CrunchbaseNLP.html

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<title>CrunchbaseNLP</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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/**
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 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
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/*
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.tooltipbuttons {
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}
.tooltiptext {
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}
.ipython_tooltip {
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  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
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  height: 25px;
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  -moz-transform: rotate(45deg);
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[dir="rtl"] .command-shortcut.pull-right {
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.terminal-app {
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}
.terminal-app #header {
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  background: black;
  padding: 0.4em;
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<p><a id="top"></a></p>
<h1 id="Understanding-Startup-Descriptions-with-Topic-Modeling">Understanding Startup Descriptions with Topic Modeling<a class="anchor-link" href="#Understanding-Startup-Descriptions-with-Topic-Modeling">&#182;</a></h1><p>Kent Gang<br>
December 27, 2019</p>

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<h4 id="Contents">Contents<a class="anchor-link" href="#Contents">&#182;</a></h4><ol>
<li><a href="#intro">Introduction</a>  </li>
<li><a href="#intake">Data Intake</a><br>
 2.1. <a href="#clean">Data Cleaning</a><br>
 2.2. <a href="#rsw">Removing Stop Words</a><br>
 2.3. <a href="#preproc">NLP Preprocessing</a><br>
 2.4. <a href="#bitri">Bigrams and Trigrams</a>  </li>
<li><a href="#lda">Topic Modeling with Latent Dirichlet Allocation</a><br>
 3.1. <a href="#tuning">Model Tuning</a>  </li>
<li><a href="#interpretation">Model Interpretation</a>  </li>
<li><a href="#application">Application</a><br>
 5.1. <a href="#next">Next Steps</a>   </li>
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<p><a id="intro"></a></p>
<h2 id="1.0-Introduction">1.0 Introduction<a class="anchor-link" href="#1.0-Introduction">&#182;</a></h2><p>Crunchbase is an aggregator of information related to startups, including descriptions of their business, founder bios, and funding events. We'll be using the <a href="https://data.crunchbase.com/docs/2013-snapshot">Crunchbase 2013 Snapshot</a> to analyze the long descriptions of the companies using NLP and topic modeling. We'll see what classifications exists within software startups and if that information can be used to new companies.</p>
<p>The dataset is available through a free Crunchbase Data account <a href="https://data.crunchbase.com/docs/2013-snapshot">here</a> and represents historical Crunchbase data collected before December 2013. It is licensed under Creative Commons with Attribution <a href="https://creativecommons.org/licenses/by/4.0/">CC-BY</a>. © 2013</p>
<p>All content and files can be found on my repo <a href="#https://github.com/kgang/CrunchbaseNLP">here</a>.</p>

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<p><a id="intake"></a></p>
<h2 id="2.0-Data-Intake">2.0 Data Intake<a class="anchor-link" href="#2.0-Data-Intake">&#182;</a></h2><p>See the README for setting up the MySQL database, if starting from scratch. Once you're ready, we'll load the company descriptions into a pandas DataFrame. Skip down to <a href="#rsw">Data Cleaning - Removing Stop Words</a> to avoid database setup and use included pickle files.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">getpass</span><span class="o">,</span> <span class="nn">pprint</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">sqlalchemy</span> <span class="k">as</span> <span class="nn">sql</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pw</span> <span class="o">=</span> <span class="n">getpass</span><span class="o">.</span><span class="n">getpass</span><span class="p">()</span>
<span class="n">connect_string</span> <span class="o">=</span> <span class="s1">&#39;mysql://root:</span><span class="si">{pw}</span><span class="s1">@localhost/crunchdb?charset=utf8mb4&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">pw</span><span class="o">=</span><span class="n">pw</span><span class="p">)</span>
<span class="n">sql_engine</span> <span class="o">=</span> <span class="n">sql</span><span class="o">.</span><span class="n">create_engine</span><span class="p">(</span><span class="n">connect_string</span><span class="p">)</span>
<span class="k">del</span> <span class="n">pw</span><span class="p">,</span> <span class="n">connect_string</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tables</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql_query</span><span class="p">(</span><span class="s2">&quot;show tables;&quot;</span><span class="p">,</span> <span class="n">sql_engine</span><span class="p">)</span>
<span class="n">tables</span>
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<style scoped>
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    .dataframe tbody tr th {
        vertical-align: top;
    }

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Tables_in_crunchdb</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>cb_acquisitions</td>
    </tr>
    <tr>
      <th>1</th>
      <td>cb_degrees</td>
    </tr>
    <tr>
      <th>2</th>
      <td>cb_funding_rounds</td>
    </tr>
    <tr>
      <th>3</th>
      <td>cb_funds</td>
    </tr>
    <tr>
      <th>4</th>
      <td>cb_investments</td>
    </tr>
    <tr>
      <th>5</th>
      <td>cb_ipos</td>
    </tr>
    <tr>
      <th>6</th>
      <td>cb_milestones</td>
    </tr>
    <tr>
      <th>7</th>
      <td>cb_objects</td>
    </tr>
    <tr>
      <th>8</th>
      <td>cb_offices</td>
    </tr>
    <tr>
      <th>9</th>
      <td>cb_people</td>
    </tr>
    <tr>
      <th>10</th>
      <td>cb_relationships</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cb_objects</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql_query</span><span class="p">(</span><span class="s2">&quot;select * from cb_objects&quot;</span><span class="p">,</span>
                              <span class="n">sql_engine</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">cb_objects</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">cb_objects</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>(462651, 40)
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        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>entity_type</th>
      <th>entity_id</th>
      <th>parent_id</th>
      <th>name</th>
      <th>normalized_name</th>
      <th>permalink</th>
      <th>category_code</th>
      <th>status</th>
      <th>founded_at</th>
      <th>...</th>
      <th>last_funding_at</th>
      <th>funding_rounds</th>
      <th>funding_total_usd</th>
      <th>first_milestone_at</th>
      <th>last_milestone_at</th>
      <th>milestones</th>
      <th>relationships</th>
      <th>created_by</th>
      <th>created_at</th>
      <th>updated_at</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>c:1</td>
      <td>Company</td>
      <td>1</td>
      <td>None</td>
      <td>Wetpaint</td>
      <td>wetpaint</td>
      <td>/company/wetpaint</td>
      <td>web</td>
      <td>operating</td>
      <td>2005-10-17</td>
      <td>...</td>
      <td>2008-05-19</td>
      <td>3.0</td>
      <td>39750000.0</td>
      <td>2010-09-05</td>
      <td>2013-09-18</td>
      <td>5.0</td>
      <td>17.0</td>
      <td>initial-importer</td>
      <td>2007-05-25 06:51:27</td>
      <td>2013-04-13 03:29:00</td>
    </tr>
    <tr>
      <th>1</th>
      <td>c:10</td>
      <td>Company</td>
      <td>10</td>
      <td>None</td>
      <td>Flektor</td>
      <td>flektor</td>
      <td>/company/flektor</td>
      <td>games_video</td>
      <td>acquired</td>
      <td>None</td>
      <td>...</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>6.0</td>
      <td>initial-importer</td>
      <td>2007-05-31 21:11:51</td>
      <td>2008-05-23 23:23:14</td>
    </tr>
    <tr>
      <th>2</th>
      <td>c:100</td>
      <td>Company</td>
      <td>100</td>
      <td>None</td>
      <td>There</td>
      <td>there</td>
      <td>/company/there</td>
      <td>games_video</td>
      <td>acquired</td>
      <td>None</td>
      <td>...</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>2003-02-01</td>
      <td>2011-09-23</td>
      <td>4.0</td>
      <td>12.0</td>
      <td>initial-importer</td>
      <td>2007-08-06 23:52:45</td>
      <td>2013-11-04 02:09:48</td>
    </tr>
    <tr>
      <th>3</th>
      <td>c:10000</td>
      <td>Company</td>
      <td>10000</td>
      <td>None</td>
      <td>MYWEBBO</td>
      <td>mywebbo</td>
      <td>/company/mywebbo</td>
      <td>network_hosting</td>
      <td>operating</td>
      <td>2008-07-26</td>
      <td>...</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>None</td>
      <td>2008-08-24 16:51:57</td>
      <td>2008-09-06 14:19:18</td>
    </tr>
    <tr>
      <th>4</th>
      <td>c:10001</td>
      <td>Company</td>
      <td>10001</td>
      <td>None</td>
      <td>THE Movie Streamer</td>
      <td>the movie streamer</td>
      <td>/company/the-movie-streamer</td>
      <td>games_video</td>
      <td>operating</td>
      <td>2008-07-26</td>
      <td>...</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>None</td>
      <td>2008-08-24 17:10:34</td>
      <td>2008-09-06 14:19:18</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 40 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">cb_objects</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">to_string</span><span class="p">())</span>
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<pre>id                                                                   c:1
entity_type                                                      Company
entity_id                                                              1
parent_id                                                           None
name                                                            Wetpaint
normalized_name                                                 wetpaint
permalink                                              /company/wetpaint
category_code                                                        web
status                                                         operating
founded_at                                                    2005-10-17
closed_at                                                           None
domain                                                  wetpaint-inc.com
homepage_url                                     http://wetpaint-inc.com
twitter_username                                         BachelrWetpaint
logo_url               http://s3.amazonaws.com/crunchbase_prod_assets...
logo_width                                                           401
logo_height                                                           54
short_description                                                   None
description                                  Technology Platform Company
overview               Wetpaint is a technology platform company that...
tag_list               wiki, seattle, elowitz, media-industry, media-...
country_code                                                         USA
state_code                                                            WA
city                                                             Seattle
region                                                           Seattle
first_investment_at                                                 None
last_investment_at                                                  None
investment_rounds                                                    NaN
invested_companies                                                   NaN
first_funding_at                                              2005-10-01
last_funding_at                                               2008-05-19
funding_rounds                                                         3
funding_total_usd                                              3.975e+07
first_milestone_at                                            2010-09-05
last_milestone_at                                             2013-09-18
milestones                                                             5
relationships                                                         17
created_by                                              initial-importer
created_at                                           2007-05-25 06:51:27
updated_at                                           2013-04-13 03:29:00
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pprint</span> <span class="kn">import</span> <span class="n">pprint</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">pd</span><span class="o">.</span><span class="n">option_context</span><span class="p">(</span><span class="s1">&#39;display.max_rows&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span>
                       <span class="s1">&#39;display.max_columns&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span>
                       <span class="s1">&#39;display.max_colwidth&#39;</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span>  <span class="c1"># more options can be specified also</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">cb_objects</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">])</span>
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<pre>        id entity_type  entity_id parent_id                name  \
0  c:1      Company     1          None      Wetpaint             
1  c:10     Company     10         None      Flektor              
2  c:100    Company     100        None      There                
3  c:10000  Company     10000      None      MYWEBBO              
4  c:10001  Company     10001      None      THE Movie Streamer   

      normalized_name                    permalink    category_code  \
0  wetpaint            /company/wetpaint            web               
1  flektor             /company/flektor             games_video       
2  there               /company/there               games_video       
3  mywebbo             /company/mywebbo             network_hosting   
4  the movie streamer  /company/the-movie-streamer  games_video       

      status  founded_at closed_at                domain  \
0  operating  2005-10-17  None      wetpaint-inc.com       
1  acquired   None        None      flektor.com            
2  acquired   None        None      there.com              
3  operating  2008-07-26  None      mywebbo.com            
4  operating  2008-07-26  None      themoviestreamer.com   

                  homepage_url twitter_username  \
0  http://wetpaint-inc.com      BachelrWetpaint   
1  http://www.flektor.com       None              
2  http://www.there.com         None              
3  http://www.mywebbo.com       None              
4  http://themoviestreamer.com  None              

                                                                                                 logo_url  \
0  http://s3.amazonaws.com/crunchbase_prod_assets/assets/images/resized/0000/3601/3601v1-max-250x250.png    
1  http://s3.amazonaws.com/crunchbase_prod_assets/assets/images/resized/0000/2398/2398v4-max-250x250.png    
2  http://s3.amazonaws.com/crunchbase_prod_assets/assets/images/resized/0000/4057/4057v25-max-250x250.png   
3  None                                                                                                     
4  http://s3.amazonaws.com/crunchbase_prod_assets/assets/images/resized/0002/4403/24403v2-max-250x250.jpg   

   logo_width  logo_height short_description                  description  \
0  401.0       54.0         None              Technology Platform Company   
1  186.0       85.0         None              None                          
2  107.0       34.0         None                                            
3 NaN         NaN           None              None                          
4  200.0       74.0         None              None                          

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              overview  \
0  Wetpaint is a technology platform company that uses its proprietary state-of-the-art technology and expertise in social media to build and monetize audiences for digital publishers. Wetpaint?s own online property, Wetpaint Entertainment, an entertainment news site that attracts more than 12 million unique visitors monthly and has over 2 million Facebook fans, is a proof point to the company?s success in building and engaging audiences. Media companies can license Wetpaint?s platform which includes a dynamic playbook tailored to their individual needs and comprehensive training. Founded by Internet pioneer Ben Elowitz, and with offices in New York and Seattle, Wetpaint is backed by Accel Partners, the investors behind Facebook.                                                                                                                                                                                                                                                      
1  Flektor is a rich-media mash-up platform that enables consumers to create, remix and share photos and videos on the internet without the need for advanced video-editing skills or software.\r\n\r\nFox Interactive Media, a division of News Corporation, announced that it had completed the purchase of Flektor on May 30, 2007.  The estimated puchase price is $15-20 million.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
2  There.com is an online virtual world where anyone can explore, meet friends and play games. It was founded in 1998 by Will Harvey, a Stanford computer science Ph.D. and game developer, and Jeffrey Ventrella, an expert on artificial life from MIT&#39;s Media Lab. The duo raised approximately $37 million - including $20 million from employees, $11 million from angel investors and $6 million from Sutter Hill Ventures. In 2005 the company was spun off under Makena Technologies, and in March 2010 There closed to the public. In May 2011, There announced it would reopen as a 18+ Cloud-based service. As of Nov 2013, There is open.\r\n\r\nThere.com is a subscription service with a monthly fee of $10.00. Additional in-game accessories can be purchased for separate fees.\r\n\r\nOther online virtual worlds include [Kaneva](http://www.crunchbase.com/company/kaneva), [Second Life](http://www.crunchbase.com/company/secondlife) and [Cyworld](http://www.crunchbase.com/company/cyworld).   
3  BRAND NEW ONLINE SOCIAL NETWORKING WEBSITE,FOR MAKING NEW FRIENDS OR CHATTING TO OLD ONE&#39;S.\r\n\r\nPACKED WITH NEW FEATURES SUCH AS RATING PROFILES , RATING MUSIC,VIDEO&#39;S AND PICTURES ,UPLOADING MUSIC ,VIDEO&#39;S PICTURES , CREATING CLASSIFIED ADS ,SHOUTOUT BOX!, AND ONLINE CHAT AREA FOR MAKING NEW FRIENDS OR SIMPLY CHATTING TO YOUR OLD ONE&#39;S ,THERE ARE LOADS OF GREAT FEATURES FOR ANYONE TO TRY .. PLUS MANY MORE TO COME .                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
4  This company shows free movies online on their website which, in fact, is not illegal since they are not the ones hosting the videos.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 

                                                                             tag_list  \
0  wiki, seattle, elowitz, media-industry, media-platform, social-distribution-system   
1  flektor, photo, video                                                                
2  virtualworld, there, teens                                                           
3  social-network, new, website, web, friends, chat, people                             
4  watch, full-length, moives, online, for, free, streaming, videos, tv-shows           

  country_code state_code         city       region first_investment_at  \
0  USA          WA         Seattle      Seattle      None                 
1  USA          CA         Culver City  Los Angeles  None                 
2  USA          CA         San Mateo    SF Bay       None                 
3  None         None       None         unknown      None                 
4  None         None       None         unknown      None                 

  last_investment_at  investment_rounds  invested_companies first_funding_at  \
0  None              NaN                NaN                  2005-10-01        
1  None              NaN                NaN                  None              
2  None              NaN                NaN                  None              
3  None              NaN                NaN                  None              
4  None              NaN                NaN                  None              

  last_funding_at  funding_rounds  funding_total_usd first_milestone_at  \
0  2008-05-19      3.0             39750000.0         2010-09-05          
1  None           NaN             NaN                 None                
2  None           NaN             NaN                 2003-02-01          
3  None           NaN             NaN                 None                
4  None           NaN             NaN                 None                

  last_milestone_at  milestones  relationships        created_by  \
0  2013-09-18        5.0         17.0           initial-importer   
1  None             NaN          6.0            initial-importer   
2  2011-09-23        4.0         12.0           initial-importer   
3  None             NaN         NaN             None               
4  None             NaN         NaN             None               

           created_at          updated_at  
0 2007-05-25 06:51:27 2013-04-13 03:29:00  
1 2007-05-31 21:11:51 2008-05-23 23:23:14  
2 2007-08-06 23:52:45 2013-11-04 02:09:48  
3 2008-08-24 16:51:57 2008-09-06 14:19:18  
4 2008-08-24 17:10:34 2008-09-06 14:19:18  
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cb_objects</span><span class="p">[</span><span class="s1">&#39;category_code&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>software            17922
web                 15118
other               13617
ecommerce            9065
games_video          7520
mobile               6862
advertising          6098
consulting           5006
enterprise           4441
biotech              4430
hardware             2951
education            2901
public_relations     2846
network_hosting      2350
search               2182
cleantech            1940
health               1698
finance              1386
social               1310
security             1171
medical              1153
analytics            1022
legal                1012
travel                936
local                 785
news                  768
hospitality           768
semiconductor         696
manufacturing         680
sports                675
music                 581
fashion               563
photo_video           544
transportation        489
real_estate           474
messaging             296
automotive            291
design                281
nonprofit             184
nanotech               70
pets                   61
government             43
Name: category_code, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s narrow down our analysis to software startups</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">cb_objects</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">cb_objects</span><span class="o">.</span><span class="n">category_code</span> <span class="o">==</span> <span class="s1">&#39;software&#39;</span><span class="p">,]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,(</span><span class="s1">&#39;founded_at&#39;</span><span class="p">)]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">founded_at</span><span class="p">,</span> <span class="n">errors</span><span class="o">=</span><span class="s1">&#39;coerce&#39;</span><span class="p">)</span>
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<pre>/Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages/pandas/core/indexing.py:494: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  self.obj[item] = s
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<span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">founded_at</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;id&#39;</span><span class="p">:</span><span class="s1">&#39;count&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x133f337c0&gt;</pre>
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
"
>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Obviously a mistake, this datasset is a snapshot from 2013</span>
<span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">founded_at</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span> <span class="o">==</span> <span class="mi">2014</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>entity_type</th>
      <th>entity_id</th>
      <th>parent_id</th>
      <th>name</th>
      <th>normalized_name</th>
      <th>permalink</th>
      <th>category_code</th>
      <th>status</th>
      <th>founded_at</th>
      <th>...</th>
      <th>last_funding_at</th>
      <th>funding_rounds</th>
      <th>funding_total_usd</th>
      <th>first_milestone_at</th>
      <th>last_milestone_at</th>
      <th>milestones</th>
      <th>relationships</th>
      <th>created_by</th>
      <th>created_at</th>
      <th>updated_at</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>99795</th>
      <td>c:244731</td>
      <td>Company</td>
      <td>244731</td>
      <td>None</td>
      <td>raavel</td>
      <td>raavel</td>
      <td>/company/raavel</td>
      <td>software</td>
      <td>operating</td>
      <td>2014-08-01</td>
      <td>...</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>mxpatel29</td>
      <td>2013-08-04 22:02:15</td>
      <td>2013-08-23 16:29:41</td>
    </tr>
  </tbody>
</table>
<p>1 rows × 40 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s filter down the dataset some more to just those founded between the years 2000-2008</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">founded_at</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span> <span class="o">&gt;=</span> <span class="mi">2000</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">founded_at</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span> <span class="o">&lt;=</span><span class="mi">2008</span><span class="p">),]</span>
<span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">founded_at</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;id&#39;</span><span class="p">:</span><span class="s1">&#39;count&#39;</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>
    </tr>
    <tr>
      <th>founded_at</th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2000</th>
      <td>523</td>
    </tr>
    <tr>
      <th>2001</th>
      <td>455</td>
    </tr>
    <tr>
      <th>2002</th>
      <td>427</td>
    </tr>
    <tr>
      <th>2003</th>
      <td>474</td>
    </tr>
    <tr>
      <th>2004</th>
      <td>497</td>
    </tr>
    <tr>
      <th>2005</th>
      <td>579</td>
    </tr>
    <tr>
      <th>2006</th>
      <td>748</td>
    </tr>
    <tr>
      <th>2007</th>
      <td>858</td>
    </tr>
    <tr>
      <th>2008</th>
      <td>1087</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(5648, 40)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>id                        0
entity_type               0
entity_id                 0
parent_id              5648
name                      0
normalized_name           0
permalink                 0
category_code             0
status                    0
founded_at                0
closed_at              5506
domain                  148
homepage_url            148
twitter_username       1931
logo_url                545
logo_width              545
logo_height             545
short_description      5355
description             401
overview                 29
tag_list                205
country_code            874
state_code             3049
city                    958
region                    0
first_investment_at    5618
last_investment_at     5618
investment_rounds      5618
invested_companies     5618
first_funding_at       3933
last_funding_at        3933
funding_rounds         3916
funding_total_usd      4023
first_milestone_at     3038
last_milestone_at      3038
milestones             3038
relationships          1831
created_by             2424
created_at                0
updated_at                0
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Since we&#39;ll be using the overview field for our analysis, remove those observations that are null</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="o">~</span><span class="n">df</span><span class="o">.</span><span class="n">overview</span><span class="o">.</span><span class="n">isnull</span><span class="p">(),]</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(5619, 40)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Keep just the normalized_name, overview, tag_list, and funding_total_usd columns</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,(</span><span class="s1">&#39;normalized_name&#39;</span><span class="p">,</span><span class="s1">&#39;overview&#39;</span><span class="p">,</span><span class="s1">&#39;tag_list&#39;</span><span class="p">,</span><span class="s1">&#39;funding_total_usd&#39;</span><span class="p">)]</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(5619, 4)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
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      <th>tag_list</th>
      <th>funding_total_usd</th>
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      <th>60</th>
      <td>oms safeharbor</td>
      <td>OMS SafeHarbor provides software and services ...</td>
      <td>software-distribution, electronic-software-del...</td>
      <td>NaN</td>
    </tr>
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      <th>65</th>
      <td>datapro services internationalltd</td>
      <td>Datapro Services International Co, Ltd based i...</td>
      <td>rss, bangkok, thailand, magazine</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>121</th>
      <td>epianalytics</td>
      <td>EpiAnalytics provides easy-to-use text and sen...</td>
      <td>twitter-sentiment-analysis, nlp, epianalytics,...</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>122</th>
      <td>amax global services</td>
      <td>AMAX Global Services (AGS) is a software devel...</td>
      <td></td>
      <td>45000.0</td>
    </tr>
    <tr>
      <th>130</th>
      <td>tingz</td>
      <td>Tingz is changing the way people experience th...</td>
      <td>techcrunch50, tc50, consumer, software, widgets</td>
      <td>280000.0</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s fill the missing funding values in with zeroes</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;funding_total_usd&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">funding_total_usd</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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        vertical-align: top;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>normalized_name</th>
      <th>overview</th>
      <th>tag_list</th>
      <th>funding_total_usd</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>60</th>
      <td>oms safeharbor</td>
      <td>OMS SafeHarbor provides software and services ...</td>
      <td>software-distribution, electronic-software-del...</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>65</th>
      <td>datapro services internationalltd</td>
      <td>Datapro Services International Co, Ltd based i...</td>
      <td>rss, bangkok, thailand, magazine</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>121</th>
      <td>epianalytics</td>
      <td>EpiAnalytics provides easy-to-use text and sen...</td>
      <td>twitter-sentiment-analysis, nlp, epianalytics,...</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>122</th>
      <td>amax global services</td>
      <td>AMAX Global Services (AGS) is a software devel...</td>
      <td></td>
      <td>45000.0</td>
    </tr>
    <tr>
      <th>130</th>
      <td>tingz</td>
      <td>Tingz is changing the way people experience th...</td>
      <td>techcrunch50, tc50, consumer, software, widgets</td>
      <td>280000.0</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Add the tag_list to the overview for some extra information</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;overview&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;overview&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;tag_list&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
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<h6 id="Go-to-top"><a href="#top">Go to top</a><a class="anchor-link" href="#Go-to-top">&#182;</a></h6><hr>
<p><a id="clean"></a></p>
<h2 id="2.1-Data-Cleaning">2.1 Data Cleaning<a class="anchor-link" href="#2.1-Data-Cleaning">&#182;</a></h2><p>Now we're ready to clean the data!</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span>
    <span class="n">pprint</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">][[</span><span class="s1">&#39;normalized_name&#39;</span><span class="p">,</span><span class="s1">&#39;overview&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
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<pre>array([&#39;oms safeharbor&#39;,
       &#39;OMS SafeHarbor provides software and services to enable the electronic delivery of software and software licenses. software-distribution, electronic-software-delivery, esd, license-management, software-downloads, export-compliance&#39;],
      dtype=object)
array([&#39;datapro services internationalltd&#39;,
       &#39;Datapro Services International Co, Ltd based in Bangkok, Thailand manage several online properties including FeedZa, Juice Mag and a web development center. rss, bangkok, thailand, magazine&#39;],
      dtype=object)
array([&#39;epianalytics&#39;,
       &#34;EpiAnalytics provides easy-to-use text and sentiment analysis so companies can actively reduce costs, gain consumer insight, make better customer-focused decisions and automate response to customer service requests and survey comments.\r\n\r\nEpiAnalytics solution suite consists of three main offerings designed to improve the customer experience BEFORE - DURING - and AFTER a customer engages with an organization.  Our solutions are:  \r\n\r\n* RedFlag? Contact Center Early Warning System\r\n* SmartCase? Business Intelligence, Process Automation, Agent Efficiency\r\n* Reason? Customer Feedback Solutions\r\n\r\nFEATURES\r\n\r\nThe EpiAnalytics embedded real-time technology automatically identifies the reason why customers are contacting an organization. Accurate text analytics automatically code inbound emails, Cases, Leads and survey responses. \r\n\r\nAnalyze Twitter or Facebook comments.  EpiAnalytics Social Media Content Classification solutions helps contact centers provide insight into customers&#39; perception about the organization, its products, services, business processes, and agent behavior. \r\n\r\nBENEFITS\r\n\r\nIncreased Agent Efficiency / Lower Costs: \r\n* Automated routing to Agent or Queue with knowledge recommendations \r\n* Automated Response attaching knowledge article and close Cases \r\n* Risk Management: ensuring important issues don&#39;t fall through the cracks \r\n* The system learns from Agent activities and leverages business processes \r\n* Reduce Case resolution time by over 65% \r\n\r\nIncrease Customer / Agent Satisfaction \r\n* Faster Customer Response Speed \r\n* Increase Agent productivity \r\n* Gain customer insight from all Salesforce.com CRM data \r\n* Identify and resolve troubling issues as they emerge \r\n\r\nStart a Trail today, email: sales@epianalytics.com twitter-sentiment-analysis, nlp, epianalytics, survey, coding--classification, contact-center, intelligent-agent-desktop&#34;],
      dtype=object)
array([&#39;amax global services&#39;,
       &#39;AMAX Global Services (AGS) is a software development and offshore outsourcing business partner that is headquartered in Fremont, California and leverages its Offshore Development Centers strategically located in Shanghai and Suzhou, China. \r\n\r\nWe are dedicated to providing value added services with highly qualified and skilled software engineers.  Our expertise is in providing solutions for companies of various sizes from software startups to Fortune 500 companies.  We provide value added services encompassing the complete product delivery lifecycle at very attractive rates.\r\n\r\nWe offer a full range of high quality services:\r\n\r\nApplication Development and Maintenance \r\nConsulting and Implementation \r\nTesting Services (performance, scalability, security, compatibility) \r\nEnglish, Chinese and Japanese localization and language expertise \r\nDedicated Offshore Development Centers to protect confidentiality and intellectual property \r\nRemote IT Infrastructure Support \r\n \r\n &#39;],
      dtype=object)
array([&#39;tingz&#39;,
       &#39;Tingz is changing the way people experience the Internet by giving them tools and services to gather content from across the web and distribute it directly to their digital devices and social networks. Tingz offers a surprisingly consistent and easy experience across a wide variety of devices, operating systems and platforms. We think of Tingz as the Invisible Internet, surfacing content in a way that allows people to seamlessly integrate the Internet into their daily lives. \r\n techcrunch50, tc50, consumer, software, widgets&#39;],
      dtype=object)
array([&#39;spotmau&#39;,
       &#34;Spotmau.com is a provider of leading software utilities products designed for configuring, optimizing and repairing computer systems. The products&#39; powerfulness and low prices benefit many computer users in the home, SoHo and Business markets. utilites-software&#34;],
      dtype=object)
array([&#39;galaxy&#39;,
       &#34;Galaxy is an online collaborative work environment that connects people and projects around the world. \r\n\r\nGalaxy features a unique dashboard that allows managers to see every group, user, and project from one screen. Users get up and running fast, allowing managers the ability to quickly create, task, and prioritize projects. Galaxy claims to save managers time, while in the process, empowering the elements of every project: the people.\r\n\r\nGalaxy attempts to simplify project management through it&#39;s simple and effective screens and interactions.  project-management, team-management, online-collaboration, web-application, remote-collaboration, remote-access, project-portal&#34;],
      dtype=object)
array([&#39;elemental learning&#39;,
       &#39;Elemental Learning applies new and emerging technologies to the training process to make it more effective and efficient.\r\n\r\nWhile doing this, they created LearningLinx - a revolutionary skills and content development platform built from the ground-up to help schools, universities and corporations leverage and reuse all training materials to assist in developing knowledge and skills, in a way not previously possible. learning, training, education, corporate-training, schools, education-management, competency-mapping&#39;],
      dtype=object)
array([&#39;producteev&#39;,
       &#39;Producteev is one of the leading free Task Management applications for Individuals and Teams connected to : Mac (Mac App Store), Windows Desktop, Web, iPhone, Android, IM (Gtalk, AIM, Yahoo Messenger...), EMail (send tasks to task@producteev.com), Gmail, GCal...\r\n basecamp, project-management, productivity, task-management, collaboration, project-management-2-0&#39;],
      dtype=object)
array([&#39;contrust&#39;,
       &#39;ConTrust (&#34;Content you can trust&#34;) offers a technologically advanced and cohesive SaaS (Software as a Service) solution that enables you to moderate your content in real-time according to your platform values. \r\n\r\nAs a media platform you need to moderate the level of noise according to the values of your community. This is not an easy challenge and each media platform is charged with the responsibility of finding the right balance between consumer freedom and brand protection.\r\n\r\nThe ConTrust solution is able to identify content threats including profanity, pornography, racism and brand abuse and block these threats according to a set of levels defined by the platform owner. In addition, the solution protects against traditional security threats such as spam, phishing (scam sites), malware, etc. \r\n\r\nConTrust offers hybrid solution that combines proprietary technology with a user friendly, transparent management application. Content is filtered according to the client\&#39;s predefined parameters enabling the system to intelligently assign various risk levels to the content. \r\n\r\nContent can then be processed according to its risk level both automatically or manually, significantly reducing the workload of moderation staff and associated costs.  moderation, security, analysis, detection, brand-reputation, protect, saas&#39;],
      dtype=object)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">re</span>

<span class="k">def</span> <span class="nf">clean_text</span><span class="p">(</span><span class="n">text</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Removes emails, urls, text in parentheses, and \r or \n.</span>
<span class="sd">       Replace dashes in words with spaces(e.g. easy-to-use &gt; easy to use)&quot;&quot;&quot;</span>
    <span class="n">text</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;\S*@\S*\s?&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span>
    <span class="n">text</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;\S*\.\S+&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="n">text</span><span class="p">)</span>
    <span class="n">text</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;\(.*?\)&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span>
    <span class="n">text</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;</span><span class="se">\\</span><span class="s1">n|</span><span class="se">\\</span><span class="s1">r&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="n">text</span><span class="p">)</span>
    <span class="n">text</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;(?&lt;=\S)-&#39;</span><span class="p">,</span><span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">text</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;overview&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;overview&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">clean_text</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span>
    <span class="n">pprint</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">][[</span><span class="s1">&#39;normalized_name&#39;</span><span class="p">,</span><span class="s1">&#39;overview&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
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<pre>array([&#39;oms safeharbor&#39;,
       &#39;OMS SafeHarbor provides software and services to enable the electronic delivery of software and software licenses. software distribution, electronic software delivery, esd, license management, software downloads, export compliance&#39;],
      dtype=object)
array([&#39;datapro services internationalltd&#39;,
       &#39;Datapro Services International Co, Ltd based in Bangkok, Thailand manage several online properties including FeedZa, Juice Mag and a web development center. rss, bangkok, thailand, magazine&#39;],
      dtype=object)
array([&#39;epianalytics&#39;,
       &#34;EpiAnalytics provides easy to use text and sentiment analysis so companies can actively reduce costs, gain consumer insight, make better customer focused decisions and automate response to customer service requests and survey comments.EpiAnalytics solution suite consists of three main offerings designed to improve the customer experience BEFORE - DURING - and AFTER a customer engages with an organization.  Our solutions are:  * RedFlag? Contact Center Early Warning System* SmartCase? Business Intelligence, Process Automation, Agent Efficiency* Reason? Customer Feedback SolutionsFEATURESThe EpiAnalytics embedded real time technology automatically identifies the reason why customers are contacting an organization. Accurate text analytics automatically code inbound emails, Cases, Leads and survey responses. Analyze Twitter or Facebook comments.  EpiAnalytics Social Media Content Classification solutions helps contact centers provide insight into customers&#39; perception about the organization, its products, services, business processes, and agent behavior. BENEFITSIncreased Agent Efficiency / Lower Costs: * Automated routing to Agent or Queue with knowledge recommendations * Automated Response attaching knowledge article and close Cases * Risk Management: ensuring important issues don&#39;t fall through the cracks * The system learns from Agent activities and leverages business processes * Reduce Case resolution time by over 65% Increase Customer / Agent Satisfaction * Faster Customer Response Speed * Increase Agent productivity * Gain customer insight from all  CRM data * Identify and resolve troubling issues as they emerge Start a Trail today, email: twitter sentiment analysis, nlp, epianalytics, survey, coding  classification, contact center, intelligent agent desktop&#34;],
      dtype=object)
array([&#39;amax global services&#39;,
       &#39;AMAX Global Services  is a software development and offshore outsourcing business partner that is headquartered in Fremont, California and leverages its Offshore Development Centers strategically located in Shanghai and Suzhou, China. We are dedicated to providing value added services with highly qualified and skilled software engineers.  Our expertise is in providing solutions for companies of various sizes from software startups to Fortune 500 companies.  We provide value added services encompassing the complete product delivery lifecycle at very attractive rates.We offer a full range of high quality services:Application Development and Maintenance Consulting and Implementation Testing Services  English, Chinese and Japanese localization and language expertise Dedicated Offshore Development Centers to protect confidentiality and intellectual property Remote IT Infrastructure Support   &#39;],
      dtype=object)
array([&#39;tingz&#39;,
       &#39;Tingz is changing the way people experience the Internet by giving them tools and services to gather content from across the web and distribute it directly to their digital devices and social networks. Tingz offers a surprisingly consistent and easy experience across a wide variety of devices, operating systems and platforms. We think of Tingz as the Invisible Internet, surfacing content in a way that allows people to seamlessly integrate the Internet into their daily lives.  techcrunch50, tc50, consumer, software, widgets&#39;],
      dtype=object)
array([&#39;spotmau&#39;,
       &#34; is a provider of leading software utilities products designed for configuring, optimizing and repairing computer systems. The products&#39; powerfulness and low prices benefit many computer users in the home, SoHo and Business markets. utilites software&#34;],
      dtype=object)
array([&#39;galaxy&#39;,
       &#34;Galaxy is an online collaborative work environment that connects people and projects around the world. Galaxy features a unique dashboard that allows managers to see every group, user, and project from one screen. Users get up and running fast, allowing managers the ability to quickly create, task, and prioritize projects. Galaxy claims to save managers time, while in the process, empowering the elements of every project: the people.Galaxy attempts to simplify project management through it&#39;s simple and effective screens and interactions.  project management, team management, online collaboration, web application, remote collaboration, remote access, project portal&#34;],
      dtype=object)
array([&#39;elemental learning&#39;,
       &#39;Elemental Learning applies new and emerging technologies to the training process to make it more effective and efficient.While doing this, they created LearningLinx - a revolutionary skills and content development platform built from the ground up to help schools, universities and corporations leverage and reuse all training materials to assist in developing knowledge and skills, in a way not previously possible. learning, training, education, corporate training, schools, education management, competency mapping&#39;],
      dtype=object)
array([&#39;producteev&#39;,
       &#39;Producteev is one of the leading free Task Management applications for Individuals and Teams connected to : Mac , Windows Desktop, Web, iPhone, Android, IM (Gtalk, AIM, Yahoo  EMail (send tasks to Gmail,  basecamp, project management, productivity, task management, collaboration, project management 2 0&#39;],
      dtype=object)
array([&#39;contrust&#39;,
       &#34;ConTrust  offers a technologically advanced and cohesive SaaS  solution that enables you to moderate your content in real time according to your platform values. As a media platform you need to moderate the level of noise according to the values of your community. This is not an easy challenge and each media platform is charged with the responsibility of finding the right balance between consumer freedom and brand protection.The ConTrust solution is able to identify content threats including profanity, pornography, racism and brand abuse and block these threats according to a set of levels defined by the platform owner. In addition, the solution protects against traditional security threats such as spam, phishing , malware, etc. ConTrust offers hybrid solution that combines proprietary technology with a user friendly, transparent management application. Content is filtered according to the client&#39;s predefined parameters enabling the system to intelligently assign various risk levels to the content. Content can then be processed according to its risk level both automatically or manually, significantly reducing the workload of moderation staff and associated costs.  moderation, security, analysis, detection, brand reputation, protect, saas&#34;],
      dtype=object)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Save this since it&#39;s been transformed to avoid licensing issues</span>
<span class="n">df</span><span class="o">.</span><span class="n">to_pickle</span><span class="p">(</span><span class="s2">&quot;pickle/clean_df.pkl&quot;</span><span class="p">)</span>
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<h6 id="Go-to-top"><a href="#top">Go to top</a><a class="anchor-link" href="#Go-to-top">&#182;</a></h6><hr>
<p><a id='rsw'> </a></p>
<h2 id="2.2-Removing-Stop-Words">2.2 Removing Stop Words<a class="anchor-link" href="#2.2-Removing-Stop-Words">&#182;</a></h2><p>Let's see what the most common words are in the reviews and remove them. First step is to create a document term matrix with a count vectorizer.</p>

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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">from</span> <span class="nn">sklearn.feature_extraction</span> <span class="kn">import</span> <span class="n">text</span> 
<span class="kn">from</span> <span class="nn">sklearn.feature_extraction.text</span> <span class="kn">import</span> <span class="n">CountVectorizer</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clean_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s1">&#39;pickle/clean_df.pkl&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clean_overviews</span> <span class="o">=</span> <span class="n">clean_df</span><span class="p">[[</span><span class="s1">&#39;normalized_name&#39;</span><span class="p">,</span><span class="s1">&#39;overview&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;normalized_name&#39;</span><span class="p">)</span>
<span class="n">clean_overviews</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>oms safeharbor</th>
      <td>OMS SafeHarbor provides software and services ...</td>
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      <th>datapro services internationalltd</th>
      <td>Datapro Services International Co, Ltd based i...</td>
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      <th>epianalytics</th>
      <td>EpiAnalytics provides easy to use text and sen...</td>
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      <th>amax global services</th>
      <td>AMAX Global Services  is a software developmen...</td>
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      <th>tingz</th>
      <td>Tingz is changing the way people experience th...</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cv</span> <span class="o">=</span> <span class="n">CountVectorizer</span><span class="p">(</span><span class="n">stop_words</span><span class="o">=</span><span class="s1">&#39;english&#39;</span><span class="p">)</span>
<span class="n">crunch_cv</span> <span class="o">=</span> <span class="n">cv</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">clean_overviews</span><span class="o">.</span><span class="n">overview</span><span class="p">)</span>
<span class="n">overview_dtm</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">crunch_cv</span><span class="o">.</span><span class="n">toarray</span><span class="p">(),</span> <span class="n">columns</span><span class="o">=</span><span class="n">cv</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">())</span>
<span class="n">overview_dtm</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">clean_overviews</span><span class="o">.</span><span class="n">index</span>
<span class="n">overview_dtm</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>00</th>
      <th>000</th>
      <th>000th</th>
      <th>001</th>
      <th>00500</th>
      <th>0092321</th>
      <th>01</th>
      <th>0120</th>
      <th>013netvision</th>
      <th>02e</th>
      <th>...</th>
      <th>zurich</th>
      <th>zusammenarbeit</th>
      <th>zusätzlich</th>
      <th>zvision</th>
      <th>zvoice</th>
      <th>zwcad</th>
      <th>zyl</th>
      <th>zyrion</th>
      <th>zürich</th>
      <th>über</th>
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    <tr>
      <th>normalized_name</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
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      <th>oms safeharbor</th>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <th>datapro services internationalltd</th>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <th>epianalytics</th>
      <td>0</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>
      <td>0</td>
      <td>...</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <th>amax global services</th>
      <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>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <th>tingz</th>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
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      <td>...</td>
      <td>...</td>
      <td>...</td>
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      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
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    <tr>
      <th>myouvies</th>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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    <tr>
      <th>hyva it solutions</th>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>lyft</th>
      <td>0</td>
      <td>0</td>
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      <th>atandra</th>
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<p>5619 rows × 27207 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s get rid of the numbers and words with numbers</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="k">def</span> <span class="nf">clean_text_ofnum</span><span class="p">(</span><span class="n">text</span><span class="p">):</span>
    <span class="n">text</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;\S*[0-9]+\S*&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">text</span>

<span class="n">clean_overviews</span><span class="p">[</span><span class="s1">&#39;overview&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">clean_overviews</span><span class="p">[</span><span class="s1">&#39;overview&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">clean_text_ofnum</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">crunch_cv</span> <span class="o">=</span> <span class="n">cv</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">clean_overviews</span><span class="o">.</span><span class="n">overview</span><span class="p">)</span>
<span class="n">overview_dtm</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">crunch_cv</span><span class="o">.</span><span class="n">toarray</span><span class="p">(),</span> <span class="n">columns</span><span class="o">=</span><span class="n">cv</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">())</span>
<span class="n">overview_dtm</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">clean_overviews</span><span class="o">.</span><span class="n">index</span>
<span class="n">overview_dtm</span>
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      <th></th>
      <th>_____________________________________________how</th>
      <th>_____________________________________________why</th>
      <th>_a</th>
      <th>_blank</th>
      <th>_conversion</th>
      <th>_pro</th>
      <th>_project</th>
      <th>_select</th>
      <th>_split</th>
      <th>_stickystreet_</th>
      <th>...</th>
      <th>zurich</th>
      <th>zusammenarbeit</th>
      <th>zusätzlich</th>
      <th>zvision</th>
      <th>zvoice</th>
      <th>zwcad</th>
      <th>zyl</th>
      <th>zyrion</th>
      <th>zürich</th>
      <th>über</th>
    </tr>
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      <th>normalized_name</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>oms safeharbor</th>
      <td>0</td>
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      <td>0</td>
      <td>0</td>
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      <td>0</td>
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      <td>0</td>
    </tr>
    <tr>
      <th>datapro services internationalltd</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>epianalytics</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>amax global services</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>tingz</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>myouvies</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>hyva it solutions</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>lyft</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>connective logic</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>atandra</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>5619 rows × 26078 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Also remove words that start with punctuation</span>
<span class="k">def</span> <span class="nf">clean_text_ofpunct</span><span class="p">(</span><span class="n">text</span><span class="p">):</span>
    <span class="n">text</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;[_\-</span><span class="se">\&#39;\&quot;</span><span class="s1">]+\S+&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">text</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">text</span>

<span class="n">clean_overviews</span><span class="p">[</span><span class="s1">&#39;overview&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">clean_overviews</span><span class="p">[</span><span class="s1">&#39;overview&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">clean_text_ofpunct</span><span class="p">)</span>
<span class="n">crunch_cv</span> <span class="o">=</span> <span class="n">cv</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">clean_overviews</span><span class="o">.</span><span class="n">overview</span><span class="p">)</span>
<span class="n">overview_dtm</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">crunch_cv</span><span class="o">.</span><span class="n">toarray</span><span class="p">(),</span> <span class="n">columns</span><span class="o">=</span><span class="n">cv</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">())</span>
<span class="n">overview_dtm</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">clean_overviews</span><span class="o">.</span><span class="n">index</span>
<span class="n">overview_dtm</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>aaa</th>
      <th>aac</th>
      <th>aace</th>
      <th>aahlad</th>
      <th>aalpha</th>
      <th>aaron</th>
      <th>aayan</th>
      <th>ab</th>
      <th>aba</th>
      <th>abacus</th>
      <th>...</th>
      <th>zurich</th>
      <th>zusammenarbeit</th>
      <th>zusätzlich</th>
      <th>zvision</th>
      <th>zvoice</th>
      <th>zwcad</th>
      <th>zyl</th>
      <th>zyrion</th>
      <th>zürich</th>
      <th>über</th>
    </tr>
    <tr>
      <th>normalized_name</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>oms safeharbor</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>datapro services internationalltd</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>epianalytics</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>amax global services</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>tingz</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>myouvies</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>hyva it solutions</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>lyft</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>connective logic</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>atandra</th>
      <td>0</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>
      <td>0</td>
      <td>...</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>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>5619 rows × 26009 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s see if we can determine more stop words by looking at the most frequently used</span>
<span class="n">overview_dtm</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)[:</span><span class="mi">50</span><span class="p">]</span>
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<pre>software        8310
development     4655
web             4618
company         4179
management      4154
solutions       3767
services        3388
business        2975
based           2757
mobile          2391
data            2349
provides        2132
technology      2066
applications    2035
application     1863
service         1854
online          1848
design          1688
platform        1532
products        1478
time            1456
solution        1419
marketing       1393
companies       1345
information     1285
customers       1276
social          1267
founded         1256
systems         1254
offers          1247
product         1209
content         1195
enterprise      1176
clients         1120
customer        1116
media           1087
users           1052
cloud           1045
support         1030
new             1005
website          993
video            966
technologies     962
use              942
industry         881
network          863
tools            856
internet         847
team             833
world            825
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># These first 9 probably don&#39;t give any additional information knowing their software companies</span>
<span class="n">software_stops</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">overview_dtm</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)[:</span><span class="mi">9</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
<span class="n">software_stops</span>
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<pre>[&#39;software&#39;,
 &#39;development&#39;,
 &#39;web&#39;,
 &#39;company&#39;,
 &#39;management&#39;,
 &#39;solutions&#39;,
 &#39;services&#39;,
 &#39;business&#39;,
 &#39;based&#39;]</pre>
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<h6 id="Go-to-top"><a href="#top">Go to top</a><a class="anchor-link" href="#Go-to-top">&#182;</a></h6><hr>
<p><a id="preproc"></a></p>
<h2 id="2.3-NLP-Pre-processing">2.3 NLP Pre-processing<a class="anchor-link" href="#2.3-NLP-Pre-processing">&#182;</a></h2><p>SpaCy will help now with lemmatizing (converting words to their root form), tokenizing (identifying parts of speech and punctuation), and entity detection.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Run the following in terminal or</span>
<span class="c1"># with ! to run through Jupyter as magic</span>
<span class="o">!</span> python -m spacy download en_core_web_sm 
<span class="kn">import</span> <span class="nn">spacy</span>
<span class="kn">from</span> <span class="nn">spacy.lemmatizer</span> <span class="kn">import</span> <span class="n">Lemmatizer</span>
<span class="kn">from</span> <span class="nn">spacy.lang.en.stop_words</span> <span class="kn">import</span> <span class="n">STOP_WORDS</span>
<span class="n">nlp</span> <span class="o">=</span> <span class="n">spacy</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;en_core_web_sm&quot;</span><span class="p">)</span>
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<pre>Requirement already satisfied: en_core_web_sm==2.2.5 from https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.5/en_core_web_sm-2.2.5.tar.gz#egg=en_core_web_sm==2.2.5 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (2.2.5)
Requirement already satisfied: spacy&gt;=2.2.2 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from en_core_web_sm==2.2.5) (2.2.3)
Requirement already satisfied: thinc&lt;7.4.0,&gt;=7.3.0 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (7.3.1)
Requirement already satisfied: numpy&gt;=1.15.0 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (1.17.4)
Requirement already satisfied: plac&lt;1.2.0,&gt;=0.9.6 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (1.1.3)
Requirement already satisfied: wasabi&lt;1.1.0,&gt;=0.4.0 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (0.4.2)
Requirement already satisfied: preshed&lt;3.1.0,&gt;=3.0.2 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (3.0.2)
Requirement already satisfied: requests&lt;3.0.0,&gt;=2.13.0 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (2.22.0)
Requirement already satisfied: catalogue&lt;1.1.0,&gt;=0.0.7 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (0.0.8)
Requirement already satisfied: srsly&lt;1.1.0,&gt;=0.1.0 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (0.2.0)
Requirement already satisfied: setuptools in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (42.0.2.post20191203)
Requirement already satisfied: cymem&lt;2.1.0,&gt;=2.0.2 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (2.0.3)
Requirement already satisfied: blis&lt;0.5.0,&gt;=0.4.0 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (0.4.1)
Requirement already satisfied: murmurhash&lt;1.1.0,&gt;=0.28.0 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (1.0.2)
Requirement already satisfied: tqdm&lt;5.0.0,&gt;=4.10.0 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from thinc&lt;7.4.0,&gt;=7.3.0-&gt;spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (4.41.0)
Requirement already satisfied: chardet&lt;3.1.0,&gt;=3.0.2 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from requests&lt;3.0.0,&gt;=2.13.0-&gt;spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (3.0.4)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,&lt;1.26,&gt;=1.21.1 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from requests&lt;3.0.0,&gt;=2.13.0-&gt;spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (1.25.7)
Requirement already satisfied: certifi&gt;=2017.4.17 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from requests&lt;3.0.0,&gt;=2.13.0-&gt;spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (2019.11.28)
Requirement already satisfied: idna&lt;2.9,&gt;=2.5 in /Users/kentgang/tools/anaconda3/envs/kpy/lib/python3.8/site-packages (from requests&lt;3.0.0,&gt;=2.13.0-&gt;spacy&gt;=2.2.2-&gt;en_core_web_sm==2.2.5) (2.8)
<span class="ansi-green-fg">✔ Download and installation successful</span>
You can now load the model via spacy.load(&#39;en_core_web_sm&#39;)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Update default stop words set and adjust their property</span>
<span class="c1"># Also add some company suffixes</span>
<span class="n">nlp</span><span class="o">.</span><span class="n">Defaults</span><span class="o">.</span><span class="n">stop_words</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">software_stops</span> <span class="o">+</span> <span class="p">[</span><span class="s1">&#39;co&#39;</span><span class="p">,</span><span class="s1">&#39;ltd&#39;</span><span class="p">,</span><span class="s1">&#39;etc&#39;</span><span class="p">,</span><span class="s1">&#39;inc&#39;</span><span class="p">,</span><span class="s1">&#39;llc&#39;</span><span class="p">,</span><span class="s1">&#39;llp&#39;</span><span class="p">])</span>
<span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">STOP_WORDS</span><span class="p">:</span>
    <span class="n">st</span> <span class="o">=</span> <span class="n">nlp</span><span class="o">.</span><span class="n">vocab</span><span class="p">[</span><span class="n">word</span><span class="p">]</span>
    <span class="n">st</span><span class="o">.</span><span class="n">is_stop</span> <span class="o">=</span> <span class="kc">True</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">space_or_punct</span><span class="p">(</span><span class="n">token</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Helper function to identify space and punctuation.&quot;&quot;&quot;</span>
    <span class="k">return</span> <span class="n">token</span><span class="o">.</span><span class="n">is_punct</span> <span class="ow">or</span> <span class="n">token</span><span class="o">.</span><span class="n">is_space</span>

<span class="k">def</span> <span class="nf">pronoun_or_person</span><span class="p">(</span><span class="n">token</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Helper function to identify pronouns and people.&quot;&quot;&quot;</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">token</span><span class="o">.</span><span class="n">lemma_</span> <span class="o">==</span> <span class="s1">&#39;-PRON-&#39;</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="n">token</span><span class="o">.</span><span class="n">ent_type_</span> <span class="o">==</span> <span class="s1">&#39;PERSON&#39;</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">lemmatizer</span><span class="p">(</span><span class="n">overview</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Lemmatizes and removes punctuation and people.&quot;&quot;&quot;</span>
    <span class="n">overview</span> <span class="o">=</span> <span class="p">[</span><span class="n">token</span><span class="o">.</span><span class="n">lemma_</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">overview</span> 
                <span class="k">if</span> <span class="ow">not</span> <span class="n">space_or_punct</span><span class="p">(</span><span class="n">token</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">pronoun_or_person</span><span class="p">(</span><span class="n">token</span><span class="p">)]</span>
    <span class="n">doc</span> <span class="o">=</span> <span class="sa">u</span><span class="s1">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">overview</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">nlp</span><span class="o">.</span><span class="n">make_doc</span><span class="p">(</span><span class="n">doc</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">remove_stopwords</span><span class="p">(</span><span class="n">overview</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Returns text for modeling.&quot;&quot;&quot;</span>
    <span class="n">overview</span> <span class="o">=</span> <span class="p">[</span><span class="n">token</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">overview</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">token</span><span class="o">.</span><span class="n">is_stop</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">overview</span>

<span class="n">nlp</span><span class="o">.</span><span class="n">add_pipe</span><span class="p">(</span><span class="n">lemmatizer</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;lemmatizer&#39;</span><span class="p">,</span> <span class="n">after</span><span class="o">=</span><span class="s1">&#39;ner&#39;</span><span class="p">)</span>
<span class="n">nlp</span><span class="o">.</span><span class="n">add_pipe</span><span class="p">(</span><span class="n">remove_stopwords</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;rm_stopwords&#39;</span><span class="p">,</span> <span class="n">last</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">preprocess_overview</span><span class="p">(</span><span class="n">text_set</span><span class="p">):</span>
    <span class="n">processed</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">text</span> <span class="ow">in</span> <span class="n">text_set</span><span class="p">:</span>
        <span class="n">processed</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nlp</span><span class="p">(</span><span class="n">text</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">processed</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># %%time</span>
<span class="c1"># #Takes awhile -- Uncomment to run yourself</span>
<span class="c1"># #Pickled result included</span>
<span class="c1"># </span>
<span class="c1"># preprocessed_overview = preprocess_overview(clean_overviews.overview)</span>
<span class="c1"># for i in range(3):</span>
<span class="c1">#     print(&#39;original: \n&#39;)</span>
<span class="c1">#     print(clean_overviews.overview[i])</span>
<span class="c1">#     print(&#39;processed: \n&#39;)</span>
<span class="c1">#     print(preprocessed_overview[i])</span>
<span class="c1"># preprocessed_df = clean_df.copy()</span>
<span class="c1"># preprocessed_df[&#39;preprocessed_overview&#39;] = processed_overview</span>
<span class="c1"># preprocessed_df.to_pickle(&quot;pickle/preprocessed_df.pkl&quot;)</span>
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<h6 id="Go-to-top"><a href="#top">Go to top</a><a class="anchor-link" href="#Go-to-top">&#182;</a></h6><hr>
<p><a id="bitri"></a></p>
<h2 id="2.4-Bigrams-and-Trigrams">2.4 Bigrams and Trigrams<a class="anchor-link" href="#2.4-Bigrams-and-Trigrams">&#182;</a></h2><p>Next is using gensim to model n-grams, or meaningful combinations of words.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">gensim.models</span> <span class="kn">import</span> <span class="n">Phrases</span>
<span class="kn">from</span> <span class="nn">gensim.models.word2vec</span> <span class="kn">import</span> <span class="n">LineSentence</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pdf</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s1">&#39;pickle/preprocessed_df.pkl&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># %%time</span>
<span class="c1">#</span>
<span class="c1"># bigram_model = Phrases(pdf.processed_overview)</span>
<span class="c1"># bigram_model.save(&quot;models/bigram_model&quot;)</span>
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<pre>CPU times: user 1.17 s, sys: 137 ms, total: 1.31 s
Wall time: 1.35 s
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bigram_model</span> <span class="o">=</span> <span class="n">Phrases</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;models/bigram_model&quot;</span><span class="p">)</span>
<span class="n">bigram_overview_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">overview</span> <span class="ow">in</span> <span class="n">pdf</span><span class="o">.</span><span class="n">preprocessed_overview</span><span class="p">:</span>
    <span class="n">bigram_overview_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">bigram_model</span><span class="p">[</span><span class="n">overview</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># We can see that the bigrams detected make intuitive sense</span>
<span class="k">for</span> <span class="n">overview</span> <span class="ow">in</span> <span class="n">bigram_overview_list</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]:</span>
    <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">overview</span><span class="p">:</span>
        <span class="k">if</span> <span class="s1">&#39;_&#39;</span> <span class="ow">in</span> <span class="n">word</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
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<pre>easy_use
sentiment_analysis
reduce_cost
contact_center
process_automation
customer_feedback
real_time
text_analytic
social_media
contact_center
lower_cost
sentiment_analysis
contact_center
offshore_outsourcing
fremont_california
value_add
highly_qualified
startup_fortune
value_add
high_quality
intellectual_property
change_way
social_network
wide_variety
operating_system
seamlessly_integrate
low_price
connect_people
remote_access
emerge_technology
build_ground
training_education
corporate_training
iphone_android
real_time
find_right
user_friendly
significantly_reduce
brand_reputation
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<span class="c1">#</span>
<span class="c1"># trigram_model = Phrases(bigram_overview_list)</span>
<span class="c1"># trigram_model.save(&quot;models/trigram_model&quot;)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">trigram_model</span> <span class="o">=</span> <span class="n">Phrases</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;models/trigram_model&quot;</span><span class="p">)</span>
<span class="n">trigram_overview_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">overview</span> <span class="ow">in</span> <span class="n">bigram_overview_list</span><span class="p">:</span>
    <span class="n">trigram_overview_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">trigram_model</span><span class="p">[</span><span class="n">overview</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">overview</span> <span class="ow">in</span> <span class="n">trigram_overview_list</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">100</span><span class="p">]:</span>
    <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">overview</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">word</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s1">&#39;_&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
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<pre>value_add_service
value_add_service
change_way_people
rich_internet_application
provide_high_quality
social_networking_site
palo_alto_california
manage_file_transfer
large_file_transfer
manage_file_transfer
secure_file_transfer
search_engine_optimization
small_medium_size
custom_website_design
deliver_high_quality
small_medium_sized
microsoft_dynamics_crm
change_way_people
california_additional_office
manage_file_transfer
manage_file_transfer
improve_operational_efficiency
rich_internet_application
real_time_visibility
social_medium_marketing
iphone_ipad_android
natural_language_processing
industry_found_base
office_new_york
testing_quality_assurance
virtual_data_room
virtual_data_room
end_end_solution
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ngrammed_df</span> <span class="o">=</span> <span class="n">pdf</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">ngrammed_df</span> <span class="p">[</span><span class="s1">&#39;bigrammed_overview&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">bigram_overview_list</span>
<span class="n">ngrammed_df</span> <span class="p">[</span><span class="s1">&#39;trigrammed_overview&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trigram_overview_list</span>
<span class="n">ngrammed_df</span><span class="o">.</span><span class="n">to_pickle</span><span class="p">(</span><span class="s1">&#39;pickle/ngrammed_df.pkl&#39;</span><span class="p">)</span>
<span class="n">ngrammed_df</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;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>normalized_name</th>
      <th>overview</th>
      <th>tag_list</th>
      <th>funding_total_usd</th>
      <th>processed_overview</th>
      <th>preprocessed_overview</th>
      <th>bigrammed_overview</th>
      <th>trigrammed_overview</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>60</th>
      <td>oms safeharbor</td>
      <td>OMS SafeHarbor provides software and services ...</td>
      <td>software-distribution, electronic-software-del...</td>
      <td>0.0</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
    </tr>
    <tr>
      <th>65</th>
      <td>datapro services internationalltd</td>
      <td>Datapro Services International Co, Ltd based i...</td>
      <td>rss, bangkok, thailand, magazine</td>
      <td>0.0</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
    </tr>
    <tr>
      <th>121</th>
      <td>epianalytics</td>
      <td>EpiAnalytics provides easy to use text and sen...</td>
      <td>twitter-sentiment-analysis, nlp, epianalytics,...</td>
      <td>0.0</td>
      <td>[epianalytic, provide, easy, use, text, sentim...</td>
      <td>[epianalytic, provide, easy, use, text, sentim...</td>
      <td>[epianalytic, provide, easy_use, text, sentime...</td>
      <td>[epianalytic, provide, easy_use, text, sentime...</td>
    </tr>
    <tr>
      <th>122</th>
      <td>amax global services</td>
      <td>AMAX Global Services  is a software developmen...</td>
      <td></td>
      <td>45000.0</td>
      <td>[amax, global, offshore, outsourcing, partner,...</td>
      <td>[amax, global, offshore, outsourcing, partner,...</td>
      <td>[amax, global, offshore_outsourcing, partner, ...</td>
      <td>[amax, global, offshore_outsourcing, partner, ...</td>
    </tr>
    <tr>
      <th>130</th>
      <td>tingz</td>
      <td>Tingz is changing the way people experience th...</td>
      <td>techcrunch50, tc50, consumer, software, widgets</td>
      <td>280000.0</td>
      <td>[change, way, people, experience, internet, to...</td>
      <td>[change, way, people, experience, internet, to...</td>
      <td>[change_way, people, experience, internet, too...</td>
      <td>[change_way_people, experience, internet, tool...</td>
    </tr>
  </tbody>
</table>
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<h6 id="Go-to-top"><a href="#top">Go to top</a><a class="anchor-link" href="#Go-to-top">&#182;</a></h6><hr>
<p><a id="lda"></a></p>
<h2 id="3.0-Topic-Modeling-with-Latent-Dirichlet-Allocation-(LDA)">3.0 Topic Modeling with Latent Dirichlet Allocation (LDA)<a class="anchor-link" href="#3.0-Topic-Modeling-with-Latent-Dirichlet-Allocation-(LDA)">&#182;</a></h2><p>The data is finally ready for topic modeling.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ndf</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s1">&#39;pickle/ngrammed_df.pkl&#39;</span><span class="p">)</span>
<span class="n">ndf</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;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>normalized_name</th>
      <th>overview</th>
      <th>tag_list</th>
      <th>funding_total_usd</th>
      <th>processed_overview</th>
      <th>preprocessed_overview</th>
      <th>bigrammed_overview</th>
      <th>trigrammed_overview</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>60</th>
      <td>oms safeharbor</td>
      <td>OMS SafeHarbor provides software and services ...</td>
      <td>software-distribution, electronic-software-del...</td>
      <td>0.0</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
    </tr>
    <tr>
      <th>65</th>
      <td>datapro services internationalltd</td>
      <td>Datapro Services International Co, Ltd based i...</td>
      <td>rss, bangkok, thailand, magazine</td>
      <td>0.0</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
    </tr>
    <tr>
      <th>121</th>
      <td>epianalytics</td>
      <td>EpiAnalytics provides easy to use text and sen...</td>
      <td>twitter-sentiment-analysis, nlp, epianalytics,...</td>
      <td>0.0</td>
      <td>[epianalytic, provide, easy, use, text, sentim...</td>
      <td>[epianalytic, provide, easy, use, text, sentim...</td>
      <td>[epianalytic, provide, easy_use, text, sentime...</td>
      <td>[epianalytic, provide, easy_use, text, sentime...</td>
    </tr>
    <tr>
      <th>122</th>
      <td>amax global services</td>
      <td>AMAX Global Services  is a software developmen...</td>
      <td></td>
      <td>45000.0</td>
      <td>[amax, global, offshore, outsourcing, partner,...</td>
      <td>[amax, global, offshore, outsourcing, partner,...</td>
      <td>[amax, global, offshore_outsourcing, partner, ...</td>
      <td>[amax, global, offshore_outsourcing, partner, ...</td>
    </tr>
    <tr>
      <th>130</th>
      <td>tingz</td>
      <td>Tingz is changing the way people experience th...</td>
      <td>techcrunch50, tc50, consumer, software, widgets</td>
      <td>280000.0</td>
      <td>[change, way, people, experience, internet, to...</td>
      <td>[change, way, people, experience, internet, to...</td>
      <td>[change_way, people, experience, internet, too...</td>
      <td>[change_way_people, experience, internet, tool...</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">gensim.corpora</span> <span class="kn">import</span> <span class="n">Dictionary</span><span class="p">,</span> <span class="n">MmCorpus</span>
<span class="kn">from</span> <span class="nn">gensim.models</span> <span class="kn">import</span> <span class="n">LdaModel</span><span class="p">,</span> <span class="n">CoherenceModel</span>

<span class="kn">import</span> <span class="nn">pyLDAvis</span>
<span class="kn">import</span> <span class="nn">pyLDAvis.gensim</span>
<span class="kn">import</span> <span class="nn">pickle</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># %%time</span>

<span class="c1"># # Create inputs for the topic model, a dictionary and bag of words</span>
<span class="c1"># words = Dictionary(ndf.trigrammed_overview)</span>
<span class="c1"># # Filter out any terms that occur in less than 5 overviews or more than half</span>
<span class="c1"># words.filter_extremes()</span>
<span class="c1"># # Ressaign ids after removing extremes</span>
<span class="c1"># words.compactify()</span>
<span class="c1"># words.save(&#39;models/trigram_dictionary&#39;)</span>
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<pre>CPU times: user 515 ms, sys: 24.4 ms, total: 540 ms
Wall time: 557 ms
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tridict</span> <span class="o">=</span> <span class="n">Dictionary</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;models/trigram_dictionary&#39;</span><span class="p">)</span>
<span class="n">corpus</span> <span class="o">=</span> <span class="p">[</span><span class="n">tridict</span><span class="o">.</span><span class="n">doc2bow</span><span class="p">(</span><span class="n">overview</span><span class="p">)</span> <span class="k">for</span> <span class="n">overview</span> <span class="ow">in</span> <span class="n">ndf</span><span class="o">.</span><span class="n">trigrammed_overview</span><span class="p">]</span>
<span class="n">MmCorpus</span><span class="o">.</span><span class="n">serialize</span><span class="p">(</span><span class="s2">&quot;models/corpus&quot;</span><span class="p">,</span><span class="n">corpus</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># %%time</span>
<span class="c1"># lda_model = LdaModel(corpus=corpus,</span>
<span class="c1">#                     id2word=tridict,</span>
<span class="c1">#                     num_topics=20, </span>
<span class="c1">#                     random_state=22,</span>
<span class="c1">#                     update_every=1,</span>
<span class="c1">#                     passes=25,</span>
<span class="c1">#                     alpha=&#39;auto&#39;,</span>
<span class="c1">#                     per_word_topics=True)</span>
<span class="c1"># lda_model.save(&quot;models/lda_20&quot;)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#20 topics seems like too many, so we&#39;ll run with less and compute coherence and perplexity</span>
<span class="n">lda_model</span> <span class="o">=</span> <span class="n">LdaModel</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;models/lda_20&quot;</span><span class="p">)</span>
<span class="n">pprint</span><span class="p">(</span><span class="n">lda_model</span><span class="o">.</span><span class="n">print_topics</span><span class="p">(</span><span class="n">num_words</span><span class="o">=</span><span class="mi">15</span><span class="p">))</span>
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<pre>[(0,
  &#39;0.026*&#34;online&#34; + 0.019*&#34;event&#34; + 0.018*&#34;system&#34; + 0.017*&#34;game&#34; + &#39;
  &#39;0.013*&#34;use&#34; + 0.012*&#34;base&#34; + 0.012*&#34;tool&#34; + 0.011*&#34;allow&#34; + 0.011*&#34;track&#34; + &#39;
  &#39;0.011*&#34;user&#34; + 0.011*&#34;travel&#34; + 0.010*&#34;create&#34; + 0.010*&#34;manage&#34; + &#39;
  &#39;0.009*&#34;time&#34; + 0.009*&#34;schedule&#34;&#39;),
 (1,
  &#39;0.051*&#34;marketing&#34; + 0.025*&#34;platform&#34; + 0.018*&#34;brand&#34; + 0.017*&#34;social&#34; + &#39;
  &#39;0.016*&#34;social_medium&#34; + 0.016*&#34;customer&#34; + 0.014*&#34;online&#34; + 0.011*&#34;tool&#34; + &#39;
  &#39;0.011*&#34;help&#34; + 0.010*&#34;include&#34; + 0.010*&#34;service&#34; + 0.009*&#34;campaign&#34; + &#39;
  &#39;0.009*&#34;consumer&#34; + 0.009*&#34;email_marketing&#34; + 0.009*&#34;advertising&#34;&#39;),
 (2,
  &#39;0.016*&#34;help&#34; + 0.016*&#34;work&#34; + 0.015*&#34;training&#34; + 0.013*&#34;technology&#34; + &#39;
  &#39;0.013*&#34;create&#34; + 0.012*&#34;develop&#34; + 0.012*&#34;people&#34; + 0.012*&#34;new&#34; + &#39;
  &#39;0.012*&#34;idea&#34; + 0.010*&#34;world&#34; + 0.009*&#34;startup&#34; + 0.009*&#34;learning&#34; + &#39;
  &#39;0.009*&#34;team&#34; + 0.009*&#34;product&#34; + 0.009*&#34;good&#34;&#39;),
 (3,
  &#39;0.014*&#34;provide&#34; + 0.014*&#34;performance&#34; + 0.012*&#34;analysis&#34; + 0.012*&#34;network&#34; &#39;
  &#39;+ 0.011*&#34;datum&#34; + 0.011*&#34;use&#34; + 0.011*&#34;real_time&#34; + 0.010*&#34;solution&#34; + &#39;
  &#39;0.010*&#34;monitoring&#34; + 0.010*&#34;risk&#34; + 0.009*&#34;analytic&#34; + 0.009*&#34;information&#34; &#39;
  &#39;+ 0.009*&#34;intelligence&#34; + 0.008*&#34;enable&#34; + 0.008*&#34;platform&#34;&#39;),
 (4,
  &#39;0.114*&#34;datum&#34; + 0.033*&#34;data&#34; + 0.033*&#34;information&#34; + 0.029*&#34;database&#34; + &#39;
  &#39;0.017*&#34;search&#34; + 0.014*&#34;analysis&#34; + 0.014*&#34;technology&#34; + &#39;
  &#39;0.014*&#34;intelligent&#34; + 0.013*&#34;semantic&#34; + 0.012*&#34;application&#34; + &#39;
  &#39;0.012*&#34;knowledge&#34; + 0.011*&#34;automatically&#34; + 0.011*&#34;model&#34; + 0.010*&#34;system&#34; &#39;
  &#39;+ 0.010*&#34;visualization&#34;&#39;),
 (5,
  &#39;0.023*&#34;cloud&#34; + 0.019*&#34;use&#34; + 0.011*&#34;user&#34; + 0.010*&#34;file&#34; + 0.009*&#34;browser&#34; &#39;
  &#39;+ 0.009*&#34;application&#34; + 0.009*&#34;host&#34; + 0.009*&#34;system&#34; + 0.008*&#34;site&#34; + &#39;
  &#39;0.008*&#34;work&#34; + 0.007*&#34;available&#34; + 0.007*&#34;linux&#34; + 0.007*&#34;program&#34; + &#39;
  &#39;0.007*&#34;service&#34; + 0.007*&#34;run&#34;&#39;),
 (6,
  &#39;0.028*&#34;service&#34; + 0.025*&#34;solution&#34; + 0.021*&#34;product&#34; + 0.018*&#34;enterprise&#34; + &#39;
  &#39;0.017*&#34;testing&#34; + 0.014*&#34;technology&#34; + 0.012*&#34;customer&#34; + 0.011*&#34;cloud&#34; + &#39;
  &#39;0.011*&#34;provide&#34; + 0.009*&#34;partner&#34; + 0.009*&#34;support&#34; + 0.008*&#34;process&#34; + &#39;
  &#39;0.008*&#34;test&#34; + 0.008*&#34;include&#34; + 0.008*&#34;project&#34;&#39;),
 (7,
  &#39;0.028*&#34;video&#34; + 0.020*&#34;search&#34; + 0.019*&#34;user&#34; + 0.019*&#34;music&#34; + 0.018*&#34;app&#34; &#39;
  &#39;+ 0.016*&#34;image&#34; + 0.014*&#34;create&#34; + 0.013*&#34;share&#34; + 0.012*&#34;photo&#34; + &#39;
  &#39;0.011*&#34;use&#34; + 0.010*&#34;presentation&#34; + 0.010*&#34;audio&#34; + 0.010*&#34;facebook&#34; + &#39;
  &#39;0.009*&#34;online&#34; + 0.009*&#34;find&#34;&#39;),
 (8,
  &#39;0.045*&#34;service&#34; + 0.039*&#34;solution&#34; + 0.028*&#34;provide&#34; + 0.028*&#34;offer&#34; + &#39;
  &#39;0.026*&#34;system&#34; + 0.023*&#34;application&#34; + 0.017*&#34;product&#34; + 0.013*&#34;base&#34; + &#39;
  &#39;0.012*&#34;include&#34; + 0.012*&#34;design&#34; + 0.011*&#34;enterprise&#34; + 0.011*&#34;network&#34; + &#39;
  &#39;0.011*&#34;support&#34; + 0.009*&#34;inc.&#34; + 0.008*&#34;serve&#34;&#39;),
 (9,
  &#39;0.026*&#34;database&#34; + 0.023*&#34;map&#34; + 0.020*&#34;information&#34; + 0.012*&#34;mapping&#34; + &#39;
  &#39;0.012*&#34;review&#34; + 0.011*&#34;allow&#34; + 0.010*&#34;display&#34; + 0.010*&#34;gps&#34; + &#39;
  &#39;0.010*&#34;simulation&#34; + 0.009*&#34;local&#34; + 0.009*&#34;store&#34; + 0.009*&#34;iphone&#34; + &#39;
  &#39;0.009*&#34;digital_signage&#34; + 0.009*&#34;location&#34; + 0.008*&#34;gis&#34;&#39;),
 (10,
  &#39;0.019*&#34;provide&#34; + 0.016*&#34;healthcare&#34; + 0.015*&#34;financial&#34; + 0.014*&#34;service&#34; &#39;
  &#39;+ 0.014*&#34;solution&#34; + 0.013*&#34;base&#34; + 0.013*&#34;payment&#34; + 0.012*&#34;trading&#34; + &#39;
  &#39;0.011*&#34;medical&#34; + 0.011*&#34;health&#34; + 0.011*&#34;patient&#34; + 0.010*&#34;market&#34; + &#39;
  &#39;0.009*&#34;billing&#34; + 0.009*&#34;system&#34; + 0.008*&#34;investment&#34;&#39;),
 (11,
  &#39;0.039*&#34;storage&#34; + 0.019*&#34;file&#34; + 0.016*&#34;flash&#34; + 0.014*&#34;digital&#34; + &#39;
  &#39;0.013*&#34;video&#34; + 0.012*&#34;mac&#34; + 0.012*&#34;product&#34; + 0.011*&#34;backup&#34; + &#39;
  &#39;0.010*&#34;player&#34; + 0.010*&#34;image&#34; + 0.010*&#34;de&#34; + 0.010*&#34;hardware&#34; + &#39;
  &#39;0.010*&#34;server&#34; + 0.009*&#34;format&#34; + 0.009*&#34;parking&#34;&#39;),
 (12,
  &#39;0.035*&#34;online&#34; + 0.034*&#34;student&#34; + 0.029*&#34;property&#34; + 0.027*&#34;school&#34; + &#39;
  &#39;0.024*&#34;real_estate&#34; + 0.020*&#34;hr&#34; + 0.016*&#34;payroll&#34; + 0.015*&#34;report&#34; + &#39;
  &#39;0.014*&#34;parent&#34; + 0.013*&#34;tax&#34; + 0.013*&#34;education&#34; + 0.012*&#34;skype&#34; + &#39;
  &#39;0.012*&#34;system&#34; + 0.011*&#34;fundraising&#34; + 0.010*&#34;child&#34;&#39;),
 (13,
  &#39;0.038*&#34;mobile&#34; + 0.027*&#34;content&#34; + 0.024*&#34;platform&#34; + 0.021*&#34;technology&#34; + &#39;
  &#39;0.020*&#34;video&#34; + 0.019*&#34;solution&#34; + 0.016*&#34;service&#34; + 0.016*&#34;application&#34; + &#39;
  &#39;0.015*&#34;digital&#34; + 0.014*&#34;provide&#34; + 0.013*&#34;enable&#34; + 0.011*&#34;device&#34; + &#39;
  &#39;0.011*&#34;include&#34; + 0.010*&#34;product&#34; + 0.010*&#34;medium&#34;&#39;),
 (14,
  &#39;0.048*&#34;customer&#34; + 0.028*&#34;solution&#34; + 0.021*&#34;service&#34; + 0.018*&#34;support&#34; + &#39;
  &#39;0.017*&#34;sale&#34; + 0.015*&#34;provide&#34; + 0.014*&#34;crm&#34; + 0.014*&#34;help&#34; + 0.009*&#34;need&#34; &#39;
  &#39;+ 0.008*&#34;use&#34; + 0.008*&#34;lead&#34; + 0.007*&#34;employee&#34; + 0.006*&#34;product&#34; + &#39;
  &#39;0.005*&#34;deliver&#34; + 0.005*&#34;offer&#34;&#39;),
 (15,
  &#39;0.037*&#34;project&#34; + 0.030*&#34;application&#34; + 0.023*&#34;collaboration&#34; + &#39;
  &#39;0.022*&#34;platform&#34; + 0.017*&#34;open_source&#34; + 0.017*&#34;tool&#34; + 0.014*&#34;content&#34; + &#39;
  &#39;0.014*&#34;use&#34; + 0.014*&#34;developer&#34; + 0.013*&#34;online&#34; + 0.013*&#34;document&#34; + &#39;
  &#39;0.012*&#34;base&#34; + 0.012*&#34;community&#34; + 0.010*&#34;team&#34; + 0.010*&#34;build&#34;&#39;),
 (16,
  &#39;0.022*&#34;website&#34; + 0.020*&#34;design&#34; + 0.016*&#34;system&#34; + 0.013*&#34;need&#34; + &#39;
  &#39;0.013*&#34;form&#34; + 0.011*&#34;online&#34; + 0.010*&#34;drupal&#34; + 0.009*&#34;script&#34; + &#39;
  &#39;0.009*&#34;site&#34; + 0.009*&#34;employee&#34; + 0.008*&#34;document&#34; + 0.008*&#34;insurance&#34; + &#39;
  &#39;0.008*&#34;cms&#34; + 0.008*&#34;build&#34; + 0.008*&#34;portal&#34;&#39;),
 (17,
  &#39;0.035*&#34;security&#34; + 0.025*&#34;email&#34; + 0.019*&#34;user&#34; + 0.017*&#34;solution&#34; + &#39;
  &#39;0.017*&#34;computer&#34; + 0.014*&#34;secure&#34; + 0.013*&#34;access&#34; + 0.013*&#34;network&#34; + &#39;
  &#39;0.013*&#34;provide&#34; + 0.013*&#34;datum&#34; + 0.012*&#34;application&#34; + 0.011*&#34;server&#34; + &#39;
  &#39;0.009*&#34;enterprise&#34; + 0.009*&#34;protect&#34; + 0.009*&#34;protection&#34;&#39;),
 (18,
  &#39;0.045*&#34;service&#34; + 0.039*&#34;design&#34; + 0.035*&#34;application&#34; + 0.025*&#34;client&#34; + &#39;
  &#39;0.024*&#34;solution&#34; + 0.020*&#34;provide&#34; + 0.014*&#34;custom&#34; + 0.014*&#34;india&#34; + &#39;
  &#39;0.014*&#34;base&#34; + 0.013*&#34;website&#34; + 0.013*&#34;mobile_application&#34; + &#39;
  &#39;0.012*&#34;mobile&#34; + 0.011*&#34;develop&#34; + 0.011*&#34;professional&#34; + 0.011*&#34;project&#34;&#39;),
 (19,
  &#39;0.034*&#34;solution&#34; + 0.024*&#34;technology&#34; + 0.014*&#34;industry&#34; + 0.013*&#34;product&#34; &#39;
  &#39;+ 0.012*&#34;client&#34; + 0.012*&#34;process&#34; + 0.010*&#34;market&#34; + 0.009*&#34;base&#34; + &#39;
  &#39;0.009*&#34;found&#34; + 0.009*&#34;customer&#34; + 0.008*&#34;deliver&#34; + 0.007*&#34;innovative&#34; + &#39;
  &#39;0.007*&#34;focus&#34; + 0.006*&#34;provide&#34; + 0.006*&#34;global&#34;&#39;)]
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<h6 id="Go-to-top"><a href="#top">Go to top</a><a class="anchor-link" href="#Go-to-top">&#182;</a></h6><hr>
<p><a id="tuning"></a></p>
<h2 id="3.1-Model-Tuning">3.1 Model Tuning<a class="anchor-link" href="#3.1-Model-Tuning">&#182;</a></h2><p>Now that we have an initial model, we can try tuning the hyperparameters to see if our performance can improve.  A lower perplexity and higher coherence indicate a better LDA.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ndf</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s1">&#39;pickle/ngrammed_df.pkl&#39;</span><span class="p">)</span>
<span class="n">corpus</span> <span class="o">=</span> <span class="n">MmCorpus</span><span class="p">(</span><span class="s2">&quot;models/corpus&quot;</span><span class="p">)</span>
<span class="n">tridict</span> <span class="o">=</span> <span class="n">Dictionary</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;models/trigram_dictionary&#39;</span><span class="p">)</span>
<span class="n">lda20</span> <span class="o">=</span> <span class="n">LdaModel</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;models/lda_20&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model_measures</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">index</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">22</span><span class="p">,</span><span class="mi">2</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;coherence&#39;</span><span class="p">,</span><span class="s1">&#39;perplexity&#39;</span><span class="p">])</span>
<span class="n">model_measures</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">20</span><span class="p">,]</span> <span class="o">=</span> <span class="p">[</span><span class="n">CoherenceModel</span><span class="p">(</span><span class="n">model</span><span class="o">=</span><span class="n">lda20</span><span class="p">,</span>
                                          <span class="n">texts</span><span class="o">=</span><span class="n">ndf</span><span class="o">.</span><span class="n">trigrammed_overview</span><span class="p">,</span>
                                          <span class="n">dictionary</span><span class="o">=</span><span class="n">tridict</span><span class="p">,</span>
                                          <span class="n">coherence</span><span class="o">=</span><span class="s1">&#39;c_v&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">get_coherence</span><span class="p">(),</span>
                          <span class="n">lda20</span><span class="o">.</span><span class="n">log_perplexity</span><span class="p">(</span><span class="n">corpus</span><span class="p">)]</span>
<span class="n">model_measures</span>
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      <th></th>
      <th>coherence</th>
      <th>perplexity</th>
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    <tr>
      <th>10</th>
      <td>NaN</td>
      <td>NaN</td>
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    <tr>
      <th>12</th>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>14</th>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>16</th>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>18</th>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>20</th>
      <td>0.378412</td>
      <td>-7.5628</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># %%time</span>
<span class="c1"># #Takes awhile -- Uncomment to run yourself</span>
<span class="c1"># #Pickled result included</span>

<span class="c1"># # Compute perplexity and log_perplexity for other numbers of topics</span>
<span class="c1"># for i in range(10,20,2):</span>
<span class="c1">#     print(i)</span>
<span class="c1">#     lda_model = LdaModel(corpus=corpus,</span>
<span class="c1">#                     id2word=tridict,</span>
<span class="c1">#                     num_topics=i, </span>
<span class="c1">#                     random_state=22,</span>
<span class="c1">#                     update_every=1,</span>
<span class="c1">#                     passes=25,</span>
<span class="c1">#                     alpha=&#39;auto&#39;,</span>
<span class="c1">#                     per_word_topics=True)</span>
<span class="c1">#     lda_model.save(&quot;models/lda_&quot; + str(i))</span>
<span class="c1">#     model_measures.loc[i,] = [CoherenceModel(model=lda_model,</span>
<span class="c1">#                                           texts=ndf.trigrammed_overview,</span>
<span class="c1">#                                           dictionary=tridict,</span>
<span class="c1">#                                           coherence=&#39;c_v&#39;).get_coherence(),</span>
<span class="c1">#                                 lda_model.log_perplexity(corpus)]</span>
<span class="c1"># model_measures.to_pickle(&quot;pickle/model_measures.pkl&quot;)</span>
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<pre>10
12
14
16
18
CPU times: user 11min 18s, sys: 10.2 s, total: 11min 28s
Wall time: 12min 19s
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model_measures</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s2">&quot;pickle/model_measures.pkl&quot;</span><span class="p">)</span>
<span class="n">model_measures</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>coherence</th>
      <th>perplexity</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>10</th>
      <td>0.373581</td>
      <td>-7.44543</td>
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      <th>12</th>
      <td>0.387558</td>
      <td>-7.47256</td>
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      <th>14</th>
      <td>0.379311</td>
      <td>-7.52634</td>
    </tr>
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      <th>16</th>
      <td>0.361681</td>
      <td>-7.54169</td>
    </tr>
    <tr>
      <th>18</th>
      <td>0.402551</td>
      <td>-7.54702</td>
    </tr>
    <tr>
      <th>20</th>
      <td>0.378412</td>
      <td>-7.5628</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model_measures</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;coherence&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x152ba47f0&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[61]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model_measures</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;perplexity&#39;</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[61]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x152ae0e20&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[62]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 18 topics seems like a good candidate</span>
<span class="c1"># We&#39;ll tune once more for n_topics = [17,18,19] and </span>
<span class="c1"># n_passes = [10,25,50] and pick the best</span>
<span class="n">coherences</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">index</span><span class="o">=</span><span class="p">[</span><span class="mi">17</span><span class="p">,</span><span class="mi">18</span><span class="p">,</span><span class="mi">19</span><span class="p">],</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="mi">25</span><span class="p">,</span><span class="mi">50</span><span class="p">])</span>
<span class="n">perplexities</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">index</span><span class="o">=</span><span class="p">[</span><span class="mi">17</span><span class="p">,</span><span class="mi">18</span><span class="p">,</span><span class="mi">19</span><span class="p">],</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="mi">25</span><span class="p">,</span><span class="mi">50</span><span class="p">])</span>
<span class="n">coherences</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">18</span><span class="p">,</span><span class="mi">25</span><span class="p">]</span> <span class="o">=</span> <span class="n">model_measures</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">18</span><span class="p">,</span><span class="s1">&#39;coherence&#39;</span><span class="p">]</span>
<span class="n">perplexities</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">18</span><span class="p">,</span><span class="mi">25</span><span class="p">]</span> <span class="o">=</span> <span class="n">model_measures</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">18</span><span class="p">,</span> <span class="s1">&#39;perplexity&#39;</span><span class="p">]</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[63]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># %%time</span>
<span class="c1"># #Takes while -- Uncomment to run yourself</span>
<span class="c1"># #Pickled result included</span>
<span class="c1"># </span>
<span class="c1"># for n_topics in [17,18,19]:</span>
<span class="c1">#     for n_passes in [10,25,50]:</span>
<span class="c1">#         if (n_topics, n_passes) == (18,25):</span>
<span class="c1">#             continue</span>
<span class="c1">#         print(n_topics, n_passes)</span>
<span class="c1">#         lda_model = LdaModel(corpus=corpus,</span>
<span class="c1">#                     id2word=tridict,</span>
<span class="c1">#                     num_topics=n_topics, </span>
<span class="c1">#                     random_state=22,</span>
<span class="c1">#                     update_every=1,</span>
<span class="c1">#                     passes=n_passes,</span>
<span class="c1">#                     alpha=&#39;auto&#39;,</span>
<span class="c1">#                     per_word_topics=True)</span>
<span class="c1">#         lda_model.save(&quot;models/lda_&quot; + str(n_topics) + &quot;topics_&quot; + str(n_passes) + &quot;passes&quot;)</span>
<span class="c1">#         coherences.loc[n_topics, n_passes] = CoherenceModel(model=lda_model,</span>
<span class="c1">#                                           texts=ndf.trigrammed_overview,</span>
<span class="c1">#                                           dictionary=tridict,</span>
<span class="c1">#                                           coherence=&#39;c_v&#39;).get_coherence()</span>
<span class="c1">#         perplexities.loc[n_topics, n_passes] = lda_model.log_perplexity(corpus)</span>
<span class="c1"># coherences.to_pickle(&quot;pickle/coherences.pkl&quot;)</span>
<span class="c1"># perplexities.to_pickle(&quot;pickle/perplexities.pkl&quot;)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">coherences</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s2">&quot;pickle/coherences.pkl&quot;</span><span class="p">)</span>
<span class="n">perplexities</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s2">&quot;pickle/perplexities.pkl&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">coherences</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">perplexities</span><span class="p">)</span>
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<pre>          10        25        50
17  0.375952  0.380919  0.383373
18   0.38459  0.402551   0.39848
19  0.372635  0.384801  0.388797
         10       25       50
17 -7.58085 -7.54849  -7.5378
18 -7.57841 -7.54702 -7.53651
19 -7.59284 -7.55863 -7.54652
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">coherences</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x14abbd940&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[66]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">perplexities</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[66]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x136841700&gt;</pre>
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<p>18 topics with 25 passes seems to have the best tradeoff of coherence vs. perplexity so that will be our final model.</p>

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<h6 id="Go-to-top"><a href="#top">Go to top</a><a class="anchor-link" href="#Go-to-top">&#182;</a></h6><hr>
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<h2 id="4.0-Model-Interpretation">4.0 Model Interpretation<a class="anchor-link" href="#4.0-Model-Interpretation">&#182;</a></h2><p>We've got a model, hurray! Let's see if we can make sense of the topics it came up with.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pyLDAvis</span>
<span class="n">final_model</span> <span class="o">=</span> <span class="n">LdaModel</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s2">&quot;models/lda_18&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># %%time</span>
<span class="c1"># #Takes while -- Uncomment to run yourself</span>
<span class="c1"># #Pickled result included</span>
<span class="c1"># </span>
<span class="c1"># LDAvis_prepared = pyLDAvis.gensim.prepare(final_model, corpus, tridict)</span>
<span class="c1"># pickle.dump(LDAvis_prepared, open(&#39;pickle/ldavis_prepared.pkl&#39;, &#39;wb&#39;))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">LDAvis_prepared</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="nb">open</span><span class="p">(</span><span class="s2">&quot;pickle/ldavis_prepared.pkl&quot;</span><span class="p">,</span> <span class="s1">&#39;rb&#39;</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Bottom right corner seems to be related to education and real estate.</span>
<span class="c1"># Upper right hand is related to apps or search.</span>
<span class="c1"># Left side is more analytics, services, and security oriented.</span>

<span class="n">pyLDAvis</span><span class="o">.</span><span class="n">enable_notebook</span><span class="p">()</span>
<span class="n">pyLDAvis</span><span class="o">.</span><span class="n">display</span><span class="p">(</span><span class="n">LDAvis_prepared</span><span class="p">)</span>
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"email", "encryption", "block", "computer", "privacy", "message", "pc", "mail", "protection", "smartphone", "card", "secure", "access", "security", "protect", "schedule", "device", "file", "user", "windows", "mobile", "remote", "control", "send", "sms", "network", "desktop", "monitor", "datum", "server", "allow", "provide", "use", "solution", "system", "offer", "service", "client", "application", "survey", "booking", "dental", "resume", "virtual_world", "newsletter", "beta", "trip", "video_game", "online_survey", "online_booking", "event_registration", "multiplayer", "casino", "korea", "send_email", "fax", "direct_sale", "casual_game", "taiwan", "user_interface_design", "book", "responder", "precision", "scraping", "developer_publisher", "manage_entire", "online_gaming", "animate", "powerpoint_presentation", "payroll", "presentation", "rfid", "monthly", "car", "travel", "hotel", "template", "appointment", "games", "inventory", "event", "game", "pay", "registration", "room", "meeting", "online", "system", "invoice", "payment", "accounting", "allow", "feature", "create", "tool", "small", "use", "free", "base", "website", "track", "sell", "report", "offer", "tracking", "include", "user", "sale", "manage", "service", "provide", "site", "conversation", "social_crm", "musician", "invite", "analog", "filing", "tutorial", "hear", "discussion", "social_medium_monitoring", "webcam", "robot", "attendee", "tone", "msn", "file_share", "society", "instruction", "wysiwyg", "public_relation", "paris_france", "attorney", "blogger", "freelance", "itunes", "press_release", "photographer", "lecture", "robotic", "noise", "recorder", "photography", "photo", "friend", "social_network", "band", "feedback", "la", "music", "news", "recording", "social_networking", "restaurant", "artist", "people", "share", "producer", "blog", "question", "social", "community", "organize", "facebook", "index", "personal", "comment", "information", "find", "date", "group", "twitter", "communication", "create", "user", "life", "record", "play", "help", "idea", "site", "online", "work", "use", "new", "allow", "collaboration", "tool", "patient", "physician", "candidate", "ukraine", "recruit", "emr", "recruiting", "employer", "recruitment", "law_firm", "medical_billing", "discount", "psd", "applicant", "clinical_trial", "recruiter", "planet", "employment", "private_equity", "clinic", "exercise", "clinical", "san_diego", "payer", "electronic_medical_record", "psd_html", "nearshore", "vc", "strong_team", "applicant_tracking", "hong_kong", "sponsor", "health", "membership", "fitness", "medical", "practice", "hospital", "staffing", "care", "healthcare", "hire", "academic", "claim", "workforce", "country", "member", "university", "european", "talent", "office", "job", "billing", "base", "international", "employee", "staff", "year", "service", "provider", "client", "online", "found", "system", "firm", "organization", "provide", "technology", "manage", "use", "include", "global", "help", "silverlight", 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"spyware", "square", "staff", "staff", "staff", "staff", "staff", "staff", "staff", "staffing", "staffing", "startup", "startup", "startup", "startup", "startup", "storage", "strategic_partnership", "stream", "stream", "stream", "stream", "streaming", "strive", "strive", "strong", "strong", "strong", "strong", "strong", "strong_team", "student", "studio", "studio", "studio", "study", "sub", "subscribe", "subversion", "success", "success", "success", "success", "successful", "successful", "successful", "successful", "sugarcrm", "suite", "suite", "suite", "suite", "suite", "suite", "suite", "suite", "sun", "supply_chain", "supply_chain", "supply_chain", "support", "support", "support", "support", "support", "support", "support", "support", "support", "support", "support", "support", "support", "survey", "symbian", "sync", "sync", "synchronization", "system", "system", "system", "system", "system", "system", "system", "system", "system", "system", "system", "system", "system", "system", "system", "system_integrator", "system_integrator", "systems", "systems", "systems", "systems", "systems", "systems", "systems", "table", "table", "tag", "tag", "tag", "taiwan", "talent", "talent", "talent", "talent", "talent", "targeting", "task", "task", "task", "task", "task", "task", "tax", "tax", "teacher", "teaching", "team", "team", "team", "team", "team", "team", "team", "team", "team", "team_experienced", "technical_expertise", "technological", "technological", "technologie", "technologies_inc.", "technologies_inc.", "technologies_inc._provide", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "technology", "telecom", "telecom", "telecom", "telecom", "telephony", "television", "template", "template", "template", "test", "test", "test", "test", "test_case", "testing", "testing", "testing", "text", "text", "text", "text", "text", "text_speech", "theft", "ticket", "ticket", "ticket", "time", "time", "time", "time", "time", "time", "time", "time", "time", "time", "time", "time", "time", "time_budget", "time_consume", "time_consume", "time_tracking", "timesheet", "tokyo", "tone", "tool", "tool", "tool", "tool", "tool", "tool", "tool", "tool", "tool", "tool", "tool", "tool", "tool", "tool", "tool", "toolbar", "toolbar", "traceability", "track", "track", "track", "track", "track", "track", "track", "track", "track", "track_record", "track_record", "tracking", "tracking", "tracking", "tracking", "tracking", "tracking", "tracking", "tracking", "trading", "trading", "trading", "training", "training", "training", "training", "training", "training", "training", "transport", "travel", "travel", "travel", "treatment", "trip", "tutorial", "tv", "twitter", "twitter", "twitter", "twitter", "twitter", "ui_design", "ukraine", "understand", "understand", "understand", "underwriting", "unified_communication", "united_kingdom", "united_kingdom", "university", "university", "university", "university", "university", "university", "university", "url", "url", "usability", "usability", "usable", "use", "use", "use", "use", "use", "use", "use", "use", "use", "use", "use", "use", "use", "use", "use", "use", "user", "user", "user", "user", "user", "user", "user", "user", "user", "user", "user", "user_experience_design", "user_interface_design", "utilization", "ux", "validation", "validation", "vancouver", "vc", "vdi", "vehicle", "vehicle", "vehicle", "vehicle", "vehicle", "vendor", "vendor", "vendor", "vendor", "vendor", "vendor", "vendor", "vendor", "venture_partners", "ventures", "ventures", "verification", "verification", "video", "video", "video", "video_analytic", "video_analytic", "video_audio", "video_chat", "video_editing", "video_game", "video_player", "video_production", "video_surveillance", "video_surveillance", "viewer", "virginia", "virginia", "virtual_assistant", "virtual_desktop", "virtual_desktop", "virtual_world", "virus", "visualisation", "visualization", "visualization", "visualization", "vm", "vmware", "voice", "voice", "voice", "voice", "voice_recognition", "vulnerability", "waste", "weather", "weather", "webcam", "webcast", "webinar", "website", "website", "website", "website", "website", "website", "website", "website", "website", "website_design", "website_design_website", "website_designing", "white_label", "white_label", "wifi", "wiki", "windows", "windows", "windows", "windows", "windows", "windows", "windows", "wine", "wireless", "wireless", "wireless", "wireless_network", "word", "word", "word", "word", "wordpress", "wordpress", "work", "work", "work", "work", "work", "work", "work", "work", "work", "work", "work", "work", "work_order", "workflow", "workflow", "workflow", "workflow", "workflow", "workforce", "workforce", "workforce", "world", "world", "world", "world", "world", "world", "world", "world", "world", "world", "world", "world", "world", "world", "world", "world", "world_class", "world_class", "world_class", "world_class", "world_class", "worth", "wpf", "wysiwyg", "xbrl", "y", "year", "year", "year", "year", "year", "\u2122", "\u2122", "\u2122", "\u2122", "\u2122"]}, "R": 30, "lambda.step": 0.01, "plot.opts": {"xlab": "PC1", "ylab": "PC2"}, "topic.order": [15, 4, 17, 9, 2, 14, 16, 7, 18, 1, 8, 11, 6, 3, 10, 12, 13, 5]};

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pprint</span><span class="p">(</span><span class="n">final_model</span><span class="o">.</span><span class="n">print_topics</span><span class="p">(</span><span class="n">num_words</span><span class="o">=</span><span class="mi">15</span><span class="p">))</span>
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<pre>[(0,
  &#39;0.031*&#34;online&#34; + 0.024*&#34;system&#34; + 0.015*&#34;event&#34; + 0.014*&#34;game&#34; + &#39;
  &#39;0.013*&#34;use&#34; + 0.012*&#34;base&#34; + 0.012*&#34;create&#34; + 0.011*&#34;tool&#34; + 0.010*&#34;travel&#34; &#39;
  &#39;+ 0.010*&#34;allow&#34; + 0.009*&#34;presentation&#34; + 0.008*&#34;website&#34; + 0.008*&#34;offer&#34; + &#39;
  &#39;0.008*&#34;inventory&#34; + 0.007*&#34;include&#34;&#39;),
 (1,
  &#39;0.036*&#34;marketing&#34; + 0.024*&#34;platform&#34; + 0.019*&#34;customer&#34; + 0.016*&#34;brand&#34; + &#39;
  &#39;0.016*&#34;content&#34; + 0.014*&#34;sale&#34; + 0.012*&#34;social&#34; + 0.012*&#34;online&#34; + &#39;
  &#39;0.012*&#34;mobile&#34; + 0.011*&#34;lead&#34; + 0.010*&#34;social_medium&#34; + 0.010*&#34;consumer&#34; + &#39;
  &#39;0.009*&#34;help&#34; + 0.009*&#34;tool&#34; + 0.009*&#34;include&#34;&#39;),
 (2,
  &#39;0.030*&#34;process&#34; + 0.024*&#34;solution&#34; + 0.014*&#34;provide&#34; + 0.011*&#34;improve&#34; + &#39;
  &#39;0.010*&#34;industry&#34; + 0.009*&#34;sap&#34; + 0.009*&#34;training&#34; + 0.008*&#34;document&#34; + &#39;
  &#39;0.008*&#34;organization&#34; + 0.008*&#34;accounting&#34; + 0.008*&#34;operation&#34; + &#39;
  &#39;0.007*&#34;asset&#34; + 0.007*&#34;help&#34; + 0.007*&#34;information&#34; + 0.007*&#34;investment&#34;&#39;),
 (3,
  &#39;0.027*&#34;datum&#34; + 0.014*&#34;solution&#34; + 0.014*&#34;provide&#34; + 0.013*&#34;performance&#34; + &#39;
  &#39;0.012*&#34;information&#34; + 0.011*&#34;analysis&#34; + 0.009*&#34;use&#34; + 0.009*&#34;platform&#34; + &#39;
  &#39;0.008*&#34;application&#34; + 0.008*&#34;risk&#34; + 0.008*&#34;base&#34; + 0.008*&#34;real_time&#34; + &#39;
  &#39;0.008*&#34;analytic&#34; + 0.008*&#34;enable&#34; + 0.008*&#34;intelligence&#34;&#39;),
 (4,
  &#39;0.049*&#34;script&#34; + 0.032*&#34;study&#34; + 0.024*&#34;city&#34; + 0.020*&#34;visualization&#34; + &#39;
  &#39;0.020*&#34;funding&#34; + 0.017*&#34;o&#34; + 0.015*&#34;site&#34; + 0.014*&#34;mashup&#34; + 0.013*&#34;crowd&#34; &#39;
  &#39;+ 0.013*&#34;compare&#34; + 0.012*&#34;clone&#34; + 0.012*&#34;brokerage&#34; + 0.012*&#34;webcast&#34; + &#39;
  &#39;0.012*&#34;sphere&#34; + 0.011*&#34;webinar&#34;&#39;),
 (5,
  &#39;0.023*&#34;app&#34; + 0.023*&#34;cloud&#34; + 0.019*&#34;use&#34; + 0.017*&#34;application&#34; + &#39;
  &#39;0.017*&#34;user&#34; + 0.010*&#34;content&#34; + 0.009*&#34;site&#34; + 0.009*&#34;create&#34; + &#39;
  &#39;0.008*&#34;browser&#34; + 0.008*&#34;website&#34; + 0.007*&#34;new&#34; + 0.007*&#34;desktop&#34; + &#39;
  &#39;0.007*&#34;add&#34; + 0.007*&#34;simple&#34; + 0.006*&#34;internet&#34;&#39;),
 (6,
  &#39;0.024*&#34;solution&#34; + 0.015*&#34;security&#34; + 0.015*&#34;technology&#34; + 0.015*&#34;testing&#34; &#39;
  &#39;+ 0.013*&#34;service&#34; + 0.012*&#34;automation&#34; + 0.012*&#34;test&#34; + 0.010*&#34;system&#34; + &#39;
  &#39;0.010*&#34;include&#34; + 0.010*&#34;product&#34; + 0.010*&#34;network&#34; + 0.010*&#34;provide&#34; + &#39;
  &#39;0.008*&#34;industry&#34; + 0.007*&#34;quality&#34; + 0.006*&#34;process&#34;&#39;),
 (7,
  &#39;0.019*&#34;information&#34; + 0.017*&#34;people&#34; + 0.017*&#34;social&#34; + 0.016*&#34;share&#34; + &#39;
  &#39;0.014*&#34;community&#34; + 0.014*&#34;create&#34; + 0.013*&#34;user&#34; + 0.011*&#34;music&#34; + &#39;
  &#39;0.010*&#34;online&#34; + 0.010*&#34;communication&#34; + 0.009*&#34;help&#34; + &#39;
  &#39;0.009*&#34;social_network&#34; + 0.009*&#34;group&#34; + 0.008*&#34;use&#34; + 0.008*&#34;find&#34;&#39;),
 (8,
  &#39;0.060*&#34;service&#34; + 0.045*&#34;solution&#34; + 0.032*&#34;application&#34; + 0.031*&#34;provide&#34; &#39;
  &#39;+ 0.029*&#34;offer&#34; + 0.021*&#34;product&#34; + 0.020*&#34;enterprise&#34; + 0.019*&#34;system&#34; + &#39;
  &#39;0.015*&#34;support&#34; + 0.012*&#34;include&#34; + 0.012*&#34;customer&#34; + 0.011*&#34;integration&#34; &#39;
  &#39;+ 0.010*&#34;base&#34; + 0.010*&#34;design&#34; + 0.009*&#34;serve&#34;&#39;),
 (9,
  &#39;0.031*&#34;search&#34; + 0.014*&#34;database&#34; + 0.013*&#34;language&#34; + 0.011*&#34;map&#34; + &#39;
  &#39;0.011*&#34;application&#34; + 0.011*&#34;use&#34; + 0.010*&#34;technology&#34; + 0.009*&#34;develop&#34; + &#39;
  &#39;0.008*&#34;semantic&#34; + 0.008*&#34;site&#34; + 0.008*&#34;text&#34; + 0.008*&#34;form&#34; + &#39;
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 (10,
  &#39;0.017*&#34;base&#34; + 0.014*&#34;service&#34; + 0.011*&#34;office&#34; + 0.011*&#34;health&#34; + &#39;
  &#39;0.010*&#34;healthcare&#34; + 0.010*&#34;patient&#34; + 0.009*&#34;client&#34; + 0.009*&#34;medical&#34; + &#39;
  &#39;0.008*&#34;online&#34; + 0.008*&#34;practice&#34; + 0.007*&#34;system&#34; + 0.007*&#34;employee&#34; + &#39;
  &#39;0.007*&#34;provide&#34; + 0.007*&#34;country&#34; + 0.006*&#34;technology&#34;&#39;),
 (11,
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  &#39;0.016*&#34;image&#34; + 0.016*&#34;product&#34; + 0.012*&#34;database&#34; + 0.012*&#34;recovery&#34; + &#39;
  &#39;0.010*&#34;technology&#34; + 0.010*&#34;server&#34; + 0.010*&#34;data&#34; + 0.009*&#34;hardware&#34; + &#39;
  &#39;0.008*&#34;parking&#34; + 0.008*&#34;archive&#34; + 0.008*&#34;digital&#34;&#39;),
 (12,
  &#39;0.037*&#34;student&#34; + 0.031*&#34;crm&#34; + 0.030*&#34;property&#34; + 0.026*&#34;learning&#34; + &#39;
  &#39;0.026*&#34;real_estate&#34; + 0.026*&#34;school&#34; + 0.020*&#34;training&#34; + 0.019*&#34;online&#34; + &#39;
  &#39;0.019*&#34;education&#34; + 0.016*&#34;learn&#34; + 0.014*&#34;course&#34; + 0.014*&#34;hr&#34; + &#39;
  &#39;0.014*&#34;de&#34; + 0.014*&#34;parent&#34; + 0.012*&#34;skype&#34;&#39;),
 (13,
  &#39;0.039*&#34;video&#34; + 0.025*&#34;content&#34; + 0.019*&#34;mobile&#34; + 0.019*&#34;technology&#34; + &#39;
  &#39;0.018*&#34;platform&#34; + 0.015*&#34;provide&#34; + 0.015*&#34;digital&#34; + 0.014*&#34;solution&#34; + &#39;
  &#39;0.012*&#34;service&#34; + 0.012*&#34;medium&#34; + 0.011*&#34;tv&#34; + 0.011*&#34;application&#34; + &#39;
  &#39;0.011*&#34;enable&#34; + 0.011*&#34;internet&#34; + 0.011*&#34;product&#34;&#39;),
 (14,
  &#39;0.032*&#34;solution&#34; + 0.023*&#34;customer&#34; + 0.022*&#34;service&#34; + 0.018*&#34;client&#34; + &#39;
  &#39;0.017*&#34;technology&#34; + 0.014*&#34;product&#34; + 0.012*&#34;provide&#34; + 0.010*&#34;work&#34; + &#39;
  &#39;0.010*&#34;help&#34; + 0.010*&#34;need&#34; + 0.009*&#34;support&#34; + 0.009*&#34;deliver&#34; + &#39;
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 (15,
  &#39;0.045*&#34;project&#34; + 0.020*&#34;collaboration&#34; + 0.020*&#34;application&#34; + &#39;
  &#39;0.019*&#34;tool&#34; + 0.018*&#34;open_source&#34; + 0.016*&#34;use&#34; + 0.015*&#34;document&#34; + &#39;
  &#39;0.015*&#34;base&#34; + 0.015*&#34;online&#34; + 0.014*&#34;system&#34; + 0.012*&#34;team&#34; + &#39;
  &#39;0.012*&#34;platform&#34; + 0.011*&#34;task&#34; + 0.011*&#34;build&#34; + 0.010*&#34;developer&#34;&#39;),
 (16,
  &#39;0.047*&#34;design&#34; + 0.036*&#34;application&#34; + 0.033*&#34;service&#34; + 0.020*&#34;website&#34; + &#39;
  &#39;0.018*&#34;solution&#34; + 0.017*&#34;mobile&#34; + 0.016*&#34;provide&#34; + 0.014*&#34;base&#34; + &#39;
  &#39;0.014*&#34;mobile_application&#34; + 0.014*&#34;custom&#34; + 0.013*&#34;client&#34; + &#39;
  &#39;0.012*&#34;india&#34; + 0.011*&#34;develop&#34; + 0.010*&#34;developer&#34; + 0.010*&#34;specialize&#34;&#39;),
 (17,
  &#39;0.027*&#34;email&#34; + 0.021*&#34;mobile&#34; + 0.021*&#34;user&#34; + 0.019*&#34;security&#34; + &#39;
  &#39;0.017*&#34;access&#34; + 0.016*&#34;computer&#34; + 0.013*&#34;secure&#34; + 0.012*&#34;device&#34; + &#39;
  &#39;0.011*&#34;provide&#34; + 0.011*&#34;datum&#34; + 0.011*&#34;file&#34; + 0.010*&#34;network&#34; + &#39;
  &#39;0.010*&#34;control&#34; + 0.009*&#34;solution&#34; + 0.008*&#34;pc&#34;&#39;)]
</pre>
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<div class="prompt input_prompt">In&nbsp;[72]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ndf</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[72]:</div>


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<div>
<style scoped>
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      <th></th>
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      <th>funding_total_usd</th>
      <th>processed_overview</th>
      <th>preprocessed_overview</th>
      <th>bigrammed_overview</th>
      <th>trigrammed_overview</th>
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  </thead>
  <tbody>
    <tr>
      <th>60</th>
      <td>oms safeharbor</td>
      <td>OMS SafeHarbor provides software and services ...</td>
      <td>software-distribution, electronic-software-del...</td>
      <td>0.0</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
    </tr>
    <tr>
      <th>65</th>
      <td>datapro services internationalltd</td>
      <td>Datapro Services International Co, Ltd based i...</td>
      <td>rss, bangkok, thailand, magazine</td>
      <td>0.0</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
    </tr>
    <tr>
      <th>121</th>
      <td>epianalytics</td>
      <td>EpiAnalytics provides easy to use text and sen...</td>
      <td>twitter-sentiment-analysis, nlp, epianalytics,...</td>
      <td>0.0</td>
      <td>[epianalytic, provide, easy, use, text, sentim...</td>
      <td>[epianalytic, provide, easy, use, text, sentim...</td>
      <td>[epianalytic, provide, easy_use, text, sentime...</td>
      <td>[epianalytic, provide, easy_use, text, sentime...</td>
    </tr>
    <tr>
      <th>122</th>
      <td>amax global services</td>
      <td>AMAX Global Services  is a software developmen...</td>
      <td></td>
      <td>45000.0</td>
      <td>[amax, global, offshore, outsourcing, partner,...</td>
      <td>[amax, global, offshore, outsourcing, partner,...</td>
      <td>[amax, global, offshore_outsourcing, partner, ...</td>
      <td>[amax, global, offshore_outsourcing, partner, ...</td>
    </tr>
    <tr>
      <th>130</th>
      <td>tingz</td>
      <td>Tingz is changing the way people experience th...</td>
      <td>techcrunch50, tc50, consumer, software, widgets</td>
      <td>280000.0</td>
      <td>[change, way, people, experience, internet, to...</td>
      <td>[change, way, people, experience, internet, to...</td>
      <td>[change_way, people, experience, internet, too...</td>
      <td>[change_way_people, experience, internet, tool...</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># %%time</span>
<span class="c1"># #Takes while -- Uncomment to run yourself</span>
<span class="c1"># #Pickled result included</span>
<span class="c1"># </span>
<span class="c1"># final_df = ndf.copy()</span>
<span class="c1"># company_topic = []</span>
<span class="c1"># probability = []</span>
<span class="c1"># for topics in final_model[corpus]:</span>
<span class="c1">#     associations = topics[0]</span>
<span class="c1">#     topic, prob = sorted(associations,key = lambda x: x[1], reverse=True)[0]</span>
<span class="c1">#     company_topic.append(topic)</span>
<span class="c1">#     probability.append(prob)</span>
<span class="c1"># final_df[&#39;company_topic&#39;] = company_topic</span>
<span class="c1"># final_df[&#39;probability&#39;] = probability</span>
<span class="c1"># final_df.to_pickle(&quot;pickle/final_df.pkl&quot;)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Trying to get a better idea of what these topics mean, let&#39;s take a sample of </span>
<span class="c1"># company overviews that were classified within each.</span>
<span class="n">final_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s2">&quot;pickle/final_df.pkl&quot;</span><span class="p">)</span>
<span class="n">final_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[74]:</div>


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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>normalized_name</th>
      <th>overview</th>
      <th>tag_list</th>
      <th>funding_total_usd</th>
      <th>processed_overview</th>
      <th>preprocessed_overview</th>
      <th>bigrammed_overview</th>
      <th>trigrammed_overview</th>
      <th>company_topic</th>
      <th>probability</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>60</th>
      <td>oms safeharbor</td>
      <td>OMS SafeHarbor provides software and services ...</td>
      <td>software-distribution, electronic-software-del...</td>
      <td>0.0</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>[provide, service, enable, electronic, deliver...</td>
      <td>8</td>
      <td>0.440778</td>
    </tr>
    <tr>
      <th>65</th>
      <td>datapro services internationalltd</td>
      <td>Datapro Services International Co, Ltd based i...</td>
      <td>rss, bangkok, thailand, magazine</td>
      <td>0.0</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>[datapro, international, co, ltd, base, bangko...</td>
      <td>0</td>
      <td>0.594554</td>
    </tr>
    <tr>
      <th>121</th>
      <td>epianalytics</td>
      <td>EpiAnalytics provides easy to use text and sen...</td>
      <td>twitter-sentiment-analysis, nlp, epianalytics,...</td>
      <td>0.0</td>
      <td>[epianalytic, provide, easy, use, text, sentim...</td>
      <td>[epianalytic, provide, easy, use, text, sentim...</td>
      <td>[epianalytic, provide, easy_use, text, sentime...</td>
      <td>[epianalytic, provide, easy_use, text, sentime...</td>
      <td>14</td>
      <td>0.277081</td>
    </tr>
    <tr>
      <th>122</th>
      <td>amax global services</td>
      <td>AMAX Global Services  is a software developmen...</td>
      <td></td>
      <td>45000.0</td>
      <td>[amax, global, offshore, outsourcing, partner,...</td>
      <td>[amax, global, offshore, outsourcing, partner,...</td>
      <td>[amax, global, offshore_outsourcing, partner, ...</td>
      <td>[amax, global, offshore_outsourcing, partner, ...</td>
      <td>14</td>
      <td>0.406279</td>
    </tr>
    <tr>
      <th>130</th>
      <td>tingz</td>
      <td>Tingz is changing the way people experience th...</td>
      <td>techcrunch50, tc50, consumer, software, widgets</td>
      <td>280000.0</td>
      <td>[change, way, people, experience, internet, to...</td>
      <td>[change, way, people, experience, internet, to...</td>
      <td>[change_way, people, experience, internet, too...</td>
      <td>[change_way_people, experience, internet, tool...</td>
      <td>13</td>
      <td>0.385782</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Looks like some overviews with just spaces slipped through</span>
<span class="n">topic_representatives</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s1">&#39;company_topic&#39;</span><span class="p">,</span><span class="s1">&#39;probability&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;company_topic&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">2</span><span class="p">)[[</span><span class="s1">&#39;normalized_name&#39;</span><span class="p">,</span><span class="s1">&#39;overview&#39;</span><span class="p">,</span><span class="s1">&#39;company_topic&#39;</span><span class="p">,</span><span class="s1">&#39;probability&#39;</span><span class="p">]]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">36</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">i</span><span class="o">%</span><span class="k">2</span> == 0:
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;TOPIC MODEL </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="mi">17</span><span class="o">-</span><span class="n">i</span><span class="o">//</span><span class="mi">2</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">final_model</span><span class="o">.</span><span class="n">print_topics</span><span class="p">(</span><span class="n">num_words</span><span class="o">=</span><span class="mi">5</span><span class="p">)[</span><span class="mi">17</span><span class="o">-</span><span class="n">i</span><span class="o">//</span><span class="mi">2</span><span class="p">])</span>
    <span class="n">pprint</span><span class="p">(</span><span class="n">topic_representatives</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
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<pre>

TOPIC MODEL 17
(17, &#39;0.027*&#34;email&#34; + 0.021*&#34;mobile&#34; + 0.021*&#34;user&#34; + 0.019*&#34;security&#34; + 0.017*&#34;access&#34;&#39;)
array([&#39;systools software&#39;,
       &#39;SysTools Group is a vast provider of system utilities &amp; tools to help you run your PC smoothly and with ease. SysTools Group has been helping businesses by improving their communication and mailbox structure or by providing specialized tools and services for the need of Lotus Notes and Outlook Mailbox conversion, Address Book conversion, etc. SysTools Software provides enhanced disaster recovery solution on the internet. data conversion  recovery&#39;,
       17, 0.9452869892120361], dtype=object)
(17, &#39;0.027*&#34;email&#34; + 0.021*&#34;mobile&#34; + 0.021*&#34;user&#34; + 0.019*&#34;security&#34; + 0.017*&#34;access&#34;&#39;)
array([&#39;sms messaging&#39;,
       &#39;Useful and cost efficient pocket PC to mobile text messaging software provides an option to send multiple sms to a single or group of users pocket, pc, text, message, software, send, unlimited, sms, gsm, cdma, mobile&#39;,
       17, 0.917130172252655], dtype=object)


TOPIC MODEL 16
(16, &#39;0.047*&#34;design&#34; + 0.036*&#34;application&#34; + 0.033*&#34;service&#34; + 0.020*&#34;website&#34; + 0.018*&#34;solution&#34;&#39;)
array([&#39;xminds&#39;,
       &#39;Xminds is an 8 year old Software development and testing Services Company located in Kerala, India and currently having offices in  Singapore and Australia.Providing services to more than 85 startups, Xminds has been excellent development partner for business in social media and mobile application development. Some of the successful businesses of Xminds includes Spreets , Dealised , Tangler . ios applications, mobile applications, social media applications, java, php, ruby on rails, wordpress, blackberry application, joomla, spring, hibernate, widgets, facebook apps&#39;,
       16, 0.9509925246238708], dtype=object)
(16, &#39;0.047*&#34;design&#34; + 0.036*&#34;application&#34; + 0.033*&#34;service&#34; + 0.020*&#34;website&#34; + 0.018*&#34;solution&#34;&#39;)
array([&#39;webexpressindia&#39;,
       &#39;Webexpressindia are a Website Design Company based at Bangalore, Karnataka offering high quality Website Designing, Website development, web promotion , Ecommerce Solutions &amp; Software Development Services,website design and development,Website designing,Website design india,Website design services,Ecommerce website design,Website designers,Web development india,Web development companies website design and development, website designing, website design india, website design services, ecommerce website design, website designers, web development india, web development companies&#39;,
       16, 0.9463138580322266], dtype=object)


TOPIC MODEL 15
(15, &#39;0.045*&#34;project&#34; + 0.020*&#34;collaboration&#34; + 0.020*&#34;application&#34; + 0.019*&#34;tool&#34; + 0.018*&#34;open_source&#34;&#39;)
array([&#39;officetime&#39;,
       &#34;OfficeTime is a time tracking software for Mac, Windows, iPhone and iPad. OfficeTime is an intuitive time tracker. Where other time keepers are clumsy or oversimplified, OfficeTime balances features and ease of use, allowing you to easily track exactly what you do each day. OfficeTime records billable hours to the minute and expenses to the penny. It contains tools for managing projects and clients with ease, while also providing great flexibility and customization for a business&#39;s unique needs.  time tracking software, time management software, time tracking&#34;,
       15, 0.9520341157913208], dtype=object)
(15, &#39;0.045*&#34;project&#34; + 0.020*&#34;collaboration&#34; + 0.020*&#34;application&#34; + 0.019*&#34;tool&#34; + 0.018*&#34;open_source&#34;&#39;)
array([&#39;fanurio time tracking&#39;,
       &#39;Fanurio Time Tracking is a private held company that develops Fanurio, a time tracking and billing application for freelancers. Fanurio is specially optimized to manage contracted work and billing for freelancers. Unlike most time tracking and billing applications that are built for both freelancers and small businesses, Fanurio is designed to solve the specific problems of freelancers time tracking software, time tracking, time tracking application&#39;,
       15, 0.9477123022079468], dtype=object)


TOPIC MODEL 14
(14, &#39;0.032*&#34;solution&#34; + 0.023*&#34;customer&#34; + 0.022*&#34;service&#34; + 0.018*&#34;client&#34; + 0.017*&#34;technology&#34;&#39;)
array([&#39;xeux innovations&#39;,
       &#39;Xeux Innovations is a company dedicated to offer technology products, good service, outsource web development and the best attention. Our goal is provide the solution that you need in the time that you expect and with the best quality in the market.We are located in Panama and all our team speak English. We have experience with customers in the United States that want web solution an affordable price. All our products are guaranteed. Our current customers can talk about the good service and quality in our products.We are professional people that work together to reach one goal, provide the best solutions to make our customers happy. web, development, systems, applications&#39;,
       14, 0.9691384434700012], dtype=object)
(14, &#39;0.032*&#34;solution&#34; + 0.023*&#34;customer&#34; + 0.022*&#34;service&#34; + 0.018*&#34;client&#34; + 0.017*&#34;technology&#34;&#39;)
array([&#39;lampglow solutions&#39;,
       &#39;LampGlow Solutions is a leading provider of IT and Engineering services. We are committed towards achieving high levels of customer satisfaction by ensuring quality, cost effective and timely solutions. We are a full service company, able to provide adept resources, systems integration, software development, and networking solutions for our clients. We listen to the needs of our clients, which is the foundation of a true partnership.  www lampglow in&#39;,
       14, 0.944495439529419], dtype=object)


TOPIC MODEL 13
(13, &#39;0.039*&#34;video&#34; + 0.025*&#34;content&#34; + 0.019*&#34;mobile&#34; + 0.019*&#34;technology&#34; + 0.018*&#34;platform&#34;&#39;)
array([&#39;hipix&#39;,
       &#39;Human Monitoring, Ltd. provides software based video processing solutions. The company focuses on offering video and image processing solutions for embedded platforms and PCs. It offers CoDecs for the Philips PNX 13xx, PNX 15xx, and 8550 platforms; Fresco, video mosaics stitching product; Leonardo, a digital video stabilizer; and Mattisse, a PC AVC RT video encoder. The company was founded in 2004 and is based in Givat Hashlosha, Israel. &#39;,
       13, 0.9316622614860535], dtype=object)
(13, &#39;0.039*&#34;video&#34; + 0.025*&#34;content&#34; + 0.019*&#34;mobile&#34; + 0.019*&#34;technology&#34; + 0.018*&#34;platform&#34;&#39;)
array([&#39;pagpop&#39;,
       &#39;PagPop is a Brazilian e payment company that allows self employed individuals and liberal professionals to accept all major credit cards, anytime  and anywhere.  e payment, mobile payment, m payment&#39;,
       13, 0.9144929647445679], dtype=object)


TOPIC MODEL 12
(12, &#39;0.037*&#34;student&#34; + 0.031*&#34;crm&#34; + 0.030*&#34;property&#34; + 0.026*&#34;learning&#34; + 0.026*&#34;real_estate&#34;&#39;)
array([&#39;aragon erh&#39;,
       &#39;ARAGON eRH, The simple and global choice for an HRMSAragon eRH is a 2 in 1 integrated HRMS: day to day HR administration  and talent management .Organizations with 50 to 30000 employees prefer simplicity: easy to use, quick to deploy, a robust SaaS for CIOs. Chosen by leaders in their sectors: Arcelor Mittal, Total, Alain Afflelou, Caisse des Dépôts et Consignation Entreprises, Crédit Coopératif, Araxxe, Régime Dukan. &#39;,
       12, 0.6617372035980225], dtype=object)
(12, &#39;0.037*&#34;student&#34; + 0.031*&#34;crm&#34; + 0.030*&#34;property&#34; + 0.026*&#34;learning&#34; + 0.026*&#34;real_estate&#34;&#39;)
array([&#39;arabian sinbad&#39;,
       &#39;Arabian Sinbad Arabic Language is an easy and fun  means of learning the beautiful Arabic language for teachers,parents and all family members interested in learning a new language skill.There is a growing significance in the world today to learn the Arabic language including the increasing turnout of the Middle East in every day world news.It is historically the &#34;native mother tongue&#34; of more than 250 million Arabs.The Quran is written in Arabic and this language is considered to be central to the Islamic faith.  learn arabic, arabic language, learn arabic langyage&#39;,
       12, 0.62398362159729], dtype=object)


TOPIC MODEL 11
(11, &#39;0.039*&#34;storage&#34; + 0.023*&#34;backup&#34; + 0.022*&#34;datum&#34; + 0.020*&#34;file&#34; + 0.016*&#34;image&#34;&#39;)
array([&#39;alachisoft&#39;,
       &#34;Alachisoft is a privately held company with its headquarters in San Ramon, California, USA . Alachisoft is a leading provider of in memory distributed caching and data grid solutions. Alachisoft provides companies powerful yet simple ways to improve the performance of their  and Java applications.Its flagship product, NCache is a native  in memory distributed cache that caches application data and also stores  Session State in web farms. It removes performance bottlenecks related to data storage and databases and scales  applications to extreme transaction processing .Alachisoft also provides JvCache, which is a 100% native Java implementation of NCache. JvCache is an extremely fast and scalable in memory data grid and distributed cache for mission critical Java applications with real time data access needs.Among its other products, StorageEdge is a SharePoint storage optimization solution. It reduces the database size to manageable levels and significantly improves SharePoint performance by caching its BLOBs and lists. TierDeveloper, is industry&#39;s leading free object to relational mapping  code generator focused on helping  developers cut down their development time and improve their code quality. distributed caching, in memory data grid, run time data sharing, asp net session storage&#34;,
       11, 0.9122657775878906], dtype=object)
(11, &#39;0.039*&#34;storage&#34; + 0.023*&#34;backup&#34; + 0.022*&#34;datum&#34; + 0.020*&#34;file&#34; + 0.016*&#34;image&#34;&#39;)
array([&#39;fr alachisoft&#39;,
       &#34;Alachisoft is a provider of high performance solutions for  development community. Its first product, TierDeveloper, is industry&#39;s leading object to relational mapping  code generator focused on helping  developers cut down their development time and improve their code quality. Its second product, NCache, is a leading Distributed Object Cache for N Tier and Grid Computing  applications that need extremely fast performance. NCache is developed 100% in  distributed caching, java distributed caching, nhibernate l2 distributed caching, data caching, object caching, asp net caching, asp net session state server, sharepoint performance, sharepoint storage&#34;,
       11, 0.8403940796852112], dtype=object)


TOPIC MODEL 10
(10, &#39;0.017*&#34;base&#34; + 0.014*&#34;service&#34; + 0.011*&#34;office&#34; + 0.011*&#34;health&#34; + 0.010*&#34;healthcare&#34;&#39;)
array([&#39;chilli factor&#39;,
       &#39;Chilli Factor Recruitment Software helps small to medium sized businesses  recruit smarter. It?s a cloud based all in one recruitment management system containing everything you need to recruit.  recuitment software, recruitment management software, applicant tracking software, saas, small business software, medium business software, recruiting, hiring, sourcing&#39;,
       10, 0.8593708872795105], dtype=object)
(10, &#39;0.017*&#34;base&#34; + 0.014*&#34;service&#34; + 0.011*&#34;office&#34; + 0.011*&#34;health&#34; + 0.010*&#34;healthcare&#34;&#39;)
array([&#39;myschedule&#39;,
       &#39; is a web based workforce management SAAS.  The company was founded in 2008 by the Tallia brothers, Christopher  &amp; Stephen .  The company is headquartered just outside of Washington DC, in northern Virginia, and currently serves all of the United States and Canada, with expansion to Europe planned for 2011. myschedule, my schedule, workforce management, online scheduling&#39;,
       10, 0.8031585216522217], dtype=object)


TOPIC MODEL 9
(9, &#39;0.031*&#34;search&#34; + 0.014*&#34;database&#34; + 0.013*&#34;language&#34; + 0.011*&#34;map&#34; + 0.011*&#34;application&#34;&#39;)
array([&#39;the voice software&#39;,
       &#39;The Voice Software is a suite of tools that allows users to interact with their computer, cell phone and kindle naturally and intuitively. The Sonnet framework uses your voice to control your applications, research topics on the Internet, find the time or weather and get directions by using your voice. It uses traditional forms of input combined with alternative modes like speech, mouse gestures, and natural language commands. These products condense commonly performed tasks and functions into a focused user intuitive interface for all of your devices.Sonnet is different from the other speech recognition products. Existing speech recognition solutions have primarily focused on information retrieval. Sonnet resolves a statement into an actionable command for execution in your personal Cloud rather than a simple request for information. zvoice, speech recognition, voice software, sonnet, operating system&#39;,
       9, 0.761652410030365], dtype=object)
(9, &#39;0.031*&#34;search&#34; + 0.014*&#34;database&#34; + 0.013*&#34;language&#34; + 0.011*&#34;map&#34; + 0.011*&#34;application&#34;&#39;)
array([&#39;any audio converter&#39;,
       &#39; is specialized in developing DVD, video and audio converting applications including DVD ripper, video converter, audio converter, drm converter, dvd cloner, etc. We also designed Free Any Audio Converter which enable users of all levels to easily and quickly to extract audios from videos and online videos including YouTube, Google Video and NicoVideo, converting audios between MP3, WMA, OGG, AAC, WAVE and M4A and converting many unprotected audio formats.  any audio converter freeware, youtube to mp3, music converter freeware&#39;,
       9, 0.7130661010742188], dtype=object)


TOPIC MODEL 8
(8, &#39;0.060*&#34;service&#34; + 0.045*&#34;solution&#34; + 0.032*&#34;application&#34; + 0.031*&#34;provide&#34; + 0.029*&#34;offer&#34;&#39;)
array([&#39;avenir technologies dba visara international&#39;,
       &#39;Avenir Technologies,  doing business as Visara International, designs and manufactures information solutions and systems for businesses. Its products include front end processors; network and systems management solutions; consoles and servers, such as concentrators, console concentrators, communications servers, communications controllers, and console consolidation systems; console management products, including master console centers; network integration solutions and console platform appliances; printers, including serial and line matrix, and laser; and console consolidation products for mainframe and midrange applications. The company also offers various software products, such as security appliances; eManager, a network management program that is designed for Visara thin client desktop devices and communication servers; and enterprise management systems. It delivers products and services through a direct and indirect sales network. Avenir Technologies, Inc. was incorporated in 1996 and is based in Morrisville, North Carolina with additional offices throughout North America services, software development, outsourcing solutions, web based development, web 2 0, application development, web development, social networking&#39;,
       8, 0.9787548780441284], dtype=object)
(8, &#39;0.060*&#34;service&#34; + 0.045*&#34;solution&#34; + 0.032*&#34;application&#34; + 0.031*&#34;provide&#34; + 0.029*&#34;offer&#34;&#39;)
array([&#39;axeda&#39;,
       &#39;Axeda Corporation provides remote monitoring and management software and services to manufacturing companies, service providers, and enterprises. The company offers Axeda ServiceLink, an enterprise software system that enables product manufacturers to provide remote service to their customers; and Axeda On Demand, the software as a service version of Axeda ServiceLink that enables to outsource the IT management responsibilities of remote service implementation. Its software is used in various applications, including diagnosis and repair, remote access, and proactive problem detection, as well as case and patch management, preventive maintenance, and usage monitoring. The company also provides consulting and implementation, customer support, education, and hosting services. It serves homeland security, medical, life sciences, information technology, telecommunications, print and imaging, kiosks, industrial, semiconductor, and building automation markets.The company was founded in 2000 and is headquartered in Foxboro, Massachusetts. Axeda Corporation is a former subsidiary of ITA Holdings, Inc. m2m&#39;,
       8, 0.9762977957725525], dtype=object)


TOPIC MODEL 7
(7, &#39;0.019*&#34;information&#34; + 0.017*&#34;people&#34; + 0.017*&#34;social&#34; + 0.016*&#34;share&#34; + 0.014*&#34;community&#34;&#39;)
array([&#39;mashup arts&#39;,
       &#39;Mashup Arts was built for social networkers of all ages who want to share video and photo ecards by remixing their &#34;personal content&#34; with &#34;free Internet  It comes integrated with Facebook, Flickr, and YouTube to help people find entertaining ideas to roast and toast their friends.The community modules allow you browse ideas, select things you like from community cards, and then mix your own unique ecard. You can even invite others to collaborate to make a social card for you next big occasion. Image 50 friends roasting someone on their birthday, or 20 family members adding photos and warm wishes in a photo ecard for your mother.  It is for people and businesses that like interactive communications, and want to send something exceptional that reflects their style, music and personal touches.Our “post your stuff” and “artist mixes”  are designed for the mainstream global audience on social networks like Facebook and MySpace.   ecards, gifting, social networking, user generated content, greetings, music, photography, creative writing, avatars, personal messages, enterprise marketing&#39;,
       7, 0.9138208031654358], dtype=object)
(7, &#39;0.019*&#34;information&#34; + 0.017*&#34;people&#34; + 0.017*&#34;social&#34; + 0.016*&#34;share&#34; + 0.014*&#34;community&#34;&#39;)
array([&#39;muziboo&#39;,
       &#39;Musicians, amateur and professional, need high quality feedback to improve. Quality feedback is not always available for musicians from the usual circle of friends and family. music, friends&#39;,
       7, 0.8917692303657532], dtype=object)


TOPIC MODEL 6
(6, &#39;0.024*&#34;solution&#34; + 0.015*&#34;security&#34; + 0.015*&#34;technology&#34; + 0.015*&#34;testing&#34; + 0.013*&#34;service&#34;&#39;)
array([&#39;cyan&#39;,
       &#39;Cyan is an industry leading, global provider of next generation packet optical transport solutions with revolutionary multi layer network planning and management.  Providing metro and regional aggregation and transport of packet, TDM and optical services with superior service level agreement  support, Cyan’s solutions provide the industry’s first and only 3 dimensional multi layer planning, operations and verification systems to scale, extend and simplify networks for more profitable service offerings. Recognized as the industry’s first purpose built packet optical transport system, Cyan’s solutions modularly support Carrier Ethernet services  with connection oriented Ethernet transport, SONET/SDH, OTN, DWDM and ROADM functions in a highly cost effective and scalable manner from the access edge to the network core.  The ability to support 10G services today, while laying a foundation for future 100G services has enabled Cyan’s customers to deploy field proven solutions for key applications such as Carrier Ethernet, wireless backhaul, broadband backhaul , data center connectivity and interconnect, and wholesale services transport for metro, state wide, regional, national, multi national and Enterprise networks across North America and Europe.Founded in Petaluma, California in 2006, Cyan is lead by a team of industry veterans with a track record of successful innovation in communications transport and access networks around the world.  packet optical transport, middle mile, wireless backhaul, data centers, telecommunications, carrier ethernet, optical transport networking, otn, p ots&#39;,
       6, 0.7891510128974915], dtype=object)
(6, &#39;0.024*&#34;solution&#34; + 0.015*&#34;security&#34; + 0.015*&#34;technology&#34; + 0.015*&#34;testing&#34; + 0.013*&#34;service&#34;&#39;)
array([&#39;ppai ordertrax2&#39;,
       &#39;PPAI OrderTrax2 provides supply chain management software for the Promotional Products Industry supply chain, epsa, rosettanet&#39;,
       6, 0.7824418544769287], dtype=object)


TOPIC MODEL 5
(5, &#39;0.023*&#34;app&#34; + 0.023*&#34;cloud&#34; + 0.019*&#34;use&#34; + 0.017*&#34;application&#34; + 0.017*&#34;user&#34;&#39;)
array([&#39;xcommentpro&#39;,
       &#39;Comment scripting software giving you control and functionality over adding interactivity to your web page content.XCommentPro is a fully featured piece of software designed from the ground up to give you an unprecedented level of control and functionality over adding interactivity to your web page content.User Generated Content is changing the way websites  fact!  Now, for the first time you too can add full commenting and interactivity to your web pages using XCommentPro. No more complicated coding or fiddly set up routines! commenting, website interactivity, user generated content, website design, internet marketing, commenting software, paul smithson, xsitepro, xheaderpro, complete guide to traffic, web page content&#39;,
       5, 0.8927550315856934], dtype=object)
(5, &#39;0.023*&#34;app&#34; + 0.023*&#34;cloud&#34; + 0.019*&#34;use&#34; + 0.017*&#34;application&#34; + 0.017*&#34;user&#34;&#39;)
array([&#39;gormaya&#39;,
       &#34;Gormaya is a new software company that creates iPhone and iPod Touch apps for food and drink.  TasteTimer is Gormaya&#39;s first app, providing over 300 timer recipes for cooking, grilling, coffee, and tea. iphone, ipod touch, tea, coffee, grilling, eggs, grain, fruit, vegetable, legume, bean, meat, seafood, rooibos, pu erh, poultry, oolong, chai&#34;,
       5, 0.8536478281021118], dtype=object)


TOPIC MODEL 4
(4, &#39;0.049*&#34;script&#34; + 0.032*&#34;study&#34; + 0.024*&#34;city&#34; + 0.020*&#34;visualization&#34; + 0.020*&#34;funding&#34;&#39;)
array([&#39;procedural&#39;,
       &#34;Procedural sells software  to create automatically real 3D cities and transform existing 3D cities into cash cows.Procedural is specialized in software for the efficient creation of 3D buildings and cities. With its flagship product, the CityEngine, real 3D cities can be created automatically. Furthermore transforms the CityEngine existing 3D cities into cash cows. The company is a spin off of ETH Zurich, Switzerland&#39;s most renowned technical university ranking among the Top 10 universities world wide, where the underlying unique modeling procedural technology has been invented and developed. 3d, procedural modelling, 3d city, 3d cities, virutal reality, urban environments&#34;,
       4, 0.9619656205177307], dtype=object)
(4, &#39;0.049*&#34;script&#34; + 0.032*&#34;study&#34; + 0.024*&#34;city&#34; + 0.020*&#34;visualization&#34; + 0.020*&#34;funding&#34;&#39;)
array([&#39;crowd funding script&#39;,
       &#39;Crowd Funding Script is a clone script of fundraising sites like kickstarter, indiegogo, gofundme, etc. If you are trying to build a website for fundraising then crowd funding script will provide you script at cheapest price. So, build your fundraising website today with crowd funding script. crowdfunding script, fundraising script, kickstarter clone, sites like kickstarter, indiegogo clone, sites like indiegogo, gofundme clone, sites like gofundme&#39;,
       4, 0.9541933536529541], dtype=object)


TOPIC MODEL 3
(3, &#39;0.027*&#34;datum&#34; + 0.014*&#34;solution&#34; + 0.014*&#34;provide&#34; + 0.013*&#34;performance&#34; + 0.012*&#34;information&#34;&#39;)
array([&#39;escendo&#39;,
       &#39;Escendo enables better decisions by transforming business data to business value through collaborative, self service,  real time analytics solutions. Our architecture and extensive, API driven in database platform allows reduced data movement, faster, direct and flexible access for users.  We are focused on improving an ease of use and speeding up the decision process.  As an Exadata Ready solution,  we make analytics part of the business process. analytics, business intelligence, bi, oracle olap, olap&#39;,
       3, 0.9597957730293274], dtype=object)
(3, &#39;0.027*&#34;datum&#34; + 0.014*&#34;solution&#34; + 0.014*&#34;provide&#34; + 0.013*&#34;performance&#34; + 0.012*&#34;information&#34;&#39;)
array([&#39;intuitive web solutions&#39;,
       &#39;Intuitive Web Solutions, LLC provides Web based software solutions for property/casualty insurance carriers. It offers BriteCore, an editable processing system for property and casualty insurance companies; and BriteQuote, an agency quoting system. Intuitive Web Solutions, LLC was founded in 2004 and is based in Springfield, Missouri. &#39;,
       3, 0.9171503782272339], dtype=object)


TOPIC MODEL 2
(2, &#39;0.030*&#34;process&#34; + 0.024*&#34;solution&#34; + 0.014*&#34;provide&#34; + 0.011*&#34;improve&#34; + 0.010*&#34;industry&#34;&#39;)
array([&#39;liveprocess&#39;,
       &#39;LiveProcess provides a patented web based platform for emergency management professionals at hospitals, healthcare organizations and regional coordinating entities. The LiveProcess platform enables organizations to prepare for disasters and emergencies, comply with Joint Commission and NIMS, and effectively respond to events. Used today by hundreds of healthcare organizations nationwide, the LiveProcess platform has the exclusive endorsement from the American Hospital Association as their preferred solution for disaster readiness and incident command.LiveProcess is headquartered in Verona, NJ. For more information, visit  hospital, healthcare, emergency, preparedness, management&#39;,
       2, 0.8946526050567627], dtype=object)
(2, &#39;0.030*&#34;process&#34; + 0.024*&#34;solution&#34; + 0.014*&#34;provide&#34; + 0.011*&#34;improve&#34; + 0.010*&#34;industry&#34;&#39;)
array([&#39;bramasol&#39;,
       &#39;Bramasol is a premiere software products and services firm specializing in developing, selling, implementing, and supporting SAP solutions. They are a SAP Gold Channel Partner providing vertical solutions and add ons for SAP All In One, Business Objects and SAP Business ByDesign. &#39;,
       2, 0.8009377717971802], dtype=object)


TOPIC MODEL 1
(1, &#39;0.036*&#34;marketing&#34; + 0.024*&#34;platform&#34; + 0.019*&#34;customer&#34; + 0.016*&#34;brand&#34; + 0.016*&#34;content&#34;&#39;)
array([&#39;scout analytics&#39;,
       &#39;Scout Analytics is the leader in digital revenue optimization, enabling publishers to increase their average revenue per user  by as much as 10 15 percent. Scout Analytics? SaaS based application leverages patent pending behavioral analytics technology to target and monetize user engagement. In action at over 70 publishers, Scout Analytics is a proven solution for both subscription and advertising revenue models. Scout Analytics is a venture backed company headquartered in Issaquah, Washington.  web analytics, saas, recurring revenue, behavioral analytics, business intelligence, paid content&#39;,
       1, 0.8800144791603088], dtype=object)
(1, &#39;0.036*&#34;marketing&#34; + 0.024*&#34;platform&#34; + 0.019*&#34;customer&#34; + 0.016*&#34;brand&#34; + 0.016*&#34;content&#34;&#39;)
array([&#39;manticore technology&#39;,
       &#39;Manticore Technology  is a SaaS Marketing Automation solution provider that enables marketers to move sales prospects through the pipeline  through lead nurturing, lead management, lead scoring, while feeding their sales team  insight about the interests of each lead. Manticore Technology has enterprise customers around the globe, including, Aetna, Jaspersoft, Sharebuilder 401 and PGP.  demand generation, marketing automation, saas, email marketing, lead scoring, lead nurturing, drip marketing, crm&#39;,
       1, 0.8452781438827515], dtype=object)


TOPIC MODEL 0
(0, &#39;0.031*&#34;online&#34; + 0.024*&#34;system&#34; + 0.015*&#34;event&#34; + 0.014*&#34;game&#34; + 0.013*&#34;use&#34;&#39;)
array([&#39;brightblue&#39;,
       &#39;B2B SaaS based service that allows sales staff from commercial printers or print managers to produce detailed automated quotations.System works out the optimal lowest cost manufacturing approach based on each printers specific equipment, costs and preferences. This is then used to create a sales quotation.In print manager mode a corporate print buyer can use the system to obtain automatic quotations from multiple suppliers.Integrates with CRM systems and passes manufacturing data to print specific ERP systems.   commercial print print estimating print management&#39;,
       0, 0.9439855813980103], dtype=object)
(0, &#39;0.031*&#34;online&#34; + 0.024*&#34;system&#34; + 0.015*&#34;event&#34; + 0.014*&#34;game&#34; + 0.013*&#34;use&#34;&#39;)
array([&#39;thundertix&#39;,
       &#34;ThunderTix is an event ticketing software and box office management system. ThunderTix is offered as an ongoing software as a service to venues who use it to sell tickets for their events.What makes ThunderTix unique in the industry is that NO per ticket fees or order  fees are added to any ticket. We have no contract so venues can sign up on a monthly license.The venue pays a flat monthly license fee ongoing to use the system to ThunderTix. The monthly license is based on the number of tickets sold annually. That way, the venue knows exactly what their budget is in advance regardless of how many tickets they sell.ThunderTix is a full service system from event creation and setting ticket prices to online sales, box office tools and reports, print at home tickets with barcodes, a barcode scanning system with option for scanner rental or purchase, and social media sharing to increase the event&#39;s visibility. ticketing, ticketing software, box office, online ticketing, e ticketing, event registration, events, small events, event management, sell tickets online, online event registration software, box office software, large events&#34;,
       0, 0.9039346575737], dtype=object)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#My guess at what the machines were thinking</span>
<span class="n">topic_names</span> <span class="o">=</span> <span class="p">{</span><span class="mi">0</span><span class="p">:</span><span class="s1">&#39;eCommerce&#39;</span><span class="p">,</span>
                <span class="mi">1</span><span class="p">:</span><span class="s1">&#39;Marketing Analytics&#39;</span><span class="p">,</span>
                <span class="mi">2</span><span class="p">:</span><span class="s1">&#39;Platform as a Service&#39;</span><span class="p">,</span>
                <span class="mi">3</span><span class="p">:</span><span class="s1">&#39;Data Consulting&#39;</span><span class="p">,</span>
                <span class="mi">4</span><span class="p">:</span><span class="s1">&#39;Miscellaneous&#39;</span><span class="p">,</span>
                <span class="mi">5</span><span class="p">:</span><span class="s1">&#39;App Centric&#39;</span><span class="p">,</span>
                <span class="mi">6</span><span class="p">:</span><span class="s1">&#39;Infrastructure Technology&#39;</span><span class="p">,</span>
                <span class="mi">7</span><span class="p">:</span><span class="s1">&#39;Social Network&#39;</span><span class="p">,</span>
                <span class="mi">8</span><span class="p">:</span><span class="s1">&#39;Domestic Tech Consulting/Outsourcing&#39;</span><span class="p">,</span>
                <span class="mi">9</span><span class="p">:</span><span class="s1">&#39;Audio and Voice&#39;</span><span class="p">,</span>
                <span class="mi">10</span><span class="p">:</span><span class="s1">&#39;Recruiting&#39;</span><span class="p">,</span>
                <span class="mi">11</span><span class="p">:</span><span class="s1">&#39;High Performance Computing&#39;</span><span class="p">,</span>
                <span class="mi">12</span><span class="p">:</span><span class="s1">&#39;Miscellaneous&#39;</span><span class="p">,</span>
                <span class="mi">13</span><span class="p">:</span><span class="s1">&#39;Surveillance and Productivity&#39;</span><span class="p">,</span>
                <span class="mi">14</span><span class="p">:</span><span class="s1">&#39;Int</span><span class="se">\&#39;</span><span class="s1">l Tech Consulting/Outsourcing&#39;</span><span class="p">,</span>
                <span class="mi">15</span><span class="p">:</span><span class="s1">&#39;Time Tracking&#39;</span><span class="p">,</span>
                <span class="mi">16</span><span class="p">:</span><span class="s1">&#39;Design Services&#39;</span><span class="p">,</span>
                <span class="mi">17</span><span class="p">:</span><span class="s1">&#39;Messaging Utilities&#39;</span>
<span class="p">}</span>
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<h6 id="Go-to-top"><a href="#top">Go to top</a><a class="anchor-link" href="#Go-to-top">&#182;</a></h6><hr>
<p><a id="application"></a></p>
<h2 id="5.0-Application">5.0 Application<a class="anchor-link" href="#5.0-Application">&#182;</a></h2><p>Let's apply the model to new descriptions and see what insights we can gain.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Descriptions of companies founded in 2009</span>
<span class="c1"># Requires database setup with MySQL from above, see full results from pickle at pickle/df2009.pkl</span>

<span class="n">df2009</span> <span class="o">=</span> <span class="n">cb_objects</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">cb_objects</span><span class="o">.</span><span class="n">category_code</span> <span class="o">==</span> <span class="s1">&#39;software&#39;</span><span class="p">,]</span>
<span class="n">df2009</span> <span class="o">=</span> <span class="n">df2009</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="o">~</span><span class="n">df2009</span><span class="o">.</span><span class="n">overview</span><span class="o">.</span><span class="n">isnull</span><span class="p">())</span><span class="o">|</span><span class="p">(</span><span class="n">df2009</span><span class="o">.</span><span class="n">overview</span><span class="o">==</span><span class="s1">&#39; &#39;</span><span class="p">),]</span>
<span class="n">df2009</span> <span class="o">=</span> <span class="n">df2009</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,(</span><span class="s1">&#39;normalized_name&#39;</span><span class="p">,</span><span class="s1">&#39;overview&#39;</span><span class="p">,</span><span class="s1">&#39;tag_list&#39;</span><span class="p">,</span><span class="s1">&#39;funding_total_usd&#39;</span><span class="p">)]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2009</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[78]:</div>


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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>normalized_name</th>
      <th>overview</th>
      <th>tag_list</th>
      <th>funding_total_usd</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>22</th>
      <td>paydirt</td>
      <td>Paydirt produces online time tracking and invo...</td>
      <td>time-tracking, invoicing, freelancing</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>25</th>
      <td>airspeed</td>
      <td>AirSpeed makes it easy to copy Emails, Contact...</td>
      <td>salesforce-com, google-apps, gmail, sync</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>60</th>
      <td>oms safeharbor</td>
      <td>OMS SafeHarbor provides software and services ...</td>
      <td>software-distribution, electronic-software-del...</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>65</th>
      <td>datapro services internationalltd</td>
      <td>Datapro Services International Co, Ltd based i...</td>
      <td>rss, bangkok, thailand, magazine</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>77</th>
      <td>courion</td>
      <td>Courion Corporation is the leader in identity ...</td>
      <td></td>
      <td>840000.0</td>
    </tr>
    <tr>
      <th>85</th>
      <td>testimonial monkey</td>
      <td>Testimonial Monkey makes it easy for companies...</td>
      <td>consumer-review, customer-testimonials, social...</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>88</th>
      <td>spreet it</td>
      <td>Spreet.it, short for 'spread it in your street...</td>
      <td>location-based-service, hyperlocal, local-comm...</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>101</th>
      <td>microbilt</td>
      <td>MicroBilt Corporation, a division of Bristol I...</td>
      <td>credit-reports, background-checks, skip-tracin...</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>107</th>
      <td>repliweb</td>
      <td>RepliWeb provides enterprise software and worl...</td>
      <td></td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>110</th>
      <td>attunity</td>
      <td>Attunity is a leading provider of information ...</td>
      <td></td>
      <td>10500000.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2009</span><span class="p">[</span><span class="s1">&#39;topic_model&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
<span class="n">df2009</span><span class="p">[</span><span class="s1">&#39;probability&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">df2009</span><span class="p">[</span><span class="s1">&#39;trigrammed_overview&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">lda_topic</span><span class="p">(</span><span class="n">overview</span><span class="p">):</span>
    <span class="n">preprocessed_overview</span> <span class="o">=</span> <span class="n">nlp</span><span class="p">(</span><span class="n">overview</span><span class="p">)</span>
    <span class="n">bigrammed_overview</span> <span class="o">=</span> <span class="n">bigram_model</span><span class="p">[</span><span class="n">preprocessed_overview</span><span class="p">]</span>
    <span class="n">trigrammed_overview</span> <span class="o">=</span> <span class="n">trigram_model</span><span class="p">[</span><span class="n">bigrammed_overview</span><span class="p">]</span>
    <span class="n">baggo_words</span> <span class="o">=</span> <span class="n">tridict</span><span class="o">.</span><span class="n">doc2bow</span><span class="p">(</span><span class="n">trigrammed_overview</span><span class="p">)</span>
    <span class="n">lda_results</span> <span class="o">=</span> <span class="n">final_model</span><span class="p">[</span><span class="n">baggo_words</span><span class="p">]</span>
    <span class="n">associations</span> <span class="o">=</span> <span class="n">lda_results</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">topic</span><span class="p">,</span> <span class="n">prob</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">associations</span><span class="p">,</span><span class="n">key</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
    <span class="k">return</span> <span class="s1">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">trigrammed_overview</span><span class="p">),</span><span class="n">topic_names</span><span class="p">[</span><span class="n">topic</span><span class="p">],</span> <span class="n">prob</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">df2009</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">88</span><span class="p">,</span><span class="s1">&#39;overview&#39;</span><span class="p">])</span>
<span class="n">tri</span><span class="p">,</span> <span class="n">topic</span><span class="p">,</span> <span class="n">prob</span> <span class="o">=</span> <span class="n">lda_topic</span><span class="p">(</span><span class="n">df2009</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="mi">88</span><span class="p">,</span><span class="s1">&#39;overview&#39;</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">topic</span><span class="p">,</span> <span class="n">prob</span><span class="p">)</span>
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<pre>Spreet.it, short for &#39;spread it in your street&#39;, is a map based tool which brings together people that do not know each other yet. Put in a nutshell, users are able to spread a locally relevant message from a defined position on a map. 
In addition to that, users place virtual antennas on a map and define a radius in which they want to listen to messages by other users. By doing so, users can listen to messages spread in different areas they have an interest in without being physically present. We do not consider ourselves to be part of social media as we know it, but more precisely of what we would name &#39;local media&#39;.

The team is quite straightforward at the moment. Roman is a professional coder specializing on ruby on rails and edgy developments of all kinds. He has gained a lot of experience working as a freelancer for different companies throughout the past years. Mathis is a law student just about graduating from Bucerius Law School in Hamburg. He has experience in e-commerce and is the project manager at spreet.it. We are close friends and are more than just passionate for our &#39;baby&#39; - we have spent hours and hours on spreet.it in the past months and think of improvements day and night. We are open for any criticism, feedback, or partnership. Feel free to contact us, we wil get back to you as soon as possible.

We are still self-funded, but we are looking for a strong partner and investor. By now we have a public beta-version of spreet.it online. We are seeking feedback and proceeding the work on our web app. The iPhone app will be presented very soon.
Social Network 0.46328577
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># for i in df2009.index:</span>
<span class="c1">#     df2009.loc[i,[&#39;trigrammed_overview&#39;,&#39;topic_model&#39;,&#39;probability&#39;]] = lda_topic(df2009.loc[i,&#39;overview&#39;])</span>
<span class="c1"># df2009.to_pickle(&#39;pickle/df2009.pkl&#39;)</span>
<span class="c1"># df2009.head()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2009</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_pickle</span><span class="p">(</span><span class="s1">&#39;pickle/df2009.pkl&#39;</span><span class="p">)</span>
<span class="n">df2009</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>normalized_name</th>
      <th>overview</th>
      <th>tag_list</th>
      <th>funding_total_usd</th>
      <th>topic_model</th>
      <th>probability</th>
      <th>trigrammed_overview</th>
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      <th>22</th>
      <td>paydirt</td>
      <td>Paydirt produces online time tracking and invo...</td>
      <td>time-tracking, invoicing, freelancing</td>
      <td>NaN</td>
      <td>Time Tracking</td>
      <td>0.498383</td>
      <td>paydirt produce online time_tracking invoicing...</td>
    </tr>
    <tr>
      <th>25</th>
      <td>airspeed</td>
      <td>AirSpeed makes it easy to copy Emails, Contact...</td>
      <td>salesforce-com, google-apps, gmail, sync</td>
      <td>NaN</td>
      <td>Messaging Utilities</td>
      <td>0.351709</td>
      <td>airspeed easy copy email contacts appointments...</td>
    </tr>
    <tr>
      <th>60</th>
      <td>oms safeharbor</td>
      <td>OMS SafeHarbor provides software and services ...</td>
      <td>software-distribution, electronic-software-del...</td>
      <td>NaN</td>
      <td>Domestic Tech Consulting/Outsourcing</td>
      <td>0.788297</td>
      <td>provide service enable electronic delivery lic...</td>
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    <tr>
      <th>65</th>
      <td>datapro services internationalltd</td>
      <td>Datapro Services International Co, Ltd based i...</td>
      <td>rss, bangkok, thailand, magazine</td>
      <td>NaN</td>
      <td>eCommerce</td>
      <td>0.365324</td>
      <td>datapro international base bangkok thailand ma...</td>
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      <th>77</th>
      <td>courion</td>
      <td>Courion Corporation is the leader in identity ...</td>
      <td></td>
      <td>840000.0</td>
      <td>Data Consulting</td>
      <td>0.577759</td>
      <td>courion corporation leader identity_access iam...</td>
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<p><a id="next"></a></p>
<h2 id="5.1-Next-Steps">5.1 Next Steps<a class="anchor-link" href="#5.1-Next-Steps">&#182;</a></h2><ul>
<li>Adding the tag list to the description may have just been introducing noise. I'd try it again without that.</li>
<li>Create a decision tree or logistic regression associating topic categorization with funding amount and frequency.</li>
<li>Create a word to vector association, perhaps while expanding the company descriptions to more fields than software. Then see what combinations of words appear as in vector space.</li>
<li>Try more in-depth parameter tuning, such as lower number of topics.</li>
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<!---  
#(### References)

# (https://github.com/adashofdata/nlp-in-python-tutorial)   
# (https://nbviewer.jupyter.org/github/skipgram/modern-nlp-in-python/blob/master/executable/Modern_NLP_in_Python.ipynb)
# (https://www.machinelearningplus.com/nlp/topic-modeling-gensim-python/)  
# (https://towardsdatascience.com/building-a-topic-modeling-pipeline-with-spacy-and-gensim-c5dc03ffc619)  
# (https://nlpforhackers.io/topic-modeling/) 
-->

<p>Thanks for reading! :) -K</p>
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