amazon review.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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fieldset[disabled] .notification_widget.success:hover,
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fieldset[disabled] .notification_widget.success:focus,
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.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
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}
.notification_widget.success .badge {
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}
.notification_widget.info:hover {
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.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
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fieldset[disabled] .notification_widget.info:hover,
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fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
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  background-color: #c9302c;
  border-color: #ac2925;
}
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.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
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.notification_widget.danger.active,
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fieldset[disabled] .notification_widget.danger:hover,
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fieldset[disabled] .notification_widget.danger:focus,
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.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
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  right: 20px;
}
div#pager #pager-contents {
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  width: 100%;
  height: 100%;
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div#pager #pager-contents #pager-container {
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  padding: 15px 0px;
  box-sizing: border-box;
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  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
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  height: 8px;
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  border-top: 1px solid #cfcfcf;
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}
div#pager .ui-resizable-handle::after {
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  left: 50%;
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  width: 30px;
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}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
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  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
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  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
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}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
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  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
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  span.checkpoint_status,
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}
@media (min-width: 768px) and (max-width: 991px) {
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}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
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  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
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}
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  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
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}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
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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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  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
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/*properties of tooltip before "expand"*/
.smalltooltip {
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  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
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}
.tooltipbuttons {
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  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
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  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
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}
.ipython_tooltip .tooltiptext pre {
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  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
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  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
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  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
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  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
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  margin-right: -10px;
}
ul.typeahead-list {
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ul.typeahead-list > li > a {
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[dir="rtl"] .typeahead-list {
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.cmd-palette .modal-body {
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}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
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#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
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[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
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[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
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}
#find-and-replace #replace-preview {
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  overflow: auto;
}
#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);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
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.terminal-app .terminal {
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  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
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.terminal-app .terminal,
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  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
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}
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  background: white;
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  margin-top: 20px;
}
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
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div#notebook {
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<div class="prompt input_prompt">In&nbsp;[441]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">bs4</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">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">requests</span>
<span class="kn">import</span> <span class="nn">math</span>
<span class="kn">from</span> <span class="nn">textblob</span> <span class="kn">import</span> <span class="n">TextBlob</span>
<span class="kn">from</span> <span class="nn">wordcloud</span> <span class="kn">import</span> <span class="n">WordCloud</span><span class="p">,</span> <span class="n">STOPWORDS</span>
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<pre><code>to fetch all the comments we will need to iterate through multiple pages of comments and to do this lets find the total number of pages</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.amazon.in/Apple-iPhone-XR-64GB-Black/product-reviews/B07JWV47JW/ref=cm_cr_dp_d_show_all_btm?ie=UTF8&amp;reviewerType=all_reviews&quot;</span>


<span class="n">page</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">url</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">page</span><span class="o">.</span><span class="n">status_code</span><span class="p">)</span>
<span class="n">html</span> <span class="o">=</span> <span class="n">page</span><span class="o">.</span><span class="n">content</span>

<span class="n">soup</span> <span class="o">=</span> <span class="n">bs4</span><span class="o">.</span><span class="n">BeautifulSoup</span><span class="p">(</span><span class="n">html</span><span class="p">,</span> <span class="s1">&#39;html.parser&#39;</span><span class="p">)</span>
<span class="n">num</span> <span class="o">=</span> <span class="n">soup</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="s1">&#39;span&#39;</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;data-hook&#39;</span><span class="p">:</span><span class="s2">&quot;cr-filter-info-review-count&quot;</span><span class="p">})</span>
<span class="n">total</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">num</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
<span class="n">t</span> <span class="o">=</span> <span class="n">total</span><span class="p">[</span><span class="o">-</span><span class="mi">9</span><span class="p">::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
<span class="n">tt</span> <span class="o">=</span> <span class="n">t</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">tt</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">reversed</span><span class="p">(</span><span class="n">tt</span><span class="p">))</span>
<span class="n">tt</span> <span class="o">=</span> <span class="n">tt</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">tt</span> <span class="o">=</span> <span class="n">math</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">tt</span><span class="p">)</span><span class="o">/</span><span class="mi">10</span><span class="p">)</span>
<span class="n">tt</span>
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<pre>200
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<pre>670</pre>
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<pre><code>Now fetching the name of the person who reviewed the product, star rating given by that person, comment title and the comment and storing them in lists so that they can further be used for our analysis</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">r_name</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">r_title</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">r_body</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">r_star</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">pn</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">tt</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
    <span class="c1">#global soup, r_name, link</span>
    <span class="c1">#if soup.find_all(&#39;li&#39;, class_=&quot;a-disabled a-last&quot;):</span>
    <span class="c1">#print(f&quot;page no {pn}&quot;)</span>
    <span class="c1">#else:</span>
        
    <span class="c1">#print(&quot;andar ghus gaye&quot;)</span>
    <span class="c1">#pn += 1</span>
    <span class="c1">#print(pn)</span>
    <span class="k">if</span> <span class="n">pn</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
        <span class="n">link</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;https://www.amazon.in/Apple-iPhone-XR-64GB-Black/product-reviews/B07JWV47JW/ref=cm_cr_arp_d_paging_btm_next_</span><span class="si">{</span><span class="n">pn</span><span class="si">}</span><span class="s2">?ie=UTF8&amp;reviewerType=all_reviews&amp;pageNumber=</span><span class="si">{</span><span class="n">pn</span><span class="si">}</span><span class="s2">&quot;</span>

        <span class="n">page</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">link</span><span class="p">)</span>

    <span class="c1">#page.status_code</span>

        <span class="c1">#page.reason</span>

        <span class="c1">#page.headers[&#39;Content-type&#39;]</span>
    <span class="k">if</span> <span class="n">page</span><span class="o">.</span><span class="n">status_code</span> <span class="o">==</span> <span class="mi">200</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;page no </span><span class="si">{</span><span class="n">pn</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
        <span class="n">html</span> <span class="o">=</span> <span class="n">page</span><span class="o">.</span><span class="n">content</span>

        <span class="n">soup</span> <span class="o">=</span> <span class="n">bs4</span><span class="o">.</span><span class="n">BeautifulSoup</span><span class="p">(</span><span class="n">html</span><span class="p">,</span> <span class="s1">&#39;html.parser&#39;</span><span class="p">)</span>


        <span class="n">comm</span> <span class="o">=</span> <span class="n">soup</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="s1">&#39;span&#39;</span><span class="p">,</span> <span class="n">attrs</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;class&#39;</span> <span class="p">:</span> <span class="bp">cls</span><span class="p">})</span>
        <span class="n">ns</span> <span class="o">=</span> <span class="mi">10</span><span class="o">*</span><span class="p">(</span><span class="n">pn</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
        <span class="n">ne</span> <span class="o">=</span> <span class="n">ns</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">comm</span><span class="p">)):</span>
            
            <span class="n">r_name</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">comm</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
            <span class="c1">#next_page(pn)</span>

        <span class="n">title</span> <span class="o">=</span> <span class="n">soup</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="s1">&#39;a&#39;</span><span class="p">,</span> <span class="n">class_</span><span class="o">=</span><span class="s2">&quot;review-title-content&quot;</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">title</span><span class="p">)):</span>
            <span class="n">r_title</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">title</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
        <span class="n">r_title</span><span class="p">[:]</span> <span class="o">=</span> <span class="p">[</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">r_title</span><span class="p">]</span>
        <span class="n">star</span> <span class="o">=</span> <span class="n">soup</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="s1">&#39;i&#39;</span><span class="p">,</span> <span class="n">class_</span><span class="o">=</span><span class="s2">&quot;review-rating&quot;</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">star</span><span class="p">)):</span>
            <span class="n">r_star</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">star</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
        <span class="n">body</span> <span class="o">=</span> <span class="n">soup</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="s1">&#39;span&#39;</span><span class="p">,</span> <span class="n">class_</span><span class="o">=</span><span class="s2">&quot;review-text-content&quot;</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">body</span><span class="p">)):</span>
            <span class="n">r_body</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">body</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">text</span><span class="p">)</span>
        <span class="n">r_body</span><span class="p">[:]</span> <span class="o">=</span> <span class="p">[</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span> <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">r_body</span><span class="p">]</span>

<span class="c1">#r_name</span>
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<pre>page no 1
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<pre>[&#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Amazon Customer&#39;,
 &#39;A&#39;,
 &#39;Shubham Dutta&#39;,
 &#39;Nepuni Lokho&#39;,
 &#39;Anand S Prasad&#39;,
 &#39;Srikanth Jatla&#39;,
 &#39;KAILASH C.&#39;,
 &#39;LDM&#39;,
 &#39;Amazon Customer&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Ankur Arora &#39;,
 &#39;Ayush Kumar Singh&#39;,
 &#39;Meher k.&#39;,
 &#39;Nitesh&#39;,
 &#39;Neel&#39;,
 &#39;Mondal&#39;,
 &#39;Manohar Mali&#39;,
 &#39;Harshal&#39;,
 &#39;Alfred&#39;,
 &#39;Aniruddha Ghosh&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Amazon Customer&#39;,
 &#39;yaswanth kumar&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Rituparno Das&#39;,
 &#39;Dinesh&#39;,
 &#39;AMIT SINGHA ROY&#39;,
 &#39;Prince kumar&#39;,
 &#39;Suraag&#39;,
 &#39;Kusan Majumder&#39;,
 &#39;Sushil Nagpal&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Vyver&#39;,
 &#39;Santanu Biswas&#39;,
 &#39;H S.&#39;,
 &#39;varun&#39;,
 &#39;Ratnesh&#39;,
 &#39;mike&#39;,
 &#39;Bharat Oberoi&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Arun Stambhampelli&#39;,
 &#39;Karthik S&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Awinash Goswami&#39;,
 &#39;Pooja P.&#39;,
 &#39;Pratik&#39;,
 &#39;Sobin Thomas&#39;,
 &#39;mit z&#39;,
 &#39;S. Chandrasekaran&#39;,
 &#39;anurag raghuvanshi&#39;,
 &#39;Sachin Singh&#39;,
 &#39;wangkhem yuhen singh&#39;,
 &#39;rajeev kumar&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;RAO ANAND&#39;,
 &#39;JYO&#39;,
 &#39;Adil Arfi&#39;,
 &#39;Vishal&#39;,
 &#39;Its me!&#39;,
 &#39;Spitzer&#39;,
 &#39;abhishek jain&#39;,
 &#39;Swamy&#39;,
 &#39;Pab&#39;,
 &#39;Sachin&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Winnie S.&#39;,
 &#39;Hemang&#39;,
 &#39;Ankan Pal&#39;,
 &#39;Vishal&#39;,
 &#39;Alexander&#39;,
 &#39;Ayan&#39;,
 &#39;Vinod Kumar Imandi&#39;,
 &#39;Balaji D. C.&#39;,
 &#39;Blessed&#39;,
 &#39;Asha&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
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 &#39;sreekanth&#39;,
 &#39;wazir&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Ayaan&#39;,
 &#39;VINAY KUMAR&#39;,
 &#39;SIDDHARTH KUSHWAHA&#39;,
 &#39;Nitin&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Raja Rama Mohan Thavalam&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Utkarsh Singh&#39;,
 &#39;Mahesh Pranami&#39;,
 &#39;Pratibha Malik&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Usmaan F.&#39;,
 &#39;mohammed raheem&#39;,
 &#39;prabhath p&#39;,
 &#39;Anil saini&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Adarsh Kumar Kushwaha&#39;,
 &#39;K J DEVENDRA PRASAD&#39;,
 &#39;Dipak&#39;,
 &#39;KARAN MEHRA&#39;,
 &#39;Deepak kadam.&#39;,
 &#39;SINOJ BALAN&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Dharun&#39;,
 &#39;Chaitanya&#39;,
 &#39;Vijay K.&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;SIDDHARTH AGRAWAL&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Ashok Podder&#39;,
 &#39;Lokesh&#39;,
 &#39;prasanna&#39;,
 &#39;rajbir&#39;,
 &#39;Alekh shrivastava&#39;,
 &#39;L.Parameskumar&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Rishab Agarwal&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Shlok&#39;,
 &#39;meghna.&#39;,
 &#39;RIYAZ&#39;,
 &#39;Hari&#39;,
 &#39;santosh i bidarakundi&#39;,
 &#39;shubham chauhan&#39;,
 &#39;Aichem&#39;,
 &#39;nischay&#39;,
 &#39;Ajmal hussain A nassar&#39;,
 &#39;Amazon Customer&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Sourav&#39;,
 &#39;Sanju&#39;,
 &#39;Nirav&#39;,
 &#39;Subho Mitra&#39;,
 &#39;prafull kumar&#39;,
 &#39;nikhil kumar&#39;,
 &#39;k.v.govindarajperumal&#39;,
 &#39;Abubakar Shaikh&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Tushar Ankush Dhuri&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;FAZIL&#39;,
 &#39;Amit Patel&#39;,
 &#39;ASHWIN&#39;,
 &#39;SMittal&#39;,
 &#39;Narendra&#39;,
 &#39;Arun Raghupathy&#39;,
 &#39;Shalabh&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Kishore&#39;,
 &#39;rahul&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Saurabh Kataria&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Amit Verma&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Arkaja&#39;,
 &#39;Pooja&#39;,
 &#39;rakesh gutsguy&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Amit&#39;,
 &#39;jagadeesh&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Jagadish Chakraborty&#39;,
 &#39;yash raj&#39;,
 &#39;Samir&#39;,
 &#39;Jeevan&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Arnab84s&#39;,
 &#39;M.MOHHAMED SULTAN&#39;,
 &#39;Vinodh. K.&#39;,
 &#39;Aritra Chatterjee&#39;,
 &#39;Shirish Deshmukh&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Suvajit&#39;,
 &#39;Thephone technical&#39;,
 &#39;LAKSHMIPATHI GANGATHARAN&#39;,
 &#39;Lalit Kumar &#39;,
 &#39;Devashish Das&#39;,
 &#39;Shanu&#39;,
 &#39;pooja&#39;,
 &#39;Mutturaj vp&#39;,
 &#39;ankushdhoundiyal&#39;,
 &#39;ketaki karwade&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Karthik Murthy&#39;,
 &#39;Gaurav&#39;,
 &#39;Subhajit&#39;,
 &#39;Shan&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Abhijeet the Great&#39;,
 &#39;Abhijit Patil&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Shahbaz khan&#39;,
 &#39;rajiv&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Vemulapalli Dinesh&#39;,
 &#39;ashu&#39;,
 &#39;VBazon Customer&#39;,
 &#39;Ramesh punna&#39;,
 &#39;Aditya Bajpai&#39;,
 &#39;Vijay&#39;,
 &#39;Mahesh Pandian&#39;,
 &#39;Trisha s.&#39;,
 &#39;7760589973&#39;,
 &#39;SAMEER PISOLKAR&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Pradip budhathoki&#39;,
 &#39;Aditya&#39;,
 &#39;Abhishek Shukla&#39;,
 &#39;Hemant KurrKure&#39;,
 &#39;Sreejith K R&#39;,
 &#39;Ajju Pilot Ultimate&#39;,
 &#39;Abhiney&#39;,
 &#39;Prateek Kumar&#39;,
 &#39;dharmesh thacker&#39;,
 &#39;vipul&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#34;G&#39;Bak&#34;,
 &#39;sonu yadav&#39;,
 &#39;KRIPAL SINGH&#39;,
 &#39;MD adeeb&#39;,
 &#39;Pranati&#39;,
 &#39;Vivek Ekbote&#39;,
 &#39;RAJESH R&#39;,
 &#39;Brij&#39;,
 &#39;Pankajkumar Jagtap&#39;,
 &#39;Ankit Jain &#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;kuldeep singh&#39;,
 &#39;Sapna Joshi&#39;,
 &#39;Md.Jahangir&#39;,
 &#39;Dahlia&#39;,
 &#39;Vishal&#39;,
 &#39;Amazon User&#39;,
 &#39;Rahul sharma&#39;,
 &#39;Amazoncustomer&#39;,
 &#39;madhuri rasiklal gaglani&#39;,
 &#39;Kuldeep Patil[KP]&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Sharad Malani&#39;,
 &#39;shivangi&#39;,
 &#39;Aravind Prakash&#39;,
 &#39;sagar&#39;,
 &#39;Pradeep Sharma&#39;,
 &#39;Mohsin Khan&#39;,
 &#39;Amazon Customer&#39;,
 &#39;samara simhareddy&#39;,
 &#39;Venu N S&#39;,
 &#39;Bakul Arora&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Mohd Rizwan HABIB&#39;,
 &#39;Dev Mahar&#39;,
 &#39;Amitabh gaur&#39;,
 &#39;Siddhu&#39;,
 &#39;Manish Bahal&#39;,
 &#39;Debadutta Mohanty&#39;,
 &#39;ujjawal jain&#39;,
 &#39;joy singh&#39;,
 &#39;Dom&#39;,
 &#39;Saurabh&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Praveen Rajan&#39;,
 &#39;Mrinmoy Mukherjee&#39;,
 &#39;Amazon Customer&#39;,
 &#39;S Chandra Reddy&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Shashank tripathi&#39;,
 &#39;ravinder&#39;,
 &#39;Khadar Basha&#39;,
 &#39;Amazon Customer&#39;,
 &#39;vibhor&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Rahul Shah&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Shravani&#39;,
 &#39;ShyamSundarDhruw&#39;,
 &#39;Hemamalini&#39;,
 &#39;🙏&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Azim khan&#39;,
 &#39;Amazon Customer&#39;,
 &#39;Melvi&#39;,
 &#39;A&#39;,
 &#39;Sameer Patil&#39;,
 &#39;Rathish S&#39;,
 &#39;Ganesh Nagargoje&#39;,
 ...]</pre>
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<pre><code>as we can see from the above example, we have some duplicacies in data which are caused due to the speific structure of that web page.

Let's remove these duplication and make to make our analysis better and more refined.

Since there can be fare chance that 2 person might have same first name, hence we will first put this data in a pandas dataframe and then remove duplicates in form of pairs assuming that 2 persons with same first and lastname might not have given exact same rating. </code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">r_starrate</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">r_star</span><span class="p">:</span>
    <span class="n">r</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
    <span class="n">r_starrate</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span> 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Author&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r_name</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;Rating&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r_starrate</span>
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<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>Author</th>
      <th>Rating</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Amazon Customer</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Shubham Dutta</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Nepuni Lokho</td>
      <td>5</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Anand S Prasad</td>
      <td>1</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Srikanth Jatla</td>
      <td>5</td>
    </tr>
    <tr>
      <th>9</th>
      <td>KAILASH C.</td>
      <td>1</td>
    </tr>
    <tr>
      <th>10</th>
      <td>LDM</td>
      <td>4</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Amazon Customer</td>
      <td>1</td>
    </tr>
    <tr>
      <th>12</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Ankur Arora</td>
      <td>1</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Ayush Kumar Singh</td>
      <td>5</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Meher k.</td>
      <td>1</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Nitesh</td>
      <td>3</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Neel</td>
      <td>5</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Mondal</td>
      <td>3</td>
    </tr>
    <tr>
      <th>20</th>
      <td>Manohar Mali</td>
      <td>5</td>
    </tr>
    <tr>
      <th>21</th>
      <td>Harshal</td>
      <td>5</td>
    </tr>
    <tr>
      <th>22</th>
      <td>Alfred</td>
      <td>5</td>
    </tr>
    <tr>
      <th>23</th>
      <td>Aniruddha Ghosh</td>
      <td>2</td>
    </tr>
    <tr>
      <th>24</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>25</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>26</th>
      <td>Amazon Customer</td>
      <td>1</td>
    </tr>
    <tr>
      <th>27</th>
      <td>yaswanth kumar</td>
      <td>5</td>
    </tr>
    <tr>
      <th>28</th>
      <td>Amazon Customer</td>
      <td>1</td>
    </tr>
    <tr>
      <th>29</th>
      <td>Rituparno Das</td>
      <td>5</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2922</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2923</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2924</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2925</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2926</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2927</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2928</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2929</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2930</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2931</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2932</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2933</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2934</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2935</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2936</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2937</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2938</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2939</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2940</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2941</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2942</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2943</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2944</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2945</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2946</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2947</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2948</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2949</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2950</th>
      <td>A</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2951</th>
      <td>Sameer Patil</td>
      <td>3</td>
    </tr>
  </tbody>
</table>
<p>2952 rows × 2 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">drop_duplicates</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">df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;ratings.csv&#39;</span><span class="p">,</span> <span class="n">index</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#df.groupby(&quot;Rating&quot;).count().plot(kind = &#39;bar&#39;)</span>
<span class="n">dd</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s2">&quot;Rating&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">dd</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;area&#39;</span><span class="p">,</span> <span class="n">subplots</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">8</span><span class="p">),</span> <span class="n">title</span> <span class="o">=</span> <span class="s2">&quot;Analysis of Ratings given for the given product in terms of&quot;</span><span class="p">,</span> <span class="n">legend</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">xticks</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">],</span> <span class="n">rot</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">colormap</span> <span class="o">=</span> <span class="s1">&#39;plasma&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Rating&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Number of AUthors&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<pre>&lt;Figure size 2400x1500 with 0 Axes&gt;</pre>
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<img src="data:image/png;base64,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
"
>
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<p>This area plot clearly depicts that <code>maximum</code> users have given a <code>5 star</code> rating for this product and tells a lot about overall impression of this product on users</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dff</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span>
<span class="n">dff</span><span class="p">[</span><span class="s1">&#39;Comment_Title&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r_title</span>
<span class="n">dff</span><span class="p">[</span><span class="s1">&#39;Review&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">r_body</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dff</span>
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<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>Comment_Title</th>
      <th>Review</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Which iPhone you should Purchase ? iPhone 8, X...</td>
      <td>NOTE:@ This is detailed comparison between iPh...</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Don't buy iPhone xr from Amazon.</td>
      <td>Very bad experience with this iPhone xr phone....</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Happy with the purchase</td>
      <td>Amazing phone with amazing camera coming from ...</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Amazon is not an apple authorised reseller. Pl...</td>
      <td>So I got the iPhone XR just today. The product...</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Excellent Battery life and buttery smooth UI</td>
      <td>I've been an android user all my life until I ...</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Never purchase a phone online.</td>
      <td>I was delivered a phone that did not work imme...</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Awesome iPhone</td>
      <td>It has been a month since I started using my i...</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Exchange of I phone xr with xs.</td>
      <td>The phone is hanging. Video quality is not ver...</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Worth upgrading from the 6S? I'll know in a fe...</td>
      <td>I'll use this review to mostly say what I'm no...</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Def a bad experience</td>
      <td>Went with the iPhone XR after over a month of ...</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Fake handsetset received</td>
      <td>Im facing some speaker related issues and had ...</td>
    </tr>
    <tr>
      <th>11</th>
      <td>got at ₹49,900 but do i wasted my 50k?? ABSOLU...</td>
      <td>there are two angles from which smartphones ar...</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Pathetic Apple and IPhone Review</td>
      <td>I had taken the phone but the phones holds too...</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Disappointment for an iPhone</td>
      <td>This is a product which lets down the whole hi...</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Go for XR if you confused between X and XR</td>
      <td>All in all an amazing product yet again from A...</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Problem with Dual SIM</td>
      <td>iPhone XR is excellent there is no doubt about...</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Nice Phone</td>
      <td>Using around a week now. It’s snappy fast. Pow...</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Smooth as Butter</td>
      <td>Smooth as butter, no lag and awesome display w...</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Awsome Product by Apple</td>
      <td>This is by far the best smartphone i have ever...</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Disappointing in many ways</td>
      <td>Has many drawbacks. Apps developed for iPhone ...</td>
    </tr>
    <tr>
      <th>20</th>
      <td>Worst camera</td>
      <td>Poor Front camera cannot take photo with light...</td>
    </tr>
    <tr>
      <th>21</th>
      <td>Awesome Phone</td>
      <td>A Perfect Phone with a great camera, great per...</td>
    </tr>
    <tr>
      <th>22</th>
      <td>Tampered shipment &amp; product</td>
      <td>This Appario seem to be a fraud. My shipment h...</td>
    </tr>
    <tr>
      <th>23</th>
      <td>Battery life is spectacular</td>
      <td>I have bought it during prime sales , aside fr...</td>
    </tr>
    <tr>
      <th>24</th>
      <td>Disappointed !!!</td>
      <td>This is my first phone from Apple. I was in co...</td>
    </tr>
    <tr>
      <th>25</th>
      <td>Worthy buy</td>
      <td>Extremely easy to use. Good specifications.</td>
    </tr>
    <tr>
      <th>26</th>
      <td>Just don’t buy it from amazon totally waste of...</td>
      <td>Iphone is good but probably I have received a...</td>
    </tr>
    <tr>
      <th>27</th>
      <td>Amazing phone! iOS makes it worth the money! D...</td>
      <td>Best iPhone I’ve used. Sold my one plus 6 and ...</td>
    </tr>
    <tr>
      <th>28</th>
      <td>The Best Choice !</td>
      <td>Like every time, Apple has again mesmerised me...</td>
    </tr>
    <tr>
      <th>29</th>
      <td>Most Beautiful, Fast and Stylish iPhone, I've ...</td>
      <td>Most Beautiful, Fast and Stylish iPhone, I've ...</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2290</th>
      <td>AFFORDABLE BEAST</td>
      <td>NICE PRODUCT</td>
    </tr>
    <tr>
      <th>2291</th>
      <td>Value for Money</td>
      <td>Amazing Phone.. Worth the money😃</td>
    </tr>
    <tr>
      <th>2292</th>
      <td>Super</td>
      <td>Amazing</td>
    </tr>
    <tr>
      <th>2293</th>
      <td>Good phone</td>
      <td>Phone hitting problems</td>
    </tr>
    <tr>
      <th>2294</th>
      <td>Iphone it is after all</td>
      <td>Best .</td>
    </tr>
    <tr>
      <th>2295</th>
      <td>Good</td>
      <td>Good</td>
    </tr>
    <tr>
      <th>2296</th>
      <td>Satisfactory</td>
      <td>Satisfactory</td>
    </tr>
    <tr>
      <th>2297</th>
      <td>Best</td>
      <td>Best iPhone</td>
    </tr>
    <tr>
      <th>2298</th>
      <td>Good Phone</td>
      <td>Awesome</td>
    </tr>
    <tr>
      <th>2299</th>
      <td>Absolutely awesome</td>
      <td>XR is the best</td>
    </tr>
    <tr>
      <th>2300</th>
      <td>Amazing product!!!! Truely satisfied</td>
      <td>Great!!</td>
    </tr>
    <tr>
      <th>2301</th>
      <td>The perfect Smartphone</td>
      <td>Superb Phone...</td>
    </tr>
    <tr>
      <th>2302</th>
      <td>Perfect phone best battery life</td>
      <td>Wonderful phone.</td>
    </tr>
    <tr>
      <th>2303</th>
      <td>Very good</td>
      <td>Nice experience</td>
    </tr>
    <tr>
      <th>2304</th>
      <td>Good</td>
      <td>Good</td>
    </tr>
    <tr>
      <th>2305</th>
      <td>Worth buy</td>
      <td>Excellent</td>
    </tr>
    <tr>
      <th>2306</th>
      <td>Too Good</td>
      <td>Good Features</td>
    </tr>
    <tr>
      <th>2307</th>
      <td>Apple xr superb</td>
      <td>Amazing product...</td>
    </tr>
    <tr>
      <th>2308</th>
      <td>Best phone</td>
      <td>Amazing phone.</td>
    </tr>
    <tr>
      <th>2309</th>
      <td>So good looking iPhone Xr</td>
      <td>Great product</td>
    </tr>
    <tr>
      <th>2310</th>
      <td>Excellent</td>
      <td>Nice phone😍</td>
    </tr>
    <tr>
      <th>2311</th>
      <td>Best one</td>
      <td>Best worth buy it</td>
    </tr>
    <tr>
      <th>2312</th>
      <td>Superb product</td>
      <td>Superb</td>
    </tr>
    <tr>
      <th>2313</th>
      <td>looking good and camera result awesome</td>
      <td>game sensor good</td>
    </tr>
    <tr>
      <th>2314</th>
      <td>Apple at its best</td>
      <td>Its perfect</td>
    </tr>
    <tr>
      <th>2315</th>
      <td>Thank you amazon for best offer ❤️</td>
      <td>I liked the colour</td>
    </tr>
    <tr>
      <th>2316</th>
      <td>Good iphone</td>
      <td>Good phone</td>
    </tr>
    <tr>
      <th>2317</th>
      <td>Classic edition</td>
      <td>Good handset</td>
    </tr>
    <tr>
      <th>2318</th>
      <td>Production</td>
      <td>Awesome product</td>
    </tr>
    <tr>
      <th>2319</th>
      <td>Battery is good</td>
      <td>Camera</td>
    </tr>
  </tbody>
</table>
<p>2320 rows × 2 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dff</span><span class="o">.</span><span class="n">drop_duplicates</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">dff</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;reviews.csv&quot;</span><span class="p">,</span> <span class="n">index</span> <span class="o">=</span> <span class="kc">False</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">wordcloud</span> <span class="kn">import</span> <span class="n">WordCloud</span><span class="p">,</span> <span class="n">STOPWORDS</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">com</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="s2">&quot;reviews.csv&quot;</span><span class="p">)</span>
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<pre>pandas.core.frame.DataFrame</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">co</span> <span class="o">=</span> <span class="n">com</span><span class="p">[</span><span class="s1">&#39;Comment_Title&#39;</span><span class="p">]</span>
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<div class="prompt input_prompt">In&nbsp;[405]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">co</span>
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<pre>0       Which iPhone you should Purchase ? iPhone 8, X...
1                        Don&#39;t buy iPhone xr from Amazon.
2                                 Happy with the purchase
3       Amazon is not an apple authorised reseller. Pl...
4            Excellent Battery life and buttery smooth UI
5                          Never purchase a phone online.
6                                          Awesome iPhone
7                         Exchange of I phone xr with xs.
8       Worth upgrading from the 6S? I&#39;ll know in a fe...
9                                    Def a bad experience
10                               Fake handsetset received
11      got at ₹49,900 but do i wasted my 50k?? ABSOLU...
12                       Pathetic Apple and IPhone Review
13                           Disappointment for an iPhone
14             Go for XR if you confused between X and XR
15                                  Problem with Dual SIM
16                                             Nice Phone
17                                       Smooth as Butter
18                                Awsome Product by Apple
19                             Disappointing in many ways
20                                           Worst camera
21                                          Awesome Phone
22                            Tampered shipment &amp; product
23                            Battery life is spectacular
24                                       Disappointed !!!
25                                             Worthy buy
26      Just don’t buy it from amazon totally waste of...
27      Amazing phone! iOS makes it worth the money! D...
28                                      The Best Choice !
29      Most Beautiful, Fast and Stylish iPhone, I&#39;ve ...
                              ...                        
2170                                Best iPhone in budget
2171                                                    😁
2172                                                 Best
2173                                     AFFORDABLE BEAST
2174                                      Value for Money
2175                                                Super
2176                                           Good phone
2177                               Iphone it is after all
2178                                         Satisfactory
2179                                           Good Phone
2180                                   Absolutely awesome
2181                 Amazing product!!!! Truely satisfied
2182                               The perfect Smartphone
2183                      Perfect phone best battery life
2184                                            Very good
2185                                            Worth buy
2186                                             Too Good
2187                                      Apple xr superb
2188                                           Best phone
2189                            So good looking iPhone Xr
2190                                            Excellent
2191                                             Best one
2192                                       Superb product
2193               looking good and camera result awesome
2194                                    Apple at its best
2195                   Thank you amazon for best offer ❤️
2196                                          Good iphone
2197                                      Classic edition
2198                                           Production
2199                                      Battery is good
Name: Comment_Title, Length: 2200, dtype: object</pre>
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<div class="prompt input_prompt">In&nbsp;[407]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">st</span> <span class="o">=</span> <span class="n">co</span><span class="o">.</span><span class="n">to_string</span><span class="p">(</span><span class="n">index</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">header</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span> 
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<div class="prompt input_prompt">In&nbsp;[419]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stop</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">STOPWORDS</span><span class="p">)</span>
<span class="n">wc</span> <span class="o">=</span> <span class="n">WordCloud</span><span class="p">(</span><span class="n">width</span> <span class="o">=</span> <span class="mi">2560</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="mi">1440</span><span class="p">,</span> <span class="n">stopwords</span> <span class="o">=</span> <span class="n">stop</span><span class="p">,</span> <span class="n">min_font_size</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span> <span class="n">max_words</span> <span class="o">=</span> <span class="mi">100</span><span class="p">,</span> <span class="n">background_color</span><span class="o">=</span><span class="s1">&#39;white&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">st</span><span class="p">)</span>
<span class="n">wc</span><span class="o">.</span><span class="n">to_file</span><span class="p">(</span><span class="s1">&#39;wc.png&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Analysis of comments title based on word frequency&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">wc</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre><code>This shows that people usually believe that this product is good, excellent, Awesome, best, fantastic, nice product, etc and tells us that people are usually have with this product.</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c</span> <span class="o">=</span> <span class="n">com</span><span class="p">[</span><span class="s1">&#39;Review&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c</span>
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<pre>0       NOTE:@ This is detailed comparison between iPh...
1       Very bad experience with this iPhone xr phone....
2       Amazing phone with amazing camera coming from ...
3       So I got the iPhone XR just today. The product...
4       I&#39;ve been an android user all my life until I ...
5       I was delivered a phone that did not work imme...
6       It has been a month since I started using my i...
7       The phone is hanging. Video quality is not ver...
8       I&#39;ll use this review to mostly say what I&#39;m no...
9       Went with the iPhone XR after over a month of ...
10      Im facing some speaker related issues and had ...
11      there are two angles from which smartphones ar...
12      I had taken the phone but the phones holds too...
13      This is a product which lets down the whole hi...
14      All in all an amazing product yet again from A...
15      iPhone XR is excellent there is no doubt about...
16      Using around a week now. It’s snappy fast. Pow...
17      Smooth as butter, no lag and awesome display w...
18      This is by far the best smartphone i have ever...
19      Has many drawbacks. Apps developed for iPhone ...
20      Poor Front camera cannot take photo with light...
21      A Perfect Phone with a great camera, great per...
22      This Appario seem to be a fraud. My shipment h...
23      I have bought it during prime sales , aside fr...
24      This is my first phone from Apple. I was in co...
25            Extremely easy to use. Good specifications.
26       Iphone is good but probably I have received a...
27      Best iPhone I’ve used. Sold my one plus 6 and ...
28      Like every time, Apple has again mesmerised me...
29      Most Beautiful, Fast and Stylish iPhone, I&#39;ve ...
                              ...                        
2170                                              Nothing
2171                               Performance is great!!
2172                                                 Good
2173                                         NICE PRODUCT
2174                     Amazing Phone.. Worth the money😃
2175                                              Amazing
2176                               Phone hitting problems
2177                                               Best .
2178                                         Satisfactory
2179                                              Awesome
2180                                       XR is the best
2181                                              Great!!
2182                                      Superb Phone...
2183                                     Wonderful phone.
2184                                      Nice experience
2185                                            Excellent
2186                                        Good Features
2187                                   Amazing product...
2188                                       Amazing phone.
2189                                        Great product
2190                                          Nice phone😍
2191                                    Best worth buy it
2192                                               Superb
2193                                     game sensor good
2194                                          Its perfect
2195                                   I liked the colour
2196                                           Good phone
2197                                         Good handset
2198                                      Awesome product
2199                                               Camera
Name: Review, Length: 2200, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">s</span> <span class="o">=</span> <span class="n">c</span><span class="o">.</span><span class="n">to_string</span><span class="p">(</span><span class="n">index</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">header</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stop</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">STOPWORDS</span><span class="p">)</span>
<span class="n">wc</span> <span class="o">=</span> <span class="n">WordCloud</span><span class="p">(</span><span class="n">width</span> <span class="o">=</span> <span class="mi">2560</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="mi">1440</span><span class="p">,</span> <span class="n">stopwords</span> <span class="o">=</span> <span class="n">stop</span><span class="p">,</span> <span class="n">min_font_size</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span> <span class="n">max_words</span> <span class="o">=</span> <span class="mi">200</span><span class="p">,</span> <span class="n">background_color</span><span class="o">=</span><span class="s1">&#39;white&#39;</span><span class="p">,</span> <span class="n">colormap</span><span class="o">=</span><span class="s1">&#39;cividis&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
<span class="n">wc</span><span class="o">.</span><span class="n">to_file</span><span class="p">(</span><span class="s1">&#39;comment.png&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Analysis of comments based on word frequency&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">wc</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre><code>Here we can see that this is much similar to that of the review title but few more things are added here. Here people also prefer to talk about some of its features like battery life, camera quality, fingerprint, display, face id, charging , etc.</code></pre>

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<h2 id="Sentimental-Analysis">Sentimental Analysis<a class="anchor-link" href="#Sentimental-Analysis">&#182;</a></h2>
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<span class="nb">print</span><span class="p">(</span><span class="n">sent</span><span class="o">.</span><span class="n">sentiment</span><span class="p">)</span>
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<pre>Sentiment(polarity=0.5355088507817012, subjectivity=0.6496345431093846)
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<pre><code>Where subjectivity --&gt; personal feelings, views, or beliefs.
                            (+0.0 =&gt; +1.0)
                            If subjectivity is near 1 it means that comment is more of a persoanal belief than a factual information

          polarity --&gt; emotions expressed in a sentence.
                          It tells if a comment is positive, negetive or neutral
                          (-1.0 =&gt; +1.0)</code></pre>

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<p>here it tells that overall comments live from <code>neutral to positive</code> for this product and is more based on <code>personal beliefs</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sent</span> <span class="o">=</span> <span class="n">TextBlob</span><span class="p">(</span><span class="n">st</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">sent</span><span class="o">.</span><span class="n">sentiment</span><span class="p">)</span>
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<pre>Sentiment(polarity=0.5839285570312944, subjectivity=0.6794463253675996)
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<p>now for sentiments in title part , titles are comparatively <code>more positive</code> for the comments and have <code>personal feelings</code></p>

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<h3 id="Dependencies">Dependencies<a class="anchor-link" href="#Dependencies">&#182;</a></h3><ol>
<li><p>Execution time of this code highly depends on the number of reviews on that product and is directly propotional to it.</p>
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<li><p>Mutiple Requests/Hits on Amazon may result in 503 or Server Unavailable error many times may be due to some security protocols followed by amazon</p>
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<li><p>Disabling keepalive or deleting response object can be a good practise in this scenerio.</p>
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<h3 id="Future-Scope">Future Scope<a class="anchor-link" href="#Future-Scope">&#182;</a></h3><ol>
<li><p>As this is only the backend focus project hence more work can be done on making a UI for this.</p>
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<li><p>This project can be made more user friendly and dynamic by allowing user to enter product name from their end.</p>
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