output/07_logistic_regression__spam.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -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);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* 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;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">collections</span>
<span class="kn">import</span> <span class="nn">io</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">import</span> <span class="nn">urllib</span>
<span class="kn">import</span> <span class="nn">zipfile</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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">sklearn.metrics</span>
<span class="kn">import</span> <span class="nn">sklearn.datasets</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>

<span class="c1"># Prints numpy arrays nicer</span>
<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">suppress</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Download dataset.</span>
<span class="k">try</span><span class="p">:</span>  <span class="c1"># Prevent redownloading data if code block is repeatedly executed.</span>
    <span class="n">data</span>
<span class="k">except</span> <span class="ne">NameError</span><span class="p">:</span>
    <span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">url</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;https://archive.ics.uci.edu/&#39;</span>
           <span class="o">+</span> <span class="s1">&#39;ml/machine-learning-databases/00228/smsspamcollection.zip&#39;</span><span class="p">)</span>
    <span class="k">with</span> <span class="n">zipfile</span><span class="o">.</span><span class="n">ZipFile</span><span class="p">(</span>
            <span class="n">io</span><span class="o">.</span><span class="n">BytesIO</span><span class="p">(</span><span class="n">urllib</span><span class="o">.</span><span class="n">request</span><span class="o">.</span><span class="n">urlopen</span><span class="p">(</span><span class="n">url</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()))</span> <span class="k">as</span> <span class="n">archive</span><span class="p">:</span>
        <span class="c1"># Uncomment the following lines for a description of the dataset.</span>
        <span class="c1"># with archive.open(&#39;readme&#39;) as f:</span>
        <span class="c1">#     print(f.read().decode(&#39;ISO-8859-1&#39;))</span>
        <span class="k">with</span> <span class="n">archive</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s1">&#39;SMSSpamCollection&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
            <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">l</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">f</span><span class="p">):</span>
                <span class="n">label</span><span class="p">,</span> <span class="n">text</span> <span class="o">=</span> <span class="n">l</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s1">&#39;ISO-8859-1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">maxsplit</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
                <span class="n">words</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">preprocessing</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">text_to_word_sequence</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
                <span class="n">is_spam</span> <span class="o">=</span> <span class="n">label</span> <span class="o">==</span> <span class="s1">&#39;spam&#39;</span>
                <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">words</span><span class="p">,</span> <span class="n">is_spam</span><span class="p">))</span>

    <span class="c1"># Build vocabulary (set of unique words) and assign word ids.</span>
    <span class="c1"># Restrict vocabulary to 300 most frequent words and assign word ids.</span>
    <span class="n">vocab_size</span> <span class="o">=</span> <span class="mi">300</span>
    <span class="n">word_counter</span> <span class="o">=</span> <span class="n">collections</span><span class="o">.</span><span class="n">Counter</span><span class="p">()</span>
    <span class="k">for</span> <span class="n">words</span><span class="p">,</span> <span class="n">is_spam</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
        <span class="n">word_counter</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">words</span><span class="p">)</span>

    <span class="n">sorted_word_counts</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">word_counter</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span>
                                <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="o">-</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]))[:</span><span class="n">vocab_size</span><span class="p">]</span>
    <span class="n">id_to_word</span> <span class="o">=</span> <span class="p">[</span><span class="n">word</span> <span class="k">for</span> <span class="n">word</span><span class="p">,</span> <span class="n">count</span> <span class="ow">in</span> <span class="n">sorted_word_counts</span><span class="p">]</span>
    <span class="n">word_to_id</span> <span class="o">=</span> <span class="p">{</span><span class="n">word</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">word</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">id_to_word</span><span class="p">)}</span>

    <span class="c1"># Transform lists of words into bag-of-words vectors.</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="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)):</span>
        <span class="n">words</span><span class="p">,</span> <span class="n">is_spam</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
        <span class="n">bag_of_words</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">vocab_size</span><span class="p">])</span>
        <span class="c1"># if words:  # The preprocessing turns the SMS &#39;:)&#39; into an empty list.</span>
        <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">words</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">word_to_id</span><span class="p">:</span>
                <span class="n">bag_of_words</span><span class="p">[</span><span class="n">word_to_id</span><span class="p">[</span><span class="n">word</span><span class="p">]]</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">bag_of_words</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">is_spam</span><span class="p">))</span>

<span class="c1"># Perform 60% / 40% training/test split</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
<span class="n">split_index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">*</span> <span class="mf">0.6</span><span class="p">)</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[:</span><span class="n">split_index</span><span class="p">]</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">split_index</span><span class="p">:]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num training examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num testing examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">test_data</span><span class="p">))</span>
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<pre>Num training examples: 3344
Num testing examples: 2230
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Hyperparameters</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">num_epochs</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">num_features</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</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="n">batch_size</span> <span class="o">=</span> <span class="mi">100</span>

<span class="c1"># Model Definition</span>
<span class="n">batch_x</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="n">num_features</span><span class="p">])</span>
<span class="n">batch_y</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">int32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">])</span>

<span class="n">w</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">random_normal</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">num_features</span><span class="p">],</span> <span class="n">mean</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">stddev</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
<span class="n">b</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="mf">0.0</span><span class="p">)</span>

<span class="n">logits</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">tensordot</span><span class="p">(</span><span class="n">batch_x</span><span class="p">,</span> <span class="n">w</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="o">+</span> <span class="n">b</span>
<span class="n">y_prediction</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">greater</span><span class="p">(</span><span class="n">logits</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">tf</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>

<span class="n">loss</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">sigmoid_cross_entropy</span><span class="p">(</span><span class="n">batch_y</span><span class="p">,</span> <span class="n">logits</span><span class="p">)</span>
<span class="c1"># The above equivalent to the following but without numerical instability.</span>
<span class="c1"># loss = tf.reduce_mean(batch_y * -tf.log(tf.nn.sigmoid(logits))</span>
<span class="c1">#                       + (1 - batch_y) * -tf.log(1 - tf.nn.sigmoid(logits)))</span>

<span class="n">train_op</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">GradientDescentOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="p">)</span><span class="o">.</span><span class="n">minimize</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">tf</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span> <span class="k">as</span> <span class="n">sess</span><span class="p">:</span>
    <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">global_variables_initializer</span><span class="p">())</span>

    <span class="c1"># Training</span>
    <span class="n">time_before</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="n">losses</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># Storing losses so we can plot them later</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_epochs</span><span class="p">):</span>
        <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="n">cumulative_loss</span> <span class="o">=</span> <span class="mi">0</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="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">),</span> <span class="n">batch_size</span><span class="p">):</span>
            <span class="n">_batch_x</span><span class="p">,</span> <span class="n">_batch_y</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span> <span class="o">+</span> <span class="n">batch_size</span><span class="p">])</span>
            <span class="n">_loss</span><span class="p">,</span> <span class="n">_train_op</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                <span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">train_op</span><span class="p">),</span>
                <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">_batch_x</span><span class="p">,</span> <span class="n">batch_y</span><span class="p">:</span> <span class="n">_batch_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">_batch_x</span><span class="p">)</span>
        <span class="n">average_loss</span> <span class="o">=</span> <span class="n">cumulative_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Epoch: </span><span class="si">{}</span><span class="s1">, Loss: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">epoch</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">average_loss</span><span class="p">))</span>
        <span class="n">losses</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">average_loss</span><span class="p">)</span>
    <span class="n">time_after</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Training took </span><span class="si">{:.2f}</span><span class="s1">s.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time_after</span> <span class="o">-</span> <span class="n">time_before</span><span class="p">))</span>

    <span class="c1"># Introspection</span>
    <span class="n">_w</span><span class="p">,</span> <span class="n">_b</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">([</span><span class="n">w</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>

    <span class="c1"># Prediction</span>
    <span class="n">train_xs</span><span class="p">,</span> <span class="n">train_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">)</span>
    <span class="n">train_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">train_xs</span><span class="p">})</span>

    <span class="n">test_xs</span><span class="p">,</span> <span class="n">test_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">test_data</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">test_xs</span><span class="p">})</span>
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<pre>Epoch: 5, Loss: 0.10603369587179302
Epoch: 10, Loss: 0.07396499333573443
Epoch: 15, Loss: 0.057934898562579246
Epoch: 20, Loss: 0.03375644248945462
Epoch: 25, Loss: 0.03535765407758536
Epoch: 30, Loss: 0.03347887512816443
Epoch: 35, Loss: 0.022471217928861524
Epoch: 40, Loss: 0.015656608043429783
Epoch: 45, Loss: 0.012167893501857667
Epoch: 50, Loss: 0.013172098006388902
Epoch: 55, Loss: 0.012861155175445213
Epoch: 60, Loss: 0.01583202734427382
Epoch: 65, Loss: 0.015137686851300135
Epoch: 70, Loss: 0.011986706241420538
Epoch: 75, Loss: 0.011080492423367174
Epoch: 80, Loss: 0.030041384383743094
Epoch: 85, Loss: 0.011078202488207487
Epoch: 90, Loss: 0.012141667348464471
Epoch: 95, Loss: 0.009532723034472232
Epoch: 100, Loss: 0.010351274840265464
Training took 2.35s.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Loss over Time&#39;</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="s1">&#39;Epoch&#39;</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="s1">&#39;Loss&#39;</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="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">losses</span><span class="p">)),</span> <span class="n">losses</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Precision on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">precision_score</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Recall on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">recall_score</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;F1-Score on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">f1_score</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">))</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Precision on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">precision_score</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Recall on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">recall_score</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;F1-Score on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">f1_score</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">))</span>

<span class="n">train_num_spam</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)</span>
<span class="n">train_num_spam_prediction</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">train_ys_prediction</span><span class="p">)</span>
<span class="n">train_num_ham</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)</span> <span class="o">-</span> <span class="n">train_num_spam</span>
<span class="n">train_num_ham_prediction</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_ys_prediction</span><span class="p">)</span> <span class="o">-</span> <span class="n">train_num_spam_prediction</span>
<span class="n">test_num_spam</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)</span>
<span class="n">test_num_spam_prediction</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">test_ys_prediction</span><span class="p">)</span>
<span class="n">test_num_ham</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)</span> <span class="o">-</span> <span class="n">test_num_spam</span>
<span class="n">test_num_ham_prediction</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">test_ys_prediction</span><span class="p">)</span> <span class="o">-</span> <span class="n">test_num_spam_prediction</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Class Distribution Actual vs Predicted: Training Data&#39;</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="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</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="mf">3.5</span><span class="p">,</span> <span class="mf">4.5</span><span class="p">],</span>
        <span class="p">[</span><span class="n">train_num_spam</span><span class="p">,</span> <span class="n">train_num_spam_prediction</span><span class="p">,</span>
         <span class="n">train_num_ham</span><span class="p">,</span> <span class="n">train_num_ham_prediction</span><span class="p">],</span>
        <span class="n">tick_label</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Actual Spam&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted Spam&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;Actual Ham&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted Ham&#39;</span><span class="p">],</span>
        <span class="n">color</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</span> <span class="s1">&#39;#CC241D&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Class Distribution Actual vs Predicted: Testing Data&#39;</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="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</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="mf">3.5</span><span class="p">,</span> <span class="mf">4.5</span><span class="p">],</span>
        <span class="p">[</span><span class="n">test_num_spam</span><span class="p">,</span> <span class="n">test_num_spam_prediction</span><span class="p">,</span>
         <span class="n">test_num_ham</span><span class="p">,</span> <span class="n">test_num_ham_prediction</span><span class="p">],</span>
        <span class="n">tick_label</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Actual Spam&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted Spam&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;Actual Ham&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted Ham&#39;</span><span class="p">],</span>
        <span class="n">color</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</span> <span class="s1">&#39;#CC241D&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<pre>Precision on Training data: 0.9977477477477478
Recall on Training data: 0.9910514541387024
F1-Score on Training data: 0.9943883277216611
Accuracy on Training data: 0.9985047846889952

Precision on Testing data: 0.8896103896103896
Recall on Testing data: 0.9133333333333333
F1-Score on Testing data: 0.9013157894736842
Accuracy on Testing data: 0.9730941704035875
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+Lv4pGeQ1l/AE6eZPlDFxGviohvRcSf6wsym/uDVpDXvj+YqtaB7a41IGx6E+UA73rKvfBNk9kPTcRL2ub/ulrXx1JuuflgZs7vkvfMHtPdEmi9VPAnEXFjp47ygHrLho3PrXW/n+28b/WFis+tX4exjm5d+48Gru8x3/9T0zXn+QmMbbcDne9p0pr3x3eb7zrvrZM0D897DerOq19/FRH7RsSWw3wBZge/6fHf1G2/ukXt35GZF3bKWKd5VqdxMyEiVoyIPSPiZ/U3WdTY/h+itK4JU9gHTkcZM8kXhqpfzTMcj2FsRzIwEbE25cDhmY3BCyln2x6s31svQ2s/+DiUcl/w64H31C4j4mLgR5QGFP7UzJCZX4+IrSi3H72hdkTE5cBPgK9k5vkDm8Eu6pnB1erXvs4kZeaDEfEG4DuUP9zP1O6eiDiLct/0sfVM6lQ84izlJPV6N0Zr3EydGeymVZ/x3utxbVv6dgt65H2g9ie7L24FMMfVK4PtjqW8s+HvIuIJmfmXxrjm+zSummT5QxMRS1HOJr+xMfgBypnc1gHOoykH6O37g6k6iXJmd2XK1bDmlZvWVZ6v1WCyacL7oQlqvjA0Kc9WXE85MDu6W0Be9dqWmy+aXadrqsU134/Wz7ZybY9x3azBWDA+jHW0Nd/L0t98P6rxubm9D3q+p0Nr3penv3lvfx/eWyhXTp5GubX9QGBhRJxDaSjgmMy8c0B17aSf/eqybcPXqv3xXg493e9yagVki/3/R8T6lED5yY3B91Kem2nte9am3P4+qX3gdJQx07yio341z+RtPqQyPk8Jcm6h3K6wbmY+KjPXyrEXnbUCrGhmzMz7M/PvKbe0fYqy4d5DuUd6b+DiiPhwe4GZuRflcuy/UloWuZ2ywf8j8H8R0e02kEF6GmNnTK7oN1NmXlTz7kZpReb3lD/iHSgHaX+MiGd2n0JfHhw/iWZCRDwdeEH9um/zTH/jbNwfW8kprT81dQqMliTvogQ5D1K26Y0pDYY8prE/aN0WFF2mMSmZeTcl2AF4W2t43Z42q1/bb1ub9H5oApovDF03M5+Ymdtk5kfGCXKg97bcvBL8qHor1Xjd/CnMR7+GvY625vvXfc7zQNezGdaa9x/3Oe+rNTPX9e2ZlNb0jqS0YLoc5bnJw4FLI+J50zc7E7LE7PvqrbCtAKz9//8oyvHIDZSWAdfOzBUzc+3GPvDu1qQmWYXpKGNGGeioXz9nLLof+NuKI2JZxp4j+EBmHpOZN7alWZrSzGhXmXlRZn4iM7enXCXZgXJLz9LAoRGxWYc8l2fmwZm5I+UM4gsoZ6QA9oyIV09l3vrQfJP5/IlkzPLCwJMy872Z+UzKDvN9lLO+61PO6C8JHt/HuPYzzq2zcivQ3aMnXaPxteoz3uX61vhBXf3qV6fb0XrZo14laWluXxu2Jx6ABxqfJ/Mbtp77OLpu05d3uIIyzLe8twKZ7SKitY62ruZcmJm/65ZxMvuhGTbVdaG17veznU/ErZSrWDCcdbQ131OZZxj8fE+Hqcw7AFlegHlyZv6/zNyc8v/5zjrtdYCv1zsWlhR/q/3H9Uw1vb9Zx///iFiN0hIalFY5v56Zf2tmrLfVrjzZgqejjCWBgY76kpl/pbQQBfCmiHhKv3n73NGtxdjBUMcHZikPHPc6YFpM3Qn/jLIjWUQ5G7HDOHkeysxzKM1uXl0Hv7TfMieq7mj2rF+voDSjOmmZeUtm/hflhWkAm0dEs7GC1oHidP/5/F0f4/6vbXirgYb1e+TtdcZwqvPaqs963db3Gny36n9epzTDUE8MtA66/5nyTqhu3XqUoGN9Fl+X/4+xW8B2nmAV+lm2tzU+d/wN63JdrdO4Rp5uD9CvTO/ff6pajTksRdnnLcXYA/vtDT90NZn90Aw4j8mvCzC2rfTazreb6EQz8wFKs9kwnHW09dzSYyNios8I/oWx2wgHOt/TpDXvT42IjQcxwcy8PTOPodwODvDE2rXM1P9PywW1/+iIaG/QCHh43/rC6ahMRKxIeccalODwx43Rj2PsGL3bMVGv/UjzpFC35T3VMmYFAx1NxL6U5owfBZzUOMvZUUSsHhEn0t9Z99Y7YWDs1pDmtJYB/q1HWct3G0c5uGjdtvHwxt8rT33IvPXH334WeSAi4jGU4LF1ReDj9Y+9n7y95hfKPbYtzfq37pnudnA5LHtHadlpMRHxd4w9FPutttEX1f7jOt0CUZ/pek+PMqc6r623bUP3Vtfey9jZwW9MspzJ2Jly3/RDlHf43NWju47Scg40rgLV57e+Wb/uU+/V7te4y7be/tW6FWO3Lsk+3qOMO2q/29WP/SiB3FDUq0dfq1/fSjlgbTU9/fVOeSazH1oS1N+qNU8fjYgNeqWv+66m1ra7TURs2yH9oxg7oJuoL9f+jhGx4wTy9bP9/5zS7DXA5yNiuV4TbM53fSau1VrZ+6JDQzYRsQnlpNmS6BTK7UoBHB7jNGQTEas3PvdcToz//7NSDSim2xmUd0VBeXaxk/cx3JZMAYiIVSj739ZJtANy8ZZJ72h87nRMtALl3UfdNJ+P6rYNTLWMWcFAR32r9+S+lRIAbApcGKW1r4cfYouIpSNi84j4FPBnOjRr22XadzF2humwiNiudZtNRDyD8s6b5zB2r2i7qyLi4Ih4fvNgo9bta5QHKR9i8TMmv46IIyJi22i0rBSlydYvMvZw3sCaNI2IZWvrNPtT3rnROtv36cxsP9Dv5Q0RcWZEvDciHj5jVpf/yykNEwCcnZnNM+u/r/1VI+L1TJ91gVMj4qm1nstExO6MPWNxAWPPRLScxdgDyMdGxHOiWKoeTM2n9z6sNa+bRsSEz9DVP50D6tc3RsRRUZvUjdJKzQcZa8r3WzkNDVc0tAKWMzJzvAdrYeyAbJe2K3wfpzT2sQZwZkS8vh6UUpf1MyLi0ChNGDe1lu2O45zwaAV/74yIf2xMe/2IOJrSaly3BjN+VPvviYh/aB1cRcRjI+LzlBdHDrsZ2Nbta88EDq6ff1KvcHcymf3QkuJfKc9ArgmcHRFvrQdjAETEWhGxW0R8h0cG9Scydrb8xJpu6Zrv6ZTnH9dicr5KOUCNOu1/aQYVdX/9oYhobxZ73O2/nlh6H+WK5zbALyNi++ZBeEQ8MUpLoOdRnt1sOpjyUPyawE9bV4XqtvMyynz3bBAmIq6M8kzd/F7pBq3u3/6RcoJxR+C0iHhR43eLiNg4Iv4pIi6iPL/RsmNEnBcRH6hpouZp7Ztb+8U/5OINoFxcy1uaRz4zOHSZeT/l2TmA10fEkVFOmLX26f8EfI7Fr0YPTP3f2ywi9qH8/7euUn6p3onRrOt1jK3DR0bECxvLeUtKw01PYuyEbLurGQt23hWL37Y8qDJmh1wCXuZjN7s6yhn4yxh7GVVSzlbewthL61rNEn6d+nbtmnfb1vgO092ScsWolX8hY1d67qcEWVfS4eWCbXV5kHJLwb1tddmrLc+VbeNvays/gcMmsXzmNepxY6O7o5bTnP5VtL1lvG1ae9R0V3YZ3lxWrdbpWsOuA57WYZqnNdLcWZfDlc3lQ5eXaHaY1kaNaW3UNm7bxrhdGHtx3u21vs1l8IQu0395I19SAt3W73op5TmObuvTMpSH8Vt5b23M6+79ziuLv2n7IcaeG2gNOx1YpUO+A+r4+T2W38PLaALr1+MpB2ZJeZ6tnzyPaSzHPdvGbUG5Ras1Pw/Udam5/bRvOxs3xrfW89ayXa+RbmXGDm5aaVtvir+v/n5X0nmbXg34Q4e8rW3oqF6/HZN8YWiH6ZzfqEMCb+iRdsL7oT7r0JqXrutSj7wdl2+XtE+nvNy3OQ+38Mj94iNecEu5RenqRpqFlG299f/w6sa4bfvdj9Txa1KecWrfXy9oDGt/UWpf239N+xrG/mta6+bNLL6fSspV9/a67dSW7k5KcJOUwPEdrXHj/D4T/m3Hmd4jtoku6d/cqG/rt7qZsZdYt7r/17a8skOeBxrD/gZs0aG8ExppFjR+k/0bafp5YWjXl3nS48WklID5K406tO/Tvwt8sX7+5iSW/+GN6Tb//2/nkf//1wNv6TGtl7StW/c21vmFdT5b29gjjiMoTYO38t5D+a+9EvjvQZUxGzqv6GjCMvNMSmtfb6ScpbycskGsQtlhnEG5zezpmfmmLGdR+pnu+ZQ3fB9P2WkuRdngjgdemJmPaOWo4WWUs2u/Aq5hrBnQy4FjgOdmZnsLam8APkG5recvlBZjlqXsDL5FecP3P/dT9y6WojyQuQ5jzTNeR/nDPpzyEOATMvO7XafQ3fcprUEdQ7nF6w7KLYILKPe07wdsmpl/7JB3d0oLd5dS5nfD2g3tdrbM/B7lvucTKetKUJb554Bn5+Jn/Zr5fkx5ydsplAObpSm/72cogfGNnfLVvA9QXux4dC1rJcbmte+HK+s6sF2t+19r3gWU217eCbw0M3s1dTpoe1CWw0OM8zLClsy8lQ63r9VxF1AOcPcBzqHM2yqUA5X5lGeAvt6W5zLKcwnfr+nWYGzZLtNIdxflTPlhlN/gAcoBxYnACzLzm3SRmbdT1pnDKX/OD9b884E3Zub7+pn3AWg+j3MnYy8j7GQy+6ElRmb+gfKSxfdSmti/GViVsr1eDnwb+AfG3l/UzPtnSmtzrd86KNv6CZT99/enUK+bKScF3kK5SvI3yvZ8DyUQ/QzlilQzT9/bf90HP5lym865lMBuNcoB/EV1GrtSmg9vr9uplJMF36Q0ULAcZT/xJUoLpR33bUuKzPwaZd4PoizLeynzfg/lKt1/UoK55hWH0ynPq/0P5dmO2yj/P63f40DK//8FPNLbKdvIJZT9WOs3mey7xCYki3dSArwzKb/1ssBvgQ9Q7kJpvfvq9o4T6U+w+P//UpT//zMp68argQ0y87huE8jMXzDWONKtlOV1O6XZ/a36OHbYp3YXUv4vNqAs64ebRh9AGUu8qBGdJEmSNKdFee/VJpQX8H5xpuujqfGKjiRJkua8KK+T2KR+XRKfpdMEGehIkiRpToiIr0TEm1oNEdRha0TEnow1tHFSjv8SXs0C3romSZKkOSEirmTsRan3Up7Faj6jej7wivpsmGY5Ax1JkiTNCfXVCjtTXlmxNqXxgTsoDRJ8G/hKZi6auRpqkAx0JEmSJI0cn9GRJEmSNHIMdCRJkiSNHAMdSZIkSSPHQEeSJEnSyJmVgU5ErBgRr4mIL0fEnyJiYUTcHREXRcT+EbFyj7x7RMS5EXFXRNwaET+IiBeOU97WNd2tNd+5EfG2cfKsFxHHRMT1tX6XRsQnI2KFyc63JEmSpP7MylbXIuLdwP/Ur38Afk9pHvCFwCrAH4GXZOZNbfkOB/aktJv+E2AFYHsggN0z87sdytoN+BYlKPwlcHPNsxrwuczcu0OeJwNnA2vWul1CacbwicCZwPZTbbowIm4EVgSumcp0JEmSpCXI+sA9mfnYqU5otgY6b6cENYdn5h8aw9cFTgU2B76RmW9qjNsB+ClwC/CCzLysDn8BMB+4B3hCZt7eyPMY4C+UIGq3zDypDl8HOAN4MvB3mTm/rX5nAFsDR2TmnnXYMsDxwK7AJzPzgCkugzuXX375VZ70pCdNZTKSJEnSEuOKK65g0aJFCzJz1alOa1YGOr3UwOUsyptuV83M++rwHwCvBD6UmYe35fkC8EFg78z8XGP4R4BDgO9l5mva8uwKnASckpk7N4ZvBfwauAnYoHnlpgZI1wB3AWtn5gNTmM+LN9lkk00uvvjiyU5CkiRJWqJsuummXHLJJZdk5qZTndasfEZnHBfV/vLAGgAR8Shguzr8hA55WsN2bhu+U488pwILgR3anrtp5Tm5/fa0zPwr8CtgdWCb3rMhSZIkabJGMdB5Yu3fD9xaPz+VEvj8LTOv7ZDngtp/VtvwzdrGP6xeKfo95Tmfp/STZ5yyJEmSJA3IKAY6e9b+jxpXVDao/U5BDpl5N3A7sHpErAIQEasCj+6VrzF8w8awnmV1ySNJkiRpgJaZ6QoMUkTsCLyLcjVnv8aoVnPT9/TIfjelJbVVgAWNPL3y3V37q0ygrE55uoqIbg/h2AqBJEmS1MXIXNGJiKcBx1Gaiv6XzLxonCySJEmSRtRIXNFAL48PAAAgAElEQVSJiMcDP6I85H9YZn6hLcldtb9ij8msVPsL2vK08t3ZR55+yuqUp6tuLU7UKz2b9DMNSZIkaa6Z9Vd06rtufkJ55uUY4BEv8ASurv31ukxjJcpta7dl5gKAzLwTuKNXvsbwq/otq0seSZIkSQM0qwOdiFgZ+CHlysZJwHuy84uB/kR5r85a9epPuy1q/7dtwy9qG98se1ngGZQmpi/tJ884ZUmSJEkakFkb6ETE8sD3gK2AHwNvzMwHO6XNzHuB0+vX13VIsnvtn9w2/NS28U2vojQtfVpmLuyQZ+dax2ad1wFeBNwGnNmprpIkSZKmblYGOhGxNPANyktAfwW8tr7XppfDan/fiNi4Ma0XAO+lNC/95bY8R1OezdklIl7byLM28Nn69XPNDJl5LiWIWRs4pJFnGeBIYFngiMy8f/w5lSRJkjQZs7Uxgg8Au9bPNwNHRkSndHtn5s0AmXlaRHyB8p6dCyPip8BywEspLbW9IzNvb2bOzFsj4p3A8cAJETEfuAXYgfJMz2GZOb9Due8Azgb2jIjtgEuA51JeZnoWcPAk51uSJElSH2ZroLN64/OuXVPBAZRACIDM3CsiLqQESi8F7gNOAw7MzLM6TSAzT4yIFwP7As+nBEeXAF/KzGO75LksIjYHPgW8otbxauBA4KDGi0wlSZIkDUF0fnZfS7qIuHiTTTbZ5OKLu71PVJIkSZpdNt10Uy655JJLur1iZSJm5TM6kiRJktSLgY4kSZKkkWOgI0mSJGnkGOhIkiRJGjkGOpIkSZJGjoGOJEmSpJFjoCNJkiRp5MzWF4ZKkqRJetlBh8x0FTQEP/nXj850FaQlild0JEmSJI0cr+hIkiRp0s7feIOZroKGYMvLrp7pKkyZV3QkSZIkjRwDHUmSJEkjx0BHkiRJ0sgx0JEkSZI0cgx0JEmSJI0cAx1JkiRJI8dAR5IkSdLIMdCRJEmSNHIMdCRJkiSNHAMdSZIkSSPHQEeSJEnSyDHQkSRJkjRyDHQkSZIkjRwDHUmSJEkjx0BHkiRJ0sgx0JEkSZI0cgx0JEmSJI0cAx1JkiRJI8dAR5IkSdLIMdCRJEmSNHIMdCRJkiSNHAMdSZIkSSPHQEeSJEnSyDHQkSRJkjRyDHQkSZIkjRwDHUmSJEkjx0BHkiRJ0sgx0JEkSZI0cgx0JEmSJI2cWRvoRMSWEbFPRJwUEddGREZE9kiffXSnt+XZdpz05/Qob72IOCYiro+IhRFxaUR8MiJWGORykCRJkvRIy8x0BaZgP2CXCaQ/tse4nYA1gV91GX8FcEaX4Y8QEU8Gzq7T/H2d7nOA/YHtI2L7zFzUZ70lSZIkTdBsDnTOBn4LnFe7K4HluyXOzD06DY+I1YA31K/Hdcl+Rrf8XcyjBDlHZOaetZxlgOOBXYGPAQdMYHqSJEmSJmDWBjqZeUjze0RMdlKvowRI52TmZVOtV0RsBWwN3AR8pDU8Mx+IiPcDrwI+GBGfzswHplqeJEmSpEeatc/oDNBbav+rA5reTrV/cvvtaZn5V8ptbKsD2wyoPEmSJEltZu0VnUGIiA2AFwH3A9/qkXTjiDgYWAO4mfK8zo8y86EOaTer/Qu6TOsCYDvgWcD8SVRbkiRJ0jjmdKADvBkI4IeZeUuPdC+sXdPvImK3Dre7bVD713aZVmv4hhOqqSRJkqS+zfVAZ7zb1u4ADgVOBFoBzbOBfwOeD/wkIp6dmXc08qxc+/d0mebdtb9KPxWMiIu7jHpSP/klSZKkuWjOBjoRsQWwCXA7cHKnNJn5G+A3bYNPj4htgJ9Tbnv7R+DgIVZVkiRJ0gTN5cYIWldzvj3Rd9pk5oNAq9W3l7eNvqv2V+ySfaXaX9BnWZt26ujyDh9JkiRJczTQiYilGf/dOeNp3cq2btvwq2t/vS75WsOvmmS5kiRJksYxJwMdYHtKgHIVpbnnyVi99u9uG35R7W/RJV9r+G8nWa4kSZKkcczVQKd129pxmZmTnMZutd/ejPSptb9zRCzfHBER61Ce67kNOHOS5UqSJEkax5wLdCJiRWDX+rXnS0IjYq+IWL9tWETEe4EPAQn8Z3N8Zp5LCWLWZuw5HiJiGeBIYFngiMy8f4qzIkmSJKmLWdvqWkTsBOzXGLRcHX5OY9iBmXkqi3sNpQno8zLzT+MUsxfw7xFxAfAXYAXgmcATgIeAD2bm+R3yvQM4G9gzIrYDLgGeCzwROAtbaZMkSZKGatYGOsBawPM6DH9eW5p2D9+21kcZnwNeBmxKaYp6WeCGmveIzDyvU6bMvCwiNgc+BbyCcgXpauBA4KCJtvImSZIkaWJmbaCTmfOAeZPIt+ME0n4R+OJEy6h5r6Fc2ZEkSZI0zebcMzqSJEmSRp+BjiRJkqSRY6AjSZIkaeQY6EiSJEkaOQY6kiRJkkaOgY4kSZKkkWOgI0mSJGnkGOhIkiRJGjkGOpIkSZJGjoGOJEmSpJFjoCNJkiRp5BjoSJIkSRo5BjqSJEmSRo6BjiRJkqSRY6AjSZIkaeQY6EiSJEkaOQY6kiRJkkaOgY4kSZKkkWOgI0mSJGnkGOhIkiRJGjkGOpIkSZJGjoGOJEmSpJFjoCNJkiRp5BjoSJIkSRo5BjqSJEmSRo6BjiRJkqSRY6AjSZIkaeQY6EiSJEkaOQY6kiRJkkaOgY4kSZKkkWOgI0mSJGnkGOhIkiRJGjkGOpIkSZJGjoGOJEmSpJFjoCNJkiRp5BjoSJIkSRo5BjqSJEmSRo6BjiRJkqSRY6AjSZIkaeTM2kAnIraMiH0i4qSIuDYiMiKyR/oDWmm6dJ/pkXfriPhBRNwaEXdFxLkR8bZx6rdeRBwTEddHxMKIuDQiPhkRK0xlviVJkiSNb5mZrsAU7AfsMol8ZwKXdxh+fqfEEbEb8C1KUPhL4GZge+DYiHhWZu7dIc+TgbOBNYHfA78CngPsD2wfEdtn5qJJ1F2SJElSH2ZzoHM28FvgvNpdCSzfR76jM3NePwVExGOArwBLA7tl5kl1+DrAGcCHI+KUzJzflnUeJcg5IjP3rHmWAY4HdgU+BhzQTx0kSZIkTdysvXUtMw/JzP0z8+TMvHFIxbwbWBX4XivIqWX/FfhI/frhZoaI2ArYGripkYbMfAB4P3A/8MEa+EiSJEkaglkb6EyTnWr/hA7jTgUWAju0PXfTynNy++1pNUD6FbA6sM2A6ypJkiSpmouBznYRcXhEHBUR+0bElj3Sblb7F7SPyMz7KM/frAA8pZ88bcOfNYE6S5IkSZqAuXj71Fvbvh8YEScCe2TmXa2BEbEq8Oj69dou07qW0sjAhpTnhQA26CMPNY8kSZKkIZhLgc7lwN7AD4GrKLePvRj4LLAbpcGBXRvpV258vqfLNO+u/VU65JtInq4i4uIuo57UT35JkiRpLpozgU5mHtc26G7g6xHxc+B3wGsi4vmZec70106SJEnSIM3FZ3QWk5k3AMfUr69ojLqr8XnFLtlXqv0FHfJNJE+v+m3aqQOu6Ce/JEmSNBfN+UCnuqz2120NyMw7gTvq1/W65GsNv6ox7OpJ5JEkSZI0QAY6xeq1f3fb8Itqf4v2DBGxLPAMShPTl/aTp234b7uMlyRJkjRFcz7QiYhgrBGC9iahT6393TtkfRWlaenTMnNhhzw7R8TybWWtA7wIuA04cyr1liRJktTdnAh0ImKtiPh/EbFK2/CVgf8EngfcCJzUlvVo4E5gl4h4bSPf2pTW2gA+18yQmedSgpi1gUMaeZYBjgSWBY7IzPsHMGuSJEmSOpi1ra5FxE7Afo1By9XhzVbTDszMUykNAHwJ+ExEnAfcAKxFuY1sDeB2YPfMXKxJ6My8NSLeCRwPnBAR84FbgB2A1YDDMnN+h+q9Azgb2DMitgMuAZ4LPBE4Czh48nMuSZIkaTyzNtChBCrP6zD8eW1poAQnhwDPB54CvBB4EPgLMA/4fGZe16mQzDwxIl4M7FvzL0cJXL6Umcd2yXNZRGwOfIrSktuulEYKDgQOysxF/c+mJEmSpImatYFOZs6jBCn9pF0A7DOFss4EXjnBPNdQruxIkiRJmmZz4hkdSZIkSXOLgY4kSZKkkWOgI0mSJGnkGOhIkiRJGjkGOpIkSZJGjoGOJEmSpJFjoCNJkiRp5BjoSJIkSRo5BjqSJEmSRo6BjiRJkqSRY6AjSZIkaeQY6EiSJEkaOQY6kiRJkkaOgY4kSZKkkWOgI0mSJGnkGOhIkiRJGjkGOpIkSZJGjoGOJEmSpJFjoCNJkiRp5BjoSJIkSRo5BjqSJEmSRo6BjiRJkqSRY6AjSZIkaeQY6EiSJEkaOQY6kiRJkkaOgY4kSZKkkWOgI0mSJGnkGOhIkiRJGjkGOpIkSZJGjoGOJEmSpJFjoCNJkiRp5BjoSJIkSRo5BjqSJEmSRo6BjiRJkqSRY6AjSZIkaeQY6EiSJEkaOQY6kiRJkkaOgY4kSZKkkWOgI0mSJGnkzNpAJyK2jIh9IuKkiLg2IjIiskvapSLiRRHx2Yg4PyIWRMSiiLgiIo6KiCd0ybdta7pdunN61G+9iDgmIq6PiIURcWlEfDIiVhjUMpAkSZLU2TIzXYEp2A/Ypc+0TwR+WT/fCJwOPAhsBbwXeFNE7JiZZ3TJfwXQadwVnRJHxJOBs4E1gd8DvwKeA+wPbB8R22fmoj7rLkmSJGmCZnOgczbwW+C82l0JLN8lbQI/BT4D/DwzEyAilgeOAvYAvhYRT87M+zvkPyMz95hA3eZRgpwjMnPPWtYywPHArsDHgAMmMD1JkiRJEzBrb13LzEMyc//MPDkzbxwn7RWZ+bLMPL0V5NThi4B/BO4ANgBeONV6RcRWwNbATcBHGmU9ALwfuB/4YA18JEmSJA3BrA10BiUz7wUurV8fN4BJ7lT7J7ffnpaZf6XcxrY6sM0AypIkSZLUwZy/qhARSwEb1q/drgxtHBEHA2sAN1Oe1/lRZj7UIe1mtX9Bl2ldAGwHPAuYP5k6S5IkSeptzgc6wBuBtYG/AWd1SfNCHnlb2+8iYrfMvKxt+Aa1f22XabWGb9hlvCRJkqQpmtOBTkSsDxxev+7foSW0O4BDgROBVkDzbODfgOcDP4mIZ2fmHY08K9f+PV2Kvbv2V+mzjhd3GfWkfvJLkiRJc9GcDXQiYiXgJErraN/NzKPa02Tmb4DftA0+PSK2AX4OvIjSmMHBQ66uJEmSpAmYk40RRMSywLcp77Y5A3jTRPJn5oPAIfXry9tG31X7K3bJvlLtL+izrE07dXR5h48kSZKkIQQ6EfGniNg7ItYa9LQHoTY+cCzwSuBCYOfa8tpEtW5lW7dt+NW1v16XfK3hV02iTEmSJEl9GMYVnY0pVzuuiYjjI2KHIZQxFV+kNEBwKfDyzLx9ktNZvfbvbht+Ue1v0SVfa/hvJ1muJEmSpHEMI9B5AnAQpRWz3YEfR8SfI+JfI6L96se0iohPU56puRp4aWbeNIXJ7Vb77c1In1r7O0fE8m3lr0N5ruc24MwplC1JkiSph4EHOpl5VWbuR2k++dXAKcD6wKeBqyLiOxGxY0TEoMvuJSI+BHyc8q6cHTLz6nGyEBF71ZbZmsMiIt4LfAhI4D+b4zPzXEoQszZjz/EQEcsARwLLAkdk5v1TmyNJkiRJ3Qyt1bX6Ms1TgFMi4rHAO4F3AbtQAqDrIuLLwFcy85qJTj8idgL2awxarg4/pzHswMw8NSKeDXyuDvsL8PEucdbRmXlG4/tewL9HxAU13wrAMylXrR4CPpiZ53eYzjuAs4E9I2I74BLgucATKe/qsZU2SZIkaYimpXnpzLwROCgiDgE+S7kash7wCWDfiPg+8MnMnMhzK2sBz+sw/HltaQBWA1qRzQtq18l8SitsLZ8DXgZsCmxCuRpzA3Ac5arMeZ0mkpmXRcTmwKeAVwC7Um6XOxA4qMP7eiRJkiQN0LQEOhGxHuWKzjspt7EBnAucDryeEgi8KiJel5nf72eamTkPmNdn2vmMBTp9y8wvUhovmLB6leodk8krSZIkaWqG9h6diFgqInaJiFMot30dADwG+B9gi8x8fmb+a2Y+GXgz5XmXTw+rPpIkSZLmjoFf0YmIJwDvBvYAHku5kvJb4CjguMy8qz1PZn4jInYDdh50fSRJkiTNPcO4de3y2l8EfBU4KjPP6ZG+5XbKMzCSJEmSNCXDuHXtUuDDwOMyc48+gxyA92CgI0mSJGkABn5FJzOfPsl8CTw44OpIkiRJmoMGfkWnvlBzxYhYukeapWuaaX1pqCRJkqS5YRi3rn0IWABs1yPNdjXNPw2hfEmSJElz3DACnV2BazPzp90S1HHXAbsNoXxJkiRJc9wwAp2nAL/vI93valpJkiRJGqhhBDqPBu7oI90dwOpDKF+SJEnSHDeMQOcG4Jl9pHsm8LchlC9JkiRpjhtGoDMf2CQidu+WICJ2AzYFfj6E8iVJkiTNccMIdA4F7geOi4jDI2KTiFi+dptExOHA12qaQ4dQviRJkqQ5bhgvDL0kIvYAjqE0H93ehHQAi4B3ZebvBl2+JEmSJA3jig6Z+U3g2cCXgSuBB2p3JfA/wOaZ+bVhlC1JkiRJA7+i05KZfwL+YVjTlyRJkqRuhnJFR5IkSZJm0tCu6ABExFKUd+Us3y1NZl4/zDpIkiRJmnuGEuhExN8BHwdeSI8gB8hh1UGSJEnS3DXwICMidgS+BywN3AFcCiwYdDmSJEmS1M0wrqZ8gvLsz78AR2Tm/UMoQ5IkSZK6Gkag80zgnMz83BCmLUmSJEnjGkara3cDVw1hupIkSZLUl2EEOj8DthzCdCVJkiSpL8MIdD4KrB4R/1abl5YkSZKkaTWMZ3TeDJwM7AO8LiJOB64FHuqQNjPz4CHUQZIkSdIcNoxA59OU9+ME8OTadZOAgY4kSZKkgRpGoPOeIUxTkiRJkvo28EAnM7886GlKkiRJ0kTYWIAkSZKkkTOMW9cAqC2uvRLYClgTODczj63j1gHWAC7NzAeGVQdJkiRJc9NQAp2IeAFwHLARpVGCBB4FHFuTvBj4JrA78J1h1EGSJEnS3DXwW9ci4mnAj4H1gf8E3kQJdpq+D9wL7Dbo8iVJkiRpGFd09gdWAl6VmT8EiIivNxNk5qKIuADYYgjlS5IkSZrjhtEYwXaU53F+OE66a4HHDaF8SZIkSXPcMAKd1YCr+0i3IrDcEMqXJEmSNMcNI9C5CXhSH+meDlwzhPIlSZIkzXHDCHTmA5tHxEu6JYiIVwMbAz8dQvmSJEmS5rhhBDoHA/cD342I90TEWq0REbFKRLwNOAa4BzhsCOVLkiRJmuMGHuhk5h+ANwPLAkcBN1Leo/M24HZKkPMo4K2Z+efJlhMRW0bEPhFxUkRcGxEZEdlHvj0i4tyIuCsibo2IH0TEC8fJs3VNd2vNd24N2HrlWS8ijomI6yNiYURcGhGfjIgVJjqvkiRJkiZmGFd0yMwTgWdR3qNzOeUKz0OURgq+DGyWmVN9Ueh+lKtHuwKP7ydDRBxOCbSeAZwGnAu8FPhlRLymS57dgF8ArwB+C/yIctvdsRHx713yPBn4DbAHcAvwPWBpStPbp0XE8n3NoSRJkqRJGcZ7dACoV2s+MKzpA2dTAo/zancl0DWAiIgdgD0pgccLMvOyOvwFlOeKjomI+Zl5eyPPY4CvUIKU3TLzpDp8HeAM4MMRcUpmzm8rbh6wJnBEZu5Z8ywDHE8JzD4GHDDpOZckSZLU01Cu6EyHzDwkM/fPzJMz88Y+svxz7X+6FeTU6ZxNucVuNeBdbXneDawKfK8V5NQ8fwU+Ur9+uJkhIrYCtqa0PveRRp4HgPdTrm59sAY+kiRJkoZg1gY6ExERj6K8yBTghA5JWsN2bhu+U488pwILgR3anrtp5Tk5Mxc1M9QA6VfA6sA2/dVekiRJ0kQNPNCJiPsm0C0af4oD8VTKbW1/y8xrO4y/oPaf1TZ8s7bxD8vM+4DfAysAT+knzzhlSZIkSRqQYdw+dROllbV2SwFrU553AbhuCGV3s0HtdwpyyMy7I+J2YPWIWCUzF0TEqsCje+Wrw58DbEh5XmjcshrDN+y38pIkSZImZuCBTmau121cRCwLbA98HjgfeOugy+9i5dq/p0eauynP6awCLGjk6ZXv7tpfZQJldcrTVURc3GXUk/rJL0mSJM1F0/qMTmben5k/ojzH8hpg7+ksX5IkSdLcMCMtf2XmnyPiHEqrZodOQ5F31f6KPdKsVPsL2vK08t3ZR55+yuqUp6vM3LTT8HqlZ5N+piFJkiTNNTPZ6trdjD3PMmxX137H2+oiYiXKbWu3ZeYCgMy8E7ijV77G8Kv6LatLHkmSJEkDNCOBTkSsD7yI0nDBdPgTsAhYKyIe32H8FrX/27bhF7WNf1h93ugZlCamL+0nzzhlSZIkSRqQgd+6FhFv6jF6ZUpTzG+jtGj2X4Muv5PMvDciTgdeCbwOOLwtye61f3Lb8FOBF9fxx7WNexWlaelTMnNhW579gZ0jYvnmu3QiYh1KgHcbcObk50iSJElSL8N4Ruc4Ojcv3RK1/3VKQDBdDqMEOvtGxKmZeRlARLwAeC9wO/DltjxHAx8HdomI12bmSTXP2sBna5rPNTNk5rkRcSawNXAIsFfNswxwJLAscERm3j/4WZQkSZIEwwl0DqJ7oHMfcAPwi1agMVkRsROwX2PQcnX4OY1hB2bmqQCZeVpEfAHYE7gwIn5a87yUEny9IzNvb5aRmbdGxDuB44ETImI+cAuwA+WZnsMyc36H6r0DOBvYMyK2Ay4Bngs8ETgLOHgKsy5JkiRpHMN4j86+g55mF2sBz+sw/HltaR6WmXtFxIXABygBzn3AaZSA6KxOhWTmiRHxYmBf4PmU4OgS4EuZeWyXPJdFxObAp4BXALtSGik4EDioeTubJEmSpMGbkealByEz5wHzpiNfZp5Jue1tInmuoVzZkSRJkjTNZrJ5aUmSJEkaimG0unbp+Km6ysx86sAqI0mSJGlOGsata0+u/WSshbV2vcZJkiRJ0pQM49a15YAvAfdQml5+DrBm7bYE/h24u6ZZjtLccrOTJEmSpCkZxhWd91HeS/PizPx127hbgd9ExInAL4HLMvOLQ6iDJEmSpDlsGFd03gfM7xDkPKyOm08JiCRJkiRpoIYR6DyRcuVmPLfWtJIkSZI0UMMIdG4DtomI5bslqONeVNNKkiRJ0kANI9D5HvB44PiIWL99ZB32LWDdmlaSJEmSBmoYjRHsC2wH7Ay8MiJ+DVxVx20IbEVpXe0yYL8hlC9JkiRpjht4oJOZt0bEC4FDgDcDW9euZRHwFeCjmXnLoMuXJEmSpGFc0SEzbwXeExEfAp4LPK6OugE4LzMXDKNcSZIkSYIhBTotmXkX8PNhliFJkiRJ7YYa6ETEo4EtgDWBq3u9W0eSJEmSBmUYra4REWtExP8CNwGnAd+k8XLQiHhXRNwUEVt3m4YkSZIkTdbAA52IWB04E3gL8Cfgv4FoS/YdYHVg90GXL0mSJEnDuKLzceApwL8Bm2Xm+9sT1MYKfge8ZAjlS5IkSZrjhhHo7Apclpn7ZWb2SHc55cWikiRJkjRQwwh0Hg9c1Ee6h4BHD6F8SZIkSXPcMAKdBcA6faR7EvC3IZQvSZIkaY4bRqBzHvDciNioW4KIeCawOXDWEMqXJEmSNMcNI9D5ErACcGJEPKV9ZEQ8AfgqpSW2/xhC+ZIkSZLmuIEHOpn5A+AwyhWbP0TE74EEXhYR51OanH4W8NnM/OWgy5ckSZKkobwwNDP3Bt4M/AHYhHL15nGU4OdK4O2Z+bFhlC1JkiRJywxrwpn5DeAbEbEusBElqLo2M68aVpmSJEmSBEMIdCLis8DtmXkQQGbeANww6HIkSZIkqZth3Lq2F7DFEKYrSZIkSX0ZRqBz3RCmKUmSJEl9G0ag813gJRGx8hCmLUmSJEnjGkag8wngeuCU+mJQSZIkSZpWw2h17QRgAfBi4MKIuAa4GljYIW1m5suHUAdJkiRJc9gwAp0dGp8D2KB2neQQypckSZI0xw0j0Nl4CNOUJEmSpL4NPNDJzCsGPU1JkiRJmohhNEYgSZIkSTNqyoFORJweER/pMm6DiHjMVMuQJEmSpIkYxBWdbYGndRn3F+DQAZQhSZIkSX0b9q1rUTtJkiRJmjY+oyNJkiRp5MyZQCcito2I7KPbv5HngHHSfqZHeVtHxA8i4taIuCsizo2It03P3EqSJElz2zDeo7OkuhE4tsu4pYG31M+/6jD+TODyDsPP7zSxiNgN+BYlkPwlcDOwPXBsRDwrM/eeQL0lSZIkTdCcCXQy84/AHp3GRcQrKYHONcD8DkmOzsx5/ZRTW5n7CiV42i0zT6rD1wHOAD4cEadkZqdyJEmSJA3AoG5de3tEPNjeAdltXO0eGFD5U9W6mvO1zMwpTuvdwKrA91pBDkBm/hVoNcP94SmWIUmSJKmHQV3RmWzLajPeIltErATsUr9+dQCT3Kn2T+gw7lRgIbBDRKyQmQsHUJ4kSZKkNlMOdDJztjdo8FpgJeA3mXlJlzTbRcSzgRWAa4H/3969x01SlIce/z1yh+UmQkJA2YisFwgqGFhBkCASUUAQjEGj2QBGFM/ReIk5CeoaE0WPoJ6D0UTkcgJoCBBREASCK4gSRJCrkZugIKiwArvLZRWe80fVsM3szLzz3pee3/fzmU+/U9XVXd1vd80809XV52Vmz/tzgBfW6VXdGZm5PCKuB14CzAOunVTNJUmSJPU0MvfoDNDptjboas6bu95/NCLOBBZk5tJOYkRsAGxY397ZZ1l3UgKdrTDQkSRJkqbFSAc6EbE5ZTS0x4Av95jlFuB9wHnAHcDGwO7AJ4GDKAMOHNiYf07j74f6rHZZna4/ZB1v6JO19TDlJUmSpFE00oEOcAglWDk/M+/pzszMU7qSlq9rMBkAACAASURBVAGnRcS3gOuAAyJifmZePv1VlSRJkjSsp/r9NZM1TLe1lWTm3cCJ9e2rGllLG3+v26f4enW6ZMh1bdvrBdw6njpLkiRJo2RkA52IeD7wYkpw8tUJLOLmOt28k5CZDwIP1Ldb9inXSb9jAuuUJEmSNISRDXRYMcDAWZnZ736aQTau02Vd6dfU6Q7dBSJiDWA7yhDTN01gnZIkSZKGMJKBTkQE8Mb6dtzPzqnlO4MQdA8jfW6dHtyj6L6UIaov8hk6kiRJ0vQZyUAH2I0yvPNdwMW9ZoiITSPiyIhYvyt9DvB5YGfgHuCsrqLHAw8Cr42I1zXKbUYZrQ3gmKnYCEmSJEm9jeqoa51BCE7LzMf7zLMecBxwdER8H7gb2JTSJW0T4H7g4O5ub5m5OCIOBU4HzoiIRcB9wF7ARsCxmbloajdHkiRJUtPIBToRsRYrupV1Dx/ddB/wCWA+MA/YhfK8nZ8AJwGfzsy7ehXMzDMjYnfgqFp+TeBG4LjMPHkKNkOSJEnSACMX6GTmo8DTh5hvCfA3k1jPZcA+Ey0vSZIkaeJG9R4dSZIkSS1moCNJkiSpdQx0JEmSJLWOgY4kSZKk1jHQkSRJktQ6BjqSJEmSWsdAR5IkSVLrGOhIkiRJah0DHUmSJEmtY6AjSZIkqXUMdCRJkiS1joGOJEmSpNYx0JEkSZLUOgY6kiRJklrHQEeSJElS6xjoSJIkSWodAx1JkiRJrWOgI0mSJKl1DHQkSZIktY6BjiRJkqTWMdCRJEmS1DoGOpIkSZJax0BHkiRJUusY6EiSJElqHQMdSZIkSa1joCNJkiSpdQx0JEmSJLWOgY4kSZKk1jHQkSRJktQ6BjqSJEmSWsdAR5IkSVLrGOhIkiRJah0DHUmSJEmtY6AjSZIkqXUMdCRJkiS1joGOJEmSpNYx0JEkSZLUOgY6kiRJklrHQEeSJElS64xUoBMRiyIiB7xe1afcgoi4IiKWRsTiiPhGROwyxrp2rfMtruWuiIi3TM+WSZIkSWpafbYrMEvOBJb2SL+rOyEiPgO8C3gYuABYG3glsHdEHJyZX+1R5iDg3yiB5CXAvcArgJMjYvvMfN9UbYgkSZKklY1qoPO+zLx9rJkiYi9KkHMf8NLMvLmmvxRYBJwYEYsy8/5GmacDJwCrAQdl5lk1/XeA7wDvjYhzMnPRlG6RJEmSpCeMVNe1CXhPnf5DJ8gByMzvAV8ANgIO6ypzOLABcHYnyKllfgH8dX373mmrsSRJkiQDnX4iYh1gz/r2jB6zdNL260p/zYAy5wKPAHtFxNqTrqQkSZKknka169phEbEJ8DhwE/DVzPxp1zzPBdYCfpWZd/ZYxlV1un1X+gu78p+Qmcsj4nrgJcA84NoJ1l+SJEnSAKN6Reco4O3AkcBngVsi4oNd8zyrTnsFOWTmMuB+YOOIWB8gIjYANhxUrpG+1cSqLkmSJGkso3ZF5xLgeOC7wN3AM4GDKYHP30fEg5n52TrvnDp9aMDyllHu01kfWNIoM6jcsjpdf5gKR8QNfbK2Hqa8JEmSNIpG6opOZn4oM0/JzNsy8+HMvCkzPwYcUGdZWO/NkSRJkvQUNmpXdHrKzAsi4krKvTM7U4aO7jxnZ90BRder0yV12nw2z7rAg0OUGatu2/ZKr1d6XjDMMiRJkqRRM1JXdMbQGT568zrtDE6wZa+ZI2I9Sre1X2fmEoDMfBB4YFC5Rvodk6qtJEmSpL4MdFbYuE4799D8GHgU2DQitugx/w512j1y2jVd+U+IiDWA7ShDTN80qdpKkiRJ6stAB4iITYHd6turADLzYeDimvb6HsUOrtOvd6Wf25XftC+wNnBRZj4y4QpLkiRJGmhkAp2I2CUiDoiI1brS5wL/Qbl35mtdz8w5tk6PiohtGmVeCryNMrz0l7pWdTzl3pzXRsTrGmU2Az5Z3x4z6Q2SJEmS1NcoDUYwDzgRuCcirqIEKVsBO1KustwAvLVZIDMviojPAu8CfhgRFwJrAq8EAviLzLy/q8ziiDgUOB04IyIWAfcBe1Hu6Tk2MxdN10ZKkiRJGq1A57+Az1NGVftDyj05y4AfAv8OfL52V3uSzHx3RPwQeCclwFkOXAR8NDO/22tFmXlmROxOeT7PfEpwdCNwXGaePNUbJkmSJOnJRibQycwfAe+YYNmTgJPGWeYyYJ+JrE+SJEnS5IzMPTqSJEmSRoeBjiRJkqTWMdCRJEmS1DoGOpIkSZJax0BHkiRJUusY6EiSJElqHQMdSZIkSa1joCNJkiSpdQx0JEmSJLWOgY4kSZKk1jHQkSRJktQ6BjqSJEmSWsdAR5IkSVLrGOhIkiRJah0DHUmSJEmtY6AjSZIkqXUMdCRJkiS1joGOJEmSpNYx0JEkSZLUOgY6kiRJklrHQEeSJElS6xjoSJIkSWodAx1JkiRJrWOgI0mSJKl1DHQkSZIktY6BjiRJkqTWMdCRJEmS1DoGOpIkSZJax0BHkiRJUusY6EiSJElqHQMdSZIkSa1joCNJkiSpdQx0JEmSJLWOgY4kSZKk1ll9tisgST/Y5lmzXQVNgx1v/ulsV0GSNMIMdDRhe3/sE7NdBU2DC/72A7NdBUmSpEmz65okSZKk1jHQkSRJktQ6BjqSJEmSWmdkAp2IWDciDoiIL0XEjyPikYhYFhHXRMSHImJOjzILIyIHvI4esL5dI+IbEbE4IpZGxBUR8Zbp3UpJkiRJMFqDEbwR+GL9+0fA14ANgF2AjwCHRMTLM/OXPcpeBtzSI/0HvVYUEQcB/0YJJC8B7gVeAZwcEdtn5vsmsyGSJEmSBhulQOc3wL8An8nMH3USI2Jz4FzgxcBnKAFRt+Mz86RhVhIRTwdOAFYDDsrMs2r67wDfAd4bEedk5qKJb4okSZKkQUam61pmnpyZb2sGOTX9buDI+vZ1EbHmJFd1OOVK0dmdIKeu5xfAX9e3753kOiRJkiQNMDKBzhiuqdO1gE0muazX1OkZPfLOBR4B9oqItSe5HkmSJEl9jFLXtUGeXae/ARb3yN8zIl4ErA3cCZyXmT3vzwFeWKdXdWdk5vKIuB54CTAPuHZStZYkSZLUk4FO8a46PT8zH+2R/+au9x+NiDOBBZm5tJMYERsAG9a3d/ZZ152UQGcrDHQkSZKkaTHygU5EvBo4jHI154Nd2bcA7wPOA+4ANgZ2Bz4JHEQZcODAxvzNIaof6rPKZXW6/pD1u6FP1tbDlJckSZJG0UgHOhHxPOAUIID3Z+Y1zfzMPKWryDLgtIj4FnAdcEBEzM/My2ekwpIkSZKGMrKDEUTEFsD5lKs0x2bmZ4ctW0dqO7G+fVUja2nj73X7FF+vTpcMua5te72AW4etryRJkjRqRjLQqc+6uYByn8yJlO5p43VznW7eScjMB4EH6tst+5TrpN8xgXVKkiRJGsLIBToRMYdyz80LgLOAt2ZmTmBRG9fpsq70Tve3HXqsew1gO8oQ0zdNYJ2SJEmShjBSgU5ErAWcDewEfBM4JDMfm8ByghWDEHQPI31unR7co+i+lCGqL8rMR8a7XkmSJEnDGZlAJyJWA74M7AlcCrwuM5cPmH/TiDgyItbvSp8DfB7YGbiHclWo6XjgQeC1EfG6RrnNKKO1ARwzyc2RJEmSNMAojbr2TlZchbkX+KdyYWYl78vMeymDBhwHHB0R3wfuBjaldEnbBLgfODgznzSMdGYujohDgdOBMyJiEXAfsBewEWXgg0VTu2mSJEmSmkYp0Nm48feBfeeChZRA6D7gE8B8YB6wC/AY8BPgJODTmXlXrwVk5pkRsTtwVC2/JnAjcFxmnjyprZAkSZI0ppEJdDJzISWIGXb+JcDfTGJ9lwH7TLS8JEmSpIkbmXt0JEmSJI0OAx1JkiRJrWOgI0mSJKl1DHQkSZIktY6BjiRJkqTWMdCRJEmS1DoGOpIkSZJax0BHkiRJUusY6EiSJElqHQMdSZIkSa1joCNJkiSpdQx0JEmSJLWOgY4kSZKk1jHQkSRJktQ6BjqSJEmSWsdAR5IkSVLrGOhIkiRJah0DHUmSJEmtY6AjSZIkqXUMdCRJkiS1joGOJEmSpNYx0JEkSZLUOgY6kiRJklrHQEeSJElS6xjoSJIkSWodAx1JkiRJrWOgI0mSJKl1DHQkSZIktY6BjiRJkqTWMdCRJEmS1DoGOpIkSZJax0BHkiRJUusY6EiSJElqHQMdSZIkSa1joCNJkiSpdQx0JEmSJLWOgY4kSZKk1jHQkSRJktQ6BjqSJEmSWsdAZ5pExDoR8fcRcVNEPBIRP4+IEyJii9mumyRJktR2BjrTICLWBi4GPgjMAc4Gfgb8BXB1RDx7FqsnSZIktZ6BzvQ4CpgPfA+Yl5lvyMydgfcCmwInzGblJEmSpLYz0JliEbEm8M769sjMXNrJy8xjgWuBl0fEjrNRP0mSJGkUGOhMvV2BDYFbM/PqHvln1Ol+M1clSZIkabQY6Ey9F9bpVX3yO+nbz0BdJEmSpJG0+mxXoIWeVad39snvpG81zMIi4oY+Wc+79dZb2XbbbcdTtyl1x733ztq6NX22PfX/zfg6H/np3TO+Tk2/tWexfdJgtt/tNBvtN9iGt9VsteG33norwDOnYlkGOlNvTp0+1Cd/WZ2uP8n1PP7oo48uu/HGG382yeVobFvX6a2zWosZcuMvfznbVWizkTqWuPHG2a6BNFLnnO33tBup42kW2/Bn0v979LgY6KziMtOfRGdZ56qa/wtNlseSNLM85zSVPJ6eerxHZ+p1Rllbt0/+enW6ZAbqIkmSJI0kA52p99M63bJPfif9jhmoiyRJkjSSDHSm3jV1ukOf/E76tTNQF0mSJGkkGehMvcuAB4CtI+JFPfIPrtOvz1yVJEmSpNFioDPFMnM5cFx9+7mI6NyTQ0S8h/L8nG9n5g9mo36SJEnSKIjMnO06tE5ErA0sAnYG7gYupTw3Z2fgV8D8zLxt1iooSZIktZyBzjSJiHWA/wW8kTIe+GLgfOCDmdnvYaKSJEmSpoCBjiRJkqTW8R4dSZIkSa1joCNJkiSpdQx0JEmSJLWOgY4kSZKk1jHQkSRJktQ6Bjoat4jYKSKyvj402/WZahGxR922k8ZZbpuI+EJE3BwRj0TE0oi4LSIuiIijIuI501TlGdX433dej0fE/RFxaUQcHhGxCtRxYa3bgq70RTV97qxUbIIi4vaIGNcQmRGxQUR8OCKuioglEfFoRNwZEd+LiE9FxO7TVV899diu9yzTaS/2GDDP3DrP7VNQzVljuz7zxtuuN7Z/4TDLfartj+lioKOJeHPj7zdN1UIjYsEwJ/GqKCL2Bq4B3gasB1wMfA24E3gZ8FHg4Fmr4PQ4ub5OBW4EdgW+CJw2m5Wabv0+bFclEfEsyvG4EJgHXAGcCVwPbAO8F/jb2aqfVkm26wLb9QWzXRdNrdVnuwJ6aomINYA/rW/vAeZFxM6Z+V+zWK1ZVR8O+6/AOsDHgIWZ+ZtG/nrAa4Fls1PD6ZGZC5rvI+KVwDeAP42IUzPznFmp2GBvAdYF7prtikyz44C5wDeBN2bm4k5GRDwN2APYflZqplWO7bo6bNfVNl7R0Xi9CngGcBnwTzXtzf1nHwkvAzYD7srMv2sGOQCZuSwzT8vMs2enejMjMy+kBHwAB8xmXfrJzJ9m5n93/4/apAbe+9S372wGOQCZ+XhmXpyZn5n52mkVZbuunmzX9VRnoKPx+rM6PaW+AN5QfxHsKSLWi4gPRMSVEfFgRCyLiP+OiM9FxLw6zyLgxFrkw119hRfUeQZ2gejXTzciXhMRJ0TEjxrrvyYi/jYi1prYbniSTev0V+MpFBEndfp/R8Q+EfGdel/PryPirIh4Xo8ya0fEYRFxdpT7fx6u/agviYg/HWI9e9V5l0TELyPiixGxYZ1vs4j454i4K8o9RlcM6pvex9V1+sw+6//jiPhWrXNGxEaN+Z4eER+PiBvrdj0QERdHxL4D9uH+Ue45eSgi7ouIMzvHVJ/5+/bljohNIuIfI+K6eow8WP/+ZERsXue5HfhwLXJi13G6R9fydo6If4+IuyNieZT7Y46v3cp61W2duv6f1P1/a0R8JCLW7Lc9fWzMiqv1Qx+TzfMrIp5b9+V9dV9cFhGv7lNuXOdX13q2jojTI+LeWva8iHhBnW/1uoyb6v64JSKOHOe+0HBs16dYFIdExFfqMbwsSrt7RUS8I8qV1e4yT3Sfiogd6/lwf0QsrufJlnW+9Wq7dHs9N66PiOnsGm27vmJ5s9WuT1pE7BYRx0XEtVG+Zzxcz9mjm/+zxvxP3NcW5fvBlyLinrofvxMRuzTmPaIu9+GI+Fk9lleJGMOuaxpalC/E+wPLgdMzc3FEfBfYhfKL4Nd7lNkcuBDYFvg1sAh4FHg2cARwM3ATcD7leNyVcm/BDxuLuWWSVf8SpVvZ9cC1wIbATsA/Aq+IiL0z87FJLP9ndfoHEbFbZl46zvKvB94OXEnZh9sDBwJ7RsTLM/OaxrxzgeOBnwM/ptx78buU/8FuEfG8zFzYZz0HAkcC36Ps7/nA4cA29UPye8BqwKV1PTsD50fEH2bmdUNuy/p1+miPvDfW9V0JnAdsDSRA/RC7iPJBejuly9X6tY5fj4j3Z+anmguLiCOAz9dlXArcXee/gh7H4iAR8XzgAmBLStedb9asecD7ge8CXwXOAPYCXkj59bt5bN7TWN47gP9b336/1u+5wGHA/vX/+qPG/GvWde5GOU/OBdaq634xMJ4bge8FHgHWBt4BfHwcZaH8X/4LWEzZJ79X63VORByWmSd2zT/R8+v3Kf+rX1D+9y+gtCM7RsT2wBcoXey+BdwG/BFwXEQsz8wvjnOb1Ift+rRZi3Jfy32Ue12uAjah7NfPUeq6oE/ZnSnH//WUdmEHyufECyNiJ8q+3wq4hHIl7uXA6RGxT2Z+s/ciJ8V2nVlv16fC/6Zs47XAf1I+I3YAPgDsGxHzM3Npj3Ibs+L7wSLK94NdgQvr8fiXwFspbfUdlOPxw8AawN9N3+YMKTN9+RrqRTmZE/hqI+3tNe30PmUuqvn/BszpypsLbN94v6DOu7DPssbKX1Tz53alvxZYpyttfUqjmcBbuvL2qOknDblfVgNuqGV+C5wD/BWwO7DugHIn1TIJvLWRHsDRNf3qrjKbUBrk6Er/feAnwGM9tr+znseA13Ttg+tq3g2U7glrNPI/WvNO7lpelqZjpe0JygdHAv/QZzvf0Gf/XVvz3w88rZH3HMqX3N8C2zXStwIepnw5++NG+hqUX6Q761sw1jFC+SL23zX908CaXWW2BbZuvF/Ya9mN/Pm1vncCO/Y5hy7vSv9ATb8K2KRr++/qt88HHFtfaOyD71M+dF4NbDqgzIJGmZOB1Rt5+9ZtWgZsMcnzq7mej1OP5Xr8nNg4Hq9r1hd4Rc27fdj94GuoY8V2vf++6ax7jwHzzO11XFLalQNotKk1fdN6Tiawe1fewsa5cUQjfQ1KcNM5N/4TWK/H//DbkzgObNdX/Xa9U8ee50pjvtu790dN3wfYsCttLeCf6/wf6nPOJCt/P+jU5Ya6Lc19+QJKULyMrvZhNl6zunJfT61XozE5uJG2SW2UHu5xAu1U5/8FsP4Qy18w6CQeIn+lxm6M9T2nzn9mV3rn5D5pHPtmLuWXoOx6LaeMvvaSHmVOqvNc1iNvDcqVogReNmQdDq/z/48+6/nXHmX+Z817ANi4K29D4HFW/gB/UuNM+UDbhhVfUh/pavQ66z+nT70PqPln9Mk/sOZ/tpH2EXoEYY1jchnDfyD+SU27HlhtiP28sNeyG/lfrfn79sk/u+a/uJF2R037ox7zH9G9z4eo4zrACfX/1zweH6dcren1xWRBnWdJ97FQ879S84+a5PnVWc+trPwlcPtGXV/RY5lXdf//fE3uhe36MPtmmNft41juXrXMMV3pnbbl0h5l9mfFD1bzuvJWo3RTXd59To2jTrbrq3673qnjsK9hz5l1gN8AP+hzzgz6fpDAYT2WeRZj/EgwUy+7rmkotf/p7sD9NC4fZ+Z9EfENyq9rr6d0q+rYq06/nJlLZqquvUTENpRftJ9DGf75aay4bLzNZJefmbcDu9Y+q/tTfv3ZEZgD7AfsExFvyszTexT/So/l/SYizgDeTbns/Z2u7XkZpRHagnL5OYDNx9ieC3qk3VanV2bmr7vq8EBELG4s90mi9/j/S4A/z8xbe+R9rU+99q7Ts/rkd7oC7tRI261Oe+27+yLiAoa/cbZznB6fk+zqUvskvwJ4iBXdJLpdSjlGdgKurufWs4BfZua3esz/ZUpXjqFl5sPAoRHxMeAgyoAZfwj8Tl3vVyJil8x8V4/iF3QfC416vIEV+/4JEzy/FuXKNw93jsffUL68dLuN0uVjc8qvlpoE2/WhfZNGF6YucyjnWL86vojSxm1FGRksWNEVbCJt9e2ZeVMzIzMfi4g7KJ85z6B095oQ2/WVrSrtekN3N9BuB1POh5VExBaU7yTPAzZgxb36y+l/PA76frAJg4/Xnt8fZpKBjob1JkoDfUZmdvfTPYXygfhnPPkDsXPjYq/GcUZERACfonQl69cfdv0+6eOWmd+lXObv9M99JfBJyqXcf46Ib+TKfWDv6LO42+v09zoJtT/9WcCeA6rRb3t6Db25dEBeJ3+TPnkn1+njwIOUrkZn9fmSDPDTPulz6/TUiDi1zzxQPsA7OvtkrH03jKk8Tp9B+eIDsDwGP2Ovsz0Dt6V+oNwPrHSz6Fgy8xbgE/VFROxA+VVwP+B/RsTpmXlZV7HxHI+TOb9WOuYyc2ndZ/f0+XLSOV5n/WbzlrBdH87RmbmoT13m0iPQqe3/ScAhA5Y71W01TP7csF1f2SrVrlO6mS7sl1kHUFgp0ImI91C6xfcdZKSPsb4fDDpeZ72tNtDRsDpDje4REd/pyuuMHrJ7RGyVmf0aqenWa4SPNwDvoXQD+yvKDXW/qldM1qT0I52WGwIzczlwbkT8gNLYbkS5EbXXrx/D+gQlyPk25b6L64H76y96e1N+beq3PY8PWO6gvJ6y63kLQ3ikT3rn/3Y+pTtMP/eOc32zobMtSykP6Bzkhmmuy0oy86qIOIDSfe0lwGsoXS4najLn15Qej5oQ2/Xp8x5KkHMd8NeUbpe/rnWcRxlMZpU7N2zXe1ql2/VhRMR84BhKN7R3Ua6Y39P5gSMifk7/qy8Dj7nMXKXbawMdjSkidgSeX98+p756zkr5hfBj9X1nNLKtp6gqy+t0Tp/8Z/ZIO7BO356Z53blPXtKajWGzLwnIn7Eim4F3bbqU7ST/vNG2oGUPtr7Z+aDXfPPyPZMgzvr9PjMHOtDpONuymg3W1FGNOrWb5/2MpXHaWfEs8eBv8jaWXkMnW4mPescERswsV/9esrMxyPi25RAZyqOR5jF80sTY7s+7Tp1PCQzu7/8rip1nE6268WMtOtD6ByPf5eZJzczojx77XdnsC4zapUY41qrvM4zFj6VmdHrRblfpDkvlJF5AA6JiH4fYk2dD7x+AXin4VhpPP36C1mvcew3rtM7e+T9yRB1GlOMcR07IlajjIoGvS/xrlSPiFidFd0hmr+0bgw82CPI6bmcp4gL6/TAgXM9Wad/d69993RW9A8fRuc4PWzIcf/7HqeZ+VvKL2UbUPp0j6n+Uv4zYLOIeHmPWXo+H2mSOl9qex2Pe/d6pkKjHt3HI0zj+aVpY7s+vZ4KdZxOtusz364PMuh4fD2zfwV02hjoaKD6Jb3Tx/jLA2a9lPKl6fn1l0Iy8wrKuOqbAf8SEU/qMxoRcyPiDxpJnV+Kn9tnHd+n3Ay4T2cddTnPoPQh73U8d27a/MtmQBIRu1GGvJwK+0V5mNsu3Rl1mz8PPJ2yfd/rUf5lEXFoV9pHKB/w1+aTn8tzE7BxRLyhaz1/RXnOyFPRmZRf794UER+Mrof9RbFrROzaSD6R0j3lTRGxV2PeNShDifa8EbOPsyj7dTvgk9H1kMSI2DYimr/AjnWc/iPll78To8cDVyNiTkQcWn9F6+jclHpM/UDvzPts4EPj2BYiYqMoDyU8OLoeShcRT4uIwyk3zT4O/EePRcwBjq3BdqfcPpQvHw+z4gGQMDPnl6aY7fqM6NTxiGZilGeWvWXmqzPjbNensF2fAp3j8bDmvojygOZPzHBdZtZsD/vma9V+UcZdT+DHQ8x7TJ33M420LVgxlv19lCEYTwd+QOmC9e7GvGtT+vIm5deTEygfdLs05ukMP/kwpe/veZQHG17GirH+5zbmn0fpV5uUvrNfpjxk7XHKw7NWGhaU8T9HpzOMZlJ+nfwGcCrlXpzFNX0psGdXuZNq3j+xYtjf0yj33XSGdHxxV5k3NdZ1SZ3/hrovj+1V78Z69uhR94HbSh2PvyttvENi9l1/Y55tKKO0ZD0GLqz78JuNY+LdXWWOZMVwq9+q/9ufUEaQ6jxzYUFXmUXdx0hN367+75LygXcm5YOy85yhAxrz/l49/n5bj78vUY7T5zbmOaLmZ13GmZSRhC6ndIFIYKPG/GtSrpRkPWbOoIyC9VCd3jHsPqd0h+gcI0vqNp9Wl/MTVgwz/Tdd5RbUvFPqPryt7tNFrBhG9PCuMhM5vzrrWdin/iuVGc+x5GuoY8R2fbj9tGis443+z9HZnRVtwJX1HOw8P6dTx0VdZRbSZ4jjxnoWjVHXucNuX1d52/VVuF3vOj4WjjHf7d37gzJoQGdf3EZ5BtaF1AcF0/uzfg/G+f1gmGN5pl9e0dFYOjerDvrVr6MzzyGdX4Mz8y7KsLYfolwyfSXlQ3Zdyhf8czqFM/MRys3RFwIvonwhOownd2lYSPnF7k7KTfnbUT44X8mKS89PyDIM50sojcozKL9kzwHelplT9cvf+bXe/4dyqfpFlF+/59f3xwLbZubFfcqfXuv1He+BtAAAAa5JREFUGGWUoy0pXxxemplXd23PqXVdl9f17ENpwPek/zCfq7zMvJkybPBRlP/tfOB1lP/91ZQPv1O6ynyO0i3i+5Qnif8xZdjN+YzzqeuZeT3lidGfogQHr6bs06T82nV5Y96fU/5Pl1OGbT6Ucpxu3pjnC5Tj7mTKyEr71vrNoXzQ70sJZDvzL6d0y/h4Xf9+lGP705QujDmOzXkAeCnlXLmS0kf8QMpwq49RHvz2ssw8uk/5W2r5a2udd6rbul9mNkffmqnzS1PPdn2aZeYllPbhYso9OftStuUg4HOzWLUZY7s+pe36pGTmfZRz9jRKALY/5QeLDzJ4ZMCnvM4TqSXNsIg4CfhzysPEFs1ubTTqImIBpevIR3LA0KWSJD1VeEVHkiRJUusY6EiSJElqHQMdSZIkSa3jPTqSJEmSWscrOpIkSZJax0BHkiRJUusY6EiSJElqHQMdSZIkSa1joCNJkiSpdQx0JEmSJLWOgY4kSZKk1jHQkSRJktQ6BjqSJEmSWsdAR5IkSVLrGOhIkiRJah0DHUmSJEmtY6AjSZIkqXUMdCRJkiS1zv8HdLoXnjIPgSUAAAAASUVORK5CYII=
"
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<div class="prompt input_prompt">In&nbsp;[7]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">most_spammy_words</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argsort</span><span class="p">(</span><span class="n">_w</span><span class="p">)[</span><span class="o">-</span><span class="mi">50</span><span class="p">:][::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Most Spammy Words:&#39;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">word_id</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">most_spammy_words</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{:2d}</span><span class="s1">. </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">id_to_word</span><span class="p">[</span><span class="n">word_id</span><span class="p">]))</span>
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<pre>Most Spammy Words:
 1. 50
 2. txt
 3. 18
 4. chat
 5. won
 6. 150p
 7. uk
 8. min
 9. service
10. reply
11. mins
12. claim
13. co
14. text
15. prize
16. b
17. around
18. com
19. other
20. special
21. msg
22. help
23. sms
24. mobile
25. s
26. message
27. live
28. send
29. call
30. urgent
31. an
32. free
33. go
34. hello
35. new
36. 2
37. r
38. been
39. over
40. you&#39;re
41. who
42. tone
43. days
44. cash
45. as
46. of
47. win
48. babe
49. www
50. x
</pre>
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