ProjehDrug_base2.html

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<title>ProjehDrug_base2</title>

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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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fieldset[disabled] .notification_widget.success:focus,
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.open > .dropdown-toggle.notification_widget.info.focus {
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fieldset[disabled] .notification_widget.info:focus,
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fieldset[disabled] .notification_widget.info.focus {
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  background-color: #c9302c;
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fieldset[disabled] .notification_widget.danger.focus {
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  border-color: #d43f3a;
}
.notification_widget.danger .badge {
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  background-color: #fff;
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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 {
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  right: 20px;
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div#pager #pager-contents {
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  height: 100%;
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div#pager #pager-contents #pager-container {
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.quickhelp {
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  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;
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  align-items: stretch;
  line-height: 1.8em;
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  width: 21ex;
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}
.shortcut_descr {
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  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
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  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
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span.save_widget span.filename {
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  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
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span.save_widget span.filename:hover {
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[dir="rtl"] span.save_widget.pull-left {
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[dir="rtl"] span.save_widget span.filename {
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span.checkpoint_status,
span.autosave_status {
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}
@media (max-width: 767px) {
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@media (min-width: 768px) and (max-width: 991px) {
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.toolbar {
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  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
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  display: inline;
  font-size: 92%;
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  margin-right: 0.3em;
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}
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}
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  margin-left: 5px;
}
.toolbar-btn-label {
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}
#maintoolbar {
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  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
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  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 {
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.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
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/**
 * 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
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@-webkit-keyframes fadeIn {
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  -moz-transition-duration: 500ms;
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/*properties of tooltip before "expand"*/
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  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
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  right: 0px;
}
.tooltiptext {
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}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
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  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
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  overflow: visible;
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  margin: 0px;
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  font-family: monospace;
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  height: 16px;
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  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
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  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
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[dir="rtl"] ul.typeahead-list i {
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.cmd-palette .modal-body {
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}
.cmd-palette form {
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}
.cmd-palette input {
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}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
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  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
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  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
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.edit-shortcut:before {
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  padding-right: 3px;
  color: #777777;
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[dir="rtl"] .edit-shortcut.pull-right {
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#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
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  border-width: 1px;
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[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
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#find-and-replace #replace-preview pre {
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.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
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  color: white;
  background: black;
  padding: 0.4em;
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  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
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.terminal-app .terminal,
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.terminal-app .terminal .xterm-rows {
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}
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<div class=" highlight hl-ipython3"><pre><span></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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span>  <span class="nn">sklearn</span>  <span class="kn">import</span> <span class="n">tree</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">preprocessing</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">tree</span>
</pre></div>

    </div>
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<div class="prompt input_prompt">In&nbsp;[2]:</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">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;...........</span><span class="se">\\</span><span class="s1">drugsCom_raw</span><span class="se">\\</span><span class="s1">Process.csv&#39;</span><span class="p">)</span>
</pre></div>

    </div>
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<div class="prompt input_prompt">In&nbsp;[3]:</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">head</span><span class="p">()</span>
</pre></div>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>Id</th>
      <th>rating</th>
      <th>ratingSentiment</th>
      <th>ratingSentimentLabel</th>
      <th>vaderReviewScore</th>
      <th>vaderSentiment</th>
      <th>vaderTarget</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>206461</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.0000</td>
      <td>0</td>
      <td>neutral</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>95260</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9070</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2</td>
      <td>92703</td>
      <td>5</td>
      <td>0</td>
      <td>neutral</td>
      <td>0.7096</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3</td>
      <td>138000</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>0.7184</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4</td>
      <td>35696</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9403</td>
      <td>2</td>
      <td>positive</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">data</span>
</pre></div>

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<div>
<style scoped>
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        vertical-align: middle;
    }

    .dataframe tbody tr th {
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    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>Id</th>
      <th>rating</th>
      <th>ratingSentiment</th>
      <th>ratingSentimentLabel</th>
      <th>vaderReviewScore</th>
      <th>vaderSentiment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>206461</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.0000</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>95260</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9070</td>
      <td>2</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2</td>
      <td>92703</td>
      <td>5</td>
      <td>0</td>
      <td>neutral</td>
      <td>0.7096</td>
      <td>2</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3</td>
      <td>138000</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>0.7184</td>
      <td>2</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4</td>
      <td>35696</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9403</td>
      <td>2</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>215058</th>
      <td>53761</td>
      <td>159999</td>
      <td>10</td>
      <td>2</td>
      <td>positive</td>
      <td>-0.8924</td>
      <td>1</td>
    </tr>
    <tr>
      <th>215059</th>
      <td>53762</td>
      <td>140714</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9223</td>
      <td>2</td>
    </tr>
    <tr>
      <th>215060</th>
      <td>53763</td>
      <td>130945</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>-0.8471</td>
      <td>1</td>
    </tr>
    <tr>
      <th>215061</th>
      <td>53764</td>
      <td>47656</td>
      <td>1</td>
      <td>1</td>
      <td>negative</td>
      <td>-0.8175</td>
      <td>1</td>
    </tr>
    <tr>
      <th>215062</th>
      <td>53765</td>
      <td>113712</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.0000</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>215063 rows × 7 columns</p>
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_df</span><span class="o">=</span><span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Unnamed: 0&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<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>Id</th>
      <th>rating</th>
      <th>ratingSentiment</th>
      <th>ratingSentimentLabel</th>
      <th>vaderReviewScore</th>
      <th>vaderSentiment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>206461</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.0000</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>95260</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9070</td>
      <td>2</td>
    </tr>
    <tr>
      <th>2</th>
      <td>92703</td>
      <td>5</td>
      <td>0</td>
      <td>neutral</td>
      <td>0.7096</td>
      <td>2</td>
    </tr>
    <tr>
      <th>3</th>
      <td>138000</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>0.7184</td>
      <td>2</td>
    </tr>
    <tr>
      <th>4</th>
      <td>35696</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9403</td>
      <td>2</td>
    </tr>
  </tbody>
</table>
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<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x0</span> <span class="o">=</span> <span class="n">data_df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span> <span class="p">:</span> <span class="p">,</span> <span class="mi">0</span> <span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">x0</span>
</pre></div>

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<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>Id</th>
      <th>rating</th>
      <th>ratingSentiment</th>
      <th>ratingSentimentLabel</th>
      <th>vaderReviewScore</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>206461</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.0000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>95260</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9070</td>
    </tr>
    <tr>
      <th>2</th>
      <td>92703</td>
      <td>5</td>
      <td>0</td>
      <td>neutral</td>
      <td>0.7096</td>
    </tr>
    <tr>
      <th>3</th>
      <td>138000</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>0.7184</td>
    </tr>
    <tr>
      <th>4</th>
      <td>35696</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9403</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>215058</th>
      <td>159999</td>
      <td>10</td>
      <td>2</td>
      <td>positive</td>
      <td>-0.8924</td>
    </tr>
    <tr>
      <th>215059</th>
      <td>140714</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9223</td>
    </tr>
    <tr>
      <th>215060</th>
      <td>130945</td>
      <td>8</td>
      <td>2</td>
      <td>positive</td>
      <td>-0.8471</td>
    </tr>
    <tr>
      <th>215061</th>
      <td>47656</td>
      <td>1</td>
      <td>1</td>
      <td>negative</td>
      <td>-0.8175</td>
    </tr>
    <tr>
      <th>215062</th>
      <td>113712</td>
      <td>9</td>
      <td>2</td>
      <td>positive</td>
      <td>0.0000</td>
    </tr>
  </tbody>
</table>
<p>215063 rows × 5 columns</p>
</div>
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<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y0</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;vaderTarget&#39;</span><span class="p">]</span>
<span class="n">y0</span>
</pre></div>

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<pre>0          neutral
1         positive
2         positive
3         positive
4         positive
            ...   
215058    negative
215059    positive
215060    negative
215061    negative
215062     neutral
Name: vaderTarget, Length: 215063, dtype: object</pre>
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<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">l1</span> <span class="o">=</span> <span class="n">preprocessing</span><span class="o">.</span><span class="n">LabelEncoder</span><span class="p">()</span>
<span class="n">l1</span><span class="o">.</span><span class="n">fit</span><span class="p">([</span><span class="s1">&#39;neutral&#39;</span><span class="p">,</span> <span class="s1">&#39;positive&#39;</span><span class="p">,</span><span class="s1">&#39;negative&#39;</span><span class="p">])</span>
</pre></div>

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<pre>LabelEncoder()</pre>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">x0</span>
<span class="n">x</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">3</span><span class="p">]</span> <span class="o">=</span> <span class="n">l1</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">x0</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">3</span><span class="p">])</span>
<span class="n">x0</span>
</pre></div>

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    <div class="prompt output_prompt">Out[10]:</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>Id</th>
      <th>rating</th>
      <th>ratingSentiment</th>
      <th>ratingSentimentLabel</th>
      <th>vaderReviewScore</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>206461</td>
      <td>9</td>
      <td>2</td>
      <td>2</td>
      <td>0.0000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>95260</td>
      <td>8</td>
      <td>2</td>
      <td>2</td>
      <td>0.9070</td>
    </tr>
    <tr>
      <th>2</th>
      <td>92703</td>
      <td>5</td>
      <td>0</td>
      <td>1</td>
      <td>0.7096</td>
    </tr>
    <tr>
      <th>3</th>
      <td>138000</td>
      <td>8</td>
      <td>2</td>
      <td>2</td>
      <td>0.7184</td>
    </tr>
    <tr>
      <th>4</th>
      <td>35696</td>
      <td>9</td>
      <td>2</td>
      <td>2</td>
      <td>0.9403</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>215058</th>
      <td>159999</td>
      <td>10</td>
      <td>2</td>
      <td>2</td>
      <td>-0.8924</td>
    </tr>
    <tr>
      <th>215059</th>
      <td>140714</td>
      <td>9</td>
      <td>2</td>
      <td>2</td>
      <td>0.9223</td>
    </tr>
    <tr>
      <th>215060</th>
      <td>130945</td>
      <td>8</td>
      <td>2</td>
      <td>2</td>
      <td>-0.8471</td>
    </tr>
    <tr>
      <th>215061</th>
      <td>47656</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>-0.8175</td>
    </tr>
    <tr>
      <th>215062</th>
      <td>113712</td>
      <td>9</td>
      <td>2</td>
      <td>2</td>
      <td>0.0000</td>
    </tr>
  </tbody>
</table>
<p>215063 rows × 5 columns</p>
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">l0</span> <span class="o">=</span> <span class="n">preprocessing</span><span class="o">.</span><span class="n">LabelEncoder</span><span class="p">()</span>
<span class="n">l0</span><span class="o">.</span><span class="n">fit</span><span class="p">([</span><span class="s1">&#39;neutral&#39;</span><span class="p">,</span> <span class="s1">&#39;positive&#39;</span><span class="p">,</span><span class="s1">&#39;negative&#39;</span><span class="p">])</span>
<span class="n">y</span><span class="o">=</span> <span class="n">l0</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">y0</span><span class="p">)</span>
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<pre>array([1, 2, 2, ..., 0, 0, 1])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x0</span>
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<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>Id</th>
      <th>rating</th>
      <th>ratingSentiment</th>
      <th>ratingSentimentLabel</th>
      <th>vaderReviewScore</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>206461</td>
      <td>9</td>
      <td>2</td>
      <td>2</td>
      <td>0.0000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>95260</td>
      <td>8</td>
      <td>2</td>
      <td>2</td>
      <td>0.9070</td>
    </tr>
    <tr>
      <th>2</th>
      <td>92703</td>
      <td>5</td>
      <td>0</td>
      <td>1</td>
      <td>0.7096</td>
    </tr>
    <tr>
      <th>3</th>
      <td>138000</td>
      <td>8</td>
      <td>2</td>
      <td>2</td>
      <td>0.7184</td>
    </tr>
    <tr>
      <th>4</th>
      <td>35696</td>
      <td>9</td>
      <td>2</td>
      <td>2</td>
      <td>0.9403</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>215058</th>
      <td>159999</td>
      <td>10</td>
      <td>2</td>
      <td>2</td>
      <td>-0.8924</td>
    </tr>
    <tr>
      <th>215059</th>
      <td>140714</td>
      <td>9</td>
      <td>2</td>
      <td>2</td>
      <td>0.9223</td>
    </tr>
    <tr>
      <th>215060</th>
      <td>130945</td>
      <td>8</td>
      <td>2</td>
      <td>2</td>
      <td>-0.8471</td>
    </tr>
    <tr>
      <th>215061</th>
      <td>47656</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>-0.8175</td>
    </tr>
    <tr>
      <th>215062</th>
      <td>113712</td>
      <td>9</td>
      <td>2</td>
      <td>2</td>
      <td>0.0000</td>
    </tr>
  </tbody>
</table>
<p>215063 rows × 5 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">DecisionTreeClassifier</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf_fit</span> <span class="o">=</span><span class="n">clf</span><span class="o">.</span><span class="n">fit</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">tree</span><span class="o">.</span><span class="n">plot_tree</span><span class="p">(</span><span class="n">clf_fit</span><span class="p">)</span>
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<pre>[Text(200.88000000000002, 181.2, &#39;X[4] &lt;= 0.05\ngini = 0.539\nsamples = 215063\nvalue = [99830, 9035, 106198]&#39;),
 Text(133.92000000000002, 108.72, &#39;X[4] &lt;= -0.05\ngini = 0.152\nsamples = 108865\nvalue = [99830, 9035, 0]&#39;),
 Text(66.96000000000001, 36.23999999999998, &#39;gini = 0.0\nsamples = 99830\nvalue = [99830, 0, 0]&#39;),
 Text(200.88000000000002, 36.23999999999998, &#39;gini = 0.0\nsamples = 9035\nvalue = [0, 9035, 0]&#39;),
 Text(267.84000000000003, 108.72, &#39;gini = 0.0\nsamples = 106198\nvalue = [0, 0, 106198]&#39;)]</pre>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">DecisionTreeClassifier</span><span class="p">(</span><span class="n">criterion</span><span class="o">=</span><span class="s1">&#39;entropy&#39;</span><span class="p">)</span>
<span class="n">clf_fit</span> <span class="o">=</span><span class="n">clf</span><span class="o">.</span><span class="n">fit</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">tree</span><span class="o">.</span><span class="n">plot_tree</span><span class="p">(</span><span class="n">clf_fit</span><span class="p">)</span>
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<pre>[Text(200.88000000000002, 181.2, &#39;X[4] &lt;= 0.05\nentropy = 1.209\nsamples = 215063\nvalue = [99830, 9035, 106198]&#39;),
 Text(133.92000000000002, 108.72, &#39;X[4] &lt;= -0.05\nentropy = 0.413\nsamples = 108865\nvalue = [99830, 9035, 0]&#39;),
 Text(66.96000000000001, 36.23999999999998, &#39;entropy = 0.0\nsamples = 99830\nvalue = [99830, 0, 0]&#39;),
 Text(200.88000000000002, 36.23999999999998, &#39;entropy = 0.0\nsamples = 9035\nvalue = [0, 9035, 0]&#39;),
 Text(267.84000000000003, 108.72, &#39;entropy = 0.0\nsamples = 106198\nvalue = [0, 0, 106198]&#39;)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_bayes</span><span class="o">=</span><span class="n">x0</span>
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<h1 id="================================Bayse">================================Bayse<a class="anchor-link" href="#================================Bayse">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">nltk</span>
<span class="kn">import</span> <span class="nn">nltk.classify.util</span>
<span class="kn">from</span> <span class="nn">nltk.classify</span> <span class="kn">import</span> <span class="n">NaiveBayesClassifier</span>
<span class="kn">import</span> <span class="nn">numpy</span>
<span class="n">data_bayes</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">data_bayes</span><span class="p">)</span>
<span class="n">training</span><span class="p">,</span> <span class="n">test</span> <span class="o">=</span> <span class="n">data_bayes</span><span class="p">[:</span><span class="mi">80</span><span class="p">,:],</span> <span class="n">data_bayes</span><span class="p">[</span><span class="mi">80</span><span class="p">:,:]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">training</span><span class="p">,</span><span class="n">test</span><span class="p">)</span>

<span class="n">classifier</span> <span class="o">=</span> <span class="n">nltk</span><span class="o">.</span><span class="n">NaiveBayesClassifier</span><span class="o">.</span><span class="n">train</span><span class="p">(</span><span class="n">training</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Naive Bayes Algo Accuracy:&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">nltk</span><span class="o">.</span><span class="n">classify</span><span class="o">.</span><span class="n">accuracy</span><span class="p">(</span><span class="n">classifier</span><span class="p">,</span><span class="n">test</span><span class="p">))</span><span class="o">*</span><span class="mi">100</span><span class="p">)</span>
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<pre>[[0.1987314  0.42732063 0.017934   0.48355671 0.88976405]
 [0.95625451 0.83869059 0.58444718 0.483578   0.60848297]
 [0.93290672 0.41525814 0.04435639 0.31632065 0.28320288]
 [0.0079684  0.13635072 0.4119271  0.68644579 0.29982104]
 [0.71688913 0.85154104 0.33101245 0.43789394 0.71421863]
 [0.80600855 0.94204977 0.47519367 0.70235195 0.71647505]
 [0.59324282 0.24600582 0.48833661 0.77905403 0.45290581]
 [0.86901787 0.88650532 0.29820666 0.15383178 0.10102257]
 [0.71105297 0.90547558 0.25856708 0.97045145 0.36643718]
 [0.44674251 0.28574926 0.44007382 0.63242112 0.8943617 ]
 [0.10764886 0.43782926 0.06106357 0.79996478 0.25417637]
 [0.26973525 0.35633953 0.15239139 0.42699778 0.18289258]
 [0.38539125 0.76629529 0.92904816 0.39433936 0.43297949]
 [0.15077982 0.75152652 0.42934695 0.43757632 0.65372024]
 [0.19386324 0.93873607 0.36949066 0.34578056 0.00973919]
 [0.43506068 0.28552208 0.43112344 0.75920094 0.97395591]
 [0.20544947 0.02975253 0.49278616 0.61192342 0.79600785]
 [0.68103656 0.55577749 0.48543763 0.6894822  0.00611269]
 [0.97610139 0.6132361  0.66597078 0.47175556 0.76519224]
 [0.78846559 0.4925709  0.42624058 0.71795348 0.20838012]
 [0.73896757 0.20566151 0.77188587 0.9931629  0.61638495]
 [0.77034644 0.92232831 0.38280191 0.69545778 0.24006618]
 [0.74530033 0.97125701 0.28156835 0.46299507 0.89771024]
 [0.71480134 0.19416242 0.67969427 0.7520433  0.83523939]
 [0.41454664 0.37947255 0.20893891 0.57061552 0.43108823]
 [0.35271621 0.57640987 0.49916637 0.13927789 0.49132826]
 [0.64062622 0.99947021 0.33778034 0.24268674 0.82657957]
 [0.20892474 0.70818529 0.17372495 0.13586797 0.82127536]
 [0.42746927 0.12836126 0.29179508 0.33471331 0.90504211]
 [0.98102266 0.41711403 0.47263982 0.25655951 0.81702587]
 [0.04470089 0.19932754 0.54040771 0.17948521 0.32250253]
 [0.68778269 0.78512757 0.6014559  0.64841307 0.14917062]
 [0.16330046 0.15454635 0.64550989 0.57904109 0.1699142 ]
 [0.83662088 0.1654576  0.37405428 0.83151545 0.80832527]
 [0.47038844 0.58787664 0.37142521 0.63742645 0.81167772]
 [0.41753171 0.03074204 0.14777788 0.58265328 0.68864474]
 [0.7417414  0.09497896 0.79578047 0.06988502 0.77655853]
 [0.0380863  0.80396203 0.6790935  0.97404049 0.82722785]
 [0.60158368 0.8563304  0.47550157 0.53672904 0.10236156]
 [0.18991074 0.87732236 0.14691153 0.73138078 0.0119456 ]
 [0.73304646 0.03456975 0.24254736 0.07470384 0.26855602]
 [0.92385712 0.43839623 0.52635943 0.71729463 0.59898008]
 [0.06458471 0.47635871 0.32584605 0.73391254 0.14140035]
 [0.39992422 0.96281869 0.64030949 0.36352585 0.08868739]
 [0.11163672 0.71920788 0.4249832  0.28750093 0.81994071]
 [0.55160994 0.90399881 0.98256402 0.45332239 0.30551598]
 [0.3927967  0.30586902 0.78648651 0.40748515 0.60854771]
 [0.71398244 0.27440222 0.50615823 0.63932478 0.28651849]
 [0.5466323  0.61937368 0.05381277 0.87255218 0.86407465]
 [0.62264966 0.50145709 0.75318069 0.3954933  0.86735189]
 [0.77319697 0.3906041  0.63662098 0.76133168 0.59737839]
 [0.14498935 0.71985726 0.49377174 0.90843815 0.83733614]
 [0.46192079 0.84259087 0.35033483 0.37919365 0.80939513]
 [0.54774695 0.90427238 0.71353022 0.55586177 0.75281321]
 [0.49775839 0.43593283 0.03783536 0.75717415 0.53529124]
 [0.43917625 0.45209916 0.79908777 0.47237572 0.14399208]
 [0.05764024 0.72289893 0.13409123 0.14943555 0.6384656 ]
 [0.03007382 0.61362324 0.27830348 0.21569088 0.64996995]
 [0.64284805 0.23982988 0.90466956 0.96670754 0.45153251]
 [0.88422624 0.84213773 0.46770018 0.62068862 0.66467454]
 [0.20376109 0.60127081 0.55130106 0.80472192 0.74761018]
 [0.6651257  0.59195701 0.17591359 0.82832703 0.34214189]
 [0.8465664  0.68714652 0.53589154 0.08100845 0.82581404]
 [0.11465939 0.29785085 0.20142301 0.89209125 0.53880633]
 [0.32606412 0.75908311 0.68168815 0.52973848 0.98624572]
 [0.86847037 0.21487867 0.31347089 0.01404097 0.28500295]
 [0.44108529 0.18550331 0.46705039 0.76341985 0.25044702]
 [0.09761508 0.0765833  0.37004113 0.75109821 0.42130316]
 [0.74138401 0.2809752  0.32469163 0.01357106 0.52142124]
 [0.53480228 0.78858818 0.58579898 0.18588654 0.30510707]
 [0.04930724 0.45179031 0.47923661 0.36188637 0.37938368]
 [0.10801993 0.01873972 0.60705863 0.45467734 0.74342215]
 [0.72205252 0.30758791 0.11506704 0.23928553 0.61878128]
 [0.07877932 0.30351881 0.04021957 0.45414869 0.22796198]
 [0.82576791 0.2084232  0.80238714 0.88172441 0.3765393 ]
 [0.03422453 0.34370821 0.01472601 0.46969362 0.83928303]
 [0.88636258 0.65464099 0.02456791 0.34253764 0.29669475]
 [0.21933173 0.12407516 0.12691338 0.15616086 0.31167972]
 [0.56666419 0.65096238 0.58705586 0.58189422 0.82715386]
 [0.929805   0.17569903 0.58909125 0.69127787 0.96481886]] [[0.35129893 0.16091783 0.23983071 0.2326217  0.30208545]
 [0.6519387  0.77115595 0.35982234 0.0419286  0.51237224]
 [0.69723223 0.93344665 0.94506643 0.20873452 0.54632045]
 [0.55511262 0.85029227 0.18046981 0.21736623 0.71462834]
 [0.2588538  0.24123908 0.33425884 0.44829054 0.68236612]
 [0.89149955 0.85126769 0.00742118 0.97800619 0.5451166 ]
 [0.74244276 0.17043572 0.69638212 0.10313888 0.65061195]
 [0.99225125 0.74299373 0.6575256  0.02642428 0.03968807]
 [0.96462928 0.75629185 0.60755774 0.15124636 0.17134491]
 [0.7936344  0.62879122 0.32759768 0.68113727 0.16267059]
 [0.46583548 0.66927051 0.62513801 0.85126738 0.41581308]
 [0.52853113 0.39561652 0.63193773 0.18483001 0.12217484]
 [0.26928101 0.78925504 0.91113607 0.71868629 0.8288641 ]
 [0.64145647 0.80593769 0.43957713 0.33648589 0.31928644]
 [0.36491374 0.81039943 0.7820562  0.53464259 0.50075916]
 [0.86327357 0.67323135 0.88035101 0.2665163  0.07812713]
 [0.38345766 0.38497878 0.02569732 0.74713833 0.19876888]
 [0.31081514 0.41687017 0.40863755 0.46916287 0.26848491]
 [0.04589767 0.49453076 0.47903392 0.24079867 0.40830959]
 [0.76702358 0.4709328  0.19107987 0.10501978 0.68284603]]
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<span class="ansi-red-intense-fg ansi-bold">---------------------------------------------------------------------------</span>
<span class="ansi-red-intense-fg ansi-bold">ValueError</span>                                Traceback (most recent call last)
<span class="ansi-green-intense-fg ansi-bold">&lt;ipython-input-18-bd71c789f1e2&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span>
<span class="ansi-green-fg">      8</span> print<span class="ansi-yellow-intense-fg ansi-bold">(</span>training<span class="ansi-yellow-intense-fg ansi-bold">,</span>test<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">      9</span> 
<span class="ansi-green-intense-fg ansi-bold">---&gt; 10</span><span class="ansi-yellow-intense-fg ansi-bold"> </span>classifier <span class="ansi-yellow-intense-fg ansi-bold">=</span> nltk<span class="ansi-yellow-intense-fg ansi-bold">.</span>NaiveBayesClassifier<span class="ansi-yellow-intense-fg ansi-bold">.</span>train<span class="ansi-yellow-intense-fg ansi-bold">(</span>training<span class="ansi-yellow-intense-fg ansi-bold">)</span>
<span class="ansi-green-fg">     11</span> 
<span class="ansi-green-fg">     12</span> print<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-blue-intense-fg ansi-bold">&#34;Naive Bayes Algo Accuracy:&#34;</span><span class="ansi-yellow-intense-fg ansi-bold">,</span> <span class="ansi-yellow-intense-fg ansi-bold">(</span>nltk<span class="ansi-yellow-intense-fg ansi-bold">.</span>classify<span class="ansi-yellow-intense-fg ansi-bold">.</span>accuracy<span class="ansi-yellow-intense-fg ansi-bold">(</span>classifier<span class="ansi-yellow-intense-fg ansi-bold">,</span>test<span class="ansi-yellow-intense-fg ansi-bold">)</span><span class="ansi-yellow-intense-fg ansi-bold">)</span><span class="ansi-yellow-intense-fg ansi-bold">*</span><span class="ansi-cyan-intense-fg ansi-bold">100</span><span class="ansi-yellow-intense-fg ansi-bold">)</span>

<span class="ansi-green-intense-fg ansi-bold">C:\ProgramData\Anaconda3\lib\site-packages\nltk\classify\naivebayes.py</span> in <span class="ansi-cyan-fg">train</span><span class="ansi-blue-intense-fg ansi-bold">(cls, labeled_featuresets, estimator)</span>
<span class="ansi-green-fg">    205</span>         <span class="ansi-red-intense-fg ansi-bold"># Count up how many times each feature value occurred, given</span>
<span class="ansi-green-fg">    206</span>         <span class="ansi-red-intense-fg ansi-bold"># the label and featurename.</span>
<span class="ansi-green-intense-fg ansi-bold">--&gt; 207</span><span class="ansi-yellow-intense-fg ansi-bold">         </span><span class="ansi-green-intense-fg ansi-bold">for</span> featureset<span class="ansi-yellow-intense-fg ansi-bold">,</span> label <span class="ansi-green-intense-fg ansi-bold">in</span> labeled_featuresets<span class="ansi-yellow-intense-fg ansi-bold">:</span>
<span class="ansi-green-fg">    208</span>             label_freqdist<span class="ansi-yellow-intense-fg ansi-bold">[</span>label<span class="ansi-yellow-intense-fg ansi-bold">]</span> <span class="ansi-yellow-intense-fg ansi-bold">+=</span> <span class="ansi-cyan-intense-fg ansi-bold">1</span>
<span class="ansi-green-fg">    209</span>             <span class="ansi-green-intense-fg ansi-bold">for</span> fname<span class="ansi-yellow-intense-fg ansi-bold">,</span> fval <span class="ansi-green-intense-fg ansi-bold">in</span> featureset<span class="ansi-yellow-intense-fg ansi-bold">.</span>items<span class="ansi-yellow-intense-fg ansi-bold">(</span><span class="ansi-yellow-intense-fg ansi-bold">)</span><span class="ansi-yellow-intense-fg ansi-bold">:</span>

<span class="ansi-red-intense-fg ansi-bold">ValueError</span>: too many values to unpack (expected 2)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#============================</span>
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<h1 id="================================KNN">================================KNN<a class="anchor-link" href="#================================KNN">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
<span class="kn">from</span> <span class="nn">sklearn.neighbors</span> <span class="kn">import</span> <span class="n">KNeighborsClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">confusion_matrix</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">f1_score</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">accuracy_score</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset</span><span class="o">=</span><span class="n">x0</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">dataset</span><span class="p">))</span>
<span class="n">dataset</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">22</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">zero_not_accepted</span> <span class="o">=</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">,</span><span class="s1">&#39;rating&#39;</span><span class="p">,</span><span class="s1">&#39;ratingSentiment&#39;</span><span class="p">,</span><span class="s1">&#39;ratingSentimentLabel&#39;</span><span class="p">,</span><span class="s1">&#39;vaderReviewScore&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">zero_not_accepted</span><span class="p">:</span>
    <span class="n">dataset</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">=</span><span class="n">dataset</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">NaN</span><span class="p">)</span>
    <span class="n">mean</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">skipna</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
    <span class="n">dataset</span><span class="p">[</span><span class="n">column</span><span class="p">]</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">NAN</span><span class="p">,</span><span class="n">mean</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;Id&#39;</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">dataset</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span>
<span class="n">y</span><span class="o">=</span><span class="n">dataset</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">4</span><span class="p">]</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">random_state</span><span class="o">=</span><span class="mi">0</span> <span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sc_x</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span>
<span class="n">x_train</span> <span class="o">=</span> <span class="n">sc_x</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">sc_x</span><span class="o">.</span><span class="n">fit_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">math</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y_train</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">math</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y_test</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#classifier = KNeighborsClassifier(n_neighbors=13,p=2,metric=&#39;euclidean&#39;)</span>
<span class="c1">#classifier.fit(x_train,y_train)</span>
<span class="c1">#cm = confusion_matrix(y_test , y_pred)</span>
<span class="c1">#print(cm)</span>
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<h1 id="================================MLP">================================MLP<a class="anchor-link" href="#================================MLP">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.neural_network</span> <span class="kn">import</span> <span class="n">MLPClassifier</span>

<span class="kn">from</span> <span class="nn">sklearn.datasets</span> <span class="kn">import</span> <span class="n">make_classification</span>

<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>


<span class="n">X</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">make_classification</span><span class="p">(</span><span class="n">n_samples</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">)</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">stratify</span><span class="o">=</span><span class="n">y</span><span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>


<span class="n">clf</span> <span class="o">=</span> <span class="n">MLPClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">300</span><span class="p">)</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">clf</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">X_test</span><span class="p">[:</span><span class="mi">1</span><span class="p">])</span>

<span class="n">clf</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="mi">5</span><span class="p">,</span> <span class="p">:])</span>


<span class="n">clf</span><span class="o">.</span><span class="n">score</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>
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<h1 id="========================================================">========================================================<a class="anchor-link" href="#========================================================">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import required libraries</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">numpy</span> <span class="k">as</span> <span class="nn">np</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">sklearn</span>
<span class="kn">from</span> <span class="nn">sklearn.neural_network</span> <span class="kn">import</span> <span class="n">MLPClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.neural_network</span> <span class="kn">import</span> <span class="n">MLPRegressor</span>

<span class="c1"># Import necessary modules</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">mean_squared_error</span>
<span class="kn">from</span> <span class="nn">math</span> <span class="kn">import</span> <span class="n">sqrt</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">r2_score</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">x0</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">x0</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span><span class="o">.</span><span class="n">transpose</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">target_column</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;vaderReviewScore&#39;</span><span class="p">]</span> 
<span class="n">predictors</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">x0</span><span class="o">.</span><span class="n">columns</span><span class="p">))</span><span class="o">-</span><span class="nb">set</span><span class="p">(</span><span class="n">target_column</span><span class="p">))</span>
<span class="n">x0</span><span class="p">[</span><span class="n">predictors</span><span class="p">]</span> <span class="o">=</span> <span class="n">x0</span><span class="p">[</span><span class="n">predictors</span><span class="p">]</span><span class="o">/</span><span class="n">x0</span><span class="p">[</span><span class="n">predictors</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
<span class="n">x0</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span><span class="o">.</span><span class="n">transpose</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">x0</span><span class="p">[</span><span class="n">predictors</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">x0</span><span class="p">[</span><span class="n">target_column</span><span class="p">]</span><span class="o">.</span><span class="n">values</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">test_size</span><span class="o">=</span><span class="mf">0.30</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">40</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">);</span> <span class="nb">print</span><span class="p">(</span><span class="n">X_test</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.neural_network</span> <span class="kn">import</span> <span class="n">MLPClassifier</span>

<span class="n">mlp</span> <span class="o">=</span> <span class="n">MLPClassifier</span><span class="p">(</span><span class="n">hidden_layer_sizes</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">8</span><span class="p">,</span><span class="mi">8</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">solver</span><span class="o">=</span><span class="s1">&#39;adam&#39;</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">500</span><span class="p">)</span>
<span class="n">mlp</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">predict_train</span> <span class="o">=</span> <span class="n">mlp</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">predict_test</span> <span class="o">=</span> <span class="n">mlp</span><span class="o">.</span><span class="n">predict</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="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">classification_report</span><span class="p">,</span><span class="n">confusion_matrix</span>
<span class="nb">print</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span><span class="n">predict_train</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span><span class="n">predict_train</span><span class="p">))</span>
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<h1 id="=======================Logistic-Regression">=======================Logistic Regression<a class="anchor-link" href="#=======================Logistic-Regression">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></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">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</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;...............</span><span class="se">\\</span><span class="s1">Proj_paython_drug</span><span class="se">\\</span><span class="s1">processed.csv.gz&#39;</span><span class="p">)</span>

<span class="n">train</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">train</span><span class="o">.</span><span class="n">isnull</span><span class="p">())</span>
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<pre>&lt;AxesSubplot:&gt;</pre>
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
"
>
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</div>

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</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;rating&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">train</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[6]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;AxesSubplot:xlabel=&#39;rating&#39;, ylabel=&#39;count&#39;&gt;</pre>
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</div>

<div class="output_area">

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


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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;review&#39;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s1">&#39;rating&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">train</span><span class="p">)</span>
</pre></div>

    </div>
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;rating&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;ratingSentimentLabel&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">train</span><span class="p">,</span><span class="n">palette</span><span class="o">=</span><span class="s1">&#39;winter&#39;</span><span class="p">)</span>
</pre></div>

    </div>
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">impute_age</span><span class="p">(</span><span class="n">cols</span><span class="p">):</span>
    <span class="n">Id</span> <span class="o">=</span> <span class="n">cols</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">rating</span> <span class="o">=</span> <span class="n">cols</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
    <span class="k">if</span> <span class="n">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">Id</span><span class="p">):</span>
        
        <span class="k">if</span> <span class="n">rating</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
            <span class="k">return</span> <span class="mi">37</span>
        <span class="k">elif</span> <span class="n">rating</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
            <span class="k">return</span> <span class="mi">29</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">return</span> <span class="mi">24</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">Id</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train</span><span class="p">[[</span><span class="s1">&#39;Id&#39;</span><span class="p">,</span><span class="s1">&#39;rating&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">impute_age</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="c1">#sns.heatmap(train.isnull(),yticklabels=False,cbar=False)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;ratingSentiment&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#review = pd.get_dummies(train[&#39;review&#39;],drop_first=True)</span>
<span class="c1">#cleanReview = pd.get_dummies(train[&#39;cleanReview&#39;],drop_first=True)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Id&#39;</span><span class="p">,</span><span class="s1">&#39;review&#39;</span><span class="p">,</span><span class="s1">&#39;cleanReview&#39;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#train = pd.concat([train,sex,embark],axis=1)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</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">train</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;vaderSentiment&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span> <span class="n">train</span><span class="p">[</span><span class="s1">&#39;vaderSentiment&#39;</span><span class="p">],</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.30</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">101</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LogisticRegression</span>
<span class="n">logmodel</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span>
<span class="n">logmodel</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">predictions</span> <span class="o">=</span> <span class="n">logmodel</span><span class="o">.</span><span class="n">predict</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="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">classification_report</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">predictions</span><span class="p">))</span>
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