Sentiment Analysis of Text Data.html

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<title>Sentiment Analysis of Text Data</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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html {
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body {
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article,
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summary {
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dfn {
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h1 {
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mark {
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sub {
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}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Machine-Learning-Engineer-Nanodegree">Machine Learning Engineer Nanodegree<a class="anchor-link" href="#Machine-Learning-Engineer-Nanodegree">&#182;</a></h1>
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<h2 id="Sentiment-Analysis-of-Text-Data">Sentiment Analysis of Text Data<a class="anchor-link" href="#Sentiment-Analysis-of-Text-Data">&#182;</a></h2>
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<h2 id="Import--Libraries">Import  Libraries<a class="anchor-link" href="#Import--Libraries">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">Counter</span>
<span class="kn">import</span> <span class="nn">nltk</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="c1">#from emoticons import EmoticonDetector</span>
<span class="kn">import</span> <span class="nn">re</span> <span class="k">as</span> <span class="nn">regex</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="c1">#import plotly</span>
<span class="c1">#from plotly import graph_objs</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">f1_score</span><span class="p">,</span> <span class="n">precision_score</span><span class="p">,</span> <span class="n">recall_score</span><span class="p">,</span> <span class="n">accuracy_score</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span><span class="p">,</span> <span class="n">cross_val_score</span><span class="p">,</span> <span class="n">GridSearchCV</span><span class="p">,</span> <span class="n">RandomizedSearchCV</span>
<span class="kn">from</span> <span class="nn">time</span> <span class="k">import</span> <span class="n">time</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="c1">#plotly.offline.init_notebook_mode()</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">plotly</span>
<span class="kn">import</span> <span class="nn">cufflinks</span> <span class="k">as</span> <span class="nn">cf</span>
<span class="kn">import</span> <span class="nn">re</span>
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<pre>/home/ajay/anaconda3/lib/python3.6/site-packages/plotly/graph_objs/_deprecations.py:558: DeprecationWarning:

plotly.graph_objs.YAxis is deprecated.
Please replace it with one of the following more specific types
  - plotly.graph_objs.layout.YAxis
  - plotly.graph_objs.layout.scene.YAxis


/home/ajay/anaconda3/lib/python3.6/site-packages/plotly/graph_objs/_deprecations.py:531: DeprecationWarning:

plotly.graph_objs.XAxis is deprecated.
Please replace it with one of the following more specific types
  - plotly.graph_objs.layout.XAxis
  - plotly.graph_objs.layout.scene.XAxis


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<h2 id="Import-the-Data">Import the Data<a class="anchor-link" href="#Import-the-Data">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data/train.csv&#39;</span><span class="p">)</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data/test.csv&#39;</span><span class="p">)</span>

<span class="n">train_data</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;Category&#39;</span><span class="p">:</span> <span class="s1">&#39;emotion&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">test_data</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;Category&#39;</span><span class="p">:</span> <span class="s1">&#39;Tweet&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">train_data</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;emotion&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">&#39;Tweet&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <td>635930169241374720</td>
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      <td>IOS 9 App Transport Security. Mm need to check...</td>
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      <td>635950258682523648</td>
      <td>neutral</td>
      <td>Mar if you have an iOS device, you should down...</td>
    </tr>
    <tr>
      <th>3</th>
      <td>636030803433009153</td>
      <td>negative</td>
      <td>@jimmie_vanagon my phone does not run on lates...</td>
    </tr>
    <tr>
      <th>4</th>
      <td>636100906224848896</td>
      <td>positive</td>
      <td>Not sure how to start your publication on iOS?...</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 5969 entries, 0 to 5969
Data columns (total 3 columns):
Id         5969 non-null object
emotion    5969 non-null object
Tweet      5969 non-null object
dtypes: object(3)
memory usage: 186.5+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Id</th>
      <th>Tweet</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>6.289494e+17</td>
      <td>dear @Microsoft the newOoffice for Mac is grea...</td>
    </tr>
    <tr>
      <th>1</th>
      <td>6.289766e+17</td>
      <td>@Microsoft how about you make a system that do...</td>
    </tr>
    <tr>
      <th>2</th>
      <td>6.290232e+17</td>
      <td>Not Available</td>
    </tr>
    <tr>
      <th>3</th>
      <td>6.291792e+17</td>
      <td>Not Available</td>
    </tr>
    <tr>
      <th>4</th>
      <td>6.291863e+17</td>
      <td>If I make a game as a #windows10 Universal App...</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 9968 entries, 0 to 9967
Data columns (total 2 columns):
Id       4000 non-null float64
Tweet    4000 non-null object
dtypes: float64(1), object(1)
memory usage: 155.8+ KB
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<h1 id="Data-visualization">Data visualization<a class="anchor-link" href="#Data-visualization">&#182;</a></h1>
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<h2 id="Distribution-of-target-class">Distribution of target class<a class="anchor-link" href="#Distribution-of-target-class">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;emotion&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">train_data</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fdcabc887f0&gt;</pre>
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<img 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<h2 id="Data-Cleaning">Data Cleaning<a class="anchor-link" href="#Data-Cleaning">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># remove the tweets which contains Not available</span>

<span class="n">train_data</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">&quot;Not Available&quot;</span><span class="p">]</span>
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</div>### Function to clean tweets
Remove URLs
Remove usernames (mentions)
Remove tweets with Not Available text
Remove special characters
Remove numbers

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">clean_tweets</span><span class="p">(</span><span class="n">tweet</span><span class="p">):</span>
    
    <span class="c1"># remove URL</span>
    <span class="n">tweet</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="sa">r</span><span class="s2">&quot;http\S+&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">tweet</span><span class="p">)</span>
    
    <span class="c1"># Remove usernames</span>
    <span class="n">tweet</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="sa">r</span><span class="s2">&quot;@[^\s]+[\s]?&quot;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="n">tweet</span><span class="p">)</span>
    
    <span class="c1"># remove special characters </span>
    <span class="n">tweet</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">&#39;[^ a-zA-Z0-9]&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">tweet</span><span class="p">)</span>
    
    <span class="c1"># remove Numbers</span>
    <span class="n">tweet</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">&#39;[0-9]&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">tweet</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">tweet</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Apply function to Tweet column</span>

<span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">clean_tweets</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">text = &#39;text4 http://url.com/bla2/blah2&#39;</span>
<span class="sd">re.sub(r&quot;http\S+&quot;, &quot;&quot;, text)</span>
<span class="sd">text = &#39;@ajay dkfhskf dfs&#39;</span>
<span class="sd">re.sub(r&quot;@[^\s]+[\s]?&quot;,&#39;&#39;,text)</span>
<span class="sd">re.sub(&#39;[^ a-zA-Z0-9]&#39;, &#39;&#39;, text)</span>
<span class="sd">&#39;&#39;&#39;</span>
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<pre>&#39;\ntext = \&#39;text4 http://url.com/bla2/blah2\&#39;\nre.sub(r&#34;http\\S+&#34;, &#34;&#34;, text)\ntext = \&#39;@ajay dkfhskf dfs\&#39;\nre.sub(r&#34;@[^\\s]+[\\s]?&#34;,\&#39;\&#39;,text)\nre.sub(\&#39;[^ a-zA-Z0-9]\&#39;, \&#39;\&#39;, text)\n&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>1    IOS  App Transport Security Mm need to check i...
2    Mar if you have an iOS device you should downl...
3    my phone does not run on latest IOS which may ...
4    Not sure how to start your publication on iOS ...
5    Two Dollar Tuesday is here with Forklift  Quic...
Name: Tweet, dtype: object</pre>
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<h2 id="Tokenization-&amp;-stemming">Tokenization &amp; stemming<a class="anchor-link" href="#Tokenization-&amp;-stemming">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Function which directly tokenize the tweet data</span>
<span class="kn">from</span> <span class="nn">nltk.tokenize</span> <span class="k">import</span> <span class="n">TweetTokenizer</span>

<span class="n">tt</span> <span class="o">=</span> <span class="n">TweetTokenizer</span><span class="p">()</span>
<span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">tt</span><span class="o">.</span><span class="n">tokenize</span><span class="p">)</span>
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<pre>1       [IOS, App, Transport, Security, Mm, need, to, ...
2       [Mar, if, you, have, an, iOS, device, you, sho...
3       [my, phone, does, not, run, on, latest, IOS, w...
4       [Not, sure, how, to, start, your, publication,...
5       [Two, Dollar, Tuesday, is, here, with, Forklif...
6       [If, youre, not, already, signed, up, to, test...
7       [YouTube, Gaming, Officially, Launches, On, We...
8       [YouTube, Gaming, Launches, Tomorrow, with, iO...
9       [Yashan, from, BBC, the, VPN, access, on, IOS,...
10      [Parkrun, app, for, iOS, downloaded, Where, ha...
11      [Today, launches, with, apps, for, iOS, and, A...
12      [Got, a, project, you, want, to, work, on, Nee...
13      [Met, with, iOS, Developer, today, We, may, ha...
14      [CrossSkyHigh, is, going, IOS, saturday, For, ...
15      [Whats, the, best, way, to, get, audio, record...
16      [Five, Great, Free, Apps, and, Games, for, iOS...
17      [looks, interesting, but, Ive, ALWAYS, ended, ...
18      [See, news, through, the, eyes, of, real, peop...
19      [Siri, knows, all, about, Apples, iOS, event, ...
20      [Whos, ready, for, Build, Tomorrow, Might, be,...
21      [As, Ive, been, on, FB, for, many, years, I, h...
22      [try, beat, mp, it, may, be, on, android, i, h...
23      [Even, though, there, are, other, differences,...
24      [Huawei, Watch, PreOrder, Suggests, Android, W...
25      [SpeedeNews, Rumor, Android, Wear, will, soon,...
26      [Over, here, in, NW, near, th, amp, Rhode, Isl...
27      [I, wish, that, CustomFolderIcons, worked, on,...
28      [So, today, i, checked, my, old, iPod, th, gen...
29      [please, stop, walking, and, work, You, have, ...
30      [Hi, i, have, heard, that, they, said, MCPE, u...
                              ...                        
5935    [Watching, a, replay, of, the, PSG, Lille, mat...
5936    [Any, truth, to, Galatasaray, having, made, an...
5937    [that, rd, shot, looks, like, its, from, a, Mi...
5938    [anyway, telling, Zlatan, hell, be, the, cente...
5939    [more, days, till, we, start, the, campaign, t...
5940    [The, VP, of, Frances, refereeing, union, Laur...
5942    [OH, NO, we, supposedly, pull, out, of, Pedro,...
5943    [Zlatan, will, your, perfumes, make, me, perfo...
5944    [Sun, are, so, full, of, shit, they, say, PSG,...
5945    [Reserving, the, right, to, put, Milan, rd, if...
5946    [Zlatan, is, simply, saving, himself, for, the...
5947    [but, if, Zlatan, is, available, for, a, reaso...
5948    [we, may, have, the, slimmest, of, chances, cu...
5949    [The, top, strikers, in, the, world, are, not,...
5950    [I, would, love, to, have, cavani, man, Hes, o...
5951    [I, didnt, think, they, will, sell, either, Ma...
5952    [Mourinho, Zlatan, Serie, A, who, are, the, wi...
5954    [Zlatan, wears, sunglasses, so, his, eyes, do,...
5955    [I, dont, want, it, to, be, but, it, may, be, ...
5956    [We, held, talks, with, PSG, on, Thursday, for...
5958    [Zlatan, is, looking, mighty, attractive, at, ...
5959    [Wonder, if, Zlatan, will, be, a, United, play...
5960    [Today, United, should, have, done, better, th...
5961    [If, there, is, a, silver, lining, this, shows...
5962    [If, Wenger, is, in, Paris, Could, it, be, for...
5963    [Ok, ed, lets, do, this, Zlatan, greizmann, an...
5964    [Goal, level, Zlatan, k, by, Friday, Posting, ...
5965    [Wouldnt, surprise, me, if, we, enquiredHe, ca...
5966    [Rib, injury, for, Zlatan, against, Russia, is...
5967    [Noooooo, I, was, hoping, to, see, Zlatan, bei...
Name: Tweet, Length: 5421, dtype: object</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">nltk.stem</span> <span class="k">import</span> <span class="n">PorterStemmer</span>
<span class="kn">from</span> <span class="nn">nltk.tokenize</span> <span class="k">import</span> <span class="n">sent_tokenize</span><span class="p">,</span> <span class="n">word_tokenize</span>

<span class="n">ps</span> <span class="o">=</span> <span class="n">PorterStemmer</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">tokenize</span><span class="p">(</span><span class="n">text</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">word_tokenize</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">stemming</span><span class="p">(</span><span class="n">words</span><span class="p">):</span>
    <span class="n">stem_words</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">words</span><span class="p">:</span>
        <span class="n">w</span> <span class="o">=</span> <span class="n">ps</span><span class="o">.</span><span class="n">stem</span><span class="p">(</span><span class="n">w</span><span class="p">)</span>
        <span class="n">stem_words</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">w</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">stem_words</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># apply tokenize function</span>
<span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">tokenize</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># apply steming function</span>
<span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;tokenized&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">stemming</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</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>Id</th>
      <th>emotion</th>
      <th>Tweet</th>
      <th>text</th>
      <th>tokenized</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1</th>
      <td>635930169241374720</td>
      <td>neutral</td>
      <td>IOS  App Transport Security Mm need to check i...</td>
      <td>[IOS, App, Transport, Security, Mm, need, to, ...</td>
      <td>[io, app, transport, secur, Mm, need, to, chec...</td>
    </tr>
    <tr>
      <th>2</th>
      <td>635950258682523648</td>
      <td>neutral</td>
      <td>Mar if you have an iOS device you should downl...</td>
      <td>[Mar, if, you, have, an, iOS, device, you, sho...</td>
      <td>[mar, if, you, have, an, io, devic, you, shoul...</td>
    </tr>
    <tr>
      <th>3</th>
      <td>636030803433009153</td>
      <td>negative</td>
      <td>my phone does not run on latest IOS which may ...</td>
      <td>[my, phone, does, not, run, on, latest, IOS, w...</td>
      <td>[my, phone, doe, not, run, on, latest, io, whi...</td>
    </tr>
    <tr>
      <th>4</th>
      <td>636100906224848896</td>
      <td>positive</td>
      <td>Not sure how to start your publication on iOS ...</td>
      <td>[Not, sure, how, to, start, your, publication,...</td>
      <td>[not, sure, how, to, start, your, public, on, ...</td>
    </tr>
    <tr>
      <th>5</th>
      <td>636176272947744772</td>
      <td>neutral</td>
      <td>Two Dollar Tuesday is here with Forklift  Quic...</td>
      <td>[Two, Dollar, Tuesday, is, here, with, Forklif...</td>
      <td>[two, dollar, tuesday, is, here, with, forklif...</td>
    </tr>
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<h2 id="Wordlist">Wordlist<a class="anchor-link" href="#Wordlist">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">words</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
<span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="n">train_data</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
    <span class="n">words</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">train_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span> <span class="s2">&quot;text&quot;</span><span class="p">])</span>

<span class="n">words</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<pre>[(&#39;the&#39;, 3960), (&#39;to&#39;, 2466), (&#39;a&#39;, 1591), (&#39;on&#39;, 1518), (&#39;I&#39;, 1496)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stopwords</span><span class="o">=</span><span class="n">nltk</span><span class="o">.</span><span class="n">corpus</span><span class="o">.</span><span class="n">stopwords</span><span class="o">.</span><span class="n">words</span><span class="p">(</span><span class="s2">&quot;english&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">whitelist</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;n&#39;t&quot;</span><span class="p">,</span> <span class="s2">&quot;not&quot;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">stop_word</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">stopwords</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">stop_word</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">whitelist</span><span class="p">:</span>
        <span class="k">del</span> <span class="n">words</span><span class="p">[</span><span class="n">stop_word</span><span class="p">]</span>
<span class="n">words</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<pre>[(&#39;I&#39;, 1496), (&#39;may&#39;, 914), (&#39;th&#39;, 671), (&#39;tomorrow&#39;, 651), (&#39;not&#39;, 372)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">word_list</span><span class="p">(</span><span class="n">processed_data</span><span class="p">):</span>
    <span class="c1">#print(processed_data)</span>
    <span class="n">min_occurrences</span><span class="o">=</span><span class="mi">3</span> 
    <span class="n">max_occurences</span><span class="o">=</span><span class="mi">500</span> 
    <span class="n">stopwords</span><span class="o">=</span><span class="n">nltk</span><span class="o">.</span><span class="n">corpus</span><span class="o">.</span><span class="n">stopwords</span><span class="o">.</span><span class="n">words</span><span class="p">(</span><span class="s2">&quot;english&quot;</span><span class="p">)</span>
    <span class="n">whitelist</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;n&#39;t&quot;</span><span class="p">,</span><span class="s2">&quot;not&quot;</span><span class="p">]</span>
    <span class="n">wordlist</span> <span class="o">=</span> <span class="p">[]</span>
    
    <span class="n">whitelist</span> <span class="o">=</span> <span class="n">whitelist</span> <span class="k">if</span> <span class="n">whitelist</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">whitelist</span>
    <span class="c1">#print(whitelist)</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    import os</span>
<span class="sd">    if os.path.isfile(&quot;wordlist.csv&quot;):</span>
<span class="sd">        word_df = pd.read_csv(&quot;wordlist.csv&quot;)</span>
<span class="sd">        word_df = word_df[word_df[&quot;occurrences&quot;] &gt; min_occurrences]</span>
<span class="sd">        wordlist = list(word_df.loc[:, &quot;word&quot;])</span>
<span class="sd">        #return</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">words</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">()</span>
    <span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="n">processed_data</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
        <span class="n">words</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">processed_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span> <span class="s2">&quot;text&quot;</span><span class="p">])</span>

    <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="n">stop_word</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">stopwords</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">stop_word</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">whitelist</span><span class="p">:</span>
            <span class="k">del</span> <span class="n">words</span><span class="p">[</span><span class="n">stop_word</span><span class="p">]</span>
    <span class="c1">#print(words)</span>

    <span class="n">word_df</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">data</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;word&quot;</span><span class="p">:</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">words</span><span class="o">.</span><span class="n">most_common</span><span class="p">()</span> <span class="k">if</span> <span class="n">min_occurrences</span> <span class="o">&lt;</span> <span class="n">v</span> <span class="o">&lt;</span> <span class="n">max_occurences</span><span class="p">],</span>
                                 <span class="s2">&quot;occurrences&quot;</span><span class="p">:</span> <span class="p">[</span><span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">words</span><span class="o">.</span><span class="n">most_common</span><span class="p">()</span> <span class="k">if</span> <span class="n">min_occurrences</span> <span class="o">&lt;</span> <span class="n">v</span> <span class="o">&lt;</span> <span class="n">max_occurences</span><span class="p">]},</span>
                           <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;word&quot;</span><span class="p">,</span> <span class="s2">&quot;occurrences&quot;</span><span class="p">])</span>
    <span class="c1">#print(word_df)</span>
    <span class="n">word_df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;wordlist.csv&quot;</span><span class="p">,</span> <span class="n">index_label</span><span class="o">=</span><span class="s2">&quot;idx&quot;</span><span class="p">)</span>
    <span class="n">wordlist</span> <span class="o">=</span> <span class="p">[</span><span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">words</span><span class="o">.</span><span class="n">most_common</span><span class="p">()</span> <span class="k">if</span> <span class="n">min_occurrences</span> <span class="o">&lt;</span> <span class="n">v</span> <span class="o">&lt;</span> <span class="n">max_occurences</span><span class="p">]</span>
    <span class="c1">#print(wordlist)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">word_list</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">words</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;wordlist.csv&quot;</span><span class="p">)</span>
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<h2 id="Bag-of-Words">Bag of Words<a class="anchor-link" href="#Bag-of-Words">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wordlist</span><span class="o">=</span> <span class="p">[]</span>
<span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="s2">&quot;wordlist.csv&quot;</span><span class="p">):</span>
    <span class="n">word_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;wordlist.csv&quot;</span><span class="p">)</span>
    <span class="n">word_df</span> <span class="o">=</span> <span class="n">word_df</span><span class="p">[</span><span class="n">word_df</span><span class="p">[</span><span class="s2">&quot;occurrences&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">]</span>
    <span class="n">wordlist</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">word_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="s2">&quot;word&quot;</span><span class="p">])</span>

<span class="n">label_column</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;label&quot;</span><span class="p">]</span>
<span class="n">columns</span> <span class="o">=</span> <span class="n">label_column</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">w</span><span class="p">:</span> <span class="n">w</span> <span class="o">+</span> <span class="s2">&quot;_bow&quot;</span><span class="p">,</span><span class="n">wordlist</span><span class="p">))</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">rows</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="n">train_data</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
    <span class="n">current_row</span> <span class="o">=</span> <span class="p">[]</span>
    
    <span class="c1"># add label</span>
    <span class="n">current_label</span> <span class="o">=</span> <span class="n">train_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span> <span class="s2">&quot;emotion&quot;</span><span class="p">]</span>
    <span class="n">labels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_label</span><span class="p">)</span>
    <span class="n">current_row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_label</span><span class="p">)</span>

    <span class="c1"># add bag-of-words</span>
    <span class="n">tokens</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">train_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span> <span class="s2">&quot;text&quot;</span><span class="p">])</span>
    <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">word</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">wordlist</span><span class="p">):</span>
        <span class="n">current_row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span> <span class="k">if</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">tokens</span> <span class="k">else</span> <span class="mi">0</span><span class="p">)</span>

    <span class="n">rows</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_row</span><span class="p">)</span>

<span class="n">data_model</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">rows</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">columns</span><span class="p">)</span>
<span class="n">data_labels</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>


<span class="n">bow</span> <span class="o">=</span> <span class="n">data_model</span>
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<h2 id="Classification">Classification<a class="anchor-link" href="#Classification">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
<span class="n">seed</span> <span class="o">=</span> <span class="mi">777</span>
<span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">test_classifier</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">classifier</span><span class="p">):</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;---------------------------------------------------------&quot;</span><span class="p">)</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Testing &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">classifier</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="p">))</span>
    <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
    <span class="n">list_of_labels</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">y_train</span><span class="p">)))</span>
    <span class="n">model</span> <span class="o">=</span> <span class="n">classifier</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Learing time </span><span class="si">{0}</span><span class="s2">s&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">))</span>
    <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
    <span class="n">predictions</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Predicting time </span><span class="si">{0}</span><span class="s2">s&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">))</span>

    <span class="c1"># Calculate Accuracy, Precision, recall</span>
    
    <span class="n">precision</span> <span class="o">=</span> <span class="n">precision_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">pos_label</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">list_of_labels</span><span class="p">)</span>
    <span class="n">recall</span> <span class="o">=</span> <span class="n">recall_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">pos_label</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">list_of_labels</span><span class="p">)</span>
    <span class="n">accuracy</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span>
    <span class="n">f1</span> <span class="o">=</span> <span class="n">f1_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">pos_label</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">list_of_labels</span><span class="p">)</span>
    
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;=================== Results ===================&quot;</span><span class="p">)</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;            Negative     Neutral     Positive&quot;</span><span class="p">)</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;F1       &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">f1</span><span class="p">))</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Precision&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">precision</span><span class="p">))</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Recall   &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">recall</span><span class="p">))</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Accuracy &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">accuracy</span><span class="p">))</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;===============================================&quot;</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">precision</span><span class="p">,</span> <span class="n">recall</span><span class="p">,</span> <span class="n">accuracy</span><span class="p">,</span> <span class="n">f1</span>

<span class="k">def</span> <span class="nf">log</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="c1">#can be used to write to log file</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
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<h2 id="Experiment-1:-BOW-+-Naive-Bayes">Experiment 1: BOW + Naive Bayes<a class="anchor-link" href="#Experiment-1:-BOW-+-Naive-Bayes">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.naive_bayes</span> <span class="k">import</span> <span class="n">BernoulliNB</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">bow</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">:],</span> <span class="n">bow</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">],</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>
<span class="n">precision</span><span class="p">,</span> <span class="n">recall</span><span class="p">,</span> <span class="n">accuracy</span><span class="p">,</span> <span class="n">f1</span> <span class="o">=</span> <span class="n">test_classifier</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">BernoulliNB</span><span class="p">())</span>
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---------------------------------------------------------
Testing BernoulliNB
Learing time 0.4741842746734619s
Predicting time 0.14411187171936035s
=================== Results ===================
            Negative     Neutral     Positive
F1       [0.32762836 0.46582734 0.69705713]
Precision[0.42405063 0.48960302 0.64255319]
Recall   [0.26693227 0.44425386 0.76166456]
Accuracy 0.5716041794714198
===============================================
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">cv</span><span class="p">(</span><span class="n">classifier</span><span class="p">,</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">):</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;===============================================&quot;</span><span class="p">)</span>
    <span class="n">classifier_name</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">classifier</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="p">)</span>
    <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Crossvalidating &quot;</span> <span class="o">+</span> <span class="n">classifier_name</span> <span class="o">+</span> <span class="s2">&quot;...&quot;</span><span class="p">)</span>
    <span class="n">accuracy</span> <span class="o">=</span> <span class="p">[</span><span class="n">cross_val_score</span><span class="p">(</span><span class="n">classifier</span><span class="p">,</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=-</span><span class="mi">1</span><span class="p">)]</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Crosvalidation completed in </span><span class="si">{0}</span><span class="s2">s&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">))</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Accuracy: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">accuracy</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;Average accuracy: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">accuracy</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">.</span><span class="n">mean</span><span class="p">()))</span>
    <span class="n">log</span><span class="p">(</span><span class="s2">&quot;===============================================&quot;</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">accuracy</span>
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<h2 id="Add-Extra-Features">Add Extra Features<a class="anchor-link" href="#Add-Extra-Features">&#182;</a></h2>
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<p>To run the extra feature function we have to oad the data again because we have already removed the special charactrs and numbers.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data/train.csv&#39;</span><span class="p">)</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data/test.csv&#39;</span><span class="p">)</span>

<span class="n">train_data</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;Category&#39;</span><span class="p">:</span> <span class="s1">&#39;emotion&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">test_data</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;Category&#39;</span><span class="p">:</span> <span class="s1">&#39;emotion&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">train_data</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;emotion&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">&#39;Tweet&#39;</span><span class="p">]</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">test_data</span><span class="p">[</span><span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;emotion&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s1">&#39;Tweet&#39;</span><span class="p">]</span>
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</div>Feature name 	Explanation
Number of uppercase 	people tend to express with either positive or negative emotions by using A LOT OF UPPERCASE WORDS
Number of ! 	exclamation marks are likely to increase the strength of opinion
Number of ? 	might distinguish neutral tweets - seeking for information
Number of positive emoticons 	positive emoji will most likely not occur in the negative tweets
Number of negative emoticons 	inverse to the one above
Number of … 	commonly used in commenting something
Number of quotations 	same as above
Number of mentions 	sometimes people put a lot of mentions on positive tweets, to share something good
Number of hashtags 	just for the experiment
Number of urls 	similiar to the number of mentions
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">add_extra_feature</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">tweet_column</span><span class="p">):</span>
    
    <span class="c1"># Print Number of Exclamation</span>
    <span class="c1">#length_of_excl = (len(re.findall(r&#39;!&#39;, string)))</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;number_of_exclamation&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tweet_column</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;!&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">))))</span>
    
    <span class="c1"># Number of ?</span>
    <span class="c1">#length_of_questionmark = (len(re.findall(r&#39;?&#39;, string)))</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;number_of_questionmark&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tweet_column</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;[?]&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">))))</span>
    
    <span class="c1"># Number of #</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;number_of_hashtag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tweet_column</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;#&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">))))</span>
    
    <span class="c1"># Number of @</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;number_of_mention&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tweet_column</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;@&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">))))</span>
    
    <span class="c1"># Number of Quotes</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;number_of_quotes&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tweet_column</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s2">&quot;&#39;&quot;</span><span class="p">,</span> <span class="n">x</span><span class="p">))))</span>

    <span class="c1"># Number if underscore</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;number_of_underscore&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">tweet_column</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;_&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">))))</span>
    
    
    <span class="c1">#print((txt.split(&quot; &quot;), row))</span>
    <span class="c1">#print(row.split())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># pass the train_data into add_extra_feature function</span>
<span class="n">add_extra_feature</span><span class="p">(</span><span class="n">train_data</span><span class="p">,</span> <span class="n">train_data</span><span class="p">[</span><span class="s2">&quot;Tweet&quot;</span><span class="p">])</span>
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<h2 id="ADD-EMOTICONS">ADD EMOTICONS<a class="anchor-link" href="#ADD-EMOTICONS">&#182;</a></h2>
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<p>Here, users emoticons in a tweet also matters, so we will find the emoticons in a users tweet.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## Emoticon Detector</span>

<span class="k">class</span> <span class="nc">EmoticonDetector</span><span class="p">:</span>
    <span class="n">emoticons</span> <span class="o">=</span> <span class="p">{}</span>

    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">emoticon_file</span><span class="o">=</span><span class="s2">&quot;data/emoticons.txt&quot;</span><span class="p">):</span>
        <span class="kn">from</span> <span class="nn">pathlib</span> <span class="k">import</span> <span class="n">Path</span>
        <span class="n">content</span> <span class="o">=</span> <span class="n">Path</span><span class="p">(</span><span class="n">emoticon_file</span><span class="p">)</span><span class="o">.</span><span class="n">read_text</span><span class="p">()</span>
        <span class="n">positive</span> <span class="o">=</span> <span class="kc">True</span>
        <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">content</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">):</span>
            <span class="k">if</span> <span class="s2">&quot;positive&quot;</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">lower</span><span class="p">():</span>
                <span class="n">positive</span> <span class="o">=</span> <span class="kc">True</span>
                <span class="k">continue</span>
            <span class="k">elif</span> <span class="s2">&quot;negative&quot;</span> <span class="ow">in</span> <span class="n">line</span><span class="o">.</span><span class="n">lower</span><span class="p">():</span>
                <span class="n">positive</span> <span class="o">=</span> <span class="kc">False</span>
                <span class="k">continue</span>

            <span class="bp">self</span><span class="o">.</span><span class="n">emoticons</span><span class="p">[</span><span class="n">line</span><span class="p">]</span> <span class="o">=</span> <span class="n">positive</span>

    <span class="k">def</span> <span class="nf">is_positive</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">emoticon</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">emoticon</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">emoticons</span><span class="p">:</span>
            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">emoticons</span><span class="p">[</span><span class="n">emoticon</span><span class="p">]</span>
        <span class="k">return</span> <span class="kc">False</span>

    <span class="k">def</span> <span class="nf">is_emoticon</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">to_check</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">to_check</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">emoticons</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ed</span> <span class="o">=</span> <span class="n">EmoticonDetector</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">processed_data</span> <span class="o">=</span> <span class="n">train_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">add_column</span><span class="p">(</span><span class="n">column_name</span><span class="p">,</span> <span class="n">column_content</span><span class="p">):</span>
    <span class="n">processed_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="n">column_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">column_content</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">processed_data</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">count_by_lambda</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">word_array</span><span class="p">):</span>
    <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">word_array</span><span class="p">)))</span>

<span class="n">add_column</span><span class="p">(</span><span class="s2">&quot;splitted_text&quot;</span><span class="p">,</span> <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">txt</span><span class="p">:</span> <span class="n">txt</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">),</span> <span class="n">processed_data</span><span class="p">[</span><span class="s2">&quot;Tweet&quot;</span><span class="p">]))</span>

<span class="n">positive_emo</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
    <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">txt</span><span class="p">:</span> <span class="n">count_by_lambda</span><span class="p">(</span><span class="k">lambda</span> <span class="n">word</span><span class="p">:</span> <span class="n">ed</span><span class="o">.</span><span class="n">is_emoticon</span><span class="p">(</span><span class="n">word</span><span class="p">)</span> <span class="ow">and</span> <span class="n">ed</span><span class="o">.</span><span class="n">is_positive</span><span class="p">(</span><span class="n">word</span><span class="p">),</span> <span class="n">txt</span><span class="p">),</span>
        <span class="n">processed_data</span><span class="p">[</span><span class="s2">&quot;splitted_text&quot;</span><span class="p">]))</span>
<span class="n">add_column</span><span class="p">(</span><span class="s2">&quot;number_of_positive_emo&quot;</span><span class="p">,</span> <span class="n">positive_emo</span><span class="p">)</span>

<span class="n">negative_emo</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span>
    <span class="k">lambda</span> <span class="n">txt</span><span class="p">:</span> <span class="n">count_by_lambda</span><span class="p">(</span><span class="k">lambda</span> <span class="n">word</span><span class="p">:</span> <span class="n">ed</span><span class="o">.</span><span class="n">is_emoticon</span><span class="p">(</span><span class="n">word</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">ed</span><span class="o">.</span><span class="n">is_positive</span><span class="p">(</span><span class="n">word</span><span class="p">),</span> <span class="n">txt</span><span class="p">),</span>
    <span class="n">processed_data</span><span class="p">[</span><span class="s2">&quot;splitted_text&quot;</span><span class="p">]))</span>

<span class="n">add_column</span><span class="p">(</span><span class="s2">&quot;number_of_negative_emo&quot;</span><span class="p">,</span> <span class="n">negative_emo</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;number_of_positive_emo&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">positive_emo</span>
<span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;number_of_negative_emo&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">negative_emo</span>
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<h2 id="WHY-EXTRA-FEATURES">WHY EXTRA FEATURES<a class="anchor-link" href="#WHY-EXTRA-FEATURES">&#182;</a></h2>
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</div>Let's see how (some) of the extra features distribute the data set. Some of them, i.e number exclamation marks, number of pos/neg emoticons do this surprisingly well. Notwithstanding the good severance, those features seldom transpire only on a small subset of the training dataset.
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<div class="prompt input_prompt">In&nbsp;[38]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;emotion&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;number_of_mention&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">train_data</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;emotion&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;number_of_negative_emo&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">train_data</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[91]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;emotion&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;number_of_questionmark&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">train_data</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;emotion&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;number_of_exclamation&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">train_data</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[93]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;emotion&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;number_of_positive_emo&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">train_data</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;emotion&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;number_of_hashtag&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">train_data</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[95]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;emotion&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;number_of_underscore&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">train_data</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
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<h2 id="Preapre-training-data-for-model">Preapre training data for model<a class="anchor-link" href="#Preapre-training-data-for-model">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[39]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[39]:</div>


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      <th></th>
      <th>Id</th>
      <th>emotion</th>
      <th>Tweet</th>
      <th>number_of_exclamation</th>
      <th>number_of_questionmark</th>
      <th>number_of_hashtag</th>
      <th>number_of_mention</th>
      <th>number_of_quotes</th>
      <th>number_of_underscore</th>
      <th>number_of_positive_emo</th>
      <th>number_of_negative_emo</th>
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  <tbody>
    <tr>
      <th>0</th>
      <td>635769805279248384</td>
      <td>negative</td>
      <td>Not Available</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>635930169241374720</td>
      <td>neutral</td>
      <td>IOS 9 App Transport Security. Mm need to check...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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    <tr>
      <th>2</th>
      <td>635950258682523648</td>
      <td>neutral</td>
      <td>Mar if you have an iOS device, you should down...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>636030803433009153</td>
      <td>negative</td>
      <td>@jimmie_vanagon my phone does not run on lates...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>636100906224848896</td>
      <td>positive</td>
      <td>Not sure how to start your publication on iOS?...</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># apply the clean tweet function</span>
<span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">clean_tweets</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## Tokenize data</span>
<span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">tokenize</span><span class="p">)</span>
<span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;tokenized&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">stemming</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## BAG OF WORDS</span>
<span class="n">wordlist</span><span class="o">=</span> <span class="p">[]</span>
<span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="s2">&quot;wordlist.csv&quot;</span><span class="p">):</span>
    <span class="n">word_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;wordlist.csv&quot;</span><span class="p">)</span>
    <span class="n">word_df</span> <span class="o">=</span> <span class="n">word_df</span><span class="p">[</span><span class="n">word_df</span><span class="p">[</span><span class="s2">&quot;occurrences&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">]</span>
    <span class="n">wordlist</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">word_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="s2">&quot;word&quot;</span><span class="p">])</span>

<span class="n">label_column</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;label&quot;</span><span class="p">]</span>
<span class="n">columns</span> <span class="o">=</span> <span class="n">label_column</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">w</span><span class="p">:</span> <span class="n">w</span> <span class="o">+</span> <span class="s2">&quot;_bow&quot;</span><span class="p">,</span><span class="n">wordlist</span><span class="p">))</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">rows</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="n">train_data</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
    <span class="n">current_row</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="c1"># add label</span>
    <span class="n">current_label</span> <span class="o">=</span> <span class="n">train_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span> <span class="s2">&quot;emotion&quot;</span><span class="p">]</span>
    <span class="n">labels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_label</span><span class="p">)</span>
    <span class="n">current_row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_label</span><span class="p">)</span>

    <span class="c1"># add bag-of-words</span>
    <span class="n">tokens</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">train_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span> <span class="s2">&quot;text&quot;</span><span class="p">])</span>
    <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">word</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">wordlist</span><span class="p">):</span>
        <span class="n">current_row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span> <span class="k">if</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">tokens</span> <span class="k">else</span> <span class="mi">0</span><span class="p">)</span>

    <span class="n">rows</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_row</span><span class="p">)</span>

<span class="n">data_model</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">rows</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">columns</span><span class="p">)</span>
<span class="n">data_labels</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dat1</span> <span class="o">=</span> <span class="n">train_data</span>
<span class="n">dat2</span> <span class="o">=</span> <span class="n">data_model</span>

<span class="n">dat1</span> <span class="o">=</span> <span class="n">dat1</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">dat2</span> <span class="o">=</span> <span class="n">dat2</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">data_model</span> <span class="o">=</span> <span class="n">dat1</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dat2</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;Id&#39;, &#39;emotion&#39;, &#39;Tweet&#39;, &#39;number_of_exclamation&#39;,
       &#39;number_of_questionmark&#39;, &#39;number_of_hashtag&#39;, &#39;number_of_mention&#39;,
       &#39;number_of_quotes&#39;, &#39;number_of_underscore&#39;, &#39;number_of_positive_emo&#39;,
       &#39;number_of_negative_emo&#39;, &#39;text&#39;, &#39;tokenized&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## Drop the columns in data_model</span>
<span class="n">data_model</span> <span class="o">=</span> <span class="n">data_model</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;emotion&#39;</span><span class="p">,</span><span class="s1">&#39;Tweet&#39;</span><span class="p">,</span><span class="s1">&#39;text&#39;</span><span class="p">,</span> <span class="s1">&#39;tokenized&#39;</span><span class="p">,</span><span class="s1">&#39;Id&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<h2 id="Experiment-2:-Added-feature-+-Random-Forest">Experiment 2: Added feature + Random Forest<a class="anchor-link" href="#Experiment-2:-Added-feature-+-Random-Forest">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="k">import</span> <span class="n">RandomForestClassifier</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">data_model</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">data_model</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>
<span class="n">precision</span><span class="p">,</span> <span class="n">recall</span><span class="p">,</span> <span class="n">accuracy</span><span class="p">,</span> <span class="n">f1</span> <span class="o">=</span> <span class="n">test_classifier</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="n">seed</span><span class="p">,</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">403</span><span class="p">,</span><span class="n">n_jobs</span><span class="o">=-</span><span class="mi">1</span><span class="p">))</span>
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---------------------------------------------------------
Testing RandomForestClassifier
Learing time 22.318078756332397s
Predicting time 0.5236058235168457s
=================== Results ===================
            Negative     Neutral     Positive
F1       [0.22282609 0.48535565 0.70728083]
Precision[0.55405405 0.50788091 0.62303665]
Recall   [0.13945578 0.46474359 0.81786942]
Accuracy 0.5834729201563372
===============================================
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rf_acc</span> <span class="o">=</span> <span class="n">cv</span><span class="p">(</span><span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">403</span><span class="p">,</span><span class="n">n_jobs</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="n">seed</span><span class="p">),</span><span class="n">data_model</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span> <span class="n">data_model</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">])</span>
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<pre>===============================================
Crossvalidating RandomForestClassifier...
Crosvalidation completed in 220.92903971672058s
Accuracy: [0.53815261 0.51807229 0.40963855 0.30254351 0.39812332 0.51006711
 0.53288591 0.53959732]
Average accuracy: 0.46863507764316226
===============================================
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<h2 id="Experiment-3:-Added-Feature-+-XGBoost">Experiment 3: Added Feature + XGBoost<a class="anchor-link" href="#Experiment-3:-Added-Feature-+-XGBoost">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">xgboost</span> <span class="k">import</span> <span class="n">XGBClassifier</span> <span class="k">as</span> <span class="n">XGBoostClassifier</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">data_model</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">data_model</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>
<span class="n">precision</span><span class="p">,</span> <span class="n">recall</span><span class="p">,</span> <span class="n">accuracy</span><span class="p">,</span> <span class="n">f1</span> <span class="o">=</span> <span class="n">test_classifier</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">XGBoostClassifier</span><span class="p">(</span><span class="n">seed</span><span class="o">=</span><span class="n">seed</span><span class="p">))</span>
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---------------------------------------------------------
Testing XGBClassifier
Learing time 87.34484100341797s
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<pre>/home/ajay/anaconda3/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning:

The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size &gt; 0` to check that an array is not empty.

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<pre>Predicting time 0.2765846252441406s
=================== Results ===================
            Negative     Neutral     Positive
F1       [0.15339233 0.3804878  0.69431921]
Precision[0.42622951 0.5078125  0.57206538]
Recall   [0.09352518 0.30421217 0.88302752]
Accuracy 0.553322166387493
===============================================
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<h2 id="Experiment-4:-Added-Feature-+-Naive-Bayes">Experiment 4: Added Feature + Naive Bayes<a class="anchor-link" href="#Experiment-4:-Added-Feature-+-Naive-Bayes">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">data_model</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">data_model</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>
<span class="n">precision</span><span class="p">,</span> <span class="n">recall</span><span class="p">,</span> <span class="n">accuracy</span><span class="p">,</span> <span class="n">f1</span> <span class="o">=</span> <span class="n">test_classifier</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">BernoulliNB</span><span class="p">())</span>
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---------------------------------------------------------
Testing BernoulliNB
Learing time 2.8567862510681152s
Predicting time 0.2205190658569336s
=================== Results ===================
            Negative     Neutral     Positive
F1       [0.33057851 0.45851155 0.70502851]
Precision[0.41025641 0.50093458 0.64090481]
Recall   [0.27681661 0.42271293 0.78341014]
Accuracy 0.5739810161920714
===============================================
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<h2 id="Test-Data">Test Data<a class="anchor-link" href="#Test-Data">&#182;</a></h2>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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    .dataframe tbody tr th {
        vertical-align: top;
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    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
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      <th></th>
      <th>Id</th>
      <th>Tweet</th>
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      <th>0</th>
      <td>6.289494e+17</td>
      <td>dear @Microsoft the newOoffice for Mac is grea...</td>
    </tr>
    <tr>
      <th>1</th>
      <td>6.289766e+17</td>
      <td>@Microsoft how about you make a system that do...</td>
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    <tr>
      <th>2</th>
      <td>6.290232e+17</td>
      <td>Not Available</td>
    </tr>
    <tr>
      <th>3</th>
      <td>6.291792e+17</td>
      <td>Not Available</td>
    </tr>
    <tr>
      <th>4</th>
      <td>6.291863e+17</td>
      <td>If I make a game as a #windows10 Universal App...</td>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 9968 entries, 0 to 9967
Data columns (total 2 columns):
Id       4000 non-null float64
Tweet    4000 non-null object
dtypes: float64(1), object(1)
memory usage: 155.8+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># remove the tweets which contains Not available</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">test_data</span><span class="p">[</span><span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">&quot;Not Available&quot;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Drop null values</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">test_data</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span> 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># add extra features</span>
<span class="n">add_extra_feature</span><span class="p">(</span><span class="n">test_data</span><span class="p">,</span> <span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Clean tweets</span>
<span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">clean_tweets</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## Tokenize data</span>
<span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">tokenize</span><span class="p">)</span>
<span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;tokenized&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">stemming</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># wordlist</span>
<span class="n">word_list</span><span class="p">(</span><span class="n">test_data</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## BAG OF WORDS</span>
<span class="n">wordlist</span><span class="o">=</span> <span class="p">[]</span>
<span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="s2">&quot;wordlist.csv&quot;</span><span class="p">):</span>
    <span class="n">word_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;wordlist.csv&quot;</span><span class="p">)</span>
    <span class="n">word_df</span> <span class="o">=</span> <span class="n">word_df</span><span class="p">[</span><span class="n">word_df</span><span class="p">[</span><span class="s2">&quot;occurrences&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">3</span><span class="p">]</span>
    <span class="n">wordlist</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">word_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="s2">&quot;word&quot;</span><span class="p">])</span>

<span class="n">label_column</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;label&quot;</span><span class="p">]</span>
<span class="n">columns</span> <span class="o">=</span> <span class="n">label_column</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">w</span><span class="p">:</span> <span class="n">w</span> <span class="o">+</span> <span class="s2">&quot;_bow&quot;</span><span class="p">,</span><span class="n">wordlist</span><span class="p">))</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">rows</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">idx</span> <span class="ow">in</span> <span class="n">test_data</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
    <span class="n">current_row</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="c1"># add label</span>
    <span class="n">current_label</span> <span class="o">=</span> <span class="n">test_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span> <span class="s2">&quot;Tweet&quot;</span><span class="p">]</span>
    <span class="n">labels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_label</span><span class="p">)</span>
    <span class="n">current_row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_label</span><span class="p">)</span>

    <span class="c1"># add bag-of-words</span>
    <span class="n">tokens</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">test_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">idx</span><span class="p">,</span> <span class="s2">&quot;text&quot;</span><span class="p">])</span>
    <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">word</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">wordlist</span><span class="p">):</span>
        <span class="n">current_row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span> <span class="k">if</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">tokens</span> <span class="k">else</span> <span class="mi">0</span><span class="p">)</span>

    <span class="n">rows</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">current_row</span><span class="p">)</span>

<span class="n">data_model</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">rows</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">columns</span><span class="p">)</span>
<span class="n">data_labels</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dat1</span> <span class="o">=</span> <span class="n">test_data</span>
<span class="n">dat2</span> <span class="o">=</span> <span class="n">data_model</span>

<span class="n">dat1</span> <span class="o">=</span> <span class="n">dat1</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">dat2</span> <span class="o">=</span> <span class="n">dat2</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">data_model</span> <span class="o">=</span> <span class="n">dat1</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">dat2</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_model</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">test_model</span><span class="p">[</span><span class="s1">&#39;original_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data_model</span><span class="p">[</span><span class="s1">&#39;Id&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_model</span> <span class="o">=</span> <span class="n">data_model</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Tweet&#39;</span><span class="p">,</span><span class="s1">&#39;text&#39;</span><span class="p">,</span> <span class="s1">&#39;tokenized&#39;</span><span class="p">,</span><span class="s1">&#39;Id&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="k">import</span> <span class="n">RandomForestClassifier</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">RF</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">403</span><span class="p">,</span><span class="n">max_depth</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">RF</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">data_model</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span><span class="n">data_model</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">])</span>
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<pre>RandomForestClassifier(bootstrap=True, class_weight=None, criterion=&#39;gini&#39;,
            max_depth=10, max_features=&#39;auto&#39;, max_leaf_nodes=None,
            min_impurity_decrease=0.0, min_impurity_split=None,
            min_samples_leaf=1, min_samples_split=2,
            min_weight_fraction_leaf=0.0, n_estimators=403, n_jobs=1,
            oob_score=False, random_state=None, verbose=0,
            warm_start=False)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span> <span class="o">=</span> <span class="n">RF</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">data_model</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">results</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">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;Id&quot;</span><span class="p">,</span><span class="s2">&quot;Category&quot;</span><span class="p">])</span>
<span class="n">results</span><span class="p">[</span><span class="s2">&quot;Id&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">test_model</span><span class="p">[</span><span class="s2">&quot;original_id&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s2">&quot;int64&quot;</span><span class="p">)</span>
<span class="n">results</span><span class="p">[</span><span class="s2">&quot;Category&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">predictions</span>
<span class="n">results</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;results_xgb.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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<h3 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h3><p>The increase of microblogging sites like Twitter offers an unparalleled opening to form and employ approaches &amp; technologies that search and mine for sentiments. The work presented in this paper specifies an approach for sentiment analysis on Twitter data. To unseal the sentiment, we extracted the relevant data from the tweets, added the features.
The overall tweet sentiment was then calculated using a model that presented in this report. This work is exploratory in nature and the prototype evaluated is a preliminary prototype. 
The models showed that prediction of text sentiment is a non-trivial task for machine learning. A lot of preprocessing is needed just to be able to run an algorithm. The main problem for sentiment analysis is to craft the machine representation of the text. Simple bag-of-words was definitely not enough to obtain satisfying results, thus a lot of additional features were created basing on common sense (number of emoticons, exclamation marks, number of question mark etc). I think that a slight improvement in classification accuracy for the given training dataset could be developed, but since it included highly skewed data (small number of negative cases), the difference will be probably in the order of a few percents. The thing that could possibly enhance classification outcomes will be to add a lot of additional examples (increase training dataset), because given 5971 examples clearly do not include all sequence of words used, further - a lot of emotion-expressing information certainly is missing.</p>

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