ip-flow-analysis.html

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<title>ip-flow-analysis</title>

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}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  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 {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  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;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #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);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

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<style type="text/css">
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<h1 id="IP-Flow-Analysis">IP Flow Analysis<a class="anchor-link" href="#IP-Flow-Analysis">&#182;</a></h1>
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<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>In this notebook we will try to analyse IP network traffic flows labeled with the application layer protocol (specific application) like In this notebook, we will try to analyze IP flows network traffic to predict application layer protocol (specific application) such as Facebook, YouTube, and Instagram.</p>
<p>The dataset can be found here, the dataset contains 87 features. Each instance holds the information of an IP flow generated by a network device i.e., source and destination IP addresses, ports, interarrival times, layer 7 protocol (application) used on that flow as the class.</p>

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<h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><p>I. <a href="#Exploratory-analysis">Exploratory Analysis</a><br>
II. <a href="#Data-preprocessing">Data Preprocessing</a><br>
III. <a href="#Data-Modeling">Data Modeling</a><br>
IV. <a href="#Results-Evaluation">Results Evaluation</a><br>
V. <a href="#Conclusion">Conclusion</a><br></p>

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<h2 id="I.-Exploratory-Analysis"><a class="anchor" id="Exploratory-analysis">I. Exploratory Analysis</a><a class="anchor-link" href="#I.-Exploratory-Analysis">&#182;</a></h2>
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<h3 id="Load-necessary-libraries">Load necessary libraries<a class="anchor-link" href="#Load-necessary-libraries">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.models</span> <span class="k">import</span> <span class="n">Sequential</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Dense</span><span class="p">,</span> <span class="n">Dropout</span><span class="p">,</span> <span class="n">Activation</span>
<span class="kn">from</span> <span class="nn">keras.optimizers</span> <span class="k">import</span> <span class="n">SGD</span>
<span class="kn">from</span> <span class="nn">keras.models</span> <span class="k">import</span> <span class="n">load_model</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">StandardScaler</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</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">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
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<h3 id="Load-dataset">Load dataset<a class="anchor-link" href="#Load-dataset">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;Dataset-Unicauca-Version2-87Atts.csv&#39;</span><span class="p">,</span> <span class="n">delimiter</span><span class="o">=</span><span class="s1">&#39;,&#39;</span><span class="p">,)</span>
<span class="n">nRow</span><span class="p">,</span> <span class="n">nCol</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span>
<span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s1">&#39;There are </span><span class="si">{nRow}</span><span class="s1"> rows and </span><span class="si">{nCol}</span><span class="s1"> columns&#39;</span><span class="p">)</span>
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<pre>There are 3577296 rows and 87 columns
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.max_columns&#39;</span><span class="p">,</span> <span class="mi">1000</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div>
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      <th></th>
      <th>Flow.ID</th>
      <th>Source.IP</th>
      <th>Source.Port</th>
      <th>Destination.IP</th>
      <th>Destination.Port</th>
      <th>Protocol</th>
      <th>Timestamp</th>
      <th>Flow.Duration</th>
      <th>Total.Fwd.Packets</th>
      <th>Total.Backward.Packets</th>
      <th>Total.Length.of.Fwd.Packets</th>
      <th>Total.Length.of.Bwd.Packets</th>
      <th>Fwd.Packet.Length.Max</th>
      <th>Fwd.Packet.Length.Min</th>
      <th>Fwd.Packet.Length.Mean</th>
      <th>Fwd.Packet.Length.Std</th>
      <th>Bwd.Packet.Length.Max</th>
      <th>Bwd.Packet.Length.Min</th>
      <th>Bwd.Packet.Length.Mean</th>
      <th>Bwd.Packet.Length.Std</th>
      <th>Flow.Bytes.s</th>
      <th>Flow.Packets.s</th>
      <th>Flow.IAT.Mean</th>
      <th>Flow.IAT.Std</th>
      <th>Flow.IAT.Max</th>
      <th>Flow.IAT.Min</th>
      <th>Fwd.IAT.Total</th>
      <th>Fwd.IAT.Mean</th>
      <th>Fwd.IAT.Std</th>
      <th>Fwd.IAT.Max</th>
      <th>Fwd.IAT.Min</th>
      <th>Bwd.IAT.Total</th>
      <th>Bwd.IAT.Mean</th>
      <th>Bwd.IAT.Std</th>
      <th>Bwd.IAT.Max</th>
      <th>Bwd.IAT.Min</th>
      <th>Fwd.PSH.Flags</th>
      <th>Bwd.PSH.Flags</th>
      <th>Fwd.URG.Flags</th>
      <th>Bwd.URG.Flags</th>
      <th>Fwd.Header.Length</th>
      <th>Bwd.Header.Length</th>
      <th>Fwd.Packets.s</th>
      <th>Bwd.Packets.s</th>
      <th>Min.Packet.Length</th>
      <th>Max.Packet.Length</th>
      <th>Packet.Length.Mean</th>
      <th>Packet.Length.Std</th>
      <th>Packet.Length.Variance</th>
      <th>FIN.Flag.Count</th>
      <th>SYN.Flag.Count</th>
      <th>RST.Flag.Count</th>
      <th>PSH.Flag.Count</th>
      <th>ACK.Flag.Count</th>
      <th>URG.Flag.Count</th>
      <th>CWE.Flag.Count</th>
      <th>ECE.Flag.Count</th>
      <th>Down.Up.Ratio</th>
      <th>Average.Packet.Size</th>
      <th>Avg.Fwd.Segment.Size</th>
      <th>Avg.Bwd.Segment.Size</th>
      <th>Fwd.Header.Length.1</th>
      <th>Fwd.Avg.Bytes.Bulk</th>
      <th>Fwd.Avg.Packets.Bulk</th>
      <th>Fwd.Avg.Bulk.Rate</th>
      <th>Bwd.Avg.Bytes.Bulk</th>
      <th>Bwd.Avg.Packets.Bulk</th>
      <th>Bwd.Avg.Bulk.Rate</th>
      <th>Subflow.Fwd.Packets</th>
      <th>Subflow.Fwd.Bytes</th>
      <th>Subflow.Bwd.Packets</th>
      <th>Subflow.Bwd.Bytes</th>
      <th>Init_Win_bytes_forward</th>
      <th>Init_Win_bytes_backward</th>
      <th>act_data_pkt_fwd</th>
      <th>min_seg_size_forward</th>
      <th>Active.Mean</th>
      <th>Active.Std</th>
      <th>Active.Max</th>
      <th>Active.Min</th>
      <th>Idle.Mean</th>
      <th>Idle.Std</th>
      <th>Idle.Max</th>
      <th>Idle.Min</th>
      <th>Label</th>
      <th>L7Protocol</th>
      <th>ProtocolName</th>
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      <th>0</th>
      <td>172.19.1.46-10.200.7.7-52422-3128-6</td>
      <td>172.19.1.46</td>
      <td>52422</td>
      <td>10.200.7.7</td>
      <td>3128</td>
      <td>6</td>
      <td>26/04/201711:11:17</td>
      <td>45523</td>
      <td>22</td>
      <td>55</td>
      <td>132</td>
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      <td>6</td>
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      <td>0.000000</td>
      <td>4380</td>
      <td>1187</td>
      <td>2007.527273</td>
      <td>768.481689</td>
      <td>2.428355e+06</td>
      <td>1.691453e+03</td>
      <td>598.986842</td>
      <td>816.061346</td>
      <td>3880.0</td>
      <td>1</td>
      <td>45523.0</td>
      <td>2167.761905</td>
      <td>1319.384512</td>
      <td>5988.0</td>
      <td>698.0</td>
      <td>41178.0</td>
      <td>762.555556</td>
      <td>1230.348220</td>
      <td>5133.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>440</td>
      <td>1100</td>
      <td>4.832722e+02</td>
      <td>1208.180480</td>
      <td>6</td>
      <td>4380</td>
      <td>1417.333333</td>
      <td>1121.579194</td>
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      <td>0</td>
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      <td>2</td>
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      <td>0.0</td>
      <td>0.0</td>
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      <td>131</td>
      <td>HTTP_PROXY</td>
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      <td>172.19.1.46-10.200.7.7-52422-3128-6</td>
      <td>10.200.7.7</td>
      <td>3128</td>
      <td>172.19.1.46</td>
      <td>52422</td>
      <td>6</td>
      <td>26/04/201711:11:17</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>12</td>
      <td>0.0</td>
      <td>6</td>
      <td>6</td>
      <td>6.000000</td>
      <td>0.000000</td>
      <td>0</td>
      <td>0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.200000e+07</td>
      <td>2.000000e+06</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>1.0</td>
      <td>1</td>
      <td>1.0</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>1.0</td>
      <td>1.0</td>
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      <td>0.0</td>
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      <td>0</td>
      <td>40</td>
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      <td>6</td>
      <td>6</td>
      <td>6.000000</td>
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      <td>0.000000e+00</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
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      <td>0</td>
      <td>0</td>
      <td>9.00000</td>
      <td>6.000000</td>
      <td>0.000000</td>
      <td>40</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>12</td>
      <td>0</td>
      <td>0</td>
      <td>490</td>
      <td>-1</td>
      <td>1</td>
      <td>20</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>BENIGN</td>
      <td>131</td>
      <td>HTTP_PROXY</td>
    </tr>
    <tr>
      <th>2</th>
      <td>10.200.7.217-50.31.185.39-38848-80-6</td>
      <td>50.31.185.39</td>
      <td>80</td>
      <td>10.200.7.217</td>
      <td>38848</td>
      <td>6</td>
      <td>26/04/201711:11:17</td>
      <td>1</td>
      <td>3</td>
      <td>0</td>
      <td>674</td>
      <td>0.0</td>
      <td>337</td>
      <td>0</td>
      <td>224.666667</td>
      <td>194.567041</td>
      <td>0</td>
      <td>0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>6.740000e+08</td>
      <td>3.000000e+06</td>
      <td>0.500000</td>
      <td>0.707107</td>
      <td>1.0</td>
      <td>0</td>
      <td>1.0</td>
      <td>0.500000</td>
      <td>0.707107</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>96</td>
      <td>0</td>
      <td>3.000000e+06</td>
      <td>0.000000</td>
      <td>0</td>
      <td>337</td>
      <td>252.750000</td>
      <td>168.500000</td>
      <td>2.839225e+04</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>337.00000</td>
      <td>224.666667</td>
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      <td>96</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>674</td>
      <td>0</td>
      <td>0</td>
      <td>888</td>
      <td>-1</td>
      <td>1</td>
      <td>32</td>
      <td>0.0</td>
      <td>0.0</td>
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      <td>0.0</td>
      <td>0.0</td>
      <td>BENIGN</td>
      <td>7</td>
      <td>HTTP</td>
    </tr>
    <tr>
      <th>3</th>
      <td>10.200.7.217-50.31.185.39-38848-80-6</td>
      <td>50.31.185.39</td>
      <td>80</td>
      <td>10.200.7.217</td>
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      <td>26/04/201711:11:17</td>
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      <td>1.843318e+04</td>
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      <td>107.0</td>
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      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0.00000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>32</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>888</td>
      <td>490</td>
      <td>0</td>
      <td>32</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>BENIGN</td>
      <td>7</td>
      <td>HTTP</td>
    </tr>
    <tr>
      <th>4</th>
      <td>192.168.72.43-10.200.7.7-55961-3128-6</td>
      <td>192.168.72.43</td>
      <td>55961</td>
      <td>10.200.7.7</td>
      <td>3128</td>
      <td>6</td>
      <td>26/04/201711:11:17</td>
      <td>78068</td>
      <td>5</td>
      <td>0</td>
      <td>1076</td>
      <td>0.0</td>
      <td>529</td>
      <td>6</td>
      <td>215.200000</td>
      <td>286.458898</td>
      <td>0</td>
      <td>0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.378286e+04</td>
      <td>6.404673e+01</td>
      <td>19517.000000</td>
      <td>25758.502350</td>
      <td>54313.0</td>
      <td>0</td>
      <td>78068.0</td>
      <td>19517.000000</td>
      <td>25758.502350</td>
      <td>54313.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>100</td>
      <td>0</td>
      <td>6.404673e+01</td>
      <td>0.000000</td>
      <td>6</td>
      <td>529</td>
      <td>267.500000</td>
      <td>286.458898</td>
      <td>8.205870e+04</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>321.00000</td>
      <td>215.200000</td>
      <td>0.000000</td>
      <td>100</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>1076</td>
      <td>0</td>
      <td>0</td>
      <td>253</td>
      <td>-1</td>
      <td>4</td>
      <td>20</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>BENIGN</td>
      <td>131</td>
      <td>HTTP_PROXY</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[105]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[105]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Source.Port</th>
      <th>Destination.Port</th>
      <th>Protocol</th>
      <th>Flow.Duration</th>
      <th>Total.Fwd.Packets</th>
      <th>Total.Backward.Packets</th>
      <th>Total.Length.of.Fwd.Packets</th>
      <th>Total.Length.of.Bwd.Packets</th>
      <th>Fwd.Packet.Length.Max</th>
      <th>Fwd.Packet.Length.Min</th>
      <th>Fwd.Packet.Length.Mean</th>
      <th>Fwd.Packet.Length.Std</th>
      <th>Bwd.Packet.Length.Max</th>
      <th>Bwd.Packet.Length.Min</th>
      <th>Bwd.Packet.Length.Mean</th>
      <th>Bwd.Packet.Length.Std</th>
      <th>Flow.Bytes.s</th>
      <th>Flow.Packets.s</th>
      <th>Flow.IAT.Mean</th>
      <th>Flow.IAT.Std</th>
      <th>Flow.IAT.Max</th>
      <th>Flow.IAT.Min</th>
      <th>Fwd.IAT.Total</th>
      <th>Fwd.IAT.Mean</th>
      <th>Fwd.IAT.Std</th>
      <th>Fwd.IAT.Max</th>
      <th>Fwd.IAT.Min</th>
      <th>Bwd.IAT.Total</th>
      <th>Bwd.IAT.Mean</th>
      <th>Bwd.IAT.Std</th>
      <th>Bwd.IAT.Max</th>
      <th>Bwd.IAT.Min</th>
      <th>Fwd.PSH.Flags</th>
      <th>Bwd.PSH.Flags</th>
      <th>Fwd.URG.Flags</th>
      <th>Bwd.URG.Flags</th>
      <th>Fwd.Header.Length</th>
      <th>Bwd.Header.Length</th>
      <th>Fwd.Packets.s</th>
      <th>Bwd.Packets.s</th>
      <th>Min.Packet.Length</th>
      <th>Max.Packet.Length</th>
      <th>Packet.Length.Mean</th>
      <th>Packet.Length.Std</th>
      <th>Packet.Length.Variance</th>
      <th>FIN.Flag.Count</th>
      <th>SYN.Flag.Count</th>
      <th>RST.Flag.Count</th>
      <th>PSH.Flag.Count</th>
      <th>ACK.Flag.Count</th>
      <th>URG.Flag.Count</th>
      <th>CWE.Flag.Count</th>
      <th>ECE.Flag.Count</th>
      <th>Down.Up.Ratio</th>
      <th>Average.Packet.Size</th>
      <th>Avg.Fwd.Segment.Size</th>
      <th>Avg.Bwd.Segment.Size</th>
      <th>Fwd.Header.Length.1</th>
      <th>Fwd.Avg.Bytes.Bulk</th>
      <th>Fwd.Avg.Packets.Bulk</th>
      <th>Fwd.Avg.Bulk.Rate</th>
      <th>Bwd.Avg.Bytes.Bulk</th>
      <th>Bwd.Avg.Packets.Bulk</th>
      <th>Bwd.Avg.Bulk.Rate</th>
      <th>Subflow.Fwd.Packets</th>
      <th>Subflow.Fwd.Bytes</th>
      <th>Subflow.Bwd.Packets</th>
      <th>Subflow.Bwd.Bytes</th>
      <th>Init_Win_bytes_forward</th>
      <th>Init_Win_bytes_backward</th>
      <th>act_data_pkt_fwd</th>
      <th>min_seg_size_forward</th>
      <th>Active.Mean</th>
      <th>Active.Std</th>
      <th>Active.Max</th>
      <th>Active.Min</th>
      <th>Idle.Mean</th>
      <th>Idle.Std</th>
      <th>Idle.Max</th>
      <th>Idle.Min</th>
      <th>L7Protocol</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3577296.0</td>
      <td>3577296.0</td>
      <td>3577296.0</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3577296.0</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3577296.0</td>
      <td>3577296.0</td>
      <td>3577296.0</td>
      <td>3577296.0</td>
      <td>3577296.0</td>
      <td>3577296.0</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
      <td>3.577296e+06</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>3.799938e+04</td>
      <td>1.204246e+04</td>
      <td>6.005508e+00</td>
      <td>2.544247e+07</td>
      <td>6.237799e+01</td>
      <td>6.534083e+01</td>
      <td>4.683323e+04</td>
      <td>8.445742e+04</td>
      <td>5.123645e+02</td>
      <td>9.340408e+00</td>
      <td>1.149212e+02</td>
      <td>1.520501e+02</td>
      <td>1.103231e+03</td>
      <td>1.113491e+01</td>
      <td>2.547845e+02</td>
      <td>2.898878e+02</td>
      <td>4.048709e+06</td>
      <td>8.896338e+04</td>
      <td>1.422201e+06</td>
      <td>3.365395e+06</td>
      <td>1.285020e+07</td>
      <td>8.870201e+04</td>
      <td>2.418796e+07</td>
      <td>3.124467e+06</td>
      <td>3.649620e+06</td>
      <td>1.209624e+07</td>
      <td>1.271532e+06</td>
      <td>2.110451e+07</td>
      <td>2.476877e+06</td>
      <td>2.932460e+06</td>
      <td>9.830803e+06</td>
      <td>8.889991e+05</td>
      <td>1.720414e-01</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.653339e+03</td>
      <td>1.743621e+03</td>
      <td>7.705816e+04</td>
      <td>1.190522e+04</td>
      <td>3.043745e+00</td>
      <td>1.333250e+03</td>
      <td>1.988191e+02</td>
      <td>3.035190e+02</td>
      <td>2.792736e+05</td>
      <td>7.037159e-03</td>
      <td>1.720414e-01</td>
      <td>6.655865e-04</td>
      <td>4.058210e-01</td>
      <td>5.995705e-01</td>
      <td>2.773847e-01</td>
      <td>0.0</td>
      <td>6.566412e-04</td>
      <td>9.085471e-01</td>
      <td>2.075630e+02</td>
      <td>1.149212e+02</td>
      <td>2.547845e+02</td>
      <td>1.653339e+03</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6.237799e+01</td>
      <td>4.683323e+04</td>
      <td>6.534083e+01</td>
      <td>8.445742e+04</td>
      <td>8.984691e+03</td>
      <td>2.123489e+03</td>
      <td>4.503535e+01</td>
      <td>2.569738e+01</td>
      <td>2.981990e+05</td>
      <td>1.836406e+05</td>
      <td>5.229372e+05</td>
      <td>1.676336e+05</td>
      <td>8.524211e+06</td>
      <td>1.370991e+06</td>
      <td>9.743845e+06</td>
      <td>7.252097e+06</td>
      <td>1.029508e+02</td>
    </tr>
    <tr>
      <th>std</th>
      <td>2.201713e+04</td>
      <td>2.044916e+04</td>
      <td>3.274574e-01</td>
      <td>4.014430e+07</td>
      <td>1.094086e+03</td>
      <td>1.108092e+03</td>
      <td>1.816196e+06</td>
      <td>2.124319e+06</td>
      <td>1.039319e+03</td>
      <td>8.299983e+01</td>
      <td>2.464707e+02</td>
      <td>2.404702e+02</td>
      <td>2.352374e+03</td>
      <td>1.055422e+02</td>
      <td>5.060731e+02</td>
      <td>4.853004e+02</td>
      <td>7.551040e+07</td>
      <td>4.027620e+05</td>
      <td>3.550414e+06</td>
      <td>6.260959e+06</td>
      <td>2.076518e+07</td>
      <td>1.605272e+06</td>
      <td>3.962563e+07</td>
      <td>8.358652e+06</td>
      <td>7.390979e+06</td>
      <td>2.049180e+07</td>
      <td>7.279117e+06</td>
      <td>3.862634e+07</td>
      <td>7.578111e+06</td>
      <td>6.666650e+06</td>
      <td>1.883521e+07</td>
      <td>6.231082e+06</td>
      <td>3.774165e-01</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3.008890e+04</td>
      <td>3.039190e+04</td>
      <td>3.683153e+05</td>
      <td>1.080206e+05</td>
      <td>4.145472e+01</td>
      <td>2.453395e+03</td>
      <td>3.327427e+02</td>
      <td>4.326083e+02</td>
      <td>7.258608e+05</td>
      <td>8.359210e-02</td>
      <td>3.774165e-01</td>
      <td>2.579038e-02</td>
      <td>4.910503e-01</td>
      <td>4.899855e-01</td>
      <td>4.477080e-01</td>
      <td>0.0</td>
      <td>2.561660e-02</td>
      <td>1.269945e+00</td>
      <td>3.432270e+02</td>
      <td>2.464707e+02</td>
      <td>5.060731e+02</td>
      <td>3.008890e+04</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.094086e+03</td>
      <td>1.816196e+06</td>
      <td>1.108092e+03</td>
      <td>2.124319e+06</td>
      <td>1.410126e+04</td>
      <td>7.704789e+03</td>
      <td>9.748192e+02</td>
      <td>6.025989e+00</td>
      <td>2.349390e+06</td>
      <td>1.325838e+06</td>
      <td>3.266508e+06</td>
      <td>2.064219e+06</td>
      <td>1.706568e+07</td>
      <td>4.814474e+06</td>
      <td>1.888557e+07</td>
      <td>1.600754e+07</td>
      <td>5.129198e+01</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>1.666667e-02</td>
      <td>2.000000e-01</td>
      <td>0.000000e+00</td>
      <td>1.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>8.333337e-03</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.0</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>-1.000000e+00</td>
      <td>-1.000000e+00</td>
      <td>0.000000e+00</td>
      <td>-1.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>1.000000e+00</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>3.697000e+03</td>
      <td>4.430000e+02</td>
      <td>6.000000e+00</td>
      <td>6.280000e+02</td>
      <td>2.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.200000e+01</td>
      <td>0.000000e+00</td>
      <td>6.000000e+00</td>
      <td>0.000000e+00</td>
      <td>6.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>1.882429e+01</td>
      <td>1.128096e+00</td>
      <td>4.150000e+02</td>
      <td>8.485281e+00</td>
      <td>5.700000e+02</td>
      <td>0.000000e+00</td>
      <td>7.000000e+00</td>
      <td>5.000000e+00</td>
      <td>0.000000e+00</td>
      <td>6.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4.000000e+01</td>
      <td>3.200000e+01</td>
      <td>5.417242e-01</td>
      <td>1.009873e-01</td>
      <td>0.000000e+00</td>
      <td>6.000000e+00</td>
      <td>6.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.0</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>9.000000e+00</td>
      <td>6.000000e+00</td>
      <td>0.000000e+00</td>
      <td>4.000000e+01</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2.000000e+00</td>
      <td>1.200000e+01</td>
      <td>1.000000e+00</td>
      <td>0.000000e+00</td>
      <td>4.110000e+02</td>
      <td>1.800000e+01</td>
      <td>0.000000e+00</td>
      <td>2.000000e+01</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>9.100000e+01</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>4.937700e+04</td>
      <td>3.128000e+03</td>
      <td>6.000000e+00</td>
      <td>5.847295e+05</td>
      <td>6.000000e+00</td>
      <td>5.000000e+00</td>
      <td>4.430000e+02</td>
      <td>2.080000e+02</td>
      <td>2.060000e+02</td>
      <td>0.000000e+00</td>
      <td>4.657143e+01</td>
      <td>7.421124e+01</td>
      <td>8.100000e+01</td>
      <td>0.000000e+00</td>
      <td>3.014286e+01</td>
      <td>3.242474e+01</td>
      <td>1.140944e+03</td>
      <td>3.393752e+01</td>
      <td>3.320238e+04</td>
      <td>6.836444e+04</td>
      <td>2.812395e+05</td>
      <td>1.000000e+00</td>
      <td>3.892645e+05</td>
      <td>3.700679e+04</td>
      <td>4.717596e+04</td>
      <td>2.076290e+05</td>
      <td>0.000000e+00</td>
      <td>1.815625e+05</td>
      <td>1.558765e+04</td>
      <td>2.617595e+04</td>
      <td>9.518150e+04</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.520000e+02</td>
      <td>1.360000e+02</td>
      <td>1.563422e+01</td>
      <td>2.951696e+00</td>
      <td>0.000000e+00</td>
      <td>3.550000e+02</td>
      <td>6.283333e+01</td>
      <td>1.069828e+02</td>
      <td>1.144531e+04</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>1.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.0</td>
      <td>0.000000e+00</td>
      <td>1.000000e+00</td>
      <td>6.650000e+01</td>
      <td>4.657143e+01</td>
      <td>3.014286e+01</td>
      <td>1.520000e+02</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6.000000e+00</td>
      <td>4.430000e+02</td>
      <td>5.000000e+00</td>
      <td>2.080000e+02</td>
      <td>5.840000e+03</td>
      <td>2.620000e+02</td>
      <td>2.000000e+00</td>
      <td>2.000000e+01</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>1.260000e+02</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>5.379900e+04</td>
      <td>3.128000e+03</td>
      <td>6.000000e+00</td>
      <td>4.500153e+07</td>
      <td>1.500000e+01</td>
      <td>1.500000e+01</td>
      <td>1.769000e+03</td>
      <td>3.629000e+03</td>
      <td>6.130000e+02</td>
      <td>6.000000e+00</td>
      <td>1.225000e+02</td>
      <td>2.079035e+02</td>
      <td>1.366000e+03</td>
      <td>0.000000e+00</td>
      <td>2.567500e+02</td>
      <td>4.232105e+02</td>
      <td>2.343750e+04</td>
      <td>4.214963e+03</td>
      <td>9.366576e+05</td>
      <td>3.980748e+06</td>
      <td>2.391546e+07</td>
      <td>3.300000e+01</td>
      <td>4.001161e+07</td>
      <td>1.549711e+06</td>
      <td>2.932647e+06</td>
      <td>1.926976e+07</td>
      <td>9.200000e+01</td>
      <td>1.497653e+07</td>
      <td>3.342142e+05</td>
      <td>7.526342e+05</td>
      <td>7.508778e+06</td>
      <td>1.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3.920000e+02</td>
      <td>4.200000e+02</td>
      <td>2.164502e+03</td>
      <td>8.344459e+01</td>
      <td>6.000000e+00</td>
      <td>1.460000e+03</td>
      <td>2.500000e+02</td>
      <td>4.818125e+02</td>
      <td>2.321432e+05</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>0.0</td>
      <td>0.000000e+00</td>
      <td>1.000000e+00</td>
      <td>2.637184e+02</td>
      <td>1.225000e+02</td>
      <td>2.567500e+02</td>
      <td>3.920000e+02</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.500000e+01</td>
      <td>1.769000e+03</td>
      <td>1.500000e+01</td>
      <td>3.629000e+03</td>
      <td>1.460000e+04</td>
      <td>6.600000e+02</td>
      <td>9.000000e+00</td>
      <td>3.200000e+01</td>
      <td>4.500000e+01</td>
      <td>0.000000e+00</td>
      <td>5.700000e+01</td>
      <td>2.000000e+00</td>
      <td>7.506747e+06</td>
      <td>0.000000e+00</td>
      <td>8.034389e+06</td>
      <td>5.369712e+06</td>
      <td>1.300000e+02</td>
    </tr>
    <tr>
      <th>max</th>
      <td>6.553400e+04</td>
      <td>6.553400e+04</td>
      <td>1.700000e+01</td>
      <td>1.200000e+08</td>
      <td>4.531900e+05</td>
      <td>5.421960e+05</td>
      <td>6.780236e+08</td>
      <td>1.345796e+09</td>
      <td>3.283200e+04</td>
      <td>1.606000e+04</td>
      <td>1.606000e+04</td>
      <td>6.225487e+03</td>
      <td>3.764800e+04</td>
      <td>1.303200e+04</td>
      <td>1.303200e+04</td>
      <td>8.434804e+03</td>
      <td>1.439600e+10</td>
      <td>6.000000e+06</td>
      <td>1.200000e+08</td>
      <td>8.485273e+07</td>
      <td>1.200000e+08</td>
      <td>1.200000e+08</td>
      <td>1.200000e+08</td>
      <td>1.200000e+08</td>
      <td>8.485256e+07</td>
      <td>1.200000e+08</td>
      <td>1.200000e+08</td>
      <td>1.200000e+08</td>
      <td>1.199999e+08</td>
      <td>8.485275e+07</td>
      <td>1.199999e+08</td>
      <td>1.199999e+08</td>
      <td>1.000000e+00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.543950e+07</td>
      <td>1.284440e+07</td>
      <td>6.000000e+06</td>
      <td>5.000000e+06</td>
      <td>7.063000e+03</td>
      <td>3.764800e+04</td>
      <td>1.070867e+04</td>
      <td>9.268781e+03</td>
      <td>8.591031e+07</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>0.0</td>
      <td>1.000000e+00</td>
      <td>2.930000e+02</td>
      <td>1.606300e+04</td>
      <td>1.606000e+04</td>
      <td>1.303200e+04</td>
      <td>1.543950e+07</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4.531900e+05</td>
      <td>6.780236e+08</td>
      <td>5.421960e+05</td>
      <td>1.345796e+09</td>
      <td>6.553500e+04</td>
      <td>6.553500e+04</td>
      <td>3.286940e+05</td>
      <td>5.230000e+02</td>
      <td>1.146950e+08</td>
      <td>7.297136e+07</td>
      <td>1.146950e+08</td>
      <td>1.146950e+08</td>
      <td>1.200000e+08</td>
      <td>7.738746e+07</td>
      <td>1.200000e+08</td>
      <td>1.200000e+08</td>
      <td>2.220000e+02</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s2">&quot;Number of NaNs is {(df.isna().sum() &gt; 0).sum()}&quot;</span><span class="p">)</span>
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<pre>Number of NaNs is 0
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s2">&quot;Number of classes we will try to predict is {len(df[&#39;L7Protocol&#39;].unique())}&quot;</span><span class="p">)</span>
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<pre>Number of classes we will try to predict is 78
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">connction_flow_count</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;Flow.ID&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">flow</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">flow</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">connction_flow_count</span><span class="p">,</span> <span class="n">kde</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">rug</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;S&quot;</span><span class="p">);</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">xlabel</span><span class="o">=</span><span class="s1">&#39;Number of Flows&#39;</span><span class="p">,</span> <span class="n">ylabel</span><span class="o">=</span><span class="s1">&#39;Number of Connections&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Histgram shows the number flows per connection&#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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>
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<ul>
<li>We can see that there are some connection with a high number of flows </li>
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<div class="prompt input_prompt">In&nbsp;[122]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Histogram of some columns</span>
<span class="k">def</span> <span class="nf">plot_histogram</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">nHistogramShown</span><span class="p">,</span> <span class="n">nHistogramPerRow</span><span class="p">):</span>
    <span class="n">nunique</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="n">col</span> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">df</span> <span class="k">if</span> <span class="n">nunique</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="ow">and</span> <span class="n">nunique</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">50</span><span class="p">]]</span> <span class="c1"># For displaying purposes, pick columns that have between 1 and 50 unique values</span>
    <span class="n">nRow</span><span class="p">,</span> <span class="n">nCol</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span>
    <span class="n">columnNames</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
    <span class="n">nHistRow</span> <span class="o">=</span> <span class="p">(</span><span class="n">nCol</span> <span class="o">+</span> <span class="n">nHistogramPerRow</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">/</span> <span class="n">nHistogramPerRow</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">num</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="o">*</span><span class="n">nHistogramPerRow</span><span class="p">,</span> <span class="mi">8</span><span class="o">*</span><span class="n">nHistRow</span><span class="p">),</span> <span class="n">dpi</span><span class="o">=</span><span class="mi">80</span><span class="p">,</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;w&#39;</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">)</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">min</span><span class="p">(</span><span class="n">nCol</span><span class="p">,</span> <span class="n">nHistogramShown</span><span class="p">)):</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="n">nHistRow</span><span class="p">,</span> <span class="n">nHistogramPerRow</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">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">hist</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;counts&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</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="n">f</span><span class="s1">&#39;</span><span class="si">{columnNames[i]}</span><span class="s1"> (column </span><span class="si">{i}</span><span class="s1">)&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">(</span><span class="n">pad</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">w_pad</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">h_pad</span><span class="o">=</span><span class="mf">1.0</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">plot_histogram</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
</pre></div>

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n36pCuvvDKl9L/johdddFFq06ZN2mWXXdK1116bjbOuY3611Y9777037b777qlFixbp2GOPrVFLV1fbd4Djjjsu9evXr3D7H//4RzrqqKPS9ttvn7bddtt01FFHFea6sv6u+rfyuPLqMf/hD39Ie+21V2revHnabbfd0ujRo7Nz/upXv5pOP/30GvctWbIkXXLJJalDhw5pq622Sl26dEm/+93vCuOjR49Ou+22W2revHnaa6+90h/+8IfC2Or1dV2PT99yyy2pV69eqUWLFmn//fdP//znP9ODDz6YunbtmrbZZpt0yimn1DgO0bFjx3TNNdek448/PlVUVKQuXbqssW9iVSNGjEi77rprjft+9rOfpXbt2tWo0bfffnvafffdszmjaXMlKzZr5eXlseWWW8aSJUuiVatW0apVq5gwYULRf+N1+fLlcc0118Rzzz0XN954Y9x8881x0003FcYvv/zyeOCBB2LChAkxceLEGDlyZLz11lt1vt706dNj1qxZcd5559U6vt1220VExNVXXx2jR4+OkSNHxpNPPhktW7aMvn37xrJly9Yr/u9///vxjW98I6ZPnx7t2rWL0047LSIiTjrppDj33HPjwAMPLJxl1aFDhzWen1KKxx57LLp3717j/jPPPDP+9Kc/xZgxY+K5556Liy66qHCW6x133BHDhg2Lq666KqZPnx777LNPfO5zn4uFCxeuV+y1zeXaa6+NKVOmxMsvvxwnnHBC3H777TFhwoS4/fbb4+c//3lMnDhxneafM3DgwGjbtm0cdNBBce+9964x/slPfjIeffTRjZoLQDGMGTMmvvCFL0RFRUWcdNJJMXr06MLY8uXL4+67746zzjqr1rNuV9anlUaNGhWnnXZajB49OgYMGFBvMX7wwQdx8MEHxwMPPBBPP/107LnnntG3b9/Czy28/fbbcdxxx0WfPn1i+vTp0bdv3/jRj36Ufc1x48bFZz/72dh7773rnNe7774bn/vc56Jr164xffr0uPrqq+Oyyy6LO+64Y73if/bZZ+PJJ5+Mv/zlL3HzzTfHddddV6hNjz/+eEREjB8/PubPnx8//elPa32NRx99NPbee+8oLy8v3Ddjxow4+uijo3fv3jFt2rS477774uMf/3hERCxbtiyOOeaY2GqrreJvf/tbjB49OsaMGVP42Z8NtfKss8cffzzOPvvsGDJkSHz5y1+Ofv36xbRp0+JjH/tYDB48eJ3nv7ply5bFH//4x9h1113j0EMPjZ122imOOOKIePbZZ2s8rnv37rF48eIaP98LUGoWLlwYv/71r6NZs2axxRZbRETE/fffHwsWLKhz27G2nxXYEEuXLo3OnTvH73//+3jmmWeib9++ccwxx8Trr79eGD/uuONi9913j6lTp8Y3v/nNtV5Fa9y4cdGlS5f43Oc+t8ZYq1atory8vN7q11tvvRWjR4+O3/3ud/Gb3/wmJkyYUNhmv+eee2KXXXaJ6667rsZVm1b32GOPRdu2baN9+/aF+9544404/PDDo1OnTvHEE0/EQw89FAceeGBh/Ctf+UrMnTs3Hnroofj9738fDz/8cHzzm99cr9hX9+yzz8b06dPjwQcfjOuuuy4uuuii6Nu3b3Tt2jWefvrpOPLII+PUU0+Njz76aJ3mvzYffPBBjBs3LgYOHFjj/vLy8th3331t9wIlY122CTc127qbz7ZuRMSBBx4YEyZMiDfffDOWLVsWt956a7Rr167GLybY1gVK0Te+8Y149dVXY+rUqRGRP9a5/fbbx8c//vGYPHlyREQ8/PDDsf322xduL1++PB577LEaP+n+u9/9LpYsWRKPP/54DBs2LM4777w19iVuqEsvvTRGjx4dDz74YLzwwgvrdVXI5557Lh577LEaV6BatGhRHH/88fHII4/EI488Es2bNy9cwb9Dhw4xbty4iIjCMdqTTjppjdedM2dO9OvXL/r16xfPPvtsnHvuuTFo0KDsttqjjz66xjHdSy+9NH75y1/GddddF88//3wMHz48ttxyy4hYsT08aNCgOPvss+PZZ5+NY489Nvr16xdz5sxZ5/nX5vLLL49vfvObMXXq1CgvL48vf/nLcfnll8eoUaPivvvui/vuuy9++ctf1njO1VdfHV/4whdi+vTpcdBBB8Upp5xSY/t3VR9++OEaxzEqKiri3//+d43YP/nJT8asWbMK+zgoQcXu8oKGtGpX60cffZSuvPLK1KxZs8JZInfccUfaZptt0tZbb50OO+ywdMUVV9Q4q3Rl52yrVq1q/FVUVKzTlaxatGhR43kvv/xySmntZyBdeeWVqVevXoXbO+ywQ42zlF988cUaHcer+/Wvf50iItsBnVJKO+20U7rhhhsKt996663UsmXLNHHixJTSuncKr3pm0mOPPZYiIr377rsppZQuuuiiOs/kXem///1viogaZ+/885//TBGRnnzyyVqfc8ABB6Rvf/vbhdtLlixJlZWV6frrr08pbfiVrMaOHVsYv/LKK1NZWVn6z3/+U7jvyCOPTEOHDl3n+dfmiiuuSI8//nh66qmn0kUXXZTKysrW6HKfMGFCatWqVZ2vAdBY7b777oUzVJ555pnUunXr9P7776eUVpxVGxHpN7/5TfY1Ro4cmcrLy1NZWVm68cYb1+l9L7300tSsWbMadXfIkCGF8chcRXDp0qWpVatW6aGHHkoppXT99denqqqqtGzZssJjvvSlL2XP7u3SpUs655xzsjH+4he/SO3atatxxut3vvOd9MlPfjKltO5n97Zp06bGGTif/exn03nnnZdSWlEPIyI9+OCD2VjOPvvsGlfKSCmlU089NR199NG1Pv6+++5LLVq0SG+99VaN+eywww6F2xtydu+ee+5ZuL1yOZx11lmF+6ZMmZIiIi1cuHCd5r+6lVcN2XrrrdONN96Ynn766XTaaaelHXbYoXAVl5XatGmT7rrrrlpfB6CxWZ8rWVVUVKRWrVoVzlxd9coNV111Vdp2221rvMYNN9xQo57WZeTIkamsrKzGY/v06bPWGFfaY489CmfHTpw4MVVUVKR33nmnMH7hhRdmr2TVp0+fNWrZ6talfq3+HaG2K1mVlZWl1157rfCYM888M/Xv379wO3el6ZWGDx+e9t133xr3fe9730t77bVXrVep+Mc//pEiIj3//PM15lNeXl6oYRtyJas2bdrUuArVHnvsUaP+r6ydK69Ysi7zz/nVr36VWrZsWWPZrnTsscfWqPsAjdkhhxySttxyyzX2E//zn/9MKa3bNuHqtXnl3xFHHFHnc2zr2taty/vvv5+OP/74FBFpiy22SDvttNMaVy5LybYu8P/Zu/Moq6o7X+DfQgSCiiiWGANYQRn0IaAIogGVpCME0bYDtq0oaKJgR2MixCF5Jg5JHLq1JCo8NKEV0RBRwCFBBl80igMSDXGgBWQQUREkgTYKtMR6f9DcRzFcGQoo4PNZi7Xqnn3Oqb1/sNj33PO9++y8NraS1YoVKyqSVPzmN7+pqKj4/Hud/fv3L6y6dOGFF1Zcc801FXXr1q1Yvnx5xcsvv1xRp06dwjXSuv+HV1RUVDRv3rzijjvu2Gg/NzYXb2j+eOKJJwrtkyZNqqhZs+ZG7+Wu/R6gdu3aFUkqatWqVfHMM89stC9rrufW3I+eNGnSBq+r1+7zlVdeWdG+fftK7WeeeWZFr169Nvp76tWrV+kz/k8++aSidu3aG51vzjzzzPWevnTsscdW/OAHP6ioqNjylazWvj87cuTI9e4r9+/fv+Kb3/xm4fUhhxxS6TOR9957ryJJxWuvvbbBfr/66qsVe+yxR8Xdd99dsWrVqoo5c+ZUtGrVqiJJxfPPP1/Yb9myZUXvabPzs5IVu51/+7d/y9577526devm3//93/N//s//Sdu2bZMkZ511Vt5777088MADad++fe69994cccQR+fOf/1zpHC+//HKmTZtW+DNu3LhN+t133XVXpeMOPvjgDe73/PPP5+STT86XvvSl7L333rn22mvzzjvvJEmWLl2aDz/8MO3atSvs37x58+yzzz5bUo6CZcuW5YMPPkjHjh0L2/bff/+0aNEiM2bM2Kxzrf1NpoMOOihJNiutu+bbVLVr1y5se+ONN7LXXnvlmGOO2eAxM2bMqNT3mjVr5phjjtnsvq9r7bE0bNgwpaWlOfDAAyttW7x48UaP2ZTx/+hHP8qxxx6bdu3a5Wc/+1nOOeecDBo0qNI+X/jCFwp1AdhZPP/881m8eHG6du2aJGndunUaNWqURx99dLPPtd9+++UrX/lKbrvttnzwwQebdMxRRx1Vad69/vrrN7jfp59+mh/96Ec5/PDDU79+/ey777755JNPCnPvrFmz0rZt29So8f/fOm9sPtocM2bMSLt27Sp9o/a4447b7LmrWbNmlb5Bc9BBB232t2RWrFhRad5NVn8b6qSTTtrg/jNmzEizZs2y//77F7Ydd9xx+fDDD/OXv/xls3732tb+hu0ee+yRBg0a5H/9r/9V2NawYcMkqTT3bs7416yA2atXr/Tv3z9HH3107rrrrpSUlOSxxx6rtO8XvvCFLF++fIvHAlBdPf7443n55Zfzq1/9Kq1bt85NN91UaKuoqFhv/969e2fatGkZMmRIPv7446LnbtiwYaW591e/+tVG973lllvSunXr7L///tl7770za9asSnPvYYcdlnr16hX2r6q5tyrmr9LS0sKclFTt3HviiSducMWwGTNmZJ999skRRxxRqe+rVq3K7NmzN+t3r61Zs2aV+tGwYcPPnXu3Zvz33ntvTj/99Ep/t2uYe4GdzYUXXlhp3ps2bdoGV+3/PI8//nilc9xzzz1F93etu+l2l2vdJPnFL36RWbNmZdKkSZk6dWrOOuusf6dGGwAAIABJREFUnHbaaes9AcN8C+xq1lzHlpSUbNK9zs6dOxdWrnr22WfTo0ePtGzZMi+99FKeffbZdOjQodLcsfb/4cmWzUcb06FDh0o/f9713Zr3AFOmTMlZZ52VH/zgB5VW3Vq2bFkuvvjiNGvWLPXq1cthhx2WJIW5f1Ose781+fx5fN359q233srKlSuLzreb+zs2xbr3dJOsN99uzT3dI488Mr/85S9z5ZVXpnbt2mnTpk1OP/30JKn0fuoLX/hCkphvd2E1P38X2LVceOGFueyyy7L33nsX/rNc2957753TTjstp512Wn7605/mqKOOyq233pr77ruvsM+hhx5a6SJx7Z+LOfjggwsT2sZ89NFHOeWUU/LP//zPuf7667P//vvn17/+de69994kld8sbKo1v3PGjBk59thjN/m4ddWoUWO9D90//fTT9fZbs9xj8v/7ueam5qbYf//9U1JSkqVLlxa2VVRUVNmjKZItH8var9dsW/dxils7/nbt2q33qIW//OUvadCgwSafA6A6uO+++7J06dLUrVu3sO2zzz7L8OHD8y//8i8pLS3Nvvvuu0kXT7Vq1cq4cePy9a9/PV/72tfy9NNP54ADDih6TJ06dT533k2Sm2++OcOHD8/tt9+eFi1apE6dOunQoUNhXtiSOeiwww773HFt6Eb22tZcmK293+fNVcmG56bP06BBg/WWYy7Wv8/r+7q2ZiyfN69uzvgPOOCA7LHHHmnRokWl45s2bbrehw1//etfP/ffGEB1Ua9evQ0+Kn3ZsmXrhVmaNGmSww47LC1atMi8efPSv3//jBw5Msnqm3lrPpRe84Hkvvvum3333XeTlu3fY489Nmnuvf/++3P99dfnjjvuSNu2bbPXXnvln/7pn7Z67n3yySeL7rMp81dJSckWzVebc82XrJ57177m/bz+baitWI2299y7KeNfsGBB/u///b954oknNtj+l7/8Ja1bt/7c8wBUF/vtt99G571NuSZcY83cvKlc62663eVad/ny5fnJT36SJ598MieccEKS1Tfif/e73+XXv/51vvvd7xb2da0L7GrefPPNJElZWdkm7d+5c+fMmDEjb7zxRt59990cddRR6dy5c5555pn86U9/qhRaSjb/+mefffbZ5OvztefhTZmT134PMHz48LRs2TKdO3dOt27dkiQDBw7Miy++mEGDBuXLX/5yVq1alTZt2mxwbtqYzZ0Lk/Wvbz/vHFsy327p/el1t637d7e593TPP//8nHfeeXn//ffToEGDPPXUU0kq//tbE8w23+66rGTFbmfNxe+GAlbrWnPT7fO+rVuVZsyYkaVLl+bmm29Ox44d07x580o3/fbbb78ccMABefnllwvbZs2alY8++mij5zzqqKNy2GGHpby8fIPty5Yty7777puGDRsWnmefrJ4EZsyYkZYtWyZZ/W3VhQsXFtr/+7//e7NTxXvuuefnXgzXrl07LVq0KLwxSlYnxf/2t7/lj3/84waPadGiRaW+r1q1Kn/84x8LfV/XumNZvHhxpdc70p///Of13gxOnz49bdq02TEdAtgCK1euzIMPPph777230jdsn3zyyUyaNCnvv/9+atSokZ49e2bIkCEbXK1v2bJllV7vs88+GT9+fGrXrp2TTz45f/3rX6ukry+++GLOOOOM9OzZM61atUrt2rUrnbt58+b505/+VOniau15eEP++Z//ORMnTszrr7++XtuacbVs2TIvv/xyVq1aVWh74YUXKs27SSrNT6+99tpmjW2PPfZIjRo1PnfubdOmTaV5N1n9zZynn356g/u3bNkys2bNqvRN3hdeeCGlpaWVvvG7RlWMpSrUqlUrRx11VN56663CtlWrVmXevHlp0qRJYdvcuXOzfPlycy+w02jWrFmmTZtWadtHH32Ut956K82bN9/ocd///vfz6KOPZurUqUmSr3/969l3333z7//+79u0vy+++GK++tWvpm/fvmnTpk0OOuigzJ8/v9DevHnzzJo1q9IH05sy97755psbDPB8/PHHWbVq1SbNX+teK27JfLUp171t2rTJ3Llzs3LlysK2I488Ms8888wGP3Bu2bJlPvroo0yfPr2w7fnnn0/NmjVz6KGHrrd/dZl71zZixIh88YtfzD/8wz9ssN11L7Ar2ZRrwm3Nte7uc6376aef5tNPP80ee+xRaXuNGjUq/f261gV2RXfccUcaN26co48+epPudTZp0iRNmjTJjTfemOOOOy577LFHTjjhhDzzzDOZPHnyeiGrzbWh6/O5c+dm6dKl612fv/TSS5V+3tj13YbsueeeGTBgQC6//PLCNeSLL76YCy64IKecckqOOOKI9d5zrAkUFZs/W7ZsWal+SeV5fEPWnW/XrJhcbL7dnN9RFfenq1JJSUkOPvjg1K5dOw899FA6dOhQabXn6dOnp27dumnWrNkO6yPblpAV/I8PPvggJ598ch588MFMnz49s2bNym233ZZx48bl1FNP3axzvfvuu4WlJTdXkyZNsueee2bIkCGZM2dOhg4dmkceeaTSPv3798+1116b3//+93n11Vfzne98J3Xq1KmUcm7ZsmXGjh2bZPXF1C9/+cs89thjOfPMM/P000/n7bffzjPPPJPevXsXVsn63ve+l+uuuy7jxo3LG2+8kfPOOy+HHHJI4TFPa95kjBkzJm+++WYuuuii/Pd///dmje+QQw7JjBkz8uabb+bDDz/caBr461//ep577rnC66ZNm+bss8/OOeeck0mTJmXOnDl55JFHCpPw9773vQwZMiS//vWv8+abb+Y73/lOli9fnnPOOWeD5z/hhBMyZsyY/P73v89rr72WCy64YL2lo7eH3/72t7nnnnsyffr0zJw5MzfddFOGDx+eSy65pNJ+zz333EY/iAaojtY8EvDss89Oq1atCn+++tWv5vDDD8/999+fJLnhhhtSUlKS4447Lo899lhmz56dadOm5cc//nEuuuii9c5bv379TJw4MX//+9/TrVu3ws3XH/7wh+nTp88W9fXQQw/N+PHj88orr+SVV15J3759Ky3Jf/bZZ+evf/1rBg4cmJkzZ2bYsGEZP358pXn3zjvvzNe+9rXC6969e6dbt2756le/ml/96leF/+eHDh2ar3zlK4V9Vq5cmX/913/Nm2++mZEjR+aOO+7I97///SSrlxU+5phjcuONN2bGjBl5/PHHM2TIkM0aW0lJSRo3bpzf//73WbRoUf72t79tcL8uXbrkvffey4IFCwrbrrzyykycODH/+3//77z55pv585//nDvvvDNJcvLJJ+fLX/5yzjvvvLz++ut54okncs011xT6vq7DDjssBx98cK699tq89dZbuf/++zNq1KjNGktVueyyy/LAAw/kgQceyMyZMwt9Pu200wr7PPfcczn88MM3+mhngOrm0ksvzYMPPpg77rgjs2bNyiuvvJI+ffrkoIMOSvfu3Td6XIMGDXLmmWfmZz/7WZLVK2INGTIkgwYNyoUXXpg//OEPmTdvXqZMmZJ77rmn0vL36859m+PQQw/N888/n2effTZvvPFG+vbtW+nasGvXrjnwwAPTv3///Od//mfGjBmT4cOHVzrH2LFjK30A27lz51x00UU544wzUl5enmnTpmXOnDl54IEH0q5du/ztb3/bpPnrhBNOyC9+8Yu8/vrr+cMf/lCozeY45JBD8swzz2ThwoUbvZF+9NFHZ5999ikE3JLkkksuyfz583PhhRfmtddey/Tp03PLLbckWX2Nf/LJJ+db3/pWXn755Tz33HO59NJLc/7552ffffdd7/xV8T6iqg0fPjznnntupX9HayxYsCDvvvtuunTpsgN6BrBlPv744yxcuLDSnzVf1t2Ua8I1Pvzww/XOs2ZedK27Ya51K6tXr16+8pWvZMCAAZkyZUreeuutXH311Zk7d25OPvnkwn6udYGd3Zq5d/78+Xn66afTu3fv3H///Rk6dGjhqUOfd68zWX39+Jvf/KYQqOrcuXOeeuqpLFmyJMcdd9xm9Wnt+7HJ6uvz22+/Pffdd19mz56d559/Pn369MkJJ5yQtm3bVjr2xz/+caZMmZIpU6bke9/7Xs4+++zUr18/yaa9B+jbt2/mz59fuI986KGH5uGHH8706dMzefLkXH755ZX2P+SQQ5Ik48aNy4cffljpSz9r/Ou//mv+/Oc/5yc/+UlmzpyZO++8Mw8//PBG58Jk/Xu6X/jCFzJw4MBceumlGTNmTObOnZuJEydm/PjxhRqNGTMmd955Z2bOnJmf/OQn+dOf/pTvfOc7Gzx/Vdyfrip33HFHXn311bz++uu56qqrcv/99+fWW2+ttM9zzz2XE088cZOfhMXOR8gK/ke9evXStm3b3HjjjenYsWPatWuX++67L0OGDMl55523Wef69NNPM2PGjHzyySeb3Y8DDzwwd999d4YMGZIjjzwyEydOzFVXXVVpn6uvvjpf+9rXcuqpp6Z79+7p27dv6tatWykkNGPGjEof5p500kl54YUX8umnn6ZXr15p2bJlLrroojRt2rQwSV9++eXp27dvzjvvvBxzzDH55JNP8thjjxW+AdO9e/cMGDAg/fv3z4knnpjWrVvn6KOP3qzx9erVKx06dEj79u1TWlpa6dvKazvvvPPyyCOPVFru8e67706XLl1y1llnpVWrVvnpT39a+HD2rLPOyjXXXJMrrrgibdq0yauvvppx48att/TmGhdccEG++c1v5pvf/GZOOeWUnHXWWTnwwAM3ayxVoWbNmhk0aFA6dOiQY445JmPHjs3o0aPzjW98o7DP4sWLM3ny5Jx77rnbvX8AW2r48OE55ZRT1ltOOUn+8R//sXCjtGHDhnnppZfyla98Jd/97ndzxBFH5J/+6Z/yzjvv5LrrrtvguRs0aJBJkyblo48+Svfu3fPxxx/n/fff3+ic8nmuvvrqfPnLX06nTp3Ss2fP9OvXr9IjWvfbb7+MHj06v/vd79KmTZuMHTs2l156aaV598MPP8zs2bMLr2vUqJFHHnkkAwcOzKBBg3L00UfnhBNOyKOPPppf/OIXSVavzDVu3Li89tpra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<div class="prompt input_prompt">In&nbsp;[125]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">protocol_name</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;ProtocolName&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)[:</span><span class="mi">10</span><span class="p">]</span>
<span class="n">names</span><span class="p">,</span> <span class="n">count</span> <span class="o">=</span> <span class="n">protocol_name</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">protocol_name</span><span class="o">.</span><span class="n">values</span>
<span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">count</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">names</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="s2">&quot;Top 10 Applications in the Dataset&quot;</span><span class="p">);</span>
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<h2 id="II.-Data-Preprocessing"><a class="anchor" id="Data-Preprocessing">II. Data Preprocessing</a><a class="anchor-link" href="#II.-Data-Preprocessing">&#182;</a></h2>
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<p>We will not aggregation flows by connection (maybe in future improvments) will deal with each flow alone</p>
<p>Columns to drop - reason to drop</p>
<ul>
<li><strong>Flow.ID</strong> - It's just a connection identifier</li>
<li><strong>Source.IP</strong> - It's just a connection identifier</li>
<li><strong>Source.Port</strong> - Ports can be useful to identify protocols but becuase of dynamic ports opening in client side it can be maybe missleading (maybe in future improvments)</li>
<li><strong>Destination.IP</strong> It's just a connection identifier</li>
<li><strong>Destination.Port</strong> - Ports can be useful to identify protocols but becuase of dynamic ports opening in client side it can be maybe missleading (maybe in future improvments)</li>
<li><strong>Timestamp</strong> - It will not be useful in identifing individual flows</li>
<li><strong>Label</strong> - It contains only one value</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Drop All unused columns</span>
<span class="n">df_cleaned</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Flow.ID&#39;</span><span class="p">,</span><span class="s1">&#39;Source.IP&#39;</span><span class="p">,</span> <span class="s1">&#39;Source.Port&#39;</span><span class="p">,</span>
                      <span class="s1">&#39;Destination.IP&#39;</span><span class="p">,</span> <span class="s1">&#39;Destination.Port&#39;</span><span class="p">,</span> <span class="s1">&#39;Timestamp&#39;</span><span class="p">,</span>
                      <span class="s1">&#39;Label&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">df_cleaned</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,:</span><span class="mi">78</span><span class="p">]</span>
<span class="c1"># we will use &#39;ProtocolName&#39; after extracting dummy variables </span>
<span class="n">Y</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;ProtocolName&#39;</span><span class="p">])</span>
<span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">Y</span><span class="o">.</span><span class="n">shape</span>
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<pre>((3577296, 78), (3577296, 78))</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">)</span>

<span class="n">scale</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span>

<span class="c1"># Standardize features by removing the mean and scaling to unit variance</span>
<span class="n">X_train</span> <span class="o">=</span> <span class="n">scale</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">X_test</span> <span class="o">=</span> <span class="n">scale</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">X_test</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">y_train</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">y_test</span><span class="o">.</span><span class="n">shape</span>
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<pre>((2682972, 78), (894324, 78), (2682972, 78), (894324, 78))</pre>
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<h2 id="III.-Data-Modeling"><a class="anchor" id="Data-Modeling">III. Data Modeling</a><a class="anchor-link" href="#III.-Data-Modeling">&#182;</a></h2>
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<p>We will use Deep learning model, the reason for that is it gives better accuracy, the problem with most machine learning algorithms it doesn't support batch processing and consume a lot of time, I have experienced a lot of MemoryError and Process being killed with 32GB RAM, also machine learning models need better domain expert.</p>
<p>Tried <strong>OneVsRestClassifier(LinearSVC())</strong> the accurcy was 45%</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">512</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">input_dim</span><span class="o">=</span><span class="mi">78</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">78</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;softmax&#39;</span><span class="p">))</span>

<span class="c1"># Note that we use a “softmax” activation </span>
<span class="c1"># function in the output layer. This is to ensure </span>
<span class="c1"># the output values are in the range of 0 and 1 </span>
<span class="c1"># and the max will be the predicted class.</span>

<span class="n">sgd</span> <span class="o">=</span> <span class="n">SGD</span><span class="p">(</span><span class="n">lr</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span> <span class="n">decay</span><span class="o">=</span><span class="mf">1e-6</span><span class="p">,</span> <span class="n">momentum</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">nesterov</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;categorical_crossentropy&#39;</span><span class="p">,</span>
              <span class="n">optimizer</span><span class="o">=</span><span class="n">sgd</span><span class="p">,</span>
              <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">128</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
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<pre>Epoch 1/30
 - 130s - loss: 1.5984 - acc: 0.4988
Epoch 2/30
 - 124s - loss: 1.4317 - acc: 0.5519
Epoch 3/30
 - 124s - loss: 1.3718 - acc: 0.5706
Epoch 4/30
 - 124s - loss: 1.3348 - acc: 0.5822
Epoch 5/30
 - 124s - loss: 1.3090 - acc: 0.5899
Epoch 6/30
 - 124s - loss: 1.2880 - acc: 0.5963
Epoch 7/30
 - 124s - loss: 1.2695 - acc: 0.6014
Epoch 8/30
 - 124s - loss: 1.2531 - acc: 0.6064
Epoch 9/30
 - 124s - loss: 1.2388 - acc: 0.6112
Epoch 10/30
 - 123s - loss: 1.2271 - acc: 0.6148
Epoch 11/30
 - 124s - loss: 1.2165 - acc: 0.6184
Epoch 12/30
 - 124s - loss: 1.2071 - acc: 0.6215
Epoch 13/30
 - 124s - loss: 1.1988 - acc: 0.6242
Epoch 14/30
 - 124s - loss: 1.1915 - acc: 0.6262
Epoch 15/30
 - 124s - loss: 1.1843 - acc: 0.6282
Epoch 16/30
 - 125s - loss: 1.1784 - acc: 0.6302
Epoch 17/30
 - 124s - loss: 1.1726 - acc: 0.6318
Epoch 18/30
 - 124s - loss: 1.1672 - acc: 0.6333
Epoch 19/30
 - 124s - loss: 1.1623 - acc: 0.6348
Epoch 20/30
 - 124s - loss: 1.1571 - acc: 0.6362
Epoch 21/30
 - 124s - loss: 1.1533 - acc: 0.6372
Epoch 22/30
 - 124s - loss: 1.1489 - acc: 0.6383
Epoch 23/30
 - 124s - loss: 1.1451 - acc: 0.6395
Epoch 24/30
 - 124s - loss: 1.1416 - acc: 0.6407
Epoch 25/30
 - 125s - loss: 1.1380 - acc: 0.6416
Epoch 26/30
 - 124s - loss: 1.1351 - acc: 0.6422
Epoch 27/30
 - 124s - loss: 1.1316 - acc: 0.6433
Epoch 28/30
 - 123s - loss: 1.1289 - acc: 0.6441
Epoch 29/30
 - 125s - loss: 1.1262 - acc: 0.6449
Epoch 30/30
 - 125s - loss: 1.1235 - acc: 0.6455
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<pre>&lt;keras.callbacks.History at 0x7f5e7b70ba58&gt;</pre>
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<h2 id="IV.-Results-evaluation"><a class="anchor" id="Results-Evaluation">IV. Results evaluation</a><a class="anchor-link" href="#IV.-Results-evaluation">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">score</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">128</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Test loss </span><span class="si">{score[0]}</span><span class="s2">, Test accurcy </span><span class="si">{score[1]}</span><span class="s2">&quot;</span><span class="p">)</span>
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<pre>894324/894324 [==============================] - 15s 17us/step

Test loss 1.0517627823662645, Test accurcy 0.6631679346653662
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_preds</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">plot_classification</span><span class="p">(</span><span class="n">index</span><span class="p">):</span>
    <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">y_preds</span><span class="p">[</span><span class="n">index</span><span class="p">],</span> <span class="n">y_test</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)[:</span><span class="mi">5</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</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="n">f</span><span class="s2">&quot;Prediction for {y_test.iloc[index].idxmax()}&quot;</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_classification</span><span class="p">(</span><span class="mi">7</span><span class="p">)</span>
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<p>We can see in the above classification samples of our model, isn't that accurate all the time, the model needs improvement.</p>
<p>Deep learning worked better maybe because it can identify deep patterns in the data that traditional machine learning couldn't identify</p>

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<h2 id="V.-Conclusion"><a class="anchor" id="Conclusion">V. Conclusion</a><a class="anchor-link" href="#V.-Conclusion">&#182;</a></h2>
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<p>This concludes our analysis that we can identify IP flow application with 66% accuracy in multiclass classification with 78 class which is not that bad.</p>
<p>The dataset contains 3577296  record which is hard to train with algorithms that don't support batch processing.</p>

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<h3 id="Future-Improvement">Future Improvement<a class="anchor-link" href="#Future-Improvement">&#182;</a></h3>
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<p>We can improve the model by</p>
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<li>using more features that we have dropped</li>
<li>extract new features like (Is the port is privileged? is the flow for ingoing traffic or outgoing)</li>
<li>aggregate flows by connection</li>
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