRJJ0Hz8SUpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1NTUD3TYKfxUHEn6/9wDl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNtbmYlSRt1pgXxTt96La5/0z3wCWpKQMuSU0ZcElqyoBLUlMGXJKa2lTAk9ya5NNJPpPk4LyGkiRNt+GAJ7kE+D3gh4BrgHuSXDOvwSRJ69vMHvj1wGeq6l+r6qvAh4A75jOWJGmazZzIcyXwuVXLLwDfe+4XJTkAHBgWv5zk05vY5mbsBr4w0rbPh3POl3POl3NuUH594upZ5/yWSSs3E/BMWFevWlF1GDi8ie3MRZKlqto39hzTOOd8Oed8Oed8bXbOzRxCeQG4etXyVcC/beLnSZLOw2YC/k/A3iSvT/Ja4G7g0fmMJUmaZsOHUKrq5ST3AX8NXAI8VFXPzG2y+Rv9MM6MnHO+nHO+nHO+NjVnql512FqS1IBnYkpSUwZckpq6aAKe5M+SnBz+nE5ycuyZ1pLk54ZLFDyT5L1jzzNJkl9J8vlVz+kPjz3TepL8YpJKsnvsWSZJ8mCSTw7P5UeSfPPYM02S5H1Jnhtm/fMkrxt7pkmS3DW8fl5JsuPeTjivy5BcNAGvqh+rquuq6jrgw8AjI480UZLvZ+WM1mur6juA3xh5pPW8/+xzWlV/OfYwa0lyNXAL8PzYs6zjfVV17fDv8zHgl0eeZy3HgTdW1bXAvwD3jzzPWp4GfgT46NiDnGuelyG5aAJ+VpIAPwp8cOxZ1vAO4FBVfQWgqs6MPM+F4P3Au5hwotlOUVVfWrX4DezQWavqI1X18rD4MVbO/9hxqurZqhrrrO9p5nYZkosu4MBbgZeq6tTYg6zhDcBbkzyR5O+TvHnsgdZx3/Cr9ENJdo09zCRJbgc+X1VPjT3LNEl+LcnngB9n5+6Br/ZTwF+NPURDky5DcuVGftAF9aHGSf4G+KYJDz1QVUeH+/cw8t73enOy8neyC7gBeDPwcJJvrRHe7zllzt8HHmRlT/FB4DdZeUFvuylzvhv4ge2daLJp/z6r6gHggST3A/cB79nWAQezvI6SPAC8DHxgO2dbbcbX+04002VIZnFBBbyqbl7v8SSXsnJc7Hu2Z6LJ1pszyTuAR4ZgfzzJK6xc8GZ5u+Y7a9rzeVaSP2DluO0o1pozyXcCrweeWjlyxlXAJ5JcX1X/vo0jArM/n8CfAscYKeAzvI72A28Dbhpjx+Ks83g+d5q5XYbkYjuEcjPwXFW9MPYg6/gL4EaAJG8AXssOu6oaQJI9qxbfzsp/Gu0oVfWpqrq8qharapGVF853jxHvaZLsXbV4O/DcWLOsJ8mtwC8Bt1fVf489T1NzuwzJBbUHPoO72bn/eXnWQ8BDSZ4GvgrsH3MvZx3vTXIdK7/6nQZ+etRp+juU5NuAV4DPAj8z8jxr+V3ga4Hjw281H6uqHTdrkrcDvwMsAMeSnKyqHxx5LGC+lyHxVHpJaupiO4QiSRcMAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKb+F9sh0EZkf9OPAAAAAElFTkSuQmCC
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># permute mje</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">5</span><span class="p">):</span>    
    <span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">mje</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span> <span class="o">==</span> <span class="n">mje</span><span class="p">))</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">9</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="n">constrained_layout</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s2">&quot;Permuted MJ values&quot;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;orig&#39;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">mje</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;permuted&#39;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>

<span class="c1"># distribution remains the same</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">mje</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">mje</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">mje</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">mje</span><span class="p">))</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">mje</span><span class="p">)</span>
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<pre>False
-7.37 -0.12 -3.175666666666666 1.5172455567129137
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<pre>(array([ 5.,  9., 12., 13., 24., 42., 32., 47., 24.,  2.]),
 array([-7.37 , -6.645, -5.92 , -5.195, -4.47 , -3.745, -3.02 , -2.295,
        -1.57 , -0.845, -0.12 ]),
 &lt;BarContainer object of 10 artists&gt;)</pre>
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iUmOQeSYRhmWWEBaXHhhRfife97Hy677DKcOHECb3jDG/ChD30Iv/Irv4LLL78cV1xxBf7nf/5nydv3fR+/+Zu/iSc/+cm45pprcMEFFySPvf71r8fP/MzP4IorrkAURYX7fc973oOf/dmfxVOf+lRUq9WBj3ldIuTkEXYgT1+SELYSkBtGS4hCDmEzDMOsBPxX1sJxHPzt3/5t5r4rrrgCX/3qV9ue++Uvf7nw9rOf/Ww8+9nPzn3sjW98I974xje2be+Vr3wlXvnKV3bd71VXXYXbb789uf22t72t4GhOYTiEfdpjV2FPj5QQ1bgKm2EYZiVgB5JZn+jQNQvI5eP4A6nTuwI8eqKGVhh3f6LCLqLZOFpK+7GyA8kwDLOsDCQgieiHiOhOIoqJaM+wFrVa7N69G3fcccdqL4PpBc6BXF5OPAj85ZXAw0tP1+iH+UaA5/3pV/DRW/f3/Bq7jc/0aAmkPw9cRMMwDLOsDOpA3gHgFQDa46zLQX0mFQ7M6Q2HsJeX2kn189iK7O7gbAPNMMaxhVbPr1lUIWztRG4YLcGhGAIEOBxcYRiGWU4GivMIIe4G2lvfDLC94m01F4CTDwGjm4DJXUPZ36mMWMHQ46rAAnJ50ed1hc7v4TnZzqoR9O4oawdSs2G0hAgRh6+Z057db/30iu1r3ztesmL7YtYWK/Y1nYiuJ6K9RLT36NGjbY9XKhUcP368g/BR9wf5fROZFCEEjh8/jkqlstpLGZxP/gLwtT9vvz8RkNxIfFnQwjEaroD8yLf34+nv+CLCKBtJODzXBNCfgKzZAnKkBBcxBLH7yDAMs9x0/apORF8AsC3noV8XQny81x0JIW4AcAMA7Nmzp00l7ty5E/v370eeuAQAhC1g4QjgzgBH2XXqRqVSwc6dO1d7Gb1x9HvAu54IXPcp4OxnZh976KvA/KH213AO5LLxydsP4MbP7sWfA0N3IN/077J7wEIzxNRIKbn/yLz8YthcQhGNZnq0hFnEEMQOJMMwzHLT9S+tEOJ5K7EQ3/dx9tlnFz/h0HeBD/8wsOEc4I23rsSSmJXi0Hfkz2/+XbuAjAIgzHGduQ/ksnHHgVkcn6sBJSybw2sLxSNLciCz7/2GUR/7ESEmF1xCwzAMs7ysn1iPdpya86u7Dmb4jG6WP48/0P5Y1CwQkJwDuVycXGzBhRJyQ5w1fnyhmfxuC8U0B3JpDqRDwETF5xA2wzDMCjFoG58fIKL9AJ4K4NNE9F/DWVYOLCBXlqAB/PmlwH1fWP59aRGYJyBDFpA2b/mP2/GbH1++dlMnawE8DD9F4NuPzCS/2w5kv0U0USwy2yh5DsYqHlzEiNh/ZBiGWXYGEpBCiI8KIXYKIcpCiK1CiBcMa2HtO1MXizwx0Y25A5wr1y+NGWDmEeDY95Z/X0nBRlN+QVg8nj4WtfILp07jHMjbHp3Bdx+bXbbtz9QMB7JLCHv/yVrP2/32IyeT35tBfhFNrzmQdvi65DoYLXtwVQh7pSEil4huJaJPqdsbiOjzRHSf+jm94otiGIZZRtZPrGepbWkac8BfPAG462NDXc4pjw5drkSVs+ki/v5O4E8eb6yjNTwH8hs3AJ/8+aWtcRV5/zcexi/+223J7ZlaC/ON5XNeT9YC+D2EsO94bBbP+IMvZYRhJ+4wRG8jTIW/ECIpounVgdQtfMqe/BNW8lyMljx4FCNanT9rPw/gbuP2WwHcKIQ4H8CN6jbDMMwpwzoSkEtsIN5alAJkoaC6m8lHC8eVCBHb+0j2HcvHwmb7a5YiIB/+GvDgl5e0xNXkS/ccwZfvPQJAiq2ZWoD5xvIJ+6wDWSzoHjy2CAC491BvaSVH55uYGvEBZB3Ik7UAQSS/IDYsB/IvbrwP33zoRNu2FpWA3DRWBgC8kG6Ge9u/oOSIFQ9hE9FOAC8B8A/G3dcCeJ/6/X0AXr6ii2IYhllmTn0BKaxQ3OIx4L3XAHMHh7OuU5VowD6AjTmg0WOY1Xa5SuPqfiUcw3r7a5YiIMPWmgp5z9RabaHYPA7MNBLBNN8MEcaibwfy6HwTzbD7sWuBmuZAFgvVIypv8ZETxWHsQ7MN/Ph7vonZWoDjiy1sn6wCQGYtOv+RCGgGWWfynTfeh898t/3/qj5vG0ZlK6Br4y8A3/p7lJ0YoVjxP2t/DuCXAZh/pLYKIQ4CgPq5Je+F3frjMgzDrFVOAwGpXqdFyq3/DOy7Cfj6u4azrlOVeMAQ9ifeAHzkf/W4L0vYVFW6mHYeh+VAho3VK7q55b3A4Tszd73+Pd/C2z91d/7zDQ7O1tEKY4RRjJlF+X7UWlFbM+4ihBB4wZ9/Fe/9731dn6sFqkv6i1fx+To6L9+XTgLym/tO4Ev3HsXt+2dwcrGFMyZlc3uz2loLyDMmq5kcyLl6iCgWaOUcpw5hTysBWUIERCHKLhCu4J81IroGwBEhxC1Leb0Q4gYhxB4hxJ7NmzcPeXUMwzDLx/oUkP1Mo7EFpG4Zs7gyM37XLfp8LbWNy9wBYOFwb8/VIvW6TwGX/KBRVKPuD+rtObDJ+9qHIIxa+YLosVuAt022Cbyh8smfB/7maZm79h1fxGMzOe6qQb0V4WRNicYgwslaOit6odnbsc83Q5xYbHUUehotUBMHssP7r4Xfox22e0K17nng6ALCWOCMqXYH8tCs3M5ZG0cyOZAn1LEGSlQuNkM88w+/iJsfOJ6GsJWA9CkEohZKK+9APh3Ay4hoH4B/BfAcIvoXAIeJaDsAqJ9HVnJRDMMwy836FJC9hkaB1N3SIkW7W4scLurIoLOQw3rv4lPvY8M5QHksW5UNABDt2xqmA3nbB+XPh77a+7YGJIxizNQCzNU7n6MDs6nArDWjRFQB6DmMPasE6EyXfQGpaCs73c/vkR4cyBOLcnv3HJR5ktunpANpOo2PzdThOoSzNo5mBaR6baAcyENzDTx6oo57Ds2hboWwS1ACklZWQAohflV1otgN4NUAviiEeC2ATwC4Tj3tOgA9T+1iGIZZD5z6AlI7V7YAWSsC8qGbgPe9dOgzhwfGdgH7JahLx68X9D5cH3C8NG/VDF3bldjDzIHUn4XRlQshajHXrRjmgOFQLrZCzBgCcq7HQhrtWpqv7fbcLWNqSFUPAnKmFmBWHc939s/gRe+8CbeqyuxjWkAelgJyh3IgTaH42Mk6tk1UMFZ2M6Htk4mAlP+HF5XjWmtFSRPxjaqIxkMERAFKDhCsfA5kHu8A8Hwiug/A89VthmGYU4Y18Ze2J5YsIK1cLv0zL4QdRytfZPHQV+W/1hprkJ608VmisA0avQtIfc4dDyDXEK/G64chIKNmgYBUn4XqVO/b6ofY+OwqUazdtcRFFAL44u8CB2/PvPTgTHrc9VaEk4upaJyr93bsM9qBrBULzpZyBLXI3DoqBaTo8AXiyFwDm8elgHv0RA13HpjFj/z9N3D3wTnc/ugMAODEgtze91SldlpEk56T/TN17Jiqouy5aIYRhPrSp91QnQO5oM7VYjNMQtgbdQgbaQi7tUoCUgjxZSHENer340KI5wohzlc/20vJGYZh1jHrU0A2+xGQVi5XIiBzHMj3vgT43P9d2vo6sXAkKyJMakq8rKHqYACDF9GYIeyFI537eOr3xPHkP32uehKQfZy3ohD2crvRIl3jwmE5bef4giUgW4vAV/8QuPtTmZeaOZKLzawDmXEvv/MfwFf/KHf32u20BeRvf/IufPiW/bj5geO45P/9Fx6bqScCdfOobIXTamULmI7ONxHFAo0gwlwjxJ6zZErIoydq+K1P3oWK74IISd6mFsp15ThuV0U0Zhufx07WsWO6iorvIBap43jSCmEvGA6kDmFPZwRkAJ9ihDHlngeGYRhmeKwjAWkIkEFyIPXtPHfs8F2yQnuY1E4Af3YxcF/BlEctXtbaSL5B2/gEDen4zTwK/MkFwMP/Xfxc/d44HuA46bkIjffILpxacgi7g4BcarP6bhj7/MsPfR5AKqzODB9C+O33G5+DrMg7aOZAGgU1gJUDedfHgNv/NXf3Mzkh7FsfOYl3//dD+JuvPIBPf/cAWlGMR47XMFNrgQjYUJV/Gpqt9DVH55t4xh98EZ+4/bGkAvsqJSD//qYH8c2HTuCNzz0Pk1U/CYUfW8wK0E1jZfguJY3EwyjGobkGdk5XUfGlaG3U5oDjD6RFNEpALrZSB1KHsDeMyr6SnnIgPYrRFCwgGYZhlpt1JCCXGsK2HUjDsTIFStiUzubRe3sXTb08rzEjxWqRy6XDp2tNQA7iQAqhHMgWsHhEOnCdXD597HYOZDTsHMiG3LYtFOsqutirm/mfvwZ85pfb748C4IEvtt9vrLG68DAA4IQSVj/q3gj3Uz+ffg4iW0A2MFqSwkoKyBYmq1I0ZRzIsCA8j9R5XGxFSaj6r78sndD7jyzgE7cdAADM1gOcrAWYrPoY8+U5ajXT9+DrDx5HM4zxyPF6Mjnm3C1jePp5G/HtR2awe+MIXv3EMzE9UmpzIAGg6ruollxUPDdxIA/NNRDFQoawlYCkve8G/u5ZODkvxXMQyrXoELZ0ICNUfDm+EAA8EQKxdCCD2ElEJ8MwDLM8nAYC0hrJZgoOs81MTc1fjprAiQe6b/fb/wS8fSMwf6jz87TILBInWlgttVhluRikjU/Uku9XFKQivVMfT32OyFUhbO1ADllAate56L3otdfowduAx/a23/+5/wv88w8AB27N3m+scUsom2IfV8JqnGqgOACO3dv2XCEEHj5ew7lbxgDoIpoAuzZU8WS6G3u++1upGNbiOAez9c9MvYX7Ds/j83cdxiuu3AEAmFPCbK4e4GSthemREiZK0sWbr6UO6NcfPJ5s74iaXb1lvIz3/9RTcMtvPA8f/7lnoOQ5mBrxcXKxhUBVmleVMNQV02XfSRzIx07K7e+YrqKixhKKxeNAawGtBSnskxzIZqR+hphrhBgr+6h4ctsuQiAO4SNCDCcpuGEYhmGWh9NAQFoTNUzBYYo/0yHrpR/gf/1G++vy0PstEieJA9nB/TrxIHDL+4ofXw4GaeMTKNERtVIXsSgHVO+DHBm+JleeK2G17mkTkEo49ZsDqfeX7Nt4fa8CMg7ze5Hu/5b8aYtu49i3R1JAamduHKoFzqE72l77idsP4JETNbzwkm0AgFozxMlaC1vGK/i38ttxyaGPGmK7URiCnzXC3jO1AH/zlQdQ9V3835dchAu2jaeP1VuYqQWYGvExXZF/Gg6eXEgezwjIeS0gK8B//Dg2Pvq5xBndMFLCyVorEa6PV/vYOKYEpOFA6hxP04GM1ReHcEHuL82B1E3UQ8w1AkxUPVSVO+sJ+Zgvmgjh9twjk2EYhlka61RAzvXxOquNT8aBHEBA6kKebqIj6iAgw5YMcdvrsrn934BPvnFlC20GqcI2hZp2ETudpzgEHCk+4Oj2MZEVwram0fTrQEZh/mtqRnFs3hrjnJB3HOWPV9ShcH/Een66v204jjCKDQdSbeewEpBx2t7ndz59Ny7bOYnXP223XGoQJQIvPS7lLoaNws+H6UDeeWAWn7jtAF7zpDMxPVrC65+2Gy+5bDtchzBbl+MGN46WkjXXG03c8dgsjsw38MDRRbW9AEfmG3Adks+96+PAg19J9jFVlQ6kFskXbBvHFXQ/dlZVj0nfSRqJawfyjKnUgYyCZuZ8JjmQyoFcbEaYb4QYr/hJ3qQr5Hr9uImIBSTDMMyysz4FZNB5ekeGpIgmJ5SccSCVE+iPAEfu6rzNEw+lvxflQf7nrwHv/+F0f3nukA6bA51zDbVYWW4B+eCXgZP7sutZSgjbfH+aqj1RQXhV7itMhaPjpPdlimis99x2lrthilFzLWYaQ56AfM+LgC/8P2vfUb4DWT+Z3f7cQeC+z2cEpI8QtSDCiYUWqr6LcajjOvRdtU753L+/6SEcnW/it6+9BFXfhesQak2ZA6kLXOTz9bSeRqFIn6kHmFai859vfhhhLPCTzzwbAPDqJ52Jd/3IlZis+pitBzi20MSmsXLyWStRjF/9yHfxtk/IL1Wbx8uYUSHsTWMlOIjl8TbVl7r6DH7v3hfh8bVvJ5XmF26p4N9Kv40XNWUhWdlL+z0emK1j01gJFd9NxGCsBKSTCEiVA5lUYYeYqweYqHgqPC4SAenFTUQcwmYYhll21qeAhBJjrUVg/y2dRxsWtfEBsuJBC8izntbdgXzwy+nvRb0OTzwAnHyocwjbdD07OWlJHuEyC8gP/zRws5oRnpyvJQhIM9ycCMguDqSrBaT6KSKrjc+ADqT5elOImy60vcbaCeDRbwBH7rHWW+RAnsxu/5b3AB98DWqNdN8O4kQInrVxJA1hJ060FHH/cNODeMml23HFrikQEUZ8FydrLdRaEc7GwXSf+n0Km5nPx8HZeuIAztYC7N40CgC4ff8sdkxVk4beOHQHcMdHVOV0gBOLLRlqVuf1oq1VPHx8Ef9152G86fmPw9PP3ZiEsLeMV9L3SKeVLBxBOa7hvPjBJDx90SYPZQox6cm1VgwH8sRiCxtHy+p+KSCFeq/KgTwnuvAn6QPZijDfCDBR8eG7hCfsGAepvwluVEcIJ8mXZBiGYZaH9SkgRSwLFf7gbOAfngPc+s8dXme18TFFmCkqFo8Cbgk44wnA7KOdK6zNAooigRU25cW9Uwg7IyA7XPCSPMJlvigG9dTpS5p5LyUH0hht11I5dB2PL0iFI7np/jMh7CIHssdzkhGQ5pcIY0Sx/R7pnEYt7pLXFziQ9naCGhAHuOdA6jR7iLDYCnF8UQlIssYARgH+6ov3oxnGeNP3Py65e6TsJiMDz45MB1yHsOvJuTgy18BTf/+L+Nn3fxuADGHv3igFZBQLXLh9In39t/4e+MwvYbLq45HjNUSxkIJOnaONVQdfePPV+K9feCbe+NzzMTVSwsxioARkOT2vOq1EvU+baBYPHJXv/bmT8qEzp6RQLHtO0kh8phZgUrmjFV8V0agvTFOQr7fb+NRUEc1E1QMR4aP/64nJ4ThREzGcRGwyDMMwy8M6EpBGCFjEwMmHU4GhnZ/c1xU4kG4pKz4WjwEjm4DJXfI18wdRiClGikK8USD3pfeXJyDNEHanUHGSRzhEAXnvfwKLx7P3Rcaov0EcSFNcNZWA7JoDaTmQcdTeZinzGis1oRumK1rkQttpBo9+U/60P19COZBFfSOtPpb37pfuduSU4FKMxWaIk4st7N4wgjFkhXGtUcf7v/EwfnjPTpy7eQzY99/AiQcxWvLw0DGZg7ijcb+xL9OBjCGEwJv/Q06zuf/oAuJYYLYeYMdUFZ4jK6sv2p4WzqBVAyLZGuhBJfhMBxJxiC3jFZy3Rb5meqSE+WaIg7N1bJkotzuQ6n3aRLN44MgCiIBJVz5n9wbZRFwW0cj3b7YeYEoV35Q97UDK50/TAjaMlhIBOW84kLP1AOMVlQtqONVO1MS5WydxzubR/PeGYRiGGQrrSEBqAUKqSrd9PFwubYJI3faqWSGxeBQY3QRM7pS3Zx/tvk1zuzZRSwmyDgKy5xD2kB3IoA588NXAbf+S3ieEWq8lHO3jO7lPio5OmG5hq4OAfOBLwMM3W0U02oG0imgKcyB7LaIxxKj5GlMctjmQBQJSvw9Fnzv1eKhy+e4/IAWkcMvwEOHgbANhLHDGGOBRdp+PHJ2FQ4Q3Pvd8ecfHfga46U9QLblJSHjDwn3GcWkBKXMg//v+47jpPrm/zWNlzDdCxAKYGvGT4puMAxnUgEj2ftTjAc0cSPsLxLRq3D1TC7B5vJKeA50Dqd6nzZjF7ftnsW2iAjeUwld/AZIhbHncs/W0KChxICPtQM5j60SlbRY2IMPaE5X8ed0X79yYPUaGYRhm6Kw/Ael4OQKyh3Ci3cbH9bMXx9oxYHSzdCABYHZ/h20aQq7IoYv6DWF3EEJaSPXaZqYbYQOAyIqyOJL3Jf0fC/pXvvNy4N0v6Lz9oMccyC/9rhzfF4epcHTMEPZy5UAar7FTI5LnRMBjMgSM+knLAdcC0jh/5rlUj9+lnMfv7Zfvs/AqcBBjv6o83uK3f24Xag0863Gbk5nRCJtAfQajJS9ZQkXlBgJIXeOoBSFivPd/9mHDaAkvuXQ75hoBZupKjI2UMDUi2+hcdIYhrsJG4kBqpIDMT2GYVtsAZA/IIgdyM83i6HwTV541nX7hUJ8lOfM6DWHrdekcSP15n6YF7JiqGH0gs2uZqLY7kABkSyiGYRhmWVk/f2nbBKRxQbfFxUM3yRF6gNHGx+hrSK4SkHkOpGyu3NWB1BepoiKaJIQ9hBzIYTuQOjRsuou2wO40iebQd7ps3xBGnRxIXWkdh/L9ALJFNHqd5AzeB7KoiMZOjfjOfwDf+Dtg5hG59o3ny/W1FozXq3NkCmVdhGVs/8ScfA1F6nleGR7ipHXNBl+u6aS3OV1m0MLjto5l19Scw0hZiiuHAE+0EEPerjcaybE1Wi3ceM9hvOZJu7B5vIy5epBMoZke8TFV9TFacrFr2mgzFNQBEWFDBfha+Y24xrm5LYSdPO/Oj7YLSNOBNIqLNpEUlE/avUEWuxnnuuI7aAQRGkGEehAl4lU3BSf1uZymBWyfrCKIZGh+oRlmhO64diDt/4P6M8QwDMMsGwMJSCL6IyK6h4i+Q0QfJaKpIa2rnU4OZGQJyP94PfD1v1avy5mF7Xhq4omVAzm6GSiNAtUNXRzIGPAqat8FDpguoukYwj4OgLLrK9qWeSyDos+XeeFNprRYwqEoRG/2T7Qxi2i0A5kn9EScOrVFRTRuWaYbDDqJJioSkJYD+d3/kFOG9PnQXyjMMLZuDG46kDVDQIoIc40Ai2qKy9XnSsePvDJcRHhsRp6faUce02PuzuSlLkKcv8XIUYwjoDmP0ZI8P5vGyqCohciXOX6PHpvFnY8cVq+NsXG0hNc+5SxMVDzMN8OkEntqxMcVu6bw3Au3wnGMWdHqvdrsN7CTjmG3c1iKRPsLxKffAvzH67FtMW1xtXm8nD2vzflEVG/AHBzE2LN72vgSkXUg5+py21oUllUIm7QDiQVsHi9DCNnKZ7EZStGqmEhyIK3PAAtIhmGYZWdQB/LzAC4RQlwG4HsAfnXwJRWQCEhXOhmdciCDeio48opoEgEZ4uYHjuOVf/F5eSEd3SSfM7kzdTDziCPAUxeywhB2IB/TF7e8ggvteup1FdFtBF+/5DmQ9ujCvCIac5rMw/9dvP1ei2jiOA3B5jUSD1vyPHvlwQVkURFNRkBGSEYw6uMf3SJ/ZnIl1fugj/MDrwJu/O3Mce3ddwI+5H5+8slnAJAC0kOc5DJOqArsh0mK1Jhc+Ihw3hbTgZQCUk9c2Toh8w6pLAXk/mOz+LsbpajzHWDvbzwf2yermKj6EAJ4+Lh0/zaMlvEb11yEv3jNE7LnRYXepz35mRjzAdeh9iIl1eg8yTsEsGWiki10aswm59klgV3lOi7YNpF+oUhC2A6aQYQZJSB1DmRZNRIn9Znb4Cwk9801AsRCHb8ir4gGQJoGwTAMwywbAwlIIcTnhBD6avx1ADs7PX8gihxIr9ouIM3iFbsYIONAhrj10ZM4dOAx+djIRvlz6sw+HMiiEHartxD2+Ha1rk5FNJYYHpREkAY599kOpDn2z/h939eKt58poumQAyliFcIOcnIgVR9ItwT41fa2OfYXg26YQqdTDqSI5Hr0uRnTAnLGeL2RAxm2gPs+Bzzwxcz2v/7gCVTIGDMIgPwKXCMHcpzk/V+hq4Dzno/DYxfDQySrr5M1CeVAyvOiw8ZuVfbGufexE7h9n+xlScYXDO3O7TsuxZueQ92GLSBL2hG33n/Vymh8PM2f3DxmO5BzGaH+zDOEFKMtu4jGRSOMMasFZFWujYhQ9hw4RhGNr9zSGTVNJ+NAVjmEzTAMs1oMMwfyJwB8tuhBIrqeiPYS0d6jR7vMj86jSED6layAFEIJgDj7uowD6crtRAFmawFK+kKvReHkTpkDWdSmRUTdQ9j6wqqLK3IF5LFUQHbqtziMRuL3fhY4eHt2bZ1C2HkOpLl/3eImj1wHsiiE3bLa+Fgh7K4OZI/npNcQtojVvtV5GFX5iZkQtpEDOfto+3srInxr3wlMa7NMrd3xKnAhxxE6BFRjeW7uCrYDr/0QjogJjLhx4jYma23OY6Qsz49sndMElaTIvOXBwyhDv0ci+cxqcfXQsUX4LmWcwwzq8znpyvMzplMM7VxYVSRTcYGS52B6xEfJcwodSAB4w5NUA0irF2jZcxDFAscX5D7N0YwV34Wj51ojRFWJ7BOLgTr+PAfS+hLBDiTDMMyy01VAEtEXiOiOnH/XGs/5dQAhgPcXbUcIcYMQYo8QYs/mzZuLnlZMRwfSDE9aoTctXPIEZCz7yTlQ29KFMZM75UVPV5baxIaA7BTCBordw1YNCBaB8a3Z9eZuSxfRDOBAfvDVwN89S62phxC2XVRj/2431zbJayRe5EDqPNGiIhrXH04OZMcqbOW66dSIyHCOxzqEsMN6OvrRJI7w0LFFjPsiu2+vpNr2CEyNlOCo/NBHaz7qrQizTYGqa31pETEQ1DDqyfu36NY5JRnCpjjAdLm9kjx1IBcxPVICESEXJSDHXR3CthxI/VM1CicRY3rEl+sAssK8MZf58rDVUf9/dBW24UACwKFZ+VyzMKbiO3DiAJH60zQWyW2czHMgkzY+1v9BYgHJMAyz3HSN9QghntfpcSK6DsA1AJ4rRJFlNwT0ph3XciCrVo8/a+KM3cZH6BC2C8QhZmpBMgYtEZATqnBi7jGgOpWzllg6n0BxCDvs4kDqooueQthDLKIRwnAg80LYVhufTAjb2L92FvPIG2WYJ36TIpqwSxHNMHIgOwhIx5PHLWK5ztjMgcxzIPWkmUbaiHzzBcBROfKw1mxhpuajOqqLbdTaXSl+XMSyebbqnTgfl3H7/hnMNIFKtd3NBFKHcMt4SR5LWRbaeIhw1fYKkumGcQQ4btLiZv/JOs43cyptlNjX4fRR36puj6wvYiLG5vGybPUDZM+r5UBiUU350SFsdd50sczhefnaScuBdBsBjosJbKEZjEbyHOkQts6BJEJSWMQhbIZhmJVn0CrsFwL4FQAvE0J06S49IJkiGktAmhctOxTb1sZHCUjVxmem3oJrO5C+anNS1F8y7hLC1mF0IHXjbAGpW/gkArKHKuxhFNHMPZaeo0wIu4c2Pnr/bikVBXmYPRE75W/mhrC1q6TcSU/lQC5nH8jE9YwNV1Qdd3lcCr9cB7IhHUi3DLzmg8DL/wYAcGxOHn/VtRqOe4aAHPGB5jzi0hhiOPjnmx9GS7ioOLaAlLenSG5z65gHQCQC0keIJ5xRbXv+rtv+HK9xb5SjCccK8h+jIDmWUZJrHC852XNkfy5FhD945WX4v9dcpLaRE8IuqXO2YAlItTZdGHN4rgHXIYyXU8FX9hw4cQtHxJQ8h0pApiFseQ7Hy15aTc4hbIZhmBVn0BzIvwIwDuDzRHQbEf3tENaUT2EOpCUu7AbYbUU0Zgg7wGw9hAPD3TR/FoWMRSRFFJDvQJoXtCIHctF2IA1xeORu4G+enoqWaIgO5IFb0xC2KaTsBuJ2SNvcf2VSht+jEPjS72XnSQNKNFoh06IcyKSIRgtIQ8CEhgPZNommzz6QZqjVXEuegDRzIB0fqE5bDqSuwlYh7OmzgA3nAGc+BQBwfF4KphIZQhNIvnS4iGSrnMYcqDKJTWNlfOaOgwjgouxYx6P2Na5a/mzTLRxVDuT3XzCNp51pjO1Txzb2vQ/hOc6tAGQFdi5GqkEpkuf38VuUGLVD2Mn2BS4+YzIt9DH/7zXn5DnxKzL0r78kBe1FNABwZK6JyaqfCa9XfReuCDAj5DGVhdy+diA3jpbgkJH/CHAVNsMwzCowaBX2eUKIXUKIK9S/nxnWwtp3ZgrItFigTUCa1dbm63Lb+ESYrbXacyD1zyLBpsKEcPx2hwawRvB1cyC3pevSHLpDtk05dr+8PUwH8sBtXYpoLOdRRIZYU2usqOKIQ98BvvIHwPf+M7uPoA6UJ7L39etACqMK26sM2YG0GolrwaGrsM3+na6XIyCN6uqT+4Dp3fK2Cr+fWJBiryS0C502EgcAD7GcvtKcBZUncNnOSQgBTI2NwMm4owJQX26essPHb197MS7aopzvshRw11y8GaNue1W5Uz+JkmojtLFLBTaAJNXAJ+u82u6e/RlscyCb8v2qTKY5xEkIOy2iAaQDOWXkPwLAZTun4IkQ85BKuaQEpM6BHCt7GC156RSavDVyCJthGGbZWYeTaKwQtt3Gxw7FJiJQyAtYIiBlDqQsorFyIM1WMrlridJpNnltZPpxICfOyK4XSAVeY0aKiEFzIM0wu+lAdqzCznEnY8OBBIC5A/Kn3WInqAOVXgSkSPMN3bwcyJYMYXuVbGsgID0XyxHCNtv4aAfSLKgStgO5Wz1Xrv3kfB2bxspw9DbCrIB0ESUhbJTHcckOeT63TI0XthiqRDX82FN3w4nV+6QcSERBexFZ2AS15lFVbma3Fj4ADJFnOfgQ2XxX+33U59UfVQKyLt+v0lia/2q18SmriTOH5xqZ/EcAePnlW+FRjHkhBaSvRLieqDNa9jBSdtMpNPocmHARDcMwzLKzDgWkdiDNIpocB9IuogGAqAURR6iFgHB8xFGIxVZkOJBu9mc3B9IWkDOPAn/9NOD4/el9iYC06osWj0rxq506czv6olyfURd07QAusQrbPD9H7jIcyA4h7EzuoxXO1AJyXlVu2OIubLQ7kEWTaADp0rblQJoh7CE4kFEfAlKH1gH5HpsOpPkezB+UYVvLgTy5WMdZG0dSUa7XbhTRTI/4smq5MoEn7p4GAOzYOJ79HGSKlubUtpRYVDmQiFpZASniZEpQ1ZHH2Z+AzOmvuWikKNj/J/R5HducOpB+RTqkugLfbuPj6+bg2dGEAHDlDhm6nrMcSC0gq76LsbKXfR0X0TAMw6w46+cvbcccSLOIxi4GiTKPPXJsDvPHG9g+EmFSiYS2IpquDmQsxYIdwn7oK8CRO9N+i0CHEPYxWeFrTl6xj6ExY/W4XKIDqbdBjnSTcoto7CpsU8hYzdB7ciAns/cVhbD189sm0ajwtuurXp8D9oHs5EDqFkIiTrenRbGjQtgHblXPMfZ37Hvy59SZ8iFyQABmFhs464wRYFYLSNuBVCHs1gIwdSaecd4mfPHNV2Pb7XuznyfznGk3L8xxIMnJvqZ2HACSfMqeQtiJyMvJfVww+rba51uvZ2STErmUOpAnH1bbzv4f0A4kgLYQNqnPYeiPAwLwlOM6U29hpOTCcQi/+dKLpQDXsIBkGIZZcdapAyl76QHIKaIpyIEEgDjEoZOLCOEggosolBfJpI2PLuDoyYF0ZH6eKbQOyXFvmXCnFld5OZCjm7KNs5NjMBzIoty9ftAX2MqUFLS9hLAz67Hu0+5iJweypxC2Op6W6UBaRTReWbpti0eBdz0FmD+c3V6n6vXMmjo0Es/kQKrPghZXrp9108zzMvOI/Dkme3ne/NAMAGCx3sSZG0eMXqC6ClvmL3q6iEblCxIRztk8lnQGSNYgchxI/dkoGwLSFIJxlAhIPQmn2IE0+3XaIWxTQB5Of7ffx6ilwvxT6efVsx3IbA5kxU//7Lzwkm3W9uQ5e/1zLgNg5kAGGFXV2lc/bjMu2zllHLPlQjvr588awzDMemX9/KUtdCBH5EUrKfQoFpBR2EKz1UIEFzG5iNXFqjgHskMVNjkyb88UkIe1gJxJ7+tURDO6WTa0030INVrgNWaKq4f7QQuYyqTcRmCJBfN3uwobaD+niQOpRkDmOZCl0XZnzCZxIBeNCniziCaQYd+nvRF40vXA0bvT9IDlaOMTG58r/b45vhREWqSZ4lPPS1fzzO8/Js/DVbsm8LLLzzBC2NqBlELOJZUDGQWp+6n3Za4v14E0cg4BFcI2PyMxUJchbD1hqbCNj+nqFuZAoksIWxU66aKZJAdyPM2dtNr4PH7rOP7Ps8/Fx3/26XjhJdut7cljqYxMACC4yoGcrQXJOMc22IFkGIZZcdaRgCxoJO5VAIj2HL6cHMg7Hz0GDxFCuAjhQaiLpasrT3utws4LYQshq5IBy4EsaiR+PG1SreZyJyybAzmZXV8vVdhAe1pAIiALHMigLvM7XUO4dBKQQCqk7EbiXkkKtIt/ILvOfgRk2JTbSgSa5UCS6UAaBTKAfG/8qiqsibKfCX3c6n08NC/Xds2lW3HOxpH0HLa18VF9IPWoxuQc6MbYlmAHpIAMGtmekm5J7sM8/yJ1IHUVdi9tfOw8xawDaQpIK5c3VO9RdTpNuTBzIIVoa+PjuQ5++YUX4PJdU+1r0u+vVwb8KrxYnrtWFGOkVCAM9WvI+hLCMAzDLBvrSEB2yIEE0ot0WyPxVKR868EjcClGLByEcCDUhTqdRGP3gexWRFNK9ze7PxVmpoAMcwSkEMqB3Jgek7kvLRKGnQPZk4DMCWHaFe3dciDDunxfTAHZqYgGyCmiiVQRjdpG0nfTEOxF2zU5cjfwO1uAOz8KlEbajy0JYVP2c5WEsL30MxbU2/en8/0AHFpQKREishxlPYlGHoNHcpqLdCCNc5QIXCvnFADu+Qzwjl3AjMor1AIyCtq/ZKgiGh8hHGrPM0zIy4E0q9v12kwB2dbGRxU6Vabk5yqoGedEyOKjPFeziKR4qQR4ZbiGAz9aLnIg1fnSeaFchc0wDLPsrD8BSTmTaIAcB81qJA7g2OwCPMQI4SAUbuJWjpdUI+OeHUjdxsdLHU8dvga6O5Cx6nGoL3iOFQrXx1KfsaqHB6zC1mMZEwGZV4UdtD9mC4CK2o52ltocyIZ0oczwbDcHMimiMcS7Do8C6bb6dSD1rGoRp2Ffu9ciOfJfRkCaIWzjS4otgka3yDQEAIfm9GcwyopzLYqUA/nOH7pEzpLWRUKa5BhzQtizj8jnH39AbausPjetrBA0imiqTohfe/GF6cQWG9OBbFo5nnGYHrfuWWqvSR+bV5KfLRHLghudAwlY7mUPn9/IFJBVeHH6+S92IAMAlI4XZQeSYRhm2VlfAjJzoTeKaADDgbTEjnHRml2oY8QTiOAiEE5ysdwwonsQWkU0hQ5knDqQWrAeuUs9SLI9i162ukgfnbMu8kAiPNpC2BkH0hAiS3Yg+whhJ/0yg/Q8tPWBtApkTAdSCJUHV03a1hSu3QyHtk0Bkn0g//Pek3jHZ+/JTP75zHcPot60wupFVKfT30taQNohbEo/V8mUGe0a+qkwCertx6HyHwHg4JzhHGbaMqn3XoWrL942iqS/p3mOEvc1J4StUfmNcAscSENAeiLETz3znPZtaIIuOZA6vJ4RgQUOpD7PwaL8P1lSbYYWDqXP7cWBNAWkX4FjCMixcocQtltKPyNcRMMwDLPsrJ+/tBkBafaB1HOr9bQWuw9ketGaW1hExRXSgYQDiAjjFQ9VTws5S8QUOSa6iMbx0wteY05eSEtjVhGNFA+ztUb29UA2ZytvrGB9pr1J9FLQ29ACsq7WF+e4noASb0F6bmNLrHnlrPAxHUgzh60fB1I/1xRRcYhHZiN89o6DqTiIQ7z3f/ah3upRQJr7KAphd3QgvS4OpMx/FELgwLyRBpBxILOzsKVAjwCIbAg7cSBzQtgaFZ6GVzIEpPUZ0c+xe2fa5FZhGyFsLZyVIM08nhxbSx6XdqUBVTmvHEhdNQ/09gUo+fxIB9Ixjm2ksIhGFSPZnyGGYRhm2ViHAtLKVdMXZX2x7JADOV+ro+JqB9KFE8tGxlV9vdGOIHURkJlG4kbVsltC6JYhjBA2qW1EZvhZX4S1UHX97IXZnEQzjCpss40PYDiQOYUy+vc4NNIDrBxIx0vdPEA6WY054MRD2YKRTA5ktxC2NYlGCe/5gPDw8RpONERyLLO1IH2tiDuH9s3zmhvCLnC2g7pcExmh0aCW40BKATlbD9AMBWI4af6mJsmBNASkKZSSc2DnQOa834mArKgUirxG4sfT7XQ6N7l9IA0BqYVz/SRQnky3bxKpPFWdHgHI1+n0jE4tgPJImq7LHEgnkwNZIAxjLSC1A8kCkmEYZrlZP39p85wicpK8sjSEnXWm4ihKVPJivYFSOYYgB4FwQCLERMVHYmwkjqDuRdgtB9JPL8JRCyF5OLhI2OHOwM46i6Io+/rM/lyr6EJdNFsLqTOkz8FSsItokp6CeSFsIBkvqIWT7UCSKx0mHU4N68BNfwJ890PA9V+W9+kij05r71REo467Fslz9J2DNTxbrfNkrZUWPgHqfBZ8FzJFmBa95n1tnyujkbgWdFpIBQ2gnHU8H2mO4IwoxuE53azdRdKCSBM2AVDqkOkKc6DAgbS+/IxsQtKexw5hx5YDKQwHEpCPO0VV2CrVIKwDybQj1YcyNt7/xgwwuRNozubkQDY7O5BaQHrVHkPYQXp8fhVO1IsDqUPYViU/wzDLzu63fnq1l8CsEuvQgbQFpLo4tlURy4vV8YX0AuRTBM8REI6HQDhwRITRsotKIiD7aSRutfGJWojIRx0lOKI9rBqbAtJ2INtC2IaY61QB2yt6ezpPTTuQZtNqe4RebIaw9Tk1KuG1wwRIYTV/SDpfpjDqq4hGC8isA9mE3MbtB2S4VYQtOdYuM6KyQzNx85x1CmE7bjY1Iqin69dCKqyn50B9Rt73nRq+dO9RHJpTnzPHySmiaaTz1/X+E6Fk9oEsyIF87v8FfuZr8nftLpoh7CDHgdSf5U5h7DCnX2ccGu5+Nd2mFoh5jcTdUjbX1MyBnN0vf1anegxh68+P7L9JYQOuKgIqdCB1NTs7kAzDMCvGOhKQOdWy5KRhwTYHUl6sThgC0kMEHzFAHlrCgYsI1ZKHimtVYfc6ytAKYUfkoYH8ps1RpnDDblxeUEQD9F/FmkfiQE7Jn3n5lnYIOzJD2FZI1XGyIeywId3S0OxTWMn2OMwtoukkIKVgbCmT/Nv7ZYi11WqiFcXp+En7eDrtIwlh5zmQOW189FpMB1IfhxLQx8QEjs43cTgRkKpLgO3uOl62Sbo1H1v+XpAD6VWBcTWxJRGQlbQKO9MQvCYLWUa3ZLeVR1CXXxIyqQZhNtdVo93rthxI5UBmQthGFfax++TPyZ29dRGw+kAibMJX/z87NhJ3PENAsgPJMAyz3KwjAZlzoc+EsPOLaE4upHlePkJ4FEM4LlqxCxcxqh7B19cbfeHp1YF0jSKaOEBIHurIDxfGkdkHUoewtYA0hChgOZB9VrHmEVkh7MxjOWMN46DAgVQ/2xzIugqLizSXzit1D2Gbx2OHH5WADISH87eM4buH5fvYaEixRBAQZtPxIjI5kBUAlDz/Q7fsl18wzC8mSRV2LQ1hJ5X+Rh9IJZCOYxInay0cnlXrctysw6gxBaRZZJPbB9IKYWuH1B9Rj1EqmLSA1EJUh7jHVJP6qIMDGdTa+3WKON2/Pm4g/ewUOZD+iBHyT3tj4vj98vGxrb05kEkfSF+KyKAO35X/T0a6OpBWKyiGYRhm2VhnAlK1W4EwBKS6+CVFNNl8vZnF9ALqywnYgOOiJeShj5WoPYTd1YE0qrCNEHYAHw2R70DG5rbaQthuuwOZtEHp0EKlV+w2PpmFpetPiHQOpOVA6nWTmzqQblkKGN1HULcwcq0qbPtcCgGYeYx2DqQKYbfgY/emUczouqKGvN9BDJFUZnc4L/qc7X4m8LgXZdzev/ny/Tg8Wy+owm60h7CDRvo+KYF0XExgth7g0FwDUyM+SDeFbxuv51g9LnNC2PYkmqR5vvpc6nPuleX/Bbckv3iEjTQ8r91I/fmx13HoDuCj/1uuIWgoAWm+T6YDWUnvT0LYBQ4kURrG9ivpWqMmML5dfcb7aeNTVvmZDZSUgBzt1AeSQ9gMwzAryjoTkFa1bJ4DaYmdmVo2hO2ICHA8tGIZFhvxgGTABdkOZFEbH6MPpBHCDuEWhrDjOM+B7JADOaZCkGYV67I4kDkh7DiUa9QC8ug9wG0fyHcgx7YoB1LNatb5ld0cSHsknj0L2whh75iqIoYDQS5aTfl+OhAQtmOXhz5nL/x94HHfnznX840QIvO5ijJtfCLy8A83PYjvHpGi5st3PoIT2tFWAumYmMDJxRaOzjexZbxsFNFYzp/jtY9pBLJhYrsKO7Y+J/qc69ckVdhNYza2em3imloC8sEvA7d/QDYH1w6kYwtItV9TQOoQda4DWc4+x6ukjikATOxIz283rD6QWQeyUxGNbzSjZwHJMAyz3KxjAWkX0Vgh7DhCEMWYr6UX8smyHDNHjotWrBxIXyRV2IHWNN2qsGPlQOoLOABELbTgol4oIDs4kK7hZKptJQKy3z56eXRyIKMcB1JXluvcv2/9A/CJNxiOmJvmuI1tkeuqn5S3tZC02/i0CUjrtj2JRq0hUAISAOCW0GzJ99OBQNyLgMwV6/K+uUYAEVuNxNW6RFDHo7MBfufTd+MvvyoLQW666xG88QN75XbOehruG38yjmMSM/UAxxaa2DRWTp22jiFs04Hs1AfSSnXQAlILNh3CDuqpA6nfR/u2RjuUrUWVA2mPnDQcSN90IDvlQKrXa5dSC0+93okz0glS3cj0gazIHEjVp7VzI3GjD+QKVmETUYWIvklEtxPRnUT0W+r+DUT0eSK6T/2c7rYthmGY9cQ6FZA6hE05RTRpz8KHj9cyF60NFZX/5vhoKAE56gNlVyrHRmTNxLYFm26Potv4WCHslvCSELawLmLdHUhjX2FTFk2QM8QcSFLj76y5yHk5kFpAagGxcCSb1+cYIeyxrfKnLu5omiHsfgRkdhrQsRNSkMZuCRtG1Tl1fARKQBJixGTkFNocuA049N1kP/MtgVYYJwIviGI0gjhNR7AEJEVNNGMH52wexa0H5GdrwgtRa6jzdO734Z3b34EYDmZqLRxbaEkBmTiQdgi7KAfSrMIuyIHUotoMYQNpFXZrIRV4erva/bOdUP14UDeKaKxUgySE3UsOpDGvXIewtYAsGwKy1xB2pg9kBQjrKKkq7MI2Pnpu9+oU0TQBPEcIcTmAKwC8kIieAuCtAG4UQpwP4EZ1m2EY5pRhHQpIu4imuJH4/Ufm4Rh5dlNlAmLpQC4qLTTiCvjqAtXUOiQvB/Lkw8AfnQc88vX0OfoCDgBRgKZwETjy4hk55Ux7FNGxCtvKgYxaMiQ5sTN7wR6kClvnqWlhofdt5YwCSCeU2JNotEgnN82x006pPs89h7Ct24l7RIjJxf6jUpCWy9WkfUtsCEgHAhFpwZUjTP7zV4HP/2ZS+Xv9v3wbf/Rf9yQh7PlGqJZRMIkGQAgXr9qzC0cbQAzCmRMOxpK56S5O1uRnbaYmHcjN49qBjHMEpJt1IHOrsK0cyNh2IC0B6XhSsMdh6v5pt9nOX00OSr2HQU2NnLQbvpsC0qzCVtvPm4WdCEj1HH8QB9JwZv0KIGJU3RjTmMO2u9/bnvoAGA7kygtIIVEJwPDVPwHgWgDvU/e/D8DLV2xRDMMwK8A6FJBFjcTtEHaI+w4vwDHavTzncdNAHIJcD/MqXj3iCZQd5UCGlrAzHcjZR+Vt3deOXBXCNgRk7GFkVAqrkPyM2xd3mkTj+O1FNF4JmD4rew4G6QOphYp9cc8rotEiw6zC1esCspNotAOp0Q6kV+lSRGM7kOlFP4KDKuR6pICUj8WOh9AQkCF1CGG3FuR61Xt4YK6Fz95xCCIRkEahiulsG+sk18fTzt0EgNAUPs4YRSogHRcn1beQg7MN1FqRciCd/Cpsco3UiBC5Iey2STSWI17OCWFr51e7f7YDafeB1AIzqMmWP6XR4iKavCps+32MmqnQTELY6nVl9SVj4oy0P2Y3oqY6V26ynVE3wkvcb2DjTb8JzDyc85qWPHerNMqQiFwiug3AEQCfF0J8A8BWIcRBAFA/t3TYBMMwzLpjIAFJRG8nou8Q0W1E9DkiOmNYC2ujSEDqC3BOEc19RxYwUXYSQXjOdEkJSB/z6ukjHpIcyMSBTIodDJGjnbVERLVXYTdiF35FXrgDeBCZC3OnNj5eVnBowTelBKQWyUvOgTTy1JL8NF10oUPYxv6TEPaItR11v+MCZz8LuPgHgA3nZJ+TVGEbDqRX6T2EDSAUDkYgz3O1WsGIqr6NyEcUNjFScuCQQNgphB02kc6clqJ0/8k6IkgXOnEgi/pAAiiVSnjctjGUXAd1lLB1ROQ6kAvqg7NprCSPo1sI2yyyyVRh25NoCnIg9XvpllK3WLt/ke1AFuVA1qTILo2150BGeQ5kTgg7VkVHbUU05ex6J3akof1uRK309ernqBNgI9TnSufYZl6zuqMMhRCREOIKADsBPImILun1tUR0PRHtJaK9R48eXbY1MgzDDJtBHcg/EkJcpv54fgrAbw6+pAKKGok7SkQ25+Us5kRMCNx/eA5TVc+YQRwAcQTHcdFUVdhVTyR9IOv6+qbdMPOCl8yPNkbWuSVAxPitj38HJ+YX0YgJpERXSF7mQhaLGEI7SrltfKwcSNOBTELJw3Ag1bb0xd0sotHPSQRkBwdy2yXAD703dZk0SQi7nAoBv9ouHgqKaGqtEKFwUCEtIEcSBzIiD3HQwq4pKYJDPYkzttw+QAolESX7jVXbpnoo82DnDAdSZIpo0nVWymWUPRcXbB9HAyVsKguM+YYDWWslU1IAYFMSws4JURflQGaqsK3jKWzjo74EuIZQShxIqwrbFpD6dmtR/iuNFoewzS8QiYC0PqdAKmiTNj7agTRD2D06kGHLaJ+kHEinhY1ONwFpfGGhQf+sLQ0hxAyALwN4IYDDRLQdANTPIwWvuUEIsUcIsWfz5s0rtVSGYZiBGegvrRBizrg5ikxjvyFj9oE0BSQgL9JffxfwN09PHRkA+47NYbpq5km2AAiQ6yXio+rGKKkQdj2wQ9h5DqS6ADtucgH/wM0PoF6vox65cMrKgSQfsSEgScRohmp7ndr4CNHuQOoLcp6D02thgr7I+7YDaQhIu5eg2cYFSIWleYG2n6Mv8GYfSK/aswN598F5hHAxQvI8j1RHkv5/EfkQUQvbJuT7GSQCsv0cNOqLsom8eszzPZyzaRSLITI5kA6EFJc6R89YV6Uij+1JuzcgpDJG3QBj6jQ2IkIjiLFrOhXZmzNFNJaQaxOQeX0grSrsohxIt5T9CaTh464hbPXe1o4DEEpAGkJUmDmQXdr4RJZIvujlwPPeJvs+AvJLCrkyzcHJcSBveS/wyDey95lfZNT+q06IzY5KM9T9RtteYzYSXzkHkog2E9GU+r0K4HkA7gHwCQDXqaddB+DjK7YohmGYFWDgr+pE9LtE9CiAH0UHB3LgUE1eCBvK/dECMVhMQ6gAojDEVMUz8iRVE2rXQ6gOfcQFfHUWGvr6poVq3NmB1H0IPUSgOEAtduGVpGAIhJdWCUMKlXorSo8FMASwEQqPQwDCciCVCLFHwTUXgN/fCXz0Z9qLCz77K8B/vD5dc3JRVttKHEgjhK1ExyOHjwEAanZTdNOB1NguZZIDaVRh+5X29bUV0cht3nVgNpMDOTI6klTfhuRBhC1Mj8jntmAIMougWceBkwuYq8s1n7lxHJfvmkIjkg7k2L7PYQw1WYwjct5vAKNV+bl5ywsejzM2T4OCBkbVh2W+Jdd/9qZ0pGNuEY0WfYVFNDk5kHd+FPjTi7JFS4ARwq60v7YoB7KtiEbtd/FIur7CUYZd2vjoL1P6y8nEduAZvyj//wDA418EPPEn5bHnFdF88XeAb/9T9j4tBo39j1KATYmAnEMbUSA/P6sTwt4O4EtE9B0A34LMgfwUgHcAeD4R3Qfg+eo2wzDMKUNXAUlEXyCiO3L+XQsAQohfF0LsAvB+AD9XtJ2BQzVFjcSBbBhQCz0ALmJMVJz0AhaoJtSunEkDABVPoKQFZGiIHDtnK8eBXAzlC7eOOHBFgJZw4VWkYAjgpVXCUAKyNg/MHUyFoJPjQJrCopsDWT8pHdfbPwjc9CeyZ+R7rwEWjwFH7wWO3JOuOXEgrfCi6UAq0XFiRh7r8ZZVzWrmQGpsB7JhCkgdihzpoYhGCciDc4jJTYqfxkZGkirsAB5EFGBajQ5qCkNANueBuQMAZE6iL1pwRIyv3CPbIJ25cRwjJRehcIGFw3j6t96Al7jfAEHIvEhy2kLh1bI8torvwiuNAEENI+qQ5ppaQKYjHTeMltqLaLSQc9z082pOqsmbhX3gVmDusXQspGMLyByhVCggbQdSC8ij6TbbBKR6r7Rb7VXSdXZyIG0e/yLgxX+UHoP9BShqtacfRK02t7zqBNigcyD1OWnV5P8l/ZpVGmUohPiOEOIJKpXnEiHEb6v7jwshniuEOF/9PLFii2IYhlkBugpIIcTz1B9G+58dkvkAgFcuzzJR0AdSLX/usfR5jZnkVw8RJspKPLp+rgNZcQR8UiFsU0DaeYltDqSDeXXtu3LnGHyECOChpIpoWvAQmQ4kxSh/86+Af/z+nBC2sS9TWIxtlT+LciDNi+9jtwCHvwvsuwk4cpdqMF1L15zkQGoHcjS7DWN0YdiUr6tFHhKXVz6g1tvBgWzMytc4nlx/aUz+67GR+CMnanAMAbB94wTKngOHpKtLcYDpao6AvPHtwN88DWjM4d6Ds6hQgKon8O2HpZt65iYpIFvCSZqel9GCgxiRQH6OnmsdZ9jAqNIosw35WTl7szyP0yO+nJiSKaKhbMudbiFs/bj+DOsvK20hbKMKW9NrEY3+/C5oAdmhCjvp5zien9aROJAFAtIkbxJN2Mp3SBMHUh7DSy+axo6y+izrEPbNfwX8w3PVmu1Z2DyJhmEYZrkZtAr7fOPmyyBzf5aH3Cpsan+e4UBuGy/J/EYiKVCUA+l62RxIRwnIUBinww65tVVhu5gP5P4v3V6Fh0gJSOkStYSHEKkQIgiIxeMy9ywpotFV2H67A+mV5ONTZ8qLY94FODJCt5FxMQ7VeDsdAg3NylarjU9OCDtuaQFJWXGR5EB2cCCb8/I+IuDy1wA/t7fHIhr5fhyabWQEwPdfehaICCMlD7XIgY8QG1QIuymM0YDH7pXCcO+7cc8BafacMVHC+ZvkMZ2zdQLVkodAOBDKJXXlgESEsXQgo9CeHmMcuyfH6o2qqShHa/Lcn6NC2JvGtFDUk2iUEDJnfGcEZM4oQ/NcA+l7k4Sw7SIaLSAJKE+o16hj0Pmsh+8Cfv9MWWAGdA9hm/s1BWTedKbIcMu7kddIPGrmCNzAcK7l/i/cVEKlNSPv0zm2i8fkP/M1pTEA1Nt6GIZhmIEYNAfyHSqc/R0A3w/g54ewpnyKGonbGDmQ//tZZxrtfjzDgfQTB7LsCrgqXBqYmqbQgUwv6nPq14u3jqCkHMjyiBRmTUtAOhAIQ+Xu5BXRJKFkKyz4tDcAV14nn9vJgYyC7Db0iDt9282GBbWADIIW9p+sZYpohBKQiyFlRZQhnhNsBzJYNNrM+DIvzsnJfyvoA3lkrgkynD/Xk/sfKblYDAk+QmxUNmA9Nhq+zzwqf7/5XXh4vwxl+47AD18lO0tdfcFWjJSkZERTvpcOBAgCoXIgG00r3GsKOuVAKu2KA7Pyzd9tC0iziMYOq3YbZVg0JUh/znXFe3J+vfR+vR/9HmnX+tB35PGeeEA9rr5UFIWwzW3oLy56v/aXqjBHBBdhp4ToFkC2A5nJ11Wf1cUj6Wddh7DjMNvD1PGBy14FvO4jQGWi+3oYhmGYgRi0CvuVKpx9mRDipUKIx7q/aqk7K+gDCWRysIThQP7A5dvk8/TUGMOB1DmQZSd1IDMC0nb8krBiKqLm1K/nb6qoELaLSlUKioZw0zYzgAyVRko82kU05ihDfUHVF+WrrgMu+6H8KtbIEpDmBdUMYZsOZNLGR67z5u8dxHP+5CuIwzQHUqjzVAspG8YN66mI1+iLvCnm7Zw4/Z6Z5EyiWWyGmG+GcLTQcsvJvkbLHuYDQgkhNlTl4w0tIKOWbPA+dSaweATh/lvlbuMInnpvy35J5kDCAbUWAcj3JA1hE1otS0Daofqgjoq665GZJhwCtoyXMVJyZQENkC2icX3LgTTaQ4VN1YbKEON27l4yOrJLCLs8kZ5/O4S9oJzGlvFZALIhbL3GpNisYazZS6cO2f8nknSLHhw/O0XAbvyfbDNoK6LBrPFnRRfRxIH8DOm2Q64vheO5z+m+FoZhGGZg1tEkmoI+kADwlnuB6z4JACDzgqQbSZNq+q0cSNfzk3B12RFJwUYQG8KoqwPpYEb9OuEFcEkgEB6qahJNU7gIRNaBjMIw09w6EQxuQRGNCbntlcxm9XFsOJChEpA61850INVFueVJsTi7sIhWGCMMmolAcUIpNuYDyoqosNmeX6aFim4jY+wjs/YeimgOz6UCX24nFaIjJRfzoQxhT4/Kx+uROn/zh+QxbrsMALAwo8SRea7JQdV3ky8OgGwgb4awW0FO82/zmMIGqiqE/cCxGrZOVOC7Dn54zy58/8Vbk/0kfR69croNco3q/jDbriY5T5bjazuQebOwASmc7NGUrpqKo51GJZrTtIZ6us3EnVbvpek0O37qQNpOcjLy0nKh83BcACL9DGunPS8H0i74mtufPq5zIPX7ql12O/zPMAzDLCvrSEDqnEdqL6KpTqe950ziUD1P9WxUzprn+Yk76CFK5mWbNTTFVdhpG58Z/au6iAXwMDoqQ8ON2ENg5UBGUQTAGJeX6QNph7AtAZmbQ2aEQe0QdjKyrp7OwgaSi/IffUlelBsNuT+KA4SuFH6OEhltIeygns1/TNZJUsQkoUdb/Drd2/g4Hg5pAaldT+McjJY8BPBkDqRyIBdi9byjKvV28+PlcyP1XmXcXhcjJS+T5zpZdqSAVG18wpYlIO0QdtBA1ZPH8dDxFs6YkufybS+7GNdcpoYwOWYI23Ig9U8t7POcOzdPQNpV2OXsc8sT6ZeRyBB/bjkVeTr0a+cclscNAWn1AdUOZNlwIDNfqubS/XdDH4N+P8zqf5M4SD9ztgNJbpoDqV+vBaQd/mcYhmGWlXUmIAscSKB97J5+TTKxxk8ujK6X5kAiDo0cyAIHMo7Ti2VycXVxQv2KQLo7UkDKi209th3IWAlIpBfN3DY+Vm89TV4RjRad/ogSkOq1YTMVEkE921tPCcijTXm70WzAdwEfIQ7W5PG7sTyw+ZbICpo8B5JIbrM0bhR35DhrPRTRaAfS89U+DYE1UnYRCA8+hZhSbXzuD7ZA+KPA3dJ9xuYLAABTZLhUhts7Uso6kONlF0RpDmTXIpqwjqorBWQzpkRA2seRtOnJFNFY73XUzHfNMg6kWo89yjDpd6iem+dAOl5WoNoOpMaswk4cSENAjm6Sk2SAdhdch5N7yTm0i3Ds0aOaKDQa0GsBqRzIyZ1GDqQWkEogswPJMAyzoqyffhed+kACadWpiXYgHQeAn7gVnpEDiThU00gIoalpzLy91jySITtGWPFEQz8uL2LlcgWVERlmbAkPjThdnwOBWFdNG62A5IOeyueKi3vrdXIg/RE1pjFM70/EpOVAqtYoNcjbrWYD52yoAPNATcj7vLgJELDQskPY9VQImHgV6VJ5ZaCJdvGbW0RjOZKmgExC2O0OZIkieGoJLXiId+yBu+8r8o5NjwMAbPWUWEpGGRJAhGrJxWJGQBKc+ViGsF1H5qia2G18ohaqrjyOGA7OmLJC9UDqXOt2NHZrGTJyJPOKT8x92l80KpMyVWDqTPVcnQM5njp8ZtjbKwE6rTMRkIbjR47q8VgUwvaAH/9s2jO0LS94KQ6k9SXKFpBx0J6Tqdt0Te9WE3SQfta1gGQHkmEYZkVZnw6kDgNnHMjR9teYOZBeJXEvZAg7FZAkYsQghLHVSFwLtvpMer+RH3a8rkSRuoj9/AsuTmZht+ChHqWOposYsV0oYwpItZbC3np2SF0/H0DkVbNtfOwQdmYWtrwoL0LlQrZaOHtaVTVDComKkMc410J3BxKQwqM81t4qKFm7FGfJJB7AEJTqHLk+Ds02MFb24Op9GiJ6pOSiBQ8lpGHpGITmGU+WT6hMAuPbAABnVXWBhso5VQJMOpDpZ2a8pELYMQDHhbDDqbYDCaAipMiNQNiZ60BqgahD2IbzmDwepo+3vd50INN0CQDyvXvTXcAlP5icMwDZIhpT/JkOZFJQZTiQpTHpDicCcjT7HNcDxrca03SsELZ2IO156Hno82D3O20LYRsOpOOkYXivIvuKJiFsS0CyA8kwDLOirFMBCSmmMtXAabgwMMRh8rryWCIEPa+UCokoBCFGDAdhZLhkjuG2GJXd+oL3tQdO4rhKv9LCtFyuAI6D0KmgiRJqYXp6XTIdSB1mtMSF2R+whxzI43PSVZoNfXlBTVzHVvp7ULMKE6TArSu3MQya2D0lL756dOEoyQObCVToXxfI5OVAAsDYFhnmVAJyMXJRaxluHrk4OFPDn3/he+l9WkAq1+sH/vbr+NK9R7B1wig8MR3IsnYgw4yAbJzxJPmEyTNRV67qGSUlKuJYfU7yBWTVIzgQCAQgiIDIEuh2DiSAciS3HcHJD2Frl65bCNtsmF20z+SLhvE5L42mLrBrhLCTHMiiEPaCPB9mkVlS1Z3tu5jbMB7I6Y06J1MXepn8Yv6/NfeRV4Vt7ne7LIzCyEYpVLWATBxILqJhGIZZDdavgLQdSCARR4Fy0pIQJrnSpVG5ir7vZ0VmHCEGISpyIE0BqS587/36I2mIupUNo9165e/iA9FzZBGKwiUgTnIgLWcpIyA7OZDZMPBiXV48m1RJq64BKRr1hbpVU5M61PaUW1RDBU3hwRMBdk3oqmYPwvGwEfIifSioSmGocgsLHcgf+Xfg+W9PXLpvPbqIv/3Kg8baHURRhAOzhvulz606zvuONfHwcVnZnFanGzmQJRcBXHgiFZAChNrmJ8g1Te3CnUelGJkmI4RtOJDVkpfJgay4Ai7JKuxYOHBhCUinXUDqCvUIbkEOpOkwltNt5BbR5ISwnQ4hbJtObXwcN/sZai2ibaxhm4C0xh+2CUgrhN2c673nIhU5kHYIO8ye99d+BNjzk7LHY3k8JweSi2gYhmFWg3UoIJUoi8NCARk66sKpmxWTkxYgQBZpRCLrUsZwEETWKEMt2HIEZCictM+jFUY7vvsa7BPb0dQVv25JOpBxgQOpL+BmCNt2VOzwIYC6qqBuUlm18VGv1RdZc+3KzRPnPgdvwS/gPjoTATx4iLBpRJ7TeuRAkIsyBYhBONLwgFf9C/Cyv1TH3sgXM2NbVBW23EddePjmQ8eThyMQHBFjoREAJ/cBH3xNmpOncjJ1SsG2jIBMBdBoWU4P8pDOao6Fg6ZTAZ71S8AVP4oHTzTRFB5GdBV28v4rB9J30+IpABVPhrCDGIgAeNRhlKFapz63xQ6knkRj94F0059CT6rJET25VdgF/00TB3IyR0B62W21Fg1nUd2fCEi7CrtAQNq5rI3Z3vIf9WsBo41PQQg7CrLnvTIBXPOnwPP+n4wiRGrKUlsIe/2kczMMw5wKrCMBKbo7kKqQJtIXRC0gHDctBIB0IMNMmFsgJgdRbFwczZzDTAhbXlxjOKmLqQWb2m+1JO8P9axmtwyXBMgO35mzsPVaCopoQjj44t0HccvDJ5P7Gg3pvjRQViFsJUybOQJSbe9YHfhQ40m4dMcUQrhysktFCsha7CBW87sXaRTzrViGNZMCJdE5XKl7TMLH7Y/OJikBrZhAJLDYjIBHvwnc+xngpBqtp1yyCC52TFXx5HM2pOfFyzqQLX0+leiI4CCIYuDZbwUuvAaHZxuoowxXN31PciDl56RqVWFXPJEIyDAmeG0OpFlEU8mc22q5hIlKjmhJZmHrUYZ5OZBGiLvt9Xkh7IJzrp9bzgthu9nPUGsh/dxVp+XPpKq7QxW2CTkyDK5pzvfhQBaEsHMdyAIxqBuaNxfaQ9jsQDIMw6wo60hA2iHsdgdS6Ekqqp+hFBDtDqTv+WkunBotKEAIYsuBjC0HsjKZiBdBLgLtQOoQthaQvhKQSIWQA2H0wNPOknJTeyiiaUWExUYTP/x3N0MoF0eP3qujnA1hZxzImcz2HjwqH3vKORtVX8UI0+p01UIHkRKQTW8c841Q7su8OBeJGWMfLeGhHkS455AMhQeRLCJaaBoiN6kg1w6kgy+86Wq86olnpufDdCBLRl9NJRpiEAKjeeehuQYaVAEFZhV26kCWPccSkASHYgQxIRKUtHNKyCmi0Y7XtslRUN4sdv25CVtSANtV2GYI265WB6zJP1a1vo0WfCOG6DbTI+w2PloYJgKymwNpvdd2GkVzrn8Hst8Qtoku1mnNG6MNF7PHwDAMw6wI60xAUkcBGTjqIq8vrJkimrRS1PdLbYU2bUU0Zr6XvkhVJiGUwHvOhdvw6y9VCf5WCFsLyJYWmG4JhBiO3UQ5caeMEHZBEU0ER/aSjAVuuu8YAKCpBGRNlLIhbF0dC6QV5Gp7B1Ue4hPOnEKgHMhppdNqUSogw9IEoligEcTZUGiROwRkHEgA+PYj0i1txgQHMRZbxvxi/fPxL8K3tr0avuuh4uuqdCu0D9UHUp9PJXAECC3jPTs020DgWGHlOEg+J0TZtkQVNYkmiGUTeR8d2vhoQa++LPzIU8/OPwfJLGw109ls3wN0L6LJcyCLXN8zngC84h+Ac74vvw+kKVBbtfTzUSggc9r4ZI7N6ufZmOutAhvo0ManSwjbREcRmvM5RTQcwmYYhllJ1pmA7OxANklNUimpC2FSRGMLSD/TBzIRkG0OpA63NVQroGpycd04XsULLt0lH7dckGpJritxIF3pQJJ98bSLaKIgvXhbDqR0yOT6vniPnG/cbGkBWZbnRztMzWIH8vii3PdF2yeSxtwTrrxvNkzPiyhPAgDmG1ZVbMcQtjz+Jny4DiXh9lYsQ8WLeQ7krqfgo1t/DhNVL3X09D68bA5kIiCNNIKW0bzz0FxDtjTKnLggs2YyhEZZVWG3IjmNpj2EbYg57YYGiwA5eN1Td+efA8dJnWRzlKFeQ5Ij2c8kmoL/pkRyTrprzNnO5ECW0t87OpBWEU1RCNvuBNBPEY3tQGqn3a7CNifR2JSNEHbEIWyGYZjVZB0LyPYcSC0gXZ2vZuZAGiFsx/OwaVxdLFWenAAhjKwqbGEISK8KuD6EuriOVsupw5PkQMqLWKUthF1WIWyrgMAsrNDr1Y9Z4iIUDlzEmKz6ST/FQAnIhVhdPHUo3Qxhzx+SPytSEJ5YbMJzCDunqwjJw4gbw6tLR/NwPJ6sWajWPfPNMCtqOoawUwfycVvHse+4XE8rkg5kJoStHSRyMFsPMFHNcTmNEPZTz9mI512iBHuoBSTJHEjF4blGksaQELUya3YMMVkinQMpm8h7dgjbPG4tZotaGWkSgahzIPNGGXbKgcypwi4SkJn92n0gjRD2+HaVA6m2N7JB/tT/J7ZfDpz5NGCzbMQuW+VQ+/rM5vqAciCXmAOpnXYRp6JSiB5zII0QNveBZBiGWRXWsYAMs/3xANRJXuQdXfRhNhI3imhALj75C89OtyNiVUTTwYFUbhKpi/p4pZxegPV0DCuEnYTJ3bIMYWuHyy6OsNv4OH7bsYUC8CjG1IiPRii302rKtSzE6kKv3RjdKw9Ix8CNbAQAHF9oYXq0pMK5Pka9GFiQjuZjwThaQjuQUhjMN6yctI4OpDz/TXjYMVVBXfWCbEZSqDWCGFFo5b4RYa4eYKKSI1INUVDxXTz7oh3qZEgRbwrIVhjj2EILZE8kilqFDiSJCIRYhbBJVnib5OVAtmqdz4Euogmb8jVtAlK3+SkIYW84B9h4vlp7lxC2SSIydbEZpaJ34ozODuT0buAnPpt8RtBakOFsO8cz86VKjcvsu42PlQds/q7/vxWJwUwOJDuQDMMwq8k6F5DZ5Sej+MqGu5iTAwnHw8SICnVGuojGybhZmYKBoCEvqI6XhKHHR1SBhD8CLGoBWVSF7asQtr54WkUKSRufIA19WgTCQdkFKp6LRqAcyEBuZ147kLp4xAxhawFZla7T8cUWNo7KdZJXwrgvgMWjAIDHWqMIVOshpzoFAFhohFkB00MVtnDKmKj4qCmntBkinTceWKFLcqSAzHMg7fOgz5ORA6nfsyPzas65+UUBkOfT+JyYAhIihgOBZiRdSJeEfpLan5kDabjNnfJAkyKa5tKKaF72F8AP/5P83R552QkzPzhZv9r+xBlyW9qtU+9tIiCTbeiuAovt04T0sSWtrfQUmsnua9OvBdLXmyMVIysvtuj8JjmQZghbp4+wgGQYhllJ1qGALO4DqSep+GUzB1JV4ZayAlJecN2kjY/o0YHUjFfVBbY8YTiQahSglx/CTnMgO4wyLHCmgphQdgUqviMLWwCEQQuxIMyH+sKvQ9iGA7ko3UUdtjy+0MTGMbn9XZsmcOGWKrBwBDV3EvMtQks1R3dHpEs13wjkubIbYlvEsUDsyO06fhkjZTcRkI0IIJW/2Wrp9i1pCHuuEWKymuNytk3j0QJSO5AOWirt4JAqDvIrloC0HEjXFBoiAok4aeOToMVTbhV2DyHsvCIauw9kURENkIohO1e2G/bnKRGQyrmtnZA/7TY+Gv265kJaUGNvXzuIulBrqW18zKbmdl5skRjUKQ1Rq72ROAtIhmGYFWX9lC7mjjLMCsj5SAkYXURjjzLU2G6QiKUDmZlEY1Scho1sOBLA5Ii6mFUmgAWVZ6guYo5DKHsOApEKIRnCtqqwkwu+kQNpCYt/uOlBVHwXT4wJJUeg7LvYWHsIeDhCGLQQwMVi6AKE1GGyIScZR3hisYVLp+XvfmVMuk2LR1ArbcBiLUSjLNfkjyoB2QzTY4uDQjHzl1+8H5u+fQQ/CsAtVTBS8pJxhs3IcCBbeQ5kI9tTMaeIRp9HAJkQti6iOTQn7yuPWK6alQOZdSAFCALNCGiZ6Y9eSTpbpljWAjKspz0h83CcVNR4pfb3OMmBLCiiAdorqntxIAF1nGGxgKzbAtI6V/p1rQVgdHP+uuzm+oO28TF/12HpIgfSFNYcwmYYhllV1pGANHK7gNwimjklIJOpIXGsimiyfSDb5hLHEQRReyPx2BaQqRAZrWRHAwLICIJqyUXYtB3IghC22cYnjjLbee//7MPUiI/LBaHkylzAa0+8H/jkIUTh+QjhYiEkwEdaDW5T3YDf+MSduHD7RCaEjendwD2fAhwPzfJGxAJoxg7gAP6YdCxrWkAmDmS+gLzxnsN41qIAfC0gXZnzGAvUQyTiOQyyDaQFEWbrQdaBtEOwyfnNhrDNHEjtQFZHLUFjVWG7nrGfOIKDGKEgLJoKUjtdptg019KLA2luB8g6kVFQXERjPrfbKMO2fWuxqn5q11yLQe2Ub70EeMr/Ac57nrVf7WQvAFNn5m9fH5vOs+03BzL5UmYIyNgqrCoUkOp8Ra1UXPMkGoZhmFVh/fzV7aEP5Gyk25GYjcTb2/jkOZAx3JxRhkbBgOVAOvqCZTowpoD0XQRNsw+kyHEgc9r4xGnOYb0V4bGZOhabIQIQRhyBiufAjxoQwSJEFCB0vdTp1G6MRouZkY34zzsO484Dc5hvhNigBeTGcxNR0Zp4otyECrtTZRKAQHJKXEMAWSw2Q9x5YA5PJnn+/VIVjsoDrQcRmpFIQti2gGxGQBiLgipsW0BmHUgzb/XwXANlz0G5aoewmxnB53qmAxmp7RAWTAGpnc+8EHbBOch9zCunX0LMz1xQLy6iMbfRrwNpT715wuuALRel7rsOYZdGgRf+fvHrRdw9B1KHsPutwo4HCGHr9yUK0u2wA8kwDLMqrMMcyGIBeTJQFxHPEJBJDmSOA+l6xnMomwNpOpCBClvm9UM0HRjj8arv4uvxhQgveiUwvg0k4vY+kPYFPw4zbUweOLoAIYCTtQCNULadqfguSIQQQQM+QsSO0R/RDmGr1j0Y2YCFZoDv7pdhR50DiQ3nyJ+14wirmwAAoRajI1NySfqcdMiBvPWRGUSxSBqIl8oyhA1IB7MeCriU5m3KDUuxoIXbZE9FNFpAym2YIewTiwE2jZVBdlg2ClJHDoBrijYlWGLhYL5p9DfU+zWFjOu15xjmYT5W1MYnasnPXK8OZF8hbOP1Wy4AnvCjaX/HJFe3vUirbe2FOZB6vKcWkD02EreLaMwJNL2GsB1XrsHMgeRJNAzDMKvCOnMguwlIHTJWAtJsJO56qhF4PceBlFXYmUk0ptuiHUhzf/r3ghB2xXdxD3bC/aHrgf/6dTgZB9ISBomAjNoEpCYUBN+RRTSOmmTiIYJwjBF/dgi7OgXUTyCubkgKbwCkIWwtIAHEo1vkftS2nOokgJOIdO9KLaZywrff3HcCDskG4gBQKlfhKwey1opQDyD7YAKIgqzbpEPHmTY+RUU0SQhbOpARnGQSzWIzxGjZbc/ri1qpgALgmQ6kEiwxCBGMIho3x4EE5GcgqHUPYSfPLwPQld1GhbSZI5lHRkBSezudwn1T+xqA9MuTzoHMqfLP7BfIdyDN8HxSRNNjFTZZAjI0HUhbQHZwE92SFcLmIhpmfbD7rZ9e7SUwPbKS79W+d7xkxfY1bIbiQBLRW4hIENGmYWwvl9xG4tkL67GmDmHnFNEAaSgvr4iGnGwI2ywYCOttOZDJ72YbE+MiVi25GC2p6SpE+aMM7XYxsQrNqfXdfyQVkBEceMqBdEUARE34FAGOj1B/DzDHzAHJxT0sT2fu3jCqBMR0Oo6PxrICklShReLK2k6awd59J3Dh9glUKlKolasjGFECcrElHUgpIEXaB1I7kM08B7JIQGoH0mjjo2ZhL7ZCjJa9jFiUBxBkhL9bICCF+V9BCzs7ry4JbXf4b2M+lutAum2z09swi2h6zX/U2zb3pdGiuiYnAxULSGNfeYVCjps2w+/bgewUwlbCMQlhd/he65akAy3sEPb6+S7MMAxzKjCwgCSiXQCeD+CRwZfTgS4OZBQLHG9ZDmRSRKPFnrrYmS1VohCI4y5tfNpzIBPxp0PY5GYuwBXfwUhZ3SZHFtHAcl8c24HUIWz5uvsOL2BcVSdLARmj4rtwRAgnasFHCHL9dOa2jRKQzVJWQCYh7NIIMH6GXOLYVrk0JSBdO4Sd9DNs/8jcf2QBF22fwOS4FOiVSjUJYS82I9SVyHMgEIfagZSiYaElH5uo5pzbwhC2Eg2U5kAuNEOMlT15TCZWGx/Pb581XfI8xKIHB1Lf37MDmddI3DMKP3pwIHtt4QO0V3xrEgGZbTdVuF8gLUSzt5/8n6jL89Or86eP486PAH/8+Gyv0ij7paKzA+lnUzV4Eg3DMMyqMAwH8s8A/DKSWN0y0UVAztUDLAolHE0HMjYcyJLtQPqGA+kisKuwM218sn0gU1GqBKR1Ua76nnTEAICcdgfSFAYFOZD3H13Ak8/eAM+RTYA8kkU0rpDiq4omHM9P8xZtVOueuj+VuTsJYQNJGNuflAIygAvhVeCqc5iEsAtyIKNY4NhCE9smK5iekOeiWh1NHMij801Eqjl5yRGILQdyvlMOZJcqbMdJBeRiM8RoyQP80exrLRHmm2Fj5UBWyz5iM4SdOJB2CFsLyy6NxM3n2+dNF9Hkbd/eRpRtgt4VMr4YmWgBWT8hRXBRSJy6OJCmK99p5GAeek1H75Vtr/SITaD3HEhAvq9msRgX0TAMw6wKAwlIInoZgMeEELf38NzriWgvEe09evRo/zvrMspwph7gu+Js3PX4nwXOebZ6TWSFsJUDaRYbFBXRmA6kmkQjzAuz3obepiV2fvqZZ+OXX/B49VwHJKwcSCdHQEapgAyiGPuOLeL8reM4Y6qKCHIWdtl34auRiGNowPVKacNyG+VA1lwp7FyH4DqUzTfcKAVkaWKrOmwPVJmE48hzmzqQWgxn93V8oYlYAFsmKmid9Qz8WfBKiO2XJw7kwdk6YvUxGy85EFosRLqIRh5Lbg5k4SSahnqai2aoBWQkBbt2ILVoss71BTukGyv0ew9gpE1A6kbidghb39+jA+mW2sPKjps6qEUVzHlfVHqhMIStvjjpdlSFr+/BgdRfquK4v7Xp86IFn25wD6TOow5ld3ITbQcyrAOg/tbCMAzDDExXC4GIvgBgW85Dvw7g1wB8fy87EkLcAOAGANizZ0//bqXdBxLIuDMnay2E8HD4Cb+Ai3SuoyqQKXYg0yIawEEYWVXYlgMZwU1PmF2FbeVtPfmcjZl1ZhuJW85SxoGUOZAPH68hjAXO2zyGHVNVRPMOXBXC1jObR6gBzx/rEMJW86xdKSSfes5GHFtoJuIQALDzicA9n0F1ehuAe7G3/FS86AlPk4fkUFcH8vCcdAO3jpcRj23Gz0SvxCcmUgfy4GwDnhJn42UXIhlbJ49hXuVAjuc1Eu+SA+k6rhXCdlP32R8F6ifbRhmOjclzQtXpZA2jFR8187uU3k+bgFT3dworZ0RYuT30bz6upgO1YW6/LwfSGmWYrKMkJzG15ovzH+21FeZAqs+wiJYWXk8E5LHU0ex1lCEgHdTWgnVf++x4hmEYZnnpKiCFEM/Lu5+ILgVwNoDbSf7x3gng20T0JCHEobzXDITdBxLI/D5bkxefyRE/W9XcLQfSCGG3VWHHsaqMDgCvihBeesISVzM/hJ2BHFmm0WsI2yslBTTnbRnDjukq4kelA1nxHfhKQI5RA643ne9AuqUknDtHEwBi/NqLL8R5W6w+iU94HXDZqzCijuy2qecBz1UCkgjJKUmEUHZfh9UEmK0TFVyyYxI3vO4qXLpjEkcXpMh79EQNZyUCEkCQLZiYa0QYr5TguTmCuksVtutKASmEUFXYHuCr1xY4kLjgGuBHPwx8+feTNYyWS1jIFNHktPEBDAeyUxGN7UDmFNFoRowvGUXbWIqAzHPjzn++zD/sOfzeJQcyjjqfh6Jta/ewOScL0JqzaQi7Wx9IoD2EDXD4mmEYZhVYcghbCPFdIcQWIcRuIcRuAPsBXLks4hFoD2EDbQ4kAExV/fRiFUfZiTXlMSnctFuRCWHbDqQK1ymxAq+MQOS18dECssNFTBXRODD6QGaERjqJJggDLIaUtPA5d8sYLtg2Dsd14SBGxXNl9TWAcarD8UppH0gTt5S4SLOQa5yoeih51ltOBHhllD0XvkuZ/EjHAWJhV2FbAnI+FZCuQ/j+i7eBiJIQ9qMnzRC2a0wdkT9nGxGmRyyh2LWIRr7X0oEUaIYxwlhYIWz103bK/Apw/vPUFwQlIKulbAh7fJsUi/as6J6KaCwhmldEo6kWOZCU7qMfAVkUwgaAi14mf84f6P56oCAH0nDll+pA6v9PgCHye5xEA8j/K62adR9XYDMMw6w06+cvbxcBOaMcyOkRY/6w2UgckBdss82L6xthYwdhbAnIOJL5jwDgVxGaArIthN3ZgQQANxGQzcIQ9pGZBTxQj3HPyDy2T1YwVvbwY0/djejgGaDHHlEhbLmdEV1EYzqQ/qic4+yWZJue8iSO0jSAGYyXOzs1k9UStkykos0180KtPpBzjQBff+A4Ds81QQRsGrOLiOTz9p+oJeJsrESgKJvvNtOIMD1irStxIO0q6OwkGsd10ApjLKpxi6MlNy2iyWscb2I0ih8r+xCmgLzklXLUnz2mr98iGjdHQJqiqyiErbcTRX3mGXZwIM97fvfX95QDqT4PcZ9rSxxIwz0sFJBdHMjmMWvb7EAyDMOsNEMTkMqFXD66CMjZurwITVT91MGxi2ie8r9lKE/jeCrMLQoaiWcdyFbGgexchZ1Bhfq8REAG2UkfiWMaIo5CNCMHn7/rEJ64WwqMkucApRIgokwIu4oGyPHhlwy3qDyWCsiLrgUe90LMfvVRAJCNtjvwd6+7Cjum0nU5jiEgrRzIT9x2AL/xsTuw56xpbBorZ0PQkPmTFd/BfDMEPLnfsbILElpAShdxthFiatw6d0kOpOVAaoGjQ9iOi1YUY1FNkRkte1L0bTwP2HoxsO8m+fw8p4ycRLhMjVUSlzQ51okz2l/TbxGNZ4awLXfQH8mf9pKswRugCjvnv3V5DDjrGZ3dum6TaBwjhN23A5kjIHWuclsIu48qbH0fwzAMs6Ks31GGQCZxfqEZYqTkwnXyw9MAgLEtwFlPS1/vuPKiJaQDGeSNMkwEZCUbwm5zIDuHsAEkxS+di2hChHDQCOJsvqK6eFeMKmwXMeD6KJWMC6h2dbySPD9+BQvNEBXfaRN5NledNY1tk6kYdR1KQ9hWDuSMShnY+/BJbJ3IL8wYVWHsSkm+dtR3QNplUuHjmXqY40AWhLCJVCNp+Z54nsyBXFAO5FjZk+t8wy1SPNvby+zDSRyvszaO4ZrLdxj7KThPfRfRVIBR1Vt/ZFN2LUXh62QNbvZnL3QbtfjjnwZ+7OPd9wkUjDI0imiMhvc9oY87NB1IXezGIWyGYZj1xjoXkOnvCw3VSFqj2/CIuDjZPyMy3fY2PiLOCsg4x4HUzaJ7CGEnDmQcWkU0SkBFchJNpELSGQGpHFXTgdTHUCoZQksLSMO9m2+EGOsSvs4jE8K2QrHzzXQNW8fzW8NUVSV2Ve276omkh6UOYc/WY0wV5UDmnVO33FaFvdhSIWzz/e9WyUypgCRysHUyxxG2WUoRzZYLgV/4LnDGFepxtcZO4WtzO0sJE/fjWmZe7wA6lJ87ytBs49NnEU2eEF5qCNue+c4hbIZhmBXn1BGQrRBjmVYwXnsRjY3jS/dDbTuKBYR23HIcyKY5rSS5WJMMY3e6iKn9O7AEqrlWQAneCKF6W87bbApI6UCWvTQHEgDg+iCzObZ2dQzxtahb3PSJk+dAqmOZb6QCcstEvoDUDuSIEpAVj+AmAkQ1Em/mFNGc82zgqh8HJnagDddPQpiu66IVpg5kRkBmpgblCUg3FSwdPlcZesmBtItoAGDqTGNd6n3oVUD2056mmwPZC0mIPS+EPYQ2PialJYSwvVLqWGp4Cg3DMMyKs35iP136QC40QozbDmSSA1lwodMikyIQyYtQGAv4Lkl3RZhFNBW0YrkdAQKZ66hM9BTCzt5nCkjl/MQhHBFi2/QYfubCc/GEM40RhOp4Kp6TVGHL+32QmyMgDVG50LTEdY9kHchsDuSCISCLQtipAynXUnYBNwnjSxEQwcH0qHXuNpwNvPTP8xfllYHmvFqKh1YokiKarAOdk25gotMXgN4FZC9V2HYRTdvj2oEsaOFjP28Yowz7wfFU26oCBzLTxqcfdzRPQNoOZC+jDHNcaXYgGYZhVpz150CiQEDaIkk7TKKDA+l6KgdSzsIGkLbyyXMgY51faV04qxvSi2Eeefu3L6iuDxEFIBFhtFLGW190QbblDsm+lBU3ansdmY6Nbl/jWgKyvAQB6Zh9ILPFIAvNMKm0PmMyvxhENxMfrWgBSUYeqBQLMZz2EHbHRflpDqTrIghj1JIiGjNsXfB7cp+TCpa+HcgeimgcL180aWHYLQcyEZBDauPT8zY6OJDkplXYSy2iMUkcyH5yIPPSGlhAMgzDrDTryIHs3Eh8oRFi46jRoiepsO4wcs2YREPqYh/GMQA3NweyqXMg7YvhS9/ZecJHUQ6etZYgaMFDDM/Lc1mUA+nEba/zXC8ZdZgXwl5ohDhjqsMIuwKyfSCzDuR8I8Dluybx+qftxrMetzn39boX5KgKYZc9JAVAWrwJUHsRTSfcciI0PDeniCZZvJv/u8Zo49O3gOzFgcxzH83HuzmQRXOtO75mGA6kkdubt/2ljjLMe67uk5mEsHscZdjLfQzDMMyysv4cyCIBaTuQesqM9bwMSQ6kSC7YGQdSWA5kVOBAbr8M2Pz44rV3C2EDgOOhFQRwEcHzc3S9GvtWdtodSNchRPq7QJ6AXKoDmVdEo9Y93wgxXvHxwku2J0LRxnYgK47IcSCpPQey46LS5+pJNItdcyDzBCRZIewuRTdAbw6k3m/elwBzLT3nQC6hUKUfZ7Bov93a+MRhn+K2SED6bc3l+3YgVzGETUS7iOhLRHQ3Ed1JRD+v7t9ARJ8novvUz+lu22IYhllPnFICsi0HUjsbHUPYYaZSO2kmbjc+9spoqBA29XuBzg1h5wjIVgseIvhFDmSc50D68FxCQNYIP8MRTcb89YljzsK22vhIAdl5mzqkPFqRayl7ZFSiGwJytA8B6WUFZCuMsdAKUfIc+GaborYcUwv7C0amrVK3KuweQtiFDmSvIewliMFhhrBzHcgBimjyzpnrS0GYNJfvU0DqNa5uG58QwJuFEBcCeAqAnyWiiwC8FcCNQojzAdyobjMMw5wynBICUgiRnwPZTUBq9yOOQDoHMo7T1wNpzzm/ikbiQPZ52vIqaXMcyCBowkUMv5QjqJQj6sN2ID34roMQloA0LrTzAxTRxG1tfNIcyPEuorSqnNSxqs6BFOn6VbgyhtNnCDs9Ls9z0YqEqjK31uIUiMnkPiMc2yE1IrvvXkLY6rVFKQ09t/FZQg7kcldht7XxGbAK2y1LEan/n8Z9hrD1GlfRgRRCHBRCfFv9Pg/gbgA7AFwL4H3qae8D8PJVWSDDMMwysc4FpBRmjSBGFItsr0PHy4Yo89CjDI08ySSErYVAS86khldGI9I5kP0KyB6KaBwPYRDAQ4SSn3NB1DmZ+mKb3O/Dc8gQkNkQdiuM0QrjrmIvD9fJGWXoePmCPQftQI6pEHbJaXcgPc9NinF6W1QqIH3XUyHsqH3KTsaBLMiBTH4vru7P0E8RTaGA7DGEneRALkVALlMO5LDa+JjnyPX77wOp0eMW18gkGiLaDeAJAL4BYKsQ4iAgRSaALau4NIZhmKGzzgWk/D0torBEgxZbnYpoVAg7dSCNHEggbVrsVVHXDuQwQti5DmQAF3F2soz9/NASkK4MYSfzsMvZNj65+YE94hC1F9GQi3oQIYoFxiudnZ8J9fhYVYqpihunLYjUezNZLWVbInXDEGau6yRFNKN2Hma3HEjHFpBdHEsgFVWDFNHobYzmFx61bWdJIewBBCR1EJDkyOIZYLAiGj2dx/WzAjIK5D46iWbzvGoHcg1MoiGiMQAfBvALQoi5Pl53PRHtJaK9R48eXb4FMgzDDJnV/8vbC0lz7y4C0m4k3jWErXreiQiUOJBx9jWtRfnTK6cCst8LdC9V2K6HKGzBpwglPy8HUj3fHAUHKAfSQVAQws5tst0jWQcyDWHrHpDdCnN+8KqdOHvTKEadvQCAMkVtz5kY6VC9nrsoI4TtemiFcUEIu5sDaX2OCkZkZtD5lz05kAWu2EXXAtUpYHJn8TaA1Q1hu+V8EWfnQPazH1MIj24BFg6rEHYJOPY94IOvkeek2zbXWAgbAEg2kf0wgPcLIT6i7j5MRNuFEAeJaDuAI3mvFULcAOAGANizZ4/Iew7DMMxaZH04kMIQdXkCMhE0ZgjbNULYBRd87X4Y87Lbimhai9KNIUItHKIDmVNEEwdyRF9nB7JpHYMni2i0A5mEsKUwm2vIczDRxS3MQxbR6BtpEY0eY9itiGZ6tITnXbQ1Of4yBW3Pmaj2GX60ciDDWIbT2wRy11GGnRzIohB2D0U0WgAVOZCVCeDClxa/PtnOUtr4DKMK2wP8gpZPREYOZNifgDSPY0y5r15Jfq4OfBu49zPA0Xu6i8HcIppVrcImAP8I4G4hxJ8aD30CwHXq9+sAdBhCzjAMs/5YJw6kFpCUm6s235TCZMyehdxLEY2IgDg2HMicELYKm9b18JWhOJDtAlI0Zcsg18t5W+yqcOMYfMdJQ9i+6oWpHLA5teiJ6lKKaJAW0Rg5kHqMYTcBmaAFpDnDWzE50md/SktAAsDJWgs7p62iDztE3bYm63PUSxW23ndPRTQD5uWtpgPp5TeGT+bLA0soojGeu+1SmYqx/Yqs+GvMdg9H5zqQq/pn7OkAXgfgu0R0m7rv1wC8A8C/E9FPAngEwA+tzvIYhmGWh3UmIPOdokU1iWTcDmHrcG+nHEgAiJqpgNQ5XrYDCaCuI7BDKaJpF5Cke07mXRALHUgfrktoCV09WwE2nCP/YTAHMhPCNvpA5jq+nVBrL6HdgZzsN4TtZYtoAOD4Qqv9+LqFsDvmQA7gQHZr49MrS3ETh5ED6TgdHEhnOG18RjYBP/5p+bvpKDZm+3Mg/dUvohFCfA1AURLvc1dyLQzDMCvJKSEgF5QDOdrWB1KHsAv+vmu3I2wZk2iMfEsgIyBrwTLmQDoeKGomv7eh96lFpvE63zFC2I4PvPHW5OG5ujwHk9UlhLAprw+kh3klSnt3IOV5K6PV9tDk6NJzIF1XHnOtFWHLhCV6ehllaP7el4DscNxJFfOgDqQWkH0UGA1rFnaRA6mb6wP9F9GY59SsUG9zILt8HnIFJE+iYRiGWWlOsRzIfoto1IUnaqZV2FFBDiSAmo7ADqUKu11AOp0EJBUISNeH5zqpA2m5MXMNHcJemgOZ9oFsz4HsebqNOpe+aHcgp/oOYacCwzfaHW2zBWQvowyT3x3LkSyqwi6lzy+iUxVzPywpB3JIIewiB7KtjU8/4XVCYtSZn9E2AdnNgTRD2CPpmhmGYZgVZZ0LSHlBWsgLYZPTWxENAIQNkGuFsM0cSL+COBZYCJbo8OS5SPY2XB9up7ZDSRW2FJAN6IpgNYlG6NBp9gI8Ww9AhKX3gcyZRKMFe89hcfWe+TkO5FQ/U2jMdQDwjMkz2yf7dCAzgjE/t7aNYRTR9MpSciCX0vrHpjQKVKbyH9NrieP+cyABw501HUjj/RdxdzFovnYNFNEwDMOcrqyPr+49hLA9h1D2zEKIXhzI9ALo6FnYbVXYC8D4djTCCKHW28vSB9KFL3pwIAMpIL3qBFA/BriyiCYNYWdfO1cPMFb24Dh9hEL1kvIm0ZCbFNG0Ne8uQgtIy4GMRJ9zsIGMgPCNmeFb2xxI043u4gD3HMLuZRLNsELY2dnjPTEMB/LFf9xh+2otIu6/Cjt5fZgVjXbOY9c2PmYIWzuQLCAZhmFWmlNDQDbkVJRMQ+qeGomnF54kB9Kuwm4tAn4VtVaEKBFpy1NE44lW8nvh85UD6VXGpYB0PLgOoZU4kHYIO1hSAQ1Q5EB6WGgGqPpuxgHsiDqXyfEpYjj9zcEG2ibRaLbZDmQvowzN3zNV2AXH5fYyicbJPnepLCWfMZleM4ADufHcDttX/79E1H8RjV5XhOIcyLzbNpkQtnYg18YkGoZhmNOJdRLCNhuJ57XxKZhE0ssow2RT8mIY2VXYzQXAH0W9tdwOpIdSJwFpV2HriTOuD9/sA2ldgOfq4ZIKaABVRBPrG0YOZCPsvYAGSI4/yfFUxKD+5mADWQGp2viUvIJ52p0EVZGA7BQyTkYZrkQRzQAh7EEEZC/bF3H/RTRAfoW6a+WV9upAkpt+JtfAJBqGYZjTjYEEJBG9jYgeI6Lb1L8XD2thGbq28ckRNKYDWST4DAfSURfDILKqsKMmUBqxHMhhCMhsSDkmDxV0EpDWJJrSeHIMnmtMomkTkMGSekACgOuYfSDTSTTzPczBzuBY4lchMFgI21P9MrdOlPPHIXbKCSxq49Ppy8FKtvFJ1t5voQqWr6gkyYFcogOpX2+Ka7cElCdlax+gBweylD4v+UxyCJthGGalGYYD+WdCiCvUv88MYXvtdGgkfuPdh3H3wfn2iuBMI/GC/D9DCLQV0ZgiwR/BXCNIm3UvQx/IEA4qelJLp76FbQ6kB88hhMi/mA4thG3Mwl5ohP0V5ejzH9oOpNN/dbghMLQDuX2iqPF1Knrb11QkIDu8t34FeMmfAJf8YPFzVtOBTBzX5RKQ2oGMVBFNn/8P9PNNcf2knwau+VOg1GNFdZJK4RsOJAtIhmGYlWadhLClqLtt/xyaxjjlViTwU/+0FycXW3j+RVuzrzHzonoIYTt2Gx9TYJRGMVszBeTwQ9ihMG53dCBVGx89stDx4XXKgawHS2rhA1hFNNsuBR7/EmDbZZhvBBjvR5QWNEEXRHD7Le4xxEdJCcitdv6jvd9ubZR6FZAA8MSfAjacXfz4sKqwl5LP2IuLOghmCHtJDmSOuN5xJXDpD2Y+zx3Rn2/HzeTlMgzDMCvLMATkzxHRd4jo3UQ0PYTttaME5L/ufQxfvf94cnczFBACeOuLL8D/utpK/i+Pp7/3UETjJA6kFcIGAH8Es/UgzYEcRgjb2kaSwwh0LqJRVdhmDqTnOoYDmd3uXCMcjgM5sgF4zQeA0Y1YaIa994AEsukABmIpHz8jZ66kqu63TRSINaeDKCwKYQ+aP1geBzY9Dth60WDbWUoIe7lzIIfVxidPXOuK6q6jDNVrXdOB5CIahmGYlabr1YmIvkBEd+T8uxbA3wA4F8AVAA4C+JMO27meiPYS0d6jR4/2t0olIGMQ5hpxcrd2I9sKaACgMmnsvMiB9IynFLTxAYCSFJCRWMJFvej5lnsTiG5Vw9kqbDMH0ncJIVwIx8+E68MoxkJz6UU0LhmjDA2WWkSDUKYUJGK33/MIZJp5+6oKvK2FT7LfIRfR9LS+MvBz3wLOe95g21lSG58VEpBCC8iltPFBtgpbUxqVP7s6kIbrqP//cgibYRhmxel6BRBC9HQlJKK/B/CpDtu5AcANALBnz552VdJxEVI0ChBqQSogW+rX0Tw3rDJhLK73IpowshqJA4A/itl5I4S9DKMMMwKyYw6k7UB68BwHj4rNCCd2wbyUzidTaJYW4nPMSTQGum1S7xvKrj2gEjwRFuemdsJwIDePl1HyHFx8xmT+czuJMLshvV7LUta0HCypiGYIfSB72f4gbXyAfMcwEZA9VmGbOZAcwmYYhllxBq3C3m7c/AEAdwy2nAK0AykcLDRTAdkIpbgZLeVcyMqmgCxqJJ5eeHQIO3HczAIB5UBWy0YLkX7IDaFaAjK2mqC3bcPKIzSaKHsu4b3RC/DIq7+Yecmcmlm95BC2OQtbEccCC61+i2i0AynX3iR5HsVScvXctJn3prEy7njbC/DUczfmP7dTSLfNgVxifuty0akAqPA1y1xEk2njs4QimqQKu4MD2TWEXUqf53IRDcMwzGox6JXmD4noCgACwD4A/2vQBeVihLAXWmYIWwnIXAfScKWKLsJuuwMZ5BXR+COYqweoVspAs8P2ijDEiiAXlOPeNEUXAWm6eI4P+NXkGDzHgYCRB6mYqy99DjYgHcgozt632AohBJZYRCMdyJYaw0hLCRfr90y9tuR12EYnUVjYxmeN1JV1KgAqfM0yF9EMq41PRweyjxB2IrJZQDIMw6w0AwlIIcTrhrWQLjsCIAXkYisnBzJvpF4mB7KojY/hQCo3pa2ROCCrsOsBRqsVKSAHcCBjtwQ3rLeJ0FZXB9KownZLRijPg+fK4wsstacdyCXnQDpAbDmQC00pSvsKYevzr9oqNVSgnfp1sABjnGAPr+3oQK5xATlQCHu5BKTdxmeJIew8B9LvtY2PEcJ2uYiGYRhmtVgjV8suJDmQDhZaaR8fpWXyHchyDzmQpgOpQmdFDmQiIOWT+1u/6UAa/RRNmt0EpOlAuh5w3nOBPT8JTO6CrwSkXfAyW1ch7KU2Es8potF5lUsropEh7MXIU3cvJYSddSA70kmEFRXRLJf46pe1GMIe2IHsUIVdSrsKdMRs48OTaBiGYVaNdSUgYxDmW+05kCNLrcI2LrREjmxbk1uFLR3IMS0gB6jCjo2RgCZZAdnBMQtUCHvqTNmA2fXg6jneseVA1gfLgcwrotECsq82PlYRTUPI9bhLcSCTHMgeil06VSWv9RD2WnQg9XZj9SWuX6HquHKNeYKv10bijqMqsA0HkkPYDMMwK84auVp2wcyB7LWIptJLEY2feY7rEII4rwpbOpATVT0LeYAQtlNquw8AmrEhiDo6kM22kJ3v6BB2VuzN1AcMYecU0egQ9iAOZFOFsF13CUJnKSHsrlXYa1FADtLGZ5kdSD3hqe8iGrc43JwU0fTwWXVL8v/u9stlu6QtF/a3DoZhGGZg1kXsp9EKUYEcfZcJYUcCZc+B5+ZcyMwQdmERjZd5ju9QOonGuDjedqglBeRoOVux2yuZEHZ+D8R61GsVdkOO1DPQx2+Hm08stlD2HIzkCeweyDiyinmVVzlIEU1TDCAg+wphdxpluMYF5FKKaFaskbgaudl3Gx+neEKP32MbH0A1EfeAsS3Aaz/c3xoYhmGYobBGrpadmVmUwoPIwUIzFTT1UBSHUrWjAfTlQCaCybg4vu2/HkIzjKWT53hLcCBTd7EohN2IujiQWjQ2ZttcnKIimhOLLWwcLYGW2NvQcai9iGYpIWzLuWoMVIXdhwPZSRQW9oFcI/8lliIGk2NY5hB21GFmeyfIKZ4R3msfSEAVka2L774MwzCnLGvkatmZE0pAbhgrY66ZLaIZyavABrI5coWNxI2LkJpskogw4+J47wl534QWkAPlQOb3kswKyJz1jm6RP6NmW86Xp0LYYdTuQE6PLr1CdWhFNHYj8UEm0bj5KQAd97se2/gka+9D/K9YCHuJDiS5xQ6kzoHsOYTNApJhGGY1WSNXy85oB3LzRDXTB7IeivwxhjaFowx7cyC1Y5Y4kAOEsCPKdyDr3RzI0U0A1HMs98UrKKI5sdjChgEEpHQgAWG4kPMqB7Kn864xRhlG5CHCAGLN60NAJoIqz4EsEJBrrQq7rxzIFWrjk+RALqGNT6EDqaqweymIMedgMwzDMKvCOhGQsvhi80QVoaGRGqHIb+FjU5Tsn+tAiuQ2ANRRhlCnKQ1hD8OBtHIgwy4C0vWBkQ3qd6uIRoWww5wcyEEEpKvcL3OzC40QY2UPjtOPM6aeGzYQDyog+3Igex1luBYdyCW4tCvVxicJYS9hFnahA9lHCNurFAtRhmEYZkVYF3GgM6fl1JXNE1XESIVLLRQYHRuSA+m48FxqC2HXkV7wJqs+MLEDGD+jvwPIa+NjiZrFbgISAMa2ArXj7SFsVUSTF8IeSEBqvRALuEowzjeC/sLXQKYBtXBHEK+YgOyjjc9S2uYsJ0txEzu1LRoGjuVA9nuuOjmQupF4L7mNL/i99MsUwzAMsyqsCwF5yRnjAICRsp8RkI1A5LfwsekxB7Lqu2gEUXIbAGrCEpA/9fn+w2eZELauDM5efGuRcaNIAIxtAY7c1ZYn5jntRTTNMMJCM8TGAUPYQHYazUIz7K+ABmgT0JFYgjhKtkXy/PfiAnca7VfoQJ4CIezlHmW41BB2aaxYdPYTwj7vuf3tl2EYhhk660JA6j6QlZIPYQjI+WbUOYTtjwLBYocq7KyArPguGmHWgVy0BaS/BEFmCsiCIpp6QOm7UeRA6kIaW0DmhLBPLsow46BFNEC2PdB8I+zfgTSEhuv5GKuWgAD9FYiYeOXBHchCAbnENQ2bpTiiKzaJRo2A6leovviPkv/LbYxsAHZcBWy7dOnrYxiGYVaMdSUgq74HgBALgkMCM40Iuzo5kOWxzgKSSF5s4xAgVzqQus8kpSHsZ56/CRXfxdQSG3J3K6JphTHq3UYZAtKBBHKqsHURTSr0TixKl2gQB1KHrSOriKbvxuTG8fuVMbzkop3AXvQnjjIL80+fHMh+8m2TsPcy/be2Q9j9OpBTu4ofc33gp7+4tHUxDMMwK84auVp2QQnIckkKFx3GjkGdHUidmN/JVUpyEh1USy7qOoStLo41UcZzLtiCv/+xPf0VjpiYfSCpvThisRkignEx7pQDCbQ5kEkRjRHC1gJyemSAELYuojGE6UIjwPgAIWyMbcGSmmSbuD06kJ2qsNva+FD7/avJUs7RsldhWyHstRLuZxiGYVacdSUgq+WsgBRwughIlVcV1Iqfk8zTlTmQiYBUF8cayqj6A14oMyHs9iKahWaIEH04kJaAdHP6QJ6oKQdybAgO5KAhbFNojG4evGDFKw3eBzLTxofWoAPZYe3dXrPsbXyW2EicYRiGOWVYXyHskg+gpdrqRNKB7BTC3nIRcOg7nUWBIWYqvot6K+tA1lFGdYmjABO6hLClgNS3qThsWRDC9lW5dGD0gTyxIFsfbRgtaJvSA05eCLuxlCIaw7kdigPZo4DseRLNGg5h97OesW2yxU1lalmW1N7GhwUks/7Z/dZPr/YSGGZdsr4EZLk9hD3SScxc82fA414AbL+8+DlGCLviOzlV2BVMDdOBzAlhn1hspSHsTvlrBSFsXYUdZRzIAEToP1/RIOkDqXRpvRWhHkTY0K+rmRGQW4HmnLp/kBB2D+kEnWZhF06iWSOiaClu4vnPB958D1CdXt41cQibYRjmtGeN2C1d0FXYvgciQGhhA6ezG1YaAS55Redtu2lIORPCdpYnhB3mOJDHFpqpA9lJQBZUYetQc5ApomlieqSUPLYUkj6QyoE8plzNTWNLdzUxunkIDqTfo4DsFMI2R12eIg4k0fKJR719gB1IhmEYZr0ISClgyHHlCD11URUgjAwaXjYu1LqIRgiRqcIeZgg7EZBtDmQPFbQjG+S6rBA2EcF3KVNEc3IxwPTIYOPe7CKao0pAbh5EQI5tGUIOZL9FNN1yINdgGx/qIH5XC72WeImzsBmGYZhThnUVwgYRNoyWQA0XEEAsqP98PBsjzFnxXQgBNMMYFddH7Pg4KcaWx4E0Lr7HF1pGg/EO+3Jc4Gk/B5x9ddtDrkOZNj77T9awfbI60LLtIppj88NwIIeUA6nDqJ3oJFTbQtjLXIDSL0kIew19xxu0jQ/D9AjnJTLM2mcNXZ06kAhIB3/3uqtQ9qXYikGDiRnACGE7iVBsBjHg+vjvZ/4TPhg9B5XlyIE0Lr7HF5sYrVTU/V0E8fN/O3cSh+84SRW2EAIPHF3EeVvGBlq23QdSO5CbxgeYQzxmVmEv0e0b2QhUJrs/b0mNxNfIf4m1NloRaC+iWUtrYxiGYVaUdeZAOrhw+0TiyvzJq67EWZtGB9t2UkRDSai6HkSYhI+D45diAd8ZWgg7FpTmOhoO5LGFFsaqZWABS24C7bmEUFW7HJlvYqEZ4tzNg50bO4R9bF43Jx+WA7nE8/qSPwHiqPvzOu2nLYRN6e9rgaWMMlxuyHYg18efD4ZhGGb4DHy1JKI3ENG9RHQnEf3hMBbVhiEgzZ9nbRzMYQMAuOmFWjuQupBGV2QPHsJWTh4cxEmuY7rNE4stjI306EAW4LkOAuVAPnBkAQBw7ubhOpDHFpqYrPooeQN8bEojaVh2qWJtdBMwvrX785bkQK4RwbaUIprlhtv4MAzDMIqBLAQi+j4A1wK4TAjRJKItw1mWRYGAHErBg3Gh1qFq3QtS/xxYQKoLbQwnbddjrP34QhPjm6uZ5/aL56RFNPcfVQJywBC2Y83CPrbQxObxAVMGgMFzIPveT7c2Pmuwkfhay8kEjBxILqJhGIY53Rn0avm/AbxDCNEEACHEkcGXlEObgKTsz0GwRhkCqQOpf5YHcdzUtgGZs5lUW1tFNBOjgzqQlAi9B44sYKzsYcuAYk87kLoP5LGFJjYNMNkmYaXy+zr1gUw+O5QVkGtFsK3JHEh1zmJ2IBmGYU53Br06PQ7AM4noG0T0FSJ64jAW1UahAzmEi6ubigztNM41Anzk2/tRb0Wo+M7SZ2Br1DojOEa7HlWwE0aYb4aYHB1R9y9NQPqOk/SBfODoIs7dPAoaUGC394FsDV60BKycA9lJhNlrWGttfJYyynC5sXMg19LaGIZhmBWlq1ohoi8A2Jbz0K+r108DeAqAJwL4dyI6Rwhj9l26nesBXA8AZ555Zn+r1JtbDgHptFdhf/a7B/Hve/fjsp2Tg1dgq20Ddghb/jyxKC/GE6MDhrCNPpAPHF3AU8/dOMCC1VKsEPbR+ebSBeT4duDxL1IbXqH8vk6fE1tcrrUQdnKO1oigBdpD2GupxdAqQkTvBnANgCNCiEvUfRsA/BuA3QD2AfhhIcTJ1VojwzDMsOl6BRBCPE8IcUnOv48D2A/gI0LyTQAxgE0F27lBCLFHCLFn8+bN/a1yOR1Io9q14svtPXqiDkCGggfOfwSyDqRQgkBdjI8vSAE5lYSwl7Y/15FFNHEscHC2gZ1Tg/WAlNtUIWwh0AgiLDTDpedAvvkeOVoSMIpollkc9VJE0/Zzjbhqk7uAHXuAbZet9kpSkiIarsK2eC+AF1r3vRXAjUKI8wHcqG4zDMOcMgyqwD4G4DkAQESPA1ACcGzAbbZjNBLP/hxGCNuchS3Fw4FZKSAXW9FQBWRshrCVUNHjAafGBgxhu4QojpO8zY4zwnvENRzIo0kT8SHkQK5YCLtDK5zCEPYacdUqE8BP3whsftxqrySFQ9i5CCG+CuCEdfe1AN6nfn8fgJev5JoYhmGWm0Gvlu8GcA4R3QHgXwFclxe+HpgVcSDTPpAHZxrJw8MOYYdWFbZ2IDeMDyYgPTWJpqYqxwce8QgkuZ9xLIYzBzvZ8ApXYfflQK4RAbkW4TY+/bBVCHEQANTP3A4VRHQ9Ee0lor1Hjx5d0QUyDMMMwkA2lRCiBeC1Q1pLhx0tZxGNciCNIpqWMVN64CbiQCogqb0P5MMnaiAagoB0HQRRPLzWQ8j2gTw4K0X1oOMRAaycAzm2WU6syTuntoh1su8Lk4P+vxJIh54dyMERQtwA4AYA2LNnz/C/fDMMwywT6yOJaVkdyPYQtslwQtjKyYODUOdAqovv5+48hCeetQGj1QHb+DiEVhijFoQAgJHS4G+tWUSz/2QNALBjeggCcqUcyCuvAy58Wec2PuxA9o6v3vvWovzJRTSdOExE24UQB4loO4DlaXHGMAyzSqyPK8CyCshUzLgOtU1ZGUoIW20/MkPYjosHji7gnkPzeNGl21Ihu+QqbGfoIWyziGb/yTomKh4mq/7A210xB9L1gbGC3vaUTSVYc2181iJuCQClApIdyE58AsB16vfrAHx8FdfCMAwzdNa5gBzCxT4popEXQ9txHEoIGwBU+DoyHMj/vOMQAOCFl2wzKoaX2gdSzsJOQtjDEJCJAwnsP1nHzumRgbcJYG2Eiwvb+LAoKoRIupCJA7k+AhjLDRF9EMDNAB5PRPuJ6CcBvAPA84noPgDPV7cZhmFOGdbHFWCFQtiAFJCz9QAjJRe1VoSqPySNTQ4EOTjhbZEX3vGt+PqDh3HR9ok0r5DcgSbRhNGwi2jkTx3C3r1xdOBtAlg5B7LjGriIZkl4FaAxK3/nfFEAgBDiNQUPPXdFF7LM7H7rp1d7CQzDrCHWx9VyORuJu9nQsXbuLtg2Lm8PMYQdw8H+8rnAr+4HpndjoRlio9kWx/EGyIGURTS1ls6BHH4Ie3gOZPs88BVnrbfxWav4VUDILyns1jIMw5y+rI+rZeEs7GHmQMpt6pzHi86YkLeHGMIWcKQWVsUIdbvPpOsPNIkmioURwh5eH8hjC03UWhF2DqOABljbDiS7ap3xKunvfK4YhmFOW9aZgCyonB0EK4Stp9FcuF0KyKE6kOQkYwEBoB5EWafQGSCErSbRJCHsIbbxefi4rMAemoBcqSrsftbADmRvmAKSzxXDMMxpy/q4AoxvB856RpvYG+4kmmwRzXmbx/ATTz8bz71g6+D7AFQI20Vk9FmvtaKsUzhACNt3VRFNMMQimjYBOaQQ9lp2IFkUdcZnB5JhGIZZL0U0F79c/tMsyySatIgGADaOlfCbL71o8O1riBDDQWw6kC3bgfSXLCBdRxbR1FsRHALK3uDnRveBfOSErLodSg9IwJiFvZYE5BDTIk5lPOMzwFXYDMMwpy3r8wqwjAJS5zxuGB3CyD4TVYWtQ9hCCNRaYVZAXvJKYMeVS9q8b/SBHCl5oCEUqGgH8vBcExXfGU4PSGBtOJB5hTzksIDshulAchENwzDMacv6FJAYoltkV2H7LogwPLGkUSHsWIWwm2GMWFih5hf+3pI37zmEMIpRD8Kh9a7UAnK+EWDDaKnLs/tgLeRA5n0JIZcFZDe4iIZhGIbBehWQw2wkProZcMtJZfSW8TJ2TFUT8TQ0LAeyPsRiFwAYq3hYbEWYa4RDaeEDpCHsWAxnNGLCWnAg89bw/b8DnP3M1VnPesE3QtgsthmGYU5b1rmAHMIF7OJXALueDJRl38efe855uO5puwffro0WkCoFshboht/DeQs2jsmQ+2Mn60OrHDdF9LBEKYC160A+5WdWZy3rCe1AksNjHxmGYU5j1qeFMNQqbA+YPiu5OVLysHWi0uEFS0Q1EhdCO5Cy4fewws2bVIh5/8na0MSeawiE0fJyOJCrKEDWgohdjyQCksPXDMMwpzPr8+q5HitmrRD2MEcOAqkDeWyhNTRX0zFO71AFZFKFvYoihAgAsYvWL7qIhvMfGYZhTmvWkQIzWI89+8hBTG6bgByWA2kWuQy7iAYARocZwl4LOZB6/6u9hvWGbuPDLXwYhmFOa9bn1XNdCkiCgJNUYScjB4eUr7jJmKk97CIauc1hOpBrREA6XHXdNz6HsBmGYRgWkCtHYQh7OMJsouLDU47h0HIgTQeyfKo6kBzC7ovEgVxH//cYhmGYobM+rwLrUkC6EOSmVdiqiGZobqFDSRi76g9HlLqnugPJfR/7hx1IhmEYBiwgVw7lQB6areOn3rcXh+caAIaXrwikeZDDFKWasaE6kGvk/eMcyP5JHEgWkAzDMKcz6zMTfpiNxFeKZ/wCvvb1eRx+uInDc4dRD4brQALAprEygPmhilLXIUSxODUdSIcFZN94asQnO5AMwzCnNQOpAiL6NwCPVzenAMwIIa4YcE097HgdXvif8Frc/d29AA4DAPYdqwEAKt7wLsQbx4brQAIyjB1BLFMO5Cp/AeAQdv/4XIXNMAzDDCgghRCv0r8T0Z8AmB14Rb2ge/itM8ycwgOzcmKMM8SRiRtHpTs0TAHpOACiUzUHch1+EVltdCNxLqJZM+x+66dXewkMw5yGDEUVEBEB+GEAzxnG9rrvcH1e+M2qZiGGPB4QqQNZHaLY06J3bKiNxNW2Vvs95DY+/aMdSA5hMwzDnNYM6+r5TACHhRD3DWl7nVmnAtJ2G4eZqwgAG3URzZB6SwLpmocqdtdUG5/19zlaVTyeRMMwDMP04EAS0RcAbMt56NeFEB9Xv78GwAe7bOd6ANcDwJlnntnnMu2Nrc8Lv2tFq4fvQA4/hK1d0+UZZbjaApIdyL5hB5JhGIZBDwJSCPG8To8TkQfgFQCu6rKdGwDcAAB79uwRfawxb6fr8sLf7kAOtxDhyedswI8++UxcvmtqaNvUIeyhit3KFPCMXwQe98LhbXMpONxIvG/YgWQYhmEwnBzI5wG4Rwixfwjb6o116kDq8YVJa5whhpoBOY3md3/g0qFu01kOB5IIeN7bhre9pbJOP0eris99IBmGYZjh5EC+Gl3C10NnnV74j843AQDnbxkDMPwQ9nKgHcihCsi1Aoew+4f7QDIMwzAYggMphHj9ENbRH+t0hvGxBSkgL9kxiXsODbfh93KhcyCrQ3ZL1wTr9IvIqsKTaBiGYRis51GG6/DCf3yhBQC4dMckgPXhQDqOFI/uEPtVrhm4jU//uL76/7f2P7sMwzDM8rE+r57rtIhmvinHF16SCMi1HxZ2iYY7hWYtsU6/iKwqRNKFZAeSYRjmtGZ9Xj3X6YX/8p1SOJ69aRTA8PtALgeOQ6dm/iMAlCeA8vhqr2L94VfW5f8/hmEYZnisT2Ww68lAFKz2Kvrmn37yyTi+0MT0iI9nnr8JV505vdpL6opLhPI6ELpL4pX/kBaFML3jVXkWNsMwzGnO+rwKPOG18t86Y7LqY7LqAwD++SefvMqr6Q3XIYyeqgJyatdqr2B94lc4hM0wDHOaw3EopiOuQxg5VUPYzNLwqlxEwzAMc5rDyoDpyBuecx7Gyv5qL4NZSzz7Vzh3lGEY5jSHBSTTkRdesn21l8CsNS586WqvgGEY5pRg91s/vWL72veOlwx1exzCZhiGYRiGYfqCBSTDMAzDMAzTFywgGYZhGIZhmL5gAckwDMMwDMP0BQtIhmEYhmEYpi9YQDIMwywDRPRCIrqXiO4noreu9noYhmGGCQtIhmGYIUNELoB3AXgRgIsAvIaILlrdVTEMwwwPFpAMwzDD50kA7hdCPCiEaAH4VwDXrvKaGIZhhgYLSIZhmOGzA8Cjxu396j6GYZhTglWZRHPLLbccI6KH+3zZJgDHlmM96wQ+fj5+Pv7l5awhboty7hNtTyK6HsD16uYCEd07xDV0Yi1+nnhNvcFr6o21tqZVXw/9Qdtdvayp8O/iqghIIcTmfl9DRHuFEHuWYz3rAT5+Pn4+/nV1/PsB7DJu7wRwwH6SEOIGADes1KI0a/F88pp6g9fUG2ttTWttPcDga+IQNsMwzPD5FoDziehsIioBeDWAT6zymhiGYYbGqjiQDMMwpzJCiJCIfg7AfwFwAbxbCHHnKi+LYRhmaKwnAbniYZ41Bh//6Q0f/zpDCPEZAJ9Z7XUUsBbPJ6+pN3hNvbHW1rTW1gMMuCYSoi2vm2EYhmEYhmEK4RxIhmEYhmEYpi/WhYA8HUeCEdE+IvouEd1GRHvVfRuI6PNEdJ/6Ob3a6xwWRPRuIjpCRHcY9xUeLxH9qvo83EtEL1idVQ+PguN/GxE9pj4DtxHRi43HTpnjJ6JdRPQlIrqbiO4kop9X95827/9qQET/Zny29hHRbau9JgAgojeo9/VOIvrDNbCewv+Hqw0RvYWIBBFtWuV1vJ2IvqPOz+eI6IzVXI9a0x8R0T1qXR8loqk1sKYfUp/rmIhWtSJ7GLpqzQvI03wk2PcJIa4wyuzfCuBGIcT5AG5Ut08V3gvghdZ9ucer3v9XA7hYveav1edkPfNetB8/APyZ+gxcoXLqTsXjDwG8WQhxIYCnAPhZdYyn0/u/4gghXqU/WwA+DOAjq7wkENH3QU7suUwIcTGAP17lJWna/h+uNkS0C8DzATyy2msB8EdCiMvUZ+lTAH5zldcDAJ8HcIkQ4jIA3wPwq6u8HgC4A8ArAHx1NRcxLF215gUkeCSYybUA3qd+fx+Al6/eUoaLEOKrAE5Ydxcd77UA/lUI0RRCPATgfsjPybql4PiLOKWOXwhxUAjxbfX7PIC7Iae2nDbv/2pCRATghwF8cLXX8v/bu38Quao4iuPfA9EU0ULQjQGLjZBYCf4hNiEQNIiFLKQQIiILWmgwhZVitrAIwiKohYKFuF0ipDBGCEq0sUsiiiFqAjaKMXGjVQpB0RyL+wZGmZmdgZn33sycT7PzdqY4l/dnfu/dO/cCB4FV238C2L7WcJ42ewt4iR4T1NfN9vWuzS20I9Np239Xm2coc7E2yvZF23UtFjDIWOqqaSgg53VJMAOnJX1VrVYBsNX2VShfusBCY+nq0a+983RMHKq6YNa6unBntv2SFoH7gbNk/9dlD7Bu+4emgwA7gT2Szkr6QtKupgNVep2HjZG0BPxi+3zTWTokvSbpZ+Ap2vEEstszwCdNh2iRsVxDp2Ean6GWBJtBu21fkbQAfCbpUtOBWmRejol3gSOUth0B3qBcCGey/ZJuoXSlvmj7enkw1vujPf439e2fBEmfA3f2eGvF9snq9ZPU+PRxUCbKd9JtlKEMu4Djku72hKcL2SBTv/NwojbIdBh4dNIZhs1j+6TtFWBF0ivAIeDVpjNVn1mhDJM5Ouk8w2ZqgbFcQ6ehgBxqSbBZY/tK9feapBOUR87rkrbZvippGzDr3Tv92jsXx4Tt9c5rSe9RxhbBDLZf0k2U4vGo7c5YvLne/+Nge9+g9yVtoozJerCeRIMzSToIfFgVjOck3aCs1/tbU5n+l6/7PJyofpkk3QtsB85XN1l3AV9Lesj2r3Xn6eEYcIoaCsghju9l4HHgkUnfhAybqSXGcg2dhi7suVsSTNIWSbd2XlPuNL+ltHu5+tgy0Ja7mUnp196PgQOSNkvaDuwAzjWQb6KqoqljP+UYgBlrfzUG733gou03u96a6/1fk33AJduXmw5S+Qh4GEDSTuBm4PcmAw04Dxth+4LtBduLthcpxcADkyweNyJpR9fmEtB4j5mkx4CXgSXbfzSdp2XGUle1/gnknC4JthU4Ud1dbgKO2f5U0peULp1nKb+8e6LBjGMl6QNgL3C7pMuUu9dVerTX9neSjgPfU7omXrD9TyPBx6RP+/dKuo/StfAj8BzMZPt3A08DF7qmkjnMHO3/Bh2gHT+e6VgD1lSms/oLWK7rydEAr/c6D+M/ViXdA9wAfgKebzgPwDvAZsoQMIAzthvNJWk/8DZwB3BK0je2a5+GbFx1VVaiiYiIiIiRTEMXdkRERES0SArIiIiIiBhJCsiIiIiIGEkKyIiIiIgYSQrIiIiIiBhJCsiIiIiIGEkKyIiIiIgYSQrIiIiIiBjJv2x+jwElCPJ9AAAAAElFTkSuQmCC
"
>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Gaussian</span>
<span class="c1"># try to be close to the range -7.37, -0.12, with mean -3.17 std 1.5</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1000</span><span class="p">,</span> <span class="mi">1</span><span class="p">):</span>    
    <span class="n">nr</span> <span class="o">=</span> <span class="n">norm</span><span class="o">.</span><span class="n">rvs</span><span class="p">(</span><span class="n">size</span> <span class="o">=</span> <span class="n">n</span><span class="p">,</span> <span class="n">loc</span> <span class="o">=</span> <span class="n">avg</span><span class="p">,</span> <span class="n">scale</span> <span class="o">=</span> <span class="n">stdev</span><span class="p">)</span>
    <span class="k">if</span> <span class="nb">max</span><span class="p">(</span><span class="n">nr</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mf">0.0</span><span class="p">:</span> <span class="c1"># try until all values are below 0</span>
        <span class="k">break</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">nr</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">nr</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">nr</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">nr</span><span class="p">))</span>
</pre></div>

    </div>
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    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>-7.5445865936989325 -0.23389555142975782 -3.417606779447428 1.4419874231616943
</pre>
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</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-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">shapiro</span><span class="p">(</span><span class="n">nr</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">normaltest</span><span class="p">(</span><span class="n">nr</span><span class="p">))</span> <span class="c1"># pvalue is not small, distribution looks normal</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">9</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="n">constrained_layout</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s2">&quot;Gaussian MJ values&quot;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;orig&#39;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">nr</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Gaussian&#39;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">nr</span><span class="p">)</span>
</pre></div>

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<pre>ShapiroResult(statistic=0.9937558770179749, pvalue=0.5261131525039673)
NormaltestResult(statistic=1.3486250705030347, pvalue=0.5095065680413988)
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<pre>(array([ 3.,  6., 11., 22., 35., 36., 47., 23., 16., 11.]),
 array([-7.54458659, -6.81351749, -6.08244839, -5.35137928, -4.62031018,
        -3.88924107, -3.15817197, -2.42710286, -1.69603376, -0.96496466,
        -0.23389555]),
 &lt;BarContainer object of 10 artists&gt;)</pre>
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
"
>
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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># uniform</span>
<span class="nb">print</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">mje</span><span class="p">),</span> <span class="nb">min</span><span class="p">(</span><span class="n">mje</span><span class="p">))</span> <span class="c1"># check inputs are still good</span>
<span class="n">ur</span> <span class="o">=</span> <span class="n">uniform</span><span class="o">.</span><span class="n">rvs</span><span class="p">(</span><span class="n">size</span> <span class="o">=</span> <span class="n">n</span><span class="p">,</span> <span class="n">loc</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">mje</span><span class="p">),</span> <span class="n">scale</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">mje</span><span class="p">)</span><span class="o">-</span><span class="nb">min</span><span class="p">(</span><span class="n">mje</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">ur</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">ur</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">ur</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">ur</span><span class="p">))</span>
</pre></div>

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<pre>210 -0.12 -7.37
-7.333924761378104 -0.19956103827234362 -3.721716495251812 2.0996109934013822
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">shapiro</span><span class="p">(</span><span class="n">ur</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">normaltest</span><span class="p">(</span><span class="n">ur</span><span class="p">))</span> <span class="c1"># pvalues are really small, not normal</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">9</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="n">constrained_layout</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s2">&quot;Uniform MJ values&quot;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;orig&#39;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ur</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Uniform&#39;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">ur</span><span class="p">)</span>
</pre></div>

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<pre>ShapiroResult(statistic=0.9482651352882385, pvalue=7.485652417926758e-07)
NormaltestResult(statistic=142.79453857874867, pvalue=9.830145015943249e-32)
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<pre>(array([20., 20., 25., 20., 20., 17., 20., 24., 16., 28.]),
 array([-7.33392476, -6.62048839, -5.90705202, -5.19361564, -4.48017927,
        -3.7667429 , -3.05330653, -2.33987016, -1.62643378, -0.91299741,
        -0.19956104]),
 &lt;BarContainer object of 10 artists&gt;)</pre>
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># all -1s</span>
<span class="n">cr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">n</span><span class="p">)</span> <span class="o">*</span> <span class="o">-</span><span class="mi">1</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">cr</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">cr</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">cr</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">cr</span><span class="p">))</span>
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<pre>-1.0 -1.0 -1.0 0.0
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">9</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="n">constrained_layout</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s2">&quot;Constant (all negative one) MJ values&quot;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;orig&#39;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">cr</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;constant&#39;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">cr</span><span class="p">)</span>
</pre></div>

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<pre>(array([  0.,   0.,   0.,   0.,   0., 210.,   0.,   0.,   0.,   0.]),
 array([-1.5, -1.4, -1.3, -1.2, -1.1, -1. , -0.9, -0.8, -0.7, -0.6, -0.5]),
 &lt;BarContainer object of 10 artists&gt;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># load actual values used in the ND runs</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="s2">&quot;aa_mje_permuted.txt&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
<span class="n">mje</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="s2">&quot;aa_mje_gaussian.txt&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
<span class="n">nr</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="s2">&quot;aa_mje_uniform.txt&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
<span class="n">ur</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="s2">&quot;aa_mje_allones.txt&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
<span class="n">cr</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">9</span><span class="p">,</span> <span class="mi">8</span><span class="p">),</span> <span class="n">constrained_layout</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s2">&quot;Amino-acid pair potentials (MJE)&quot;</span><span class="p">)</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">mje</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Permuted | &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="o">-</span><span class="mf">0.706</span><span class="p">))</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">nr</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Gaussian | &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="o">-</span><span class="mf">0.700</span><span class="p">))</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">ur</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Uniform | &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="o">-</span><span class="mf">0.573</span><span class="p">))</span>
<span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">cr</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Constant | &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="o">-</span><span class="mf">0.681</span><span class="p">))</span>
<span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">axes</span><span class="o">.</span><span class="n">ravel</span><span class="p">():</span> <span class="n">a</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s2">&quot;mje_variants.png&quot;</span><span class="p">)</span>
</pre></div>

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
"
>
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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;permuted_x&quot;</span><span class="p">)</span>
<span class="n">dirn</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dirname</span><span class="p">,</span> <span class="s2">&quot;permuted_x&quot;</span><span class="p">)</span>
<span class="n">x_ndstats</span> <span class="o">=</span> <span class="n">nd</span><span class="o">.</span><span class="n">get_NDstats</span><span class="p">(</span><span class="n">dirn</span><span class="p">,</span> <span class="n">PIDs</span><span class="p">,</span> <span class="s1">&#39;x_permuted&#39;</span><span class="p">,</span> <span class="n">edv</span><span class="p">)</span>
<span class="n">x_mje_params</span> <span class="o">=</span> <span class="p">{};</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span> <span class="o">=</span> <span class="p">[],[];</span> <span class="n">x_y_pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">num_pids</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">x_res</span> <span class="o">=</span> <span class="n">analyze_E</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">x_ndstats</span><span class="p">,</span> <span class="n">x_mje_params</span><span class="p">,</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span><span class="p">,</span> <span class="n">x_y_pred</span><span class="p">)</span>
</pre></div>

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<pre>permuted_x
x 0.24615384615384617 0.06923076923076922 4.215466365557763
(-0.7065456671382773, 4.837066365760446e-09) 0.49920677975187344 4.183966035594986
(1.0079061212716085, 0.49920677975187333, 0.4787662401499089)
</pre>
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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;gaussian_x&quot;</span><span class="p">)</span>
<span class="n">dirn</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dirname</span><span class="p">,</span> <span class="s2">&quot;gaussian_x&quot;</span><span class="p">)</span>
<span class="n">x_ndstats</span> <span class="o">=</span> <span class="n">nd</span><span class="o">.</span><span class="n">get_NDstats</span><span class="p">(</span><span class="n">dirn</span><span class="p">,</span> <span class="n">PIDs</span><span class="p">,</span> <span class="s1">&#39;x_gaussian&#39;</span><span class="p">,</span> <span class="n">edv</span><span class="p">)</span>
<span class="n">x_mje_params</span> <span class="o">=</span> <span class="p">{};</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span> <span class="o">=</span> <span class="p">[],[];</span> <span class="n">x_y_pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">num_pids</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">x_res</span> <span class="o">=</span> <span class="n">analyze_E</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">x_ndstats</span><span class="p">,</span> <span class="n">x_mje_params</span><span class="p">,</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span><span class="p">,</span> <span class="n">x_y_pred</span><span class="p">)</span>
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<pre>gaussian_x
x 0.2384615384615385 0.07112785388041126 4.292425922408859
(-0.700844666882773, 7.251434236030607e-09) 0.49118324709802497 4.008259782503961
(1.0240544382796337, 0.49118324709802486, 0.47041521636733197)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;uniform_x&quot;</span><span class="p">)</span>
<span class="n">dirn</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dirname</span><span class="p">,</span> <span class="s2">&quot;uniform_x&quot;</span><span class="p">)</span>
<span class="n">x_ndstats</span> <span class="o">=</span> <span class="n">nd</span><span class="o">.</span><span class="n">get_NDstats</span><span class="p">(</span><span class="n">dirn</span><span class="p">,</span> <span class="n">PIDs</span><span class="p">,</span> <span class="s1">&#39;x_uniform&#39;</span><span class="p">,</span> <span class="n">edv</span><span class="p">)</span>
<span class="n">x_mje_params</span> <span class="o">=</span> <span class="p">{};</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span> <span class="o">=</span> <span class="p">[],[];</span> <span class="n">x_y_pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">num_pids</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">x_res</span> <span class="o">=</span> <span class="n">analyze_E</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">x_ndstats</span><span class="p">,</span> <span class="n">x_mje_params</span><span class="p">,</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span><span class="p">,</span> <span class="n">x_y_pred</span><span class="p">)</span>
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<pre>uniform_x
x 0.2326923076923077 0.057916232101444594 4.389036295373702
(-0.5734101513277869, 8.860318687276477e-06) 0.32879920164575527 3.481129185378212
(1.3508717089429578, 0.32879920164575516, 0.3014032506925207)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;allones_x&quot;</span><span class="p">)</span>
<span class="n">dirn</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dirname</span><span class="p">,</span> <span class="s2">&quot;allones_x&quot;</span><span class="p">)</span>
<span class="n">x_ndstats</span> <span class="o">=</span> <span class="n">nd</span><span class="o">.</span><span class="n">get_NDstats</span><span class="p">(</span><span class="n">dirn</span><span class="p">,</span> <span class="n">PIDs</span><span class="p">,</span> <span class="s1">&#39;x_allones&#39;</span><span class="p">,</span> <span class="n">edv</span><span class="p">)</span>
<span class="n">x_mje_params</span> <span class="o">=</span> <span class="p">{};</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span> <span class="o">=</span> <span class="p">[],[];</span> <span class="n">x_y_pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">num_pids</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">x_res</span> <span class="o">=</span> <span class="n">analyze_E</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="n">x_ndstats</span><span class="p">,</span> <span class="n">x_mje_params</span><span class="p">,</span> <span class="n">x_peakQs</span><span class="p">,</span> <span class="n">x_peakEs</span><span class="p">,</span> <span class="n">x_y_pred</span><span class="p">)</span>
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<pre>allones_x
x 0.2461538461538462 0.06032456592830046 3.2683497435252002
(-0.6808597869458702, 2.7916123104433262e-08) 0.4635700494799758 4.276763710023754
(1.0796292938923449, 0.4635700494799757, 0.4416749494587503)
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<h3 id="End-of-notebook">End of notebook<a class="anchor-link" href="#End-of-notebook">&#182;</a></h3><p style="font-family: monospace;">SKLC December 2020</p>
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