Report.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>CA0-Report</title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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body {
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article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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audio,
canvas,
progress,
video {
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audio:not([controls]) {
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[hidden],
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a {
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a:active,
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strong {
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dfn {
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h1 {
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mark {
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small {
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sup {
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sub {
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img {
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svg:not(:root) {
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figure {
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hr {
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code,
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samp {
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input,
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textarea {
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button {
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button,
select {
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button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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input {
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input[type="search"] {
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input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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fieldset {
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legend {
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textarea {
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optgroup {
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table {
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td,
th {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
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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;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

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<h1 id="Introduction-to-AI">Introduction to AI<a class="anchor-link" href="#Introduction-to-AI">&#182;</a></h1><h2 id="Ghazal-Kalhor">Ghazal Kalhor<a class="anchor-link" href="#Ghazal-Kalhor">&#182;</a></h2>
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<div style="text-align: justify; font-weight: bold;">
<i>Abstract</i> — In this computer assignment, we want to learn how to
work with some of the most important libraries in Python such as
NumPy, Pandas, and matplotlib that will help us in learning
Artificial Intelligence; this is done by working with data frames
and using them to predict a simple statistical model.  

<i>Keywords</i> — Python, NumPy, Pandas, Matplotlib, Artificial
Intelligence
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<h3 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h3><p><br/></p>
<div style="text-align: justify;"> 
The goal of this computer assignment is to design a simple statistical
model in order to predict missing values of the target column; this is done by using samples that have a pre-determined target value.
Some characteristics of users such as Age, Area Income, and Gender are given in this computer assignment, The input of our model will be one of these characteristics and the output is the target column which determines whether the user has clicked on the Ad or not.
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<h3 id="Importing-Libraries">Importing Libraries<a class="anchor-link" href="#Importing-Libraries">&#182;</a></h3><p><br/></p>
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In this part, some of the necessary libraries were imported in order to use their helpful functions. These libraries are mostly used in data science applications.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">time</span> <span class="k">import</span> <span class="n">time</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="k">import</span> <span class="n">norm</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">pandas.api.types</span> <span class="k">import</span> <span class="n">is_numeric_dtype</span>
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<h3 id="Defining-Constants">Defining Constants<a class="anchor-link" href="#Defining-Constants">&#182;</a></h3><p><br/></p>
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In this part constant values are defined in order to make the code more readable and more flexible to change.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">TRUE</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">FALSE</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">MALE</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">FEMALE</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">MY_AGE</span> <span class="o">=</span> <span class="mi">21</span>
<span class="n">CLICKED</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">NOT_CLICKED</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">TARGET</span> <span class="o">=</span> <span class="s1">&#39;Clicked on Ad&#39;</span>
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<h3 id="Importing-Data">Importing Data<a class="anchor-link" href="#Importing-Data">&#182;</a></h3><p>Contents of file <em>advertising_dataset.csv</em> was read using <em>pd.read_csv</em> and then stored in the <em>advertising</em> dataframe.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;advertising_dataset.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span> <span class="o">=</span> <span class="s1">&#39;Unnamed: 0&#39;</span><span class="p">)</span>
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<p>Pandas <em>tail</em> method is used in order to return the last <em>n</em> rows of the dataframe. <em>n</em> is 5 by default.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">tail</span><span class="p">()</span>
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      <th>Daily Time Spent on Site</th>
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      <th>995</th>
      <td>72.97</td>
      <td>30.0</td>
      <td>71384.57</td>
      <td>208.58</td>
      <td>Fundamental modular algorithm</td>
      <td>Duffystad</td>
      <td>Male</td>
      <td>Lebanon</td>
      <td>2016-02-11 21:49:00</td>
      <td>1.0</td>
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      <th>996</th>
      <td>51.30</td>
      <td>45.0</td>
      <td>67782.17</td>
      <td>134.42</td>
      <td>Grass-roots cohesive monitoring</td>
      <td>New Darlene</td>
      <td>Male</td>
      <td>Bosnia and Herzegovina</td>
      <td>2016-04-22 02:07:01</td>
      <td>1.0</td>
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      <th>997</th>
      <td>51.63</td>
      <td>51.0</td>
      <td>42415.72</td>
      <td>120.37</td>
      <td>Expanded intangible solution</td>
      <td>South Jessica</td>
      <td>Male</td>
      <td>Mongolia</td>
      <td>2016-02-01 17:24:57</td>
      <td>1.0</td>
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      <th>998</th>
      <td>55.55</td>
      <td>19.0</td>
      <td>41920.79</td>
      <td>187.95</td>
      <td>Proactive bandwidth-monitored policy</td>
      <td>West Steven</td>
      <td>Female</td>
      <td>Guatemala</td>
      <td>2016-03-24 02:35:54</td>
      <td>0.0</td>
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      <th>999</th>
      <td>NaN</td>
      <td>26.0</td>
      <td>29875.80</td>
      <td>178.35</td>
      <td>Virtual 5thgeneration emulation</td>
      <td>Ronniemouth</td>
      <td>Female</td>
      <td>Brazil</td>
      <td>2016-06-03 21:43:21</td>
      <td>1.0</td>
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<p>Pandas <em>head</em> method is used in order to return the first <em>n</em> rows of the dataframe. <em>n</em> is 5 by default.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>0</th>
      <td>68.95</td>
      <td>35.0</td>
      <td>61833.90</td>
      <td>256.09</td>
      <td>Cloned 5thgeneration orchestration</td>
      <td>Wrightburgh</td>
      <td>Female</td>
      <td>Tunisia</td>
      <td>2016-03-27 00:53:11</td>
      <td>0.0</td>
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      <th>1</th>
      <td>80.23</td>
      <td>31.0</td>
      <td>68441.85</td>
      <td>NaN</td>
      <td>Monitored national standardization</td>
      <td>West Jodi</td>
      <td>Male</td>
      <td>Nauru</td>
      <td>2016-04-04 01:39:02</td>
      <td>0.0</td>
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      <th>2</th>
      <td>69.47</td>
      <td>26.0</td>
      <td>59785.94</td>
      <td>236.50</td>
      <td>Organic bottom-line service-desk</td>
      <td>Davidton</td>
      <td>Female</td>
      <td>San Marino</td>
      <td>2016-03-13 20:35:42</td>
      <td>0.0</td>
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      <th>3</th>
      <td>74.15</td>
      <td>29.0</td>
      <td>54806.18</td>
      <td>245.89</td>
      <td>Triple-buffered reciprocal time-frame</td>
      <td>West Terrifurt</td>
      <td>Male</td>
      <td>Italy</td>
      <td>2016-01-10 02:31:19</td>
      <td>0.0</td>
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      <th>4</th>
      <td>68.37</td>
      <td>35.0</td>
      <td>73889.99</td>
      <td>225.58</td>
      <td>Robust logistical utilization</td>
      <td>South Manuel</td>
      <td>Female</td>
      <td>Iceland</td>
      <td>2016-06-03 03:36:18</td>
      <td>0.0</td>
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<h3 id="Basic-Statistical-Details-of--Data">Basic Statistical Details of  Data<a class="anchor-link" href="#Basic-Statistical-Details-of--Data">&#182;</a></h3><p>Pandas <em>describe</em> method is used in order to view some basic statistical details like max, min, percentile, mean, std etc. of the dataframe.</p>

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      <th>count</th>
      <td>907.000000</td>
      <td>979.000000</td>
      <td>1000.000000</td>
      <td>913.000000</td>
      <td>832.000000</td>
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      <th>mean</th>
      <td>64.794818</td>
      <td>36.009193</td>
      <td>55000.000080</td>
      <td>179.751271</td>
      <td>0.496394</td>
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      <th>std</th>
      <td>15.954841</td>
      <td>8.783636</td>
      <td>13414.634022</td>
      <td>43.957934</td>
      <td>0.500288</td>
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      <th>min</th>
      <td>32.600000</td>
      <td>19.000000</td>
      <td>13996.500000</td>
      <td>104.780000</td>
      <td>0.000000</td>
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      <th>25%</th>
      <td>50.615000</td>
      <td>29.000000</td>
      <td>47031.802500</td>
      <td>138.550000</td>
      <td>0.000000</td>
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      <th>50%</th>
      <td>67.940000</td>
      <td>35.000000</td>
      <td>57012.300000</td>
      <td>183.480000</td>
      <td>0.000000</td>
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      <th>75%</th>
      <td>78.555000</td>
      <td>42.000000</td>
      <td>65470.635000</td>
      <td>217.850000</td>
      <td>1.000000</td>
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      <th>max</th>
      <td>91.430000</td>
      <td>61.000000</td>
      <td>79484.800000</td>
      <td>269.960000</td>
      <td>1.000000</td>
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<h3 id="Concise-Summary-of--Data">Concise Summary of  Data<a class="anchor-link" href="#Concise-Summary-of--Data">&#182;</a></h3><p>This method prints information about the dataframe such as the index dtype and column dtypes, non-null values and memory usage.</p>

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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 1000 entries, 0 to 999
Data columns (total 10 columns):
 #   Column                    Non-Null Count  Dtype  
---  ------                    --------------  -----  
 0   Daily Time Spent on Site  907 non-null    float64
 1   Age                       979 non-null    float64
 2   Area Income               1000 non-null   float64
 3   Daily Internet Usage      913 non-null    float64
 4   Ad Topic Line             1000 non-null   object 
 5   City                      1000 non-null   object 
 6   Gender                    1000 non-null   object 
 7   Country                   1000 non-null   object 
 8   Timestamp                 1000 non-null   object 
 9   Clicked on Ad             832 non-null    float64
dtypes: float64(5), object(5)
memory usage: 85.9+ KB
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<h3 id="Label-Encoding">Label Encoding<a class="anchor-link" href="#Label-Encoding">&#182;</a></h3><p>In this part <em>replace</em> method is used in oreder to convert categorical data to numerical data.</p>

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      <th>Age</th>
      <th>Area Income</th>
      <th>Daily Internet Usage</th>
      <th>Ad Topic Line</th>
      <th>City</th>
      <th>Gender</th>
      <th>Country</th>
      <th>Timestamp</th>
      <th>Clicked on Ad</th>
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      <th>0</th>
      <td>68.95</td>
      <td>35.0</td>
      <td>61833.90</td>
      <td>256.09</td>
      <td>Cloned 5thgeneration orchestration</td>
      <td>Wrightburgh</td>
      <td>0</td>
      <td>Tunisia</td>
      <td>2016-03-27 00:53:11</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>80.23</td>
      <td>31.0</td>
      <td>68441.85</td>
      <td>NaN</td>
      <td>Monitored national standardization</td>
      <td>West Jodi</td>
      <td>1</td>
      <td>Nauru</td>
      <td>2016-04-04 01:39:02</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>69.47</td>
      <td>26.0</td>
      <td>59785.94</td>
      <td>236.50</td>
      <td>Organic bottom-line service-desk</td>
      <td>Davidton</td>
      <td>0</td>
      <td>San Marino</td>
      <td>2016-03-13 20:35:42</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>74.15</td>
      <td>29.0</td>
      <td>54806.18</td>
      <td>245.89</td>
      <td>Triple-buffered reciprocal time-frame</td>
      <td>West Terrifurt</td>
      <td>1</td>
      <td>Italy</td>
      <td>2016-01-10 02:31:19</td>
      <td>0.0</td>
    </tr>
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      <th>4</th>
      <td>68.37</td>
      <td>35.0</td>
      <td>73889.99</td>
      <td>225.58</td>
      <td>Robust logistical utilization</td>
      <td>South Manuel</td>
      <td>0</td>
      <td>Iceland</td>
      <td>2016-06-03 03:36:18</td>
      <td>0.0</td>
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<h3 id="Counting-Missing-Values">Counting Missing Values<a class="anchor-link" href="#Counting-Missing-Values">&#182;</a></h3><p>In this part the combination of two Pandas methods (<em>isna</em> and <em>sum</em>) is used in oreder to count number of missing values at each column.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>Daily Time Spent on Site     93
Age                          21
Area Income                   0
Daily Internet Usage         87
Ad Topic Line                 0
City                          0
Gender                        0
Country                       0
Timestamp                     0
Clicked on Ad               168
dtype: int64</pre>
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<h3 id="Filling-Missing-Values">Filling Missing Values<a class="anchor-link" href="#Filling-Missing-Values">&#182;</a></h3><p>Pandas <em>fillna</em> method is used to fill out the missing values in the given column.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">advertising</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">any</span><span class="p">()</span> <span class="o">==</span> <span class="kc">False</span> <span class="ow">or</span> <span class="n">column</span> <span class="o">==</span> <span class="n">TARGET</span><span class="p">:</span>
        <span class="k">continue</span> 
    <span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">]</span> <span class="o">=</span> <span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>Daily Time Spent on Site      0
Age                           0
Area Income                   0
Daily Internet Usage          0
Ad Topic Line                 0
City                          0
Gender                        0
Country                       0
Timestamp                     0
Clicked on Ad               168
dtype: int64</pre>
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<h3 id="Another-Approach-for-Handling-Missing-Values">Another Approach for Handling Missing Values<a class="anchor-link" href="#Another-Approach-for-Handling-Missing-Values">&#182;</a></h3><p>Another way to handle missing values in datasets is to drop the rows having null values.<br>
<strong>Pros:</strong></p>
<ul>
    <li>
Complete removal of data with missing values results in robust and highly accurate model.
    </li>
    <li>
Deleting a particular row or a column with no specific information is better, since it does not have a high weightage.
    </li>
</ul>
<b>Cons:</b>
<ul>
    <li>
It can cause loss of information and data.
    </li>
    <li>
It works poorly if the percentage of missing values is high (about 30%), compared to the whole dataset.
    </li>
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<h3 id="Counting-Female-&amp;-Male-Users">Counting Female &amp; Male Users<a class="anchor-link" href="#Counting-Female-&amp;-Male-Users">&#182;</a></h3><p>Pandas <em>groupby</em> method is used to split the data into groups based on some criteria.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;Gender&#39;</span><span class="p">])[</span><span class="s1">&#39;Gender&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">agg</span><span class="p">([</span><span class="s1">&#39;count&#39;</span><span class="p">])</span>
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      <th>0</th>
      <td>519</td>
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      <th>1</th>
      <td>481</td>
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<h3 id="Counting-Users-has-Clicked-on-Ad-or-not">Counting Users has Clicked on Ad or not<a class="anchor-link" href="#Counting-Users-has-Clicked-on-Ad-or-not">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">TARGET</span><span class="p">])[</span><span class="n">TARGET</span><span class="p">]</span><span class="o">.</span><span class="n">agg</span><span class="p">([</span><span class="s1">&#39;count&#39;</span><span class="p">])</span>
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      <th>0.0</th>
      <td>419</td>
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      <td>413</td>
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<h3 id="Counting-Female-Users-Older-than-Me">Counting Female Users Older than Me<a class="anchor-link" href="#Counting-Female-Users-Older-than-Me">&#182;</a></h3><p>Pandas <em>loc</em> attribute access a group of rows and columns by label(s) or a boolean array in the given dataframe.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">specific_users</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">advertising</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">advertising</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">MY_AGE</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">advertising</span><span class="p">[</span><span class="s1">&#39;Gender&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">FEMALE</span><span class="p">)]</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of Users that are Female and Older than me:&#39;</span><span class="p">,</span> <span class="n">specific_users</span><span class="p">)</span>
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<pre>Number of Users that are Female and Older than me: 514
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<h3 id="Using-Vectorization">Using Vectorization<a class="anchor-link" href="#Using-Vectorization">&#182;</a></h3><p>In this part Pandas <em>groupby</em> buit-in method is used in order make computation vectorized.</p>

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

<span class="n">avg_age</span> <span class="o">=</span> <span class="n">advertising</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">TARGET</span><span class="p">])[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>

<span class="n">toc</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>

<span class="nb">print</span><span class="p">(</span><span class="n">avg_age</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;vectorization: </span><span class="si">%f</span><span class="s1"> ms&#39;</span> <span class="o">%</span> <span class="p">((</span><span class="n">toc</span> <span class="o">-</span> <span class="n">tic</span><span class="p">)</span>  <span class="o">*</span> <span class="mi">1000</span><span class="p">))</span>
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<pre>Clicked on Ad
0.0    31.723326
1.0    40.295600
Name: Age, dtype: float64
vectorization: 2.371550 ms
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<h3 id="Using-For-Loop">Using For Loop<a class="anchor-link" href="#Using-For-Loop">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clicked_avg_age</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">didnt_click_avg_age</span> <span class="o">=</span> <span class="mi">0</span>

<span class="n">clicked_count</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">didnt_click_count</span> <span class="o">=</span> <span class="mi">0</span>

<span class="n">tic</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>

<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">advertising</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
    <span class="k">if</span> <span class="n">row</span><span class="p">[</span><span class="n">TARGET</span><span class="p">]</span> <span class="o">==</span> <span class="n">TRUE</span><span class="p">:</span>
        <span class="n">clicked_avg_age</span> <span class="o">+=</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span>
        <span class="n">clicked_count</span> <span class="o">+=</span> <span class="mi">1</span>
    <span class="k">elif</span> <span class="n">row</span><span class="p">[</span><span class="n">TARGET</span><span class="p">]</span> <span class="o">==</span> <span class="n">FALSE</span><span class="p">:</span>
        <span class="n">didnt_click_avg_age</span> <span class="o">+=</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span>
        <span class="n">didnt_click_count</span> <span class="o">+=</span> <span class="mi">1</span>
        
<span class="k">if</span> <span class="n">clicked_count</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
    <span class="n">clicked_avg_age</span> <span class="o">/=</span> <span class="n">clicked_count</span>
    
<span class="k">if</span> <span class="n">didnt_click_count</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
    <span class="n">didnt_click_avg_age</span> <span class="o">/=</span> <span class="n">didnt_click_count</span>
    
<span class="n">toc</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Average Age of Users who did not click on Ad:&#39;</span><span class="p">,</span> <span class="n">didnt_click_avg_age</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Average Age of Users who clicked on Ad:&#39;</span><span class="p">,</span> <span class="n">clicked_avg_age</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;for loop: </span><span class="si">%f</span><span class="s1"> ms&#39;</span> <span class="o">%</span> <span class="p">((</span><span class="n">toc</span> <span class="o">-</span> <span class="n">tic</span><span class="p">)</span>  <span class="o">*</span> <span class="mi">1000</span><span class="p">))</span>
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<pre>Average Age of Users who did not click on Ad: 31.723325881701896
Average Age of Users who clicked on Ad: 40.295599848637366
for loop: 244.388580 ms
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<div style="text-align: justify;"> 
    What is happening in vectorization is that NumPy calls high quality numerical libraries (BLAS for instance) which are very good at vector arithmetic. Therefore, the result of our computation will ready much faster than using for loop. In this examole our computation was about 100 times faster by using vectorization.
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<h3 id="Dropping-Non-Numeric-Columns">Dropping Non-Numeric Columns<a class="anchor-link" href="#Dropping-Non-Numeric-Columns">&#182;</a></h3><p>In this part non-numeric columns are dropped from our dataframe; this is done by using <em>is_numeric_dtype</em> method to check for numeric columns and <em>drop</em> method to drop the <em>given</em> column.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">advertising</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">is_numeric_dtype</span><span class="p">(</span><span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">])</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span>
        <span class="n">advertising</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">column</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<h3 id="Plotting-Histogram-of-Characteristics">Plotting Histogram of Characteristics<a class="anchor-link" href="#Plotting-Histogram-of-Characteristics">&#182;</a></h3><p>In this part histogram of each column is drawn using Pandas <em>hist</em> method. We formatted these histograms using useful methods such as <em>suptitle</em>, <em>xlabel</em>, and <em>ylabel</em> from matplotlib library.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">colors</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;#b5347e&#39;</span><span class="p">,</span> <span class="s1">&#39;#9a34b5&#39;</span><span class="p">,</span> <span class="s1">&#39;#1cc32f&#39;</span><span class="p">,</span> <span class="s1">&#39;#1691a7&#39;</span><span class="p">,</span> <span class="s1">&#39;#de6722&#39;</span><span class="p">,</span> <span class="s1">&#39;#e5d700&#39;</span><span class="p">]</span>
<span class="n">cursor</span> <span class="o">=</span> <span class="mi">0</span>

<span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">advertising</span><span class="p">:</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span> 
    <span class="n">plt</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Histogram of &#39;</span> <span class="o">+</span> <span class="n">column</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">15</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">column</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
    <span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">color</span> <span class="o">=</span> <span class="n">colors</span><span class="p">[</span><span class="n">cursor</span><span class="p">])</span>
    <span class="n">cursor</span> <span class="o">+=</span> <span class="mi">1</span>
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
"
>
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<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Dropping-Gender-Column">Dropping <em>Gender</em> Column<a class="anchor-link" href="#Dropping-Gender-Column">&#182;</a></h3>
</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;Gender&#39;</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[21]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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


<div class="output_area">

    <div class="prompt output_prompt">Out[21]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Daily Time Spent on Site</th>
      <th>Age</th>
      <th>Area Income</th>
      <th>Daily Internet Usage</th>
      <th>Clicked on Ad</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>68.95</td>
      <td>35.0</td>
      <td>61833.90</td>
      <td>256.090000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>80.23</td>
      <td>31.0</td>
      <td>68441.85</td>
      <td>179.751271</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>69.47</td>
      <td>26.0</td>
      <td>59785.94</td>
      <td>236.500000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>74.15</td>
      <td>29.0</td>
      <td>54806.18</td>
      <td>245.890000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>68.37</td>
      <td>35.0</td>
      <td>73889.99</td>
      <td>225.580000</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h3 id="Normalizing-Data">Normalizing Data<a class="anchor-link" href="#Normalizing-Data">&#182;</a></h3><p>In this part values of each column is normalized; this is done by subtracting each column value by the mean and then dividing the result by the standard deviation of that column.</p>

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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">advertising</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">column</span> <span class="o">!=</span> <span class="n">TARGET</span><span class="p">:</span>
        <span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">]</span> <span class="o">-=</span> <span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
        <span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">]</span> <span class="o">/=</span> <span class="n">advertising</span><span class="p">[</span><span class="n">column</span><span class="p">]</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
</pre></div>

    </div>
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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Daily Time Spent on Site</th>
      <th>Age</th>
      <th>Area Income</th>
      <th>Daily Internet Usage</th>
      <th>Clicked on Ad</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.273474</td>
      <td>-0.116122</td>
      <td>0.509436</td>
      <td>1.817578</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1.015870</td>
      <td>-0.576377</td>
      <td>1.002029</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0.307698</td>
      <td>-1.151696</td>
      <td>0.356770</td>
      <td>1.351152</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.615713</td>
      <td>-0.806505</td>
      <td>-0.014448</td>
      <td>1.574722</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.235301</td>
      <td>-0.116122</td>
      <td>1.408163</td>
      <td>1.091154</td>
      <td>0.0</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Daily Time Spent on Site</th>
      <th>Age</th>
      <th>Area Income</th>
      <th>Daily Internet Usage</th>
      <th>Clicked on Ad</th>
    </tr>
  </thead>
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    <tr>
      <th>count</th>
      <td>1.000000e+03</td>
      <td>1.000000e+03</td>
      <td>1.000000e+03</td>
      <td>1.000000e+03</td>
      <td>832.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>1.101341e-16</td>
      <td>2.184919e-16</td>
      <td>-3.854694e-16</td>
      <td>-1.740830e-16</td>
      <td>0.496394</td>
    </tr>
    <tr>
      <th>std</th>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>1.000000e+00</td>
      <td>0.500288</td>
    </tr>
    <tr>
      <th>min</th>
      <td>-2.118908e+00</td>
      <td>-1.957144e+00</td>
      <td>-3.056625e+00</td>
      <td>-1.785019e+00</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>-7.891122e-01</td>
      <td>-8.065049e-01</td>
      <td>-5.939929e-01</td>
      <td>-9.032985e-01</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>5.430951e-02</td>
      <td>-1.161217e-01</td>
      <td>1.500078e-01</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>8.432692e-01</td>
      <td>6.893254e-01</td>
      <td>7.805382e-01</td>
      <td>8.247266e-01</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>1.753000e+00</td>
      <td>2.875539e+00</td>
      <td>1.825231e+00</td>
      <td>2.147814e+00</td>
      <td>1.000000</td>
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<h3 id="Plotting-PMF-of-Characteristics">Plotting PMF of Characteristics<a class="anchor-link" href="#Plotting-PMF-of-Characteristics">&#182;</a></h3><p>In this part the probability density function is drawn for each characteristic. In each plot, We drew two curves in each figure. These curves indicate whether the user has clicked on ad or not.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">advertising</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">column</span> <span class="o">==</span> <span class="n">TARGET</span><span class="p">:</span>
        <span class="k">continue</span> 
        
    <span class="n">clicked_characteristic</span> <span class="o">=</span> <span class="n">advertising</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">advertising</span><span class="p">[</span><span class="n">TARGET</span><span class="p">]</span> <span class="o">==</span> <span class="n">TRUE</span><span class="p">),</span> <span class="n">column</span><span class="p">]</span>
    <span class="n">clicked_mean</span> <span class="o">=</span> <span class="n">clicked_characteristic</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
    <span class="n">clicked_std</span> <span class="o">=</span> <span class="n">clicked_characteristic</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>

    <span class="n">not_clicked_characteristic</span> <span class="o">=</span> <span class="n">advertising</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">advertising</span><span class="p">[</span><span class="n">TARGET</span><span class="p">]</span> <span class="o">==</span> <span class="n">FALSE</span><span class="p">),</span> <span class="n">column</span><span class="p">]</span>
    <span class="n">not_clicked_mean</span> <span class="o">=</span> <span class="n">not_clicked_characteristic</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
    <span class="n">not_clicked_std</span> <span class="o">=</span> <span class="n">not_clicked_characteristic</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>

    <span class="n">clicked_pdf</span> <span class="o">=</span> <span class="n">norm</span><span class="o">.</span><span class="n">pdf</span><span class="p">(</span><span class="n">clicked_characteristic</span><span class="p">,</span> <span class="n">clicked_mean</span><span class="p">,</span> <span class="n">not_clicked_std</span><span class="p">)</span>
    <span class="n">not_clicked_pdf</span> <span class="o">=</span> <span class="n">norm</span><span class="o">.</span><span class="n">pdf</span><span class="p">(</span><span class="n">not_clicked_characteristic</span><span class="p">,</span> <span class="n">not_clicked_mean</span><span class="p">,</span> <span class="n">not_clicked_std</span><span class="p">)</span>
    
    <span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">clicked_characteristic</span><span class="p">,</span> <span class="n">clicked_pdf</span><span class="p">,</span> <span class="n">c</span> <span class="o">=</span> <span class="s1">&#39;#e500a9&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">not_clicked_characteristic</span><span class="p">,</span> <span class="n">not_clicked_pdf</span><span class="p">,</span> <span class="n">c</span> <span class="o">=</span> <span class="s1">&#39;#9a34b5&#39;</span><span class="p">)</span>
    <span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Probabilty Density Function of &#39;</span> <span class="o">+</span> <span class="n">column</span> <span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">15</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">column</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Probabilty Density&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;Clicked&#39;</span><span class="p">,</span> <span class="s1">&#39;Not Clicked&#39;</span><span class="p">])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Clicked std&#39;</span><span class="p">,</span> <span class="n">clicked_std</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;not clicked std&#39;</span><span class="p">,</span> <span class="n">not_clicked_std</span><span class="p">)</span>
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Z4SkXtwSvJa4A6fyfT3uHfUyyJyO07B74Tzip6hqo+ncT4fADuJyPk45fSlbyTdiKqu9N6RvxCRLbjO+qk40/DZaRwviGvFLXl4DOeBvJ3X/ok4M3S68v8cF8hiK85LdA3OmjMGuEZVPwxsMcxzw+usTCDOHT5BnYUk8G7CTRTejtPGG3EX8ptxdaZ7Ql/CthdMFbBbXL2f426mdTi3+z1p7vG0EDepOsE75jqcC203X52RJPec2sM7xmqv7Pw4WX6N69lsH3ZdtKnnUOyzHjdHUAkcFvCb0TiPm3U47813vGO2Dfuf+M8Dp7SexymtDTgz42+ADgU+7zDPw/NxyqEe+DuuQ5LIq/CyuN81O3+gAjcJvcprby5NXaTH4lx+N7Ft2UmieyHlezZuX7O2As75AJyzTT3OXPIYsFMqz1PAcxe7rzbhTEVVuHngNnF1d8KZz77yzu23OKXs9+RLdD2aXX9v/4Ve2Z7J5Iz7XbpehSckOOdb4/Y9SHMP1b1x75WVuGeuBqd8dg2R7Wzgr7j3zEacVWAqMCLBc/Z/wJ+9+201cAe+Z8ur1xtnUo/dSwtxXpkDk5xjk/PBdeYfwM2jKQk8f311y3Aj7UXePfEeMDaF65VQlrg6B3ty/A93/36JWxJyVly96TT1KgyUH+dV+w/vvlznyft7oGvYfSTej400EJG3cO6l5xZblkLSWs/baI646By7qGpR420WA3GLxH+oqn8utiytlXzOcbU4RGQYzpliOM7U0iporedtNEdEBuG8i08l8zkyw8gKU1zpMRtn3rlKVWcXWZZC0lrP22jO33Cu3pNUNSdZHQwjXcxUaBiGYZQUlkjSMAzDKClMcRmGYRglhSkuwzAMo6QwxWUYhmGUFKa4DMMwjJLCFJdhGIZRUpjiMgzDMEoKU1yGYRhGSWGKyzAMwygpTHEZhmEYJYUpLsMwDKOkMMVlGIZhlBQtMjr8DjvsoH379i22GIZhGCXFnDlzvlTVXsWWIxktUnH17duX6upmmdkNwzCMEESkttgypIKZCg3DMIySwhSXYRiGUVKY4jIMwzBKihY5x5WIzZs3s3jxYjZs2FBsUVoFHTt2ZNddd6Vdu3bFFsUwjBZGq1FcixcvpkuXLvTt2xcRKbY4LRpVZcWKFSxevJh+/foVWxzDMFoYrUZxbdiwwZRWgRARevbsyfLlywtyvPrKWlZf/ja6YnOzsk6X9qf7pKEFkcNIj5qqJbz5u/fYuLr5/w2gW7/tOP3JIwoslVEKtBrFBZjSKiD5vtarxs9h/Z0fJa23/s6PGuuZEosGNVVLeO3Gd2nYoKH16j5Zxz3Dp0EbOHLCEAaM7lMgCY2oY84ZRsmxbGBVSkornvV3fsTSdk9RX1kSS1VaHDNunsc9w6fxynVzkyqtJmyFV66by32HVuVPOKOkMMVVYJYtW8ZZZ51F//79GTp0KMcffzwffvgh++23HwDV1dX86Ec/Cm2jc+fOGR+/b9++fPnllxn/vpjUV9aytPMUtr63JvNGtih158xi1fg5uRPMSMrz42fy/pRFWbWxdaNyz/BpPD9+Zo6kMkqVVmUqLDaqyimnnMJ5553HE088AcDcuXP5/PPPG+sMGzaMYcOGFUvEyLL86OlsfumLnLW3/s6P2PLhGnq9ODJnbRqJmXHzPJbOXpmz9pbOXsmjo1/knKqjc9amUVrYiCuA+spaPu/7d5a2eZLP+/49J+alV155hXbt2nHJJZc07hsyZAi77bZb4/b06dM54YQTAFi7di3f+973GDRoEIMHD2bKlClN2vvyyy/5+te/zvPPP8/y5cs57bTTGD58OMOHD+eNN94AYMWKFRx77LEMHDiQCy+8ENU0TDQRYdX4OTlVWjE2v/QFS/v8NeftGtt48MgXsh5pJWL9l5t48MgXct6uURqY4kpAfWUtq8dV01BbDwoNtfWsHledtfL673//y9ChqTsHXH/99XTt2pV58+bx7rvvctRRRzWWff7554wZM4aJEycyZswYLr/8cn7yk58we/ZspkyZwoUXXgjAr371Kw499FDmz5/PKaecwqeffprVORSD9XenP5+VMks3mvLKEw8e+QKb1zbkrf3Naxts3quVYqbCBKy5Zh5a3/SB0/oG1lwzj/KxFQWT48UXX2w0KQJ0794dcIupR40axR133MERRxzRWPe9995rrPvVV1+xdu1aXnvtNZ555hkAxowZ09hGqbBq/BzYmmLlMuj20EEA1J03C1J9Zy7dyPKjp5vZMIfMuHle2kqrW7/tqPtkXVq/2bpReX78TMZMOjit3xmljSmuBDR8Wp/W/lQZOHAgTz/9dFZtALRt25ahQ4fywgsvNCqurVu3MnPmTDp27Jh1+1EhVZd3aO7qXj62gvrKWuouroZ1yV+gm1/6wpRXjqipWpKyebBNB+H7M0Y32//UGa+mrMRyOX9mlAZmKkxA2e7lae1PlaOOOoqNGzcyefLkxn3vvvsuixYlfsiPOeYY7rjjjsbtVatWAW6N1P33388HH3zAb37zGwCOPfZYbr/99sa677zzDgCHH344jz32GABVVVWNbUSdVJVWp0v701vPSLg+q3xsBb3Xnka3Rw9K6U7f/NIX5m2YJTNunscr181NqW7v4T0SKi2A0588gotmH0+3ftul1NZTZ7yasoxG6WOKKwFdbhiElJc12SflZXS5YVBW7YoIzz77LC+++CL9+/dn4MCBXHXVVey8884J6//iF79g1apV7LfffgwZMoRXXnmlsaysrIzHH3+cl19+mUmTJvGnP/2J6upqBg8ezL777stdd90FwC9/+Utee+01Bg4cyDPPPMPuu++e1TkUgnSUVioLisvHVtDt4YNSOvb6u/I4n9bCmXHzvJRHWkdOHJKSee/0J49gn9N2S1qv7pN11FQtSenYRukjpehlloxhw4ZpfCLJ999/n3322SflNuora1lzzTwaPq2nbPdyutwwqKDzWy2BdK85uOted86s8EoC3R45KO3/R0ptYxE2MuWe4dNSqnfR7OPTbjtVpZhJ28Y2RGSOqkZ+PY6NuAIoH1vBTgtPoPfWM9hp4QmmtApE3QVvJa3T6ZL+Gf0/ysdW0OnS/knrrb/zI4uukSapLgo+cuKQjNo/9MpBKY28zGTYOii64hKR40RkgYjUiMiVCcr/ICLveJ8PRaSuCGIaBWDV+DmwKdwCkO1oqPukoW7Oq314LMW67ydXoIajpmpJSg4SvYf3yCre4KFXDko651X3yTpm3Dwv42MYpUFRFZeIlAF3AKOBfYGzRWRffx1V/Ymq7q+q+wO3A88UXFAj79RX1iad18qVCa98bAW9N56OdA5xqt2oLD96etbHag3MnrQgaZ1u/bbLict6KtHi35+yyOa7WjjFHnGNAGpU9WNV3QQ8AZwcUv9s4PGCSGYUlDXXJOklCzmfd+p6V3h7m1/6wkyGKbB2WXhy1lynJ0nF0zBVz0ajNCm24uoD+GdcF3v7miEiFUA/4OUCyGUUmGRr5DpdknxuKl3Kx1bAduGPwOrL3875cVsSqYxscp1T6/Qnj6BNh+RpcywYb8ul2IorHc4CnlbVhKtJRWSciFSLSHWhEhgauaG+shbahLyI2kvevPy63T08tDxRckpjG2/+7r3Q8t7De+TluEHrv/zYwuSWS7EV1xLA7yq0q7cvEWcRYiZU1cmqOkxVh/Xq1SuHIuYOEeGKK65o3L711luZMGFC6G+ee+65JqGc4nn44YfZb7/9GDRoEAcccAC33norAOeff35jlI4LL7wwtI0JEyY0/i5dHnzwQS677LKMfguei/r33oKGAKeMMuh2/4iM209G+dgK2o3aMbTOsoEWDy8RT53xamD2YnBKK5+hmFJRiuao0TIptuKaDewpIv1EpD1OOU2NryQiewPdgX8XWL6c0qFDB5555pm08mGFKa6qqir++Mc/8s9//pN58+Yxc+ZMunbt2qzevffey7777pugheJTd3E1bE6stKRnO7o9lP56rXTp9eJI6Bj8KGx9b43NdcWRLCRT55075j1+YCrtm6NGy6SoiktVtwCXAS8A7wNPqup8EZkoIif5qp4FPKEFXC1dU7WEx098mXtGTOPxE1/Oyc3ftm1bxo0bxx/+8IdmZQsXLuSoo45i8ODBjBo1ik8//ZQ333yTqVOn8rOf/Yz999+fjz5q6nV30003ceutt9K7d2/AKcaLLrqoWdsjR44ktiD7H//4BwceeCBDhgxh1KhRzerec889jB49mvXr1/Poo48yYsQI9t9/fy6++GIaGpyV9oEHHuBrX/saI0aMaEyfkgn1lbWhcQR3+fKUgq2f63ZvuMmw7uLZBZGjFKipWpI0juDw8XsVRJZU1oUlM2capUexR1yo6jRV/Zqq9lfVG7x916nqVF+dCarabI1XvqipWsLrN85z3lLqvKZev3FeTpTXD37wAyorK1m9enWT/T/84Q8577zzePfddxk7diw/+tGPOOSQQzjppJO45ZZbeOedd+jfv6mDQrppUpYvX85FF13ElClTmDt3Lk899VST8j//+c/8/e9/57nnnmPhwoX85S9/4Y033uCdd96hrKyMyspKPvvsM375y1/yxhtvMGPGjFATZDLqzk0exaJQJFWQ67baqMvjzVvnh5Z32L5tVuu10mHA6D5JlVeYOdMoTYquuKLI7EkL2LKhaS6NLRu2prReJRnbb7893/3ud/nTn/7UZP+///1vvvOd7wBw7rnnMmPGjKyPFc/MmTM5/PDD6devHwA9emybI3j44Yepqqri6aefpkOHDrz00kvMmTOH4cOHs//++/PSSy/x8ccfM2vWLEaOHEmvXr1o3749Z555ZkayLD96OoSMn6Vn+4zazYZkc12rL/9PgSSJNhu/2hJafshPBxZIEseA0X3osH14ogub62pZmOJKwNrPE69LCdqfLj/+8Y+57777WLcuvdxD8QwcOJA5c3ITzXzQoEEsXLiQxYsXA6CqnHfeebzzzju88847LFiwIKkjSToky2jc9bYDcnasVOn14khoG+zdqCs2tfpRVypWh0KNtvwkU5Y219WyMMWVgM47Jc5pFbQ/XXr06MEZZ5zBfffd17jvkEMOaUwaWVlZyWGHHQZAly5dWLNmTcJ2rrrqKn72s5+xbNkyADZt2sS9994beNyDDz6Y1157jU8++QSAlSu3uQsfcMAB3H333Zx00kksXbqUUaNG8fTTT/PFF1801q2treWggw7i1VdfZcWKFWzevLmZuTEVkkakkBRMd3mi24PhHoxJF0q3cJJZHfLl/p6MVJTlK7+0RcktBVNcCRg+fi/axnmZte3YJqcTzldccUUT78Lbb7+dBx54gMGDB/PII49w2223AXDWWWdxyy23cMABBzRzzjj++OO57LLLOProoxk4cCAHHnggX331VeAxe/XqxeTJkzn11FMZMmRIMzPfoYceyq233sqYMWPYcccd+fWvf82xxx7L4MGDOeaYY/jss8/YZZddmDBhAl//+tf5xje+kVH092SjrXwsNk6VZIF4s00mWuokszoUMxNx0iC8LS8RRqvF0poEUFO1hNmTFrD28w103qkjw8fvVRQTSCmT6Jp/1uUZdG3IHEnvDvReEhb1qzB8tsOzCRcfl1WUs9PCE4ogUfGpqVrC9Alz0a2Jy/c5bTcOvTK7nHXZkiy1Sr7XlpU6pZLWJHxGsxUzYHQfU1R5IFRpQSSUFkDX2w5k9bhqtL6pu/7WtVuor6xtdWluaqqWMP1X7wYqrd7DexRdaYGLYxjmqm/RNFoGZio0Csaq8UkcSbYrCy8vIOVjK+g6eRjSs12T/bpiE6vHVbc6J43Xb/ovGhDdJNVsxoUglbiI5qRR+rQqxdUSzaJRJdG1Tpa2pNvd0bJQlI+toE3nds32a31Dq3PS2LI+eKF41CwTyea6bEFy6dNqFFfHjh1ZsWKFKa8CoKqsWLGCjh23eWEmG6G0G7VjJM1vQc4YrclJo9TWQCUzWdqC5NKn1cxx7brrrixevBiLHF8YOnbsyK677tq4nSw9SK8XR+ZZoswo272chtoESkqd6TNfUeujQk3VEt6fsih5xYjRe3iP0Pmsp854NefpVozC0WoUV7t27RojRhiFJyw9SGgm4iLT5YZBCZ00YJvpsyUrr9dufDe0PKkLepEYM+lg7jloGgQ4kySLtWhEm1ZjKjSiS7JMxMUk5qQRRLJ5u1KnYUOwab1tp7JIeBIGceSE8BiGlmiydDHFZeSdUG/C7coiObflJ5l8Sb0lS5Rk3neHXbVfgSTJjGROI0tnrzQPwxLFFJeRV+ora1l/V/CoJGqehJnQUkddoeGdJHrehIno1m+70PLXfl1ajieGwxSXkVdWX/6f0FA7UR9ttWbCwjvtc2o057biSeaA0bApYBLMiDSmuIy8UV9Zi67YFFheVlFeQGmyIyx+ISR39y9FgoJKl3WUSM9tGS0fU1xG3gh1gRfnsVcqJPMcbGm5umbcPC/hiKttxzYcfvXgIkiUOcWKWG/kD1NcRt4Ic4HvdEn/kjMTho26WlKurhk3z3Nrt+JMvGUdhcOuHlQSc1t+koWjKrUF1kYEFJeIHCciC0SkRkSuDKhzhoi8JyLzReSxQsto5J5SXPvUfdLQ0DVndRe8VUBp8kfQguOGDVpySisVLMlk6VFUxSUiZcAdwGhgX+BsEdk3rs6ewFXAN1R1IPDjQstppE/Y6EN6ti+gJLkldM3ZJm0xo66WRrKF0q/dZKOuUqLYI64RQI2qfqyqm4AngPi8FhcBd6jqKgBVDc9CaESCsDmfrrcdUEBJcksy82apB99tqWazQ68cRNtOwdkHGtZvtVFXCVFsxdUH8NslFnv7/HwN+JqIvCEiM0XkuEQNicg4EakWkWqLR1hcknkTltrcVjNCnppSDr6bNC6hFE6WfJBswXToujUjUhRbcaVCW2BPYCRwNnCPiHSLr6Sqk1V1mKoO69WrV2ElNJoQNuooJRf4IDpdHOykIT2ap0EpFZKl+yiVtVtBDBjdh7JOwa+8tcuC160Z0aLYimsJ4H8advX2+VkMTFXVzar6CfAhTpEZESVhNHWPUnKBD6L7pKG0G7VjwjJd01Cy81zJ0n20hLVbh18Vfg4t1VTa0ii24poN7Cki/USkPXAWMDWuznO40RYisgPOdPhxAWU00iDcKaNd6ZsJPXq9ODKxk8mmrSU5z5Xshd2ha+mOJP0k84osxRQurZGiKi5V3QJcBrwAvA88qarzRWSiiJzkVXsBWCEi7wGvAD9T1RXFkdhIRtii4663HVhASfKPrkw8j9dQW19yo673nwl/YR9yxb6h5aVE550TRwSJYU4a0afYIy5UdZqqfk1V+6vqDd6+61R1qvddVfX/VHVfVR2kqk8UV2IjjLBFxy1ltBWjbPfg+bq6C2aXlvIKiSdZ1qlNi1q/NXz8XqHl038VnoPMKD5ZKS4Rudwz3xlGab2oc0CXGwYFe9qVqMkwEcnmhUqNAaP7UNY++NWnDSFa3IgE2Y64jgIWisjfReRMEemQC6GM0iTsRV3Ki46DKB9bETpSCXNSiRJh81vSrjTSl6TL4b8wJ41SJivFpaonAxVAFS6ixTIRuVdEDs+BbEYJUV9ZG/qiLuVFx2GEuveXwLqnxriEiWgDI68NzyJcqiRTxh88a04aUSbrOS5VXaGqd6jq14EjgOHAKyKyUESuEZHOWUtpRJr6ylrqLpgdWN6SvAnjCXXv1+hnRw57QR85YUiLHG01EtKxUEvTFWly4pwhIqNE5AFgOvA58F3gXOAA3GjMaMGsvvw/EJCQT8rLWpw3oZ/ysRWhZtD1k6O9ciPsBd2ilRZw5K/CR5PmXRhdsnXOuFVEFgN/Aj4ABqnqsapaqaqv4yJdtEwbkdFIWHinrpOHtdjRVoxQM2jEJ/ol4A0QtL8lMWB0n9BcXckiiRjFI9vbsyNwiqoOVNXfqGqTLoqqbgaGZXkMo4Rp6UoLvHMMMTtF1VxYU7WENh0SvwL2PqW0wzulSliurmSRRIzika3i2qqqzSY3ROSPse+q+kGWxzCMyNPpkuD4hVE0F9ZULeHV69+lYX2crVBcCpCWEN7JaLlkq7jOD9h/bpbtGiVCS827lS6hiTEjaC5883fvsXVzc7k6bN/OlJYPm+eKJsHpXEMQkQtiv/d9j7EH8GVWUhklQ9jarZbqAh9ImSRWUmXR84sPMoO1RvNYh67tAs/71etdFI2W7qhSamQ64jrX+7T3fT8XOAfoD5yXE+mMyBO2dqs1zG/56TRuj8QFWzWy81yGi8PYpl3izsXWzWpOGhEkoxGXqh4JICK/VtVf5FYko1QIexm3hLxb6RIzF66/86OmBbptX6hJsUCY+aspsdHUK9fNTVjeGkehUSftEZeI+Lsm14lIm0SfHMpoRJQwp4OWkHcrE7pPGhpoGlx/90cJ9xeaN2+dX2wRIkcyU6Ap+2iRiYJZ7fu+Bdgc94ntM1o6IU4Hrc1M2ISg67I1GoGIN361pdgilBym7KNFJqbCgb7v/XIliFFahL6AI+iMUFCCnDRwzizFVOrJRg77nNY61m8lRAgMmmzKPlqkPeJS1UW+77X+D/AFsMz7brRQ6itrWT2uOrA80EmhlRB2/g2fFjdi/OxJCwLLpJ20alf4fU4NV9rPj59ZIEmMZOQi5NMI7/sYYCWwSkROzIVwRjRZc808tL4hYVmnS/tHwgGhmHSfNBS2S/xohSWfLARrl20ILBt57eACShI9Dr1yEBLgXQiwdPbKAkpjhJGtE8VY4L/e9+tw7vAnATem2oCIHCciC0SkRkSuTFB+vogsF5F3vM+FWcpsZEmgC7xEw2suCnS7ezhSXtZ0p0D743cpjkCEmwk7dG1na5VIrrzNSSMaZKu4ylW1XkR6Anuo6hRVfRGXoyspIlIG3AGMBvYFzhaRfRNU/Yuq7u997s1SZiMLwua2ij2aiBLlYyvoeF7fpjEMFTY8tLBoDhqv3/TfwLJDrkj02LU+kinvMFOrUTiyVVwfishY4DLgXwAisgOwPsXfjwBqVPVjVd0EPAGcnKVMRh6puzA471ZrdYEPYtO0z5pN9mt9Q2i0kXyyZX1i8y5YZIhUCTO1GoUjW8U1HvgBcCRwrbfvm8A/U/x9H8CfyW6xty+e00TkXRF5WkQSzqCKyDgRqRaR6uXLl6d4eCMdVo2fAxuCEzi1ahf4BAQ5YhTbQcMIJ5lnpZkLi09WiktVZ6vqIao6UlU/8vZVqmoug+z+DeirqoNxo7qHAmSZrKrDVHVYr169cnh4I8b6u6KxgLZUCDSdFiEzsnnEpU4yz0ozFxafjEI++RGRvYAhQGf/flW9P4WfLwH83ZtdvX3+dlb4Nu8FfpuZpEbWhAQ5l57tCidHidDlhkGsHled0AOzkCGgZtw8L9QjrlWv3Qqg884dA82CZi4sPtm6w18NzAWuoHmw3VSYDewpIv1EpD1wFjA17hh+N6yTgPezkdnID11vO7DYIkSO8rEVdJ0cnEe1UCGgPnh2UWh5a167FcTw8XuFlpu5sLhkO8f1Y2CEqh6kqkf6Pkel8mNV3YJz7HgBp5CeVNX5IjJRRE7yqv1IROaLyFzgRwTnADPySDJPOJvfSkzodQmeLswpGnKczjt3LIwQJYZ5F0abbE2F64GsMhyr6jRgWty+63zfrwKuyuYYRvaEecKZmTDaSJtg5ZVsZNGaCbtuZi4sLtmOuK4FbheRXSw6fMsmLO+WmQmTsF1ZYFG+13TVVC2hrEPi4/ce3sPc4EPY+5Twub8ZNxdnWYORveJ6ELgI58Zu0eFbKGEvV+nZ3syESeh2d/A8V93338rbcWuqlvD6jfMSrt/a57TdGDPp4LwduyWQbO7v/Snhc4dG/shWcfXzPnv4PrFto4UQ9nLtetsBBZSkNAlV7Bs1b6Ou2ZMWsCXBurvOO3c0hwyjpMl2HVcsKvwiYFNcpHijBbBq/BzYaHm38snqS/KzpsvcubOnw/ZZrxgy8kC27vDdROQxYANQ4+07SUR+nQvhjOITlay9JU/Ik6Zr85PrKWim2WagU+eQnw4MLTe3+OKQ7S18Fy4jcgWwydv3b+DMLNs1okKIK7V5E6ZOp4v7F/yYQR5xYe7xRlMGjO6DhNzmb/7uvcIJYzSSreIaBfxIVT/Di6ugqsuBHbMVzCg+yeZezJswdQqd7qWmakngyMrWbqXHyGuHBJZtXL3ZRl1FIFvFtRrYwb9DRHYHPsuyXSMCrL787dBym99KD+mceL4kaH+mxLwJE42s2nZsY2u30mTA6D506Bo87Hrz1vkFlMaA7BXXvcAUETkSaCMiX8cFwb0ra8mMoqMrQlY12DxJ2nS9ayi0jcuw21bc/hwS5E0obeCwqwfZ2q0MCMtXtvGr/MxRGsFk+/r5DfAXXDLIdsD9wF+B27Js14g4xZizKXXKx1bQ7cERlFWUg7g5QunajrpzZ/F537/nzC1+7eeJvQZVLe9WpiS7brYYubBk6w6vqnqbqu6rqtup6j6q+kdVDYkjbpQCydJuFHrOpqVQPraCnRaeQLdHDoL1W9EVm0BdZJLV46pzorw675R4Ditov5E9yQIZG7klW3f440XkJhG52/s7OleCGcWjvrK2Me1GIsybMHvWXDOvWbqTXGVHHj5+L9p2bPpo29xW9oSt6TJPzcKSkeISkfYi8iLwFHAIsD3wDeBpEXnJS1FilCjJnDLMmzB7ArMjh8SETJUBo/tw2NWDnPegOC9Cm9vKHlvTFR0yHXH9BOgJ7K2qR6jq2ap6OLA30A34vxzJZxSBMKcMi02YGwKzI5Nd4N2aqiU8fuLLvPLLuQAc+ashnP23o0xp5YABo/vQe3iPwPLXb/pvAaVp3WSquL4NXK6qTQy73vb/AadnK5hRHJKv3bLYhLmgyw3BsQKTjXiDqKlawvSJc11IJ3WhnaZPnGsjgRwSFpg4UTBjIz9kqrj2xGUvTsRbwIAM2zWKTLI5Fhtt5Yaw6xi6DCGEN2+dj8Z5ZusWW2dktDwyVVyiqusTFQTtN0qDoLkXcGZCozBkYi4MWk9k64wKx6OjXyy2CK2CTBVXexH5nohckOiDW9OVEiJynIgsEJEaEbkypN5pIqIiEpzcyMiasLkXMxPmlrCOQL4ixhvZU9ZRAsvWf7nJ1nQVgEwV1yzgu8C5AZ9ZqTQiImW4xcujgX2Bs0Wk2RJ1EekCXJ5qu0bmtD9+F4h/LgU6XdrfzIQ5JqwjkEnE+KCwRGHhioz0OfzqwaHl7z9ja7ryTUaKS1VHquqRYZ8UmxoB1Kjqx6q6CXgCODlBvetxUToskVAeWTV+Duvv+sgLl+wh0OmS/rbgOA8k6wikYy6ccfM8Nn7VfG6sTTsJDVdkpE9SD00Lv5B3ih1xrg8uCWWMxd6+RkTkQGA3VX2+kIK1NhoXHcc/dAqbplnM5GKQ6mLk58fPdGnk4/53ZZ3acMS1g80VPg+EucWDhYDKN8VWXKGISBvg98AVKdQdJyLVIlK9fPny/AvXwqi7uDqwLMxhw8iOsMjwqVz3mqolLJ29MmHZ1o1bTWnliTC3eDBzYb4ptuJaAuzm297V2xejC7AfMF1EFgIHA1MTOWio6mRVHaaqw3r16pVHkVse9ZW1sC54DUqYw4aRHWGR4VO57rMnLQgsszBE+eXIicF5usxcmF+KrbhmA3uKSD8vTNRZwNRYoaquVtUdVLWvqvYFZgInqWrw8MBIm2QmqbDFskZ2lI+toNOl/Zs5xEh5WUrXPSgSPBCYSNLIDRYxvnhkG2T3WRH5lkhYcutgVHULcBnwAvA+8KSqzheRiSJyUjayGamTzCRl3oT5pfukoXR75KDGdCdlFeV0nTwspesuZcFle5+yW3ChkXcsYnz+yLZP9jpwHbBMRO4UkUPSbUBVp6nq11S1v6re4O27TlWnJqg70kZbeaA8+DawSPCFoUm6E0gpR9fz42c2i5QRo/fwHhx6pY2U803YUgMz1eaPbPNx/V5VDwQOB+qAx0XkfyJynYhYpsESYNX4ObAu4AlrY5HgC0l9ZS11F8x2EeK9HF11F8wOVF5BThmQ3HnAyA3JlhqYuTA/5MQKrqrzVfUq4BygHvgl8LaIvCgiITOYRrFZf3dw3q1uDx9kZsICsvry/8CmuE7Epq0JPT4tcG40SBYx/v0pZi7MB1krLhHZS0SuF5GPgMnAX4C+wE7ANOC5bI9h5If6yloIMWeY0iosumJT4oJ1Dc1GXWHehEZhSTa6tU5G7snWOaMaeAPoAXxHVfdR1RtVdZGqblDV3+dESiMvhKbPKAuOx2YUnnjPz7XLLIhMqfDm794rtggtjuDVj6lxMzDVC9eUEFXtl+UxjDwRlj6j07g9CiiJAc4RJuh/4vf8fH78zNB2Ou/cMadyGdmxcXVmaWqMYLI1FV6TSGl5IzEjwqwaHx593GITFp4wRxj/YuQwpwyA4eP3yplMRmok6yyYuTC3ZKu4mnkOiogA1l2POOsnf1xsEYw4sl2MDNBh+7YW5qkIJOssvHaTeRfmkoxMhSLysPe1g+97jL6ApVyNOg0WkyaKdJ80lA7f2IE118yj4dN6ynYvp8sNgxodZZL13A/56cBCiGnEMWB0H165bm5gecN6W9SVSzKd4/oo4LvinDWeylgiI+8kS5dhmY6LS/nYikCPzmQT/TbaKh6dd+4Y6jRTU7XE/j85IiPFpaq/AhCRmar6Qm5FMvLN6sv/E1zYxjIdR5mwiX6LTVhcho/fK3TU9fpN/zXFlSPSVlwicpRvc3PcdiOq+nLGUhl5JXC9ELboOMokMxNabMLiMmB0Hxb8bVGg88yW9cEZGIz0yGTEdV8KdRRz0ChJTGlFi/rK2sb5rpn7bxe4vk7aicUmjABjJh3MPcOnFVuMFk/aisvWZZU2y4+eHlhmAXWjRX1lLavHVaP1rqe+PsQUOPLawQWSysgGm+fKDWYVb2VsfumLwDILqBst1lwzr1FpAbQJ8AQ1F/hosc9pwSbbN281h+tckLbiEpH3fd8XiciniT65FdPIBcm8Cc1MGC380TLm7daerYnMhGIu8FEjzGS78astthg5B2Qyx3WR7/s5uRLEyD9158wqtghGGpTtXu5SnACLdmwHknh+y0Zb0SPMNf7NW+fb/yxL0h5xqeoM3/dXgz65FdPIlrC5LYB2o3YsjCBGyvijZQQuF7d15JEkLJKGjbqyJ9vo8O1FZKKXPHKd9/d6EbEonxEjbG4LoNeLIwsjiJEyMdPt8weWB9YJGIQZRWbA6D6h2ZEtYnx2ZOuccSdwFPAjYLj3dyQwKdUGROQ4EVkgIjUicmWC8ktEZJ6IvCMiM0QkPOWo0Yxkc1tGdHl+WGennRJpKFV2q9tSeKGMlAjLjmwR47MjW8X1LeAEVa1S1fdUtQo42dufFBEpA+4ARgP7AmcnUEyPqeogVd0f+C1gOb7SJD6XUzN6dyiMIEZmBCit3b/YzKD/WV6uqJJsHsvMhZmTreJaBsTbMToBn6X4+xFAjap+7KVHeQKn+BpR1a98m9thVv20iU3wB9F7ycmh5UY0GbQoOAKKEQ06bB/s//bary1ifKZk4g5/VOwDPAL8Q0QuEpHRIjIOmAbER4wPog+wyLe92NsXf8wfiMhHuBHXjwLkGici1SJSvXz58nROqUWTLO9Wt0cPKpAkhtH6CFuq0LBpq426MiSTEdd9vs/FQBfgaty81lXA9t7+nKGqd6hqf+D/Ab8IqDNZVYep6rBevXrl8vAlzfq7Pgos63Rpf1u7FWFm3BzQI1d1HyzaSdRJZi60PF2ZUeyQT0sA/zLzXb19QTyBcwgxUmDV+DmhhlXLchxdaqqW8P6URYHlY96OmX+F+spa64CUKJanKzOKHfJpNrCniPQTkfbAWcBUfwUR2dO3OQb4XwHlK2nCRltGtEnVXVpXbGL1uGrzHI0wYSGgjMzIdh3X9iLyexGZIyK16YZ8UtUtwGXAC8D7wJOqOt9bG3aSV+0yEZkvIu8A/wecl43MrQpzYylJaqqWhLpLd9rU9B+r9Q3JPUeNopEsav/z42cWSJKWQ7YjrknAgcBEoAfwQ+BT4A+pNqCq01T1a6raX1Vv8PZdp6pTve+Xq+pAVd1fVY9UVYtSmQLJeuBlFcGLWo3iEhqIVZW9ljT3JvTHNTSiR9ioa+nslaa80iRbxXUscJqq/hVo8P6eCZybtWRGViTrgfvDCRnRYuNXwYuKK9YrfVY2Ly/b3ToiUebQKwdR1in4dRuUfNJITLaKqw2w2vu+VkS64tZwDciyXSNLkq3dssn80uTQqwch5WXN9m9du9nmuSJOw4ZwRwxzjU+dbBXXXOAI7/vrONPhncCHWbZrZIGZCUuboBh3Hbq2o3xsBV0nD0N6tm9Spis2m5NGxOm8U3gIV8vVlTrZKq6LgIXe98uBDUA34LtZtmtkQd333woubN/GzIQR55Ar9qVNu6Zhntq0k8bYd+VjK2jTuflKFq1vYPXlbxdERiN9wiLGQ7iJ2GhKVorLC9X0kff9C1X9vqqeqaoW+rhIrBo/BzYGuxN2u3+4mQkjzoDRfTji2sF03rkjiMvtdMS1g5ssZg1yxtAVm5NGSzGKg+Xgyh2ZJJJsgohcAJwN9AaW4hYJ36+q5oxdBJKt3TKlVRoMGN0n9EXnTzIZz/q7PqLDN3aw/3UE2ee03QIXloelQTGaku06rt/iwjA9A/zM+/tT4DfZi2ZkREh3IX5exChdQs29mkJGAKMoHHrlIHoP79Fsv98UbCQn2xHX+cCBqro4tkNE/g68Dfw8y7aNNElmIup62wEFksRIl5qqJcyetIC1n2+g804dGT5+r9ARV/nYClZf/h90ReII8bauK7qMmXTwtv/3sg1IG9i6WZk9aQFgJsVUyNY5Y433id/3VYK6Rh5ZNX4O6+8MMRN2EDMdRZSaqiW8fuM81i7bAAprl23g9RvnJXWP7nrbARCQAdnWdUWbAaP7MHz8XrTt2Ab1vOTXLtvAK9fNtcXIKZBJWpM9Yh/gj8AzInKMiOwjIscCT5FG5AwjN4TObbUVut03onDCGGkxe9ICtsSt8dmyYWtjDzyI8rEVdLqkf0Ll1bCo3pw0Ik6i/zu4xciBmQEMIDNTYQ1uJsX/uBwZV+co4M+ZCmWkR31lbejcVrcHR9hoK8Ks/TxxFuOg/X66TxpKh2/sQN3F1bCuYVvBVhpH4JYFIJqE/X8/eHZR0hiHrZm0R1yq2kZVy7y/QZ/mS/uNvLH6kvCetSmt6FJTtQQJMPclW7Aao3xsBdQ3JCwLNR8bRSXs/6uW7SSUnKQ1EZHdReTrImLx+4uArrWFi6VIbG4r0Uuqbcc2SResNiFkxG3RNKJJ2P9Xip1wKuJk6w6/i4i8ijMfPgN8JCKviUjvnEhnZE9ZQHfeKDpBcxzSBg67elDOvMvMNT6aDBjdJ6FrPMDep9gYIIxs9fqduHiF3VV1F6A78B/grmwFM1Ij2QR8p3F7FEgSI12C5jhUc+sSnSzgslE8xkw6mH1O261xhCVt3CJlm98KJ9t1XIcCu6jqZgBVXSciPwcszHEBqK+sTTqHYRPz0aXzTh2dC3yC/WmzXVlT5ww/NuqONIdeOcgUVZpkO+JaBcQv994LqMuyXSMF6i6uDi3vdGn/AkliZEJsHY+ftOe2PLrdPSy4sEHNNd5oUWQ74vot8KKI3AfUAhXA94BrU21ARI4DbgPKgHtV9ea48v8DLgS2AMuBC1S11c8211fWBvewPWy0FW1i5sB0ImYE4SJpvI2u2Jyw3FzjS4d0o6i0RiTbWLgichTwHbYF2X1cVV9K8bdluNxdxwCLgdnA2f7o8iJyJDBLVetF5FJgpKqeGdbusGHDtLo6fDRS6izt/DSsC/aZlZ7t2OXLUwookZEq+Xox1VfWsnpcNRrgGo9A761nZH0cI3/UVC1h+sS5aJyjcO/hPRgz6eC8H19E5qhqyPA9GmRsKhSRMhH5CHhDVS9U1eO9vykpLY8RQI2XHmUTLrL8yf4KqvqKqsZml2cCu2Yqc4siRGkBdL3twAIJYqRDpuGdUiGWZDIQTe7MYxSXN2+d30xpgUXTiCdjxaWqDUADkMFMciN9AH+M/8XeviC+D1QlKhCRcSJSLSLVy5cvz0Kk0qfTpf1t0XFEee3GdzMK75Qqyf7v6+/8yNZ1RZiwZJLvP5M4HUprJFvnjD8CT4rIESLSPy6OYU4RkXOAYcAticpVdbKqDlPVYb169cr14aNHyH/O5jGiyYyb59GwIbFpPpXwTimzXXjgmmSRVoyIYhkOG8lWcf0ZNz/1CvA/3ELkGu97KiwB/CvtdiWBK72IHA1cA5ykqhuzEbjUqa+s5fO+f4cAS6F5EkaXD54N7jFn5AIfQKiHIS7Sio26okmyZJJmLnRkpbhyEKtwNrCniPQTkfbAWcBUfwUROQC4G6e0vshG3lInNvmecEFpmdDp0v422oowYfHnMnGBD6J8bAXSOdxhePXlb+fseEbuSJZMMih7cmsjI8UlIuUicqOITBWRCSLSIZN2VHULcBnwAvA+8KSqzheRiSJyklftFqAz8JSIvCMiUwOaa/GsvvzthB5jZRXl9N5yuimtCBPqfCG5Tx7Y9a7weyHIbd4oLgNG96GsU/hrOReOPKVOpuu47sDNN1UB3wZ6Aj/MpCFVnQZMi9t3ne/70RnK2KKor6wNfNlYtttoM+PmeaE95X1OzX1cuvKxFWx840uLDl+CHH7VIF65bm5g+exJC1r9uq5MTYXHAceq6s+B0cAJuRPJSETYhLplu40uNVVLwpVWHuPS2Qi8NBkwug/SLjhMV04deUqUTBXXdqr6GYCqLgK65k4kIxFhqUu63GBxzqJKqJu7kPcYddIz8WR/0H4jGoy8dnBwoZqTRqaKq62IHCkiR3mRM5pse/uMHLG0z19Dy23NVnQJ6x3n0pMwiK63HQjxvfd2YgvUI86A0X3Y57RgE/L7Uxbx/PiZBZQoWmQ6x/UFcL9ve0XctgKWTyMH1FfWwtKQFQAW+DvSBEWAh9x6EgYR69SsuWYeDZ/WU7Z7OW0GdKbuvLeoO2eW80Ydt4eZFSPIoVcOYuchPQLnu5bOXklN1ZJWOd+V0YhLVfuqar+QjymtHFF3zqzQ8k6X2LqtKJMoAjy4ua1CvXDKx1aw08IT6L31DNofvwubX/oCGrzVrA3K+js/slBQESXZPZKriCulhiWIjjDLBiaMbtUE6ylHmwGj+3DY1YPovHNHEOi8c0eOnDikaPmX1k/+OK39RvGRkLd0a3XUyDatiZFHtr63JrS8zb5dCiSJkQ0DRveJjjmnISBuUINSX1lr86URZO9Tdgv0TC3EPGkUMcUVUZYfPT1pnZ3nj86/IEbaRDqfUpkEKq/V41wqIFNe0eLQKwex+tN1LJ29ssn+TJOOtgTMVBhBlh893c1DhGCjrWgy4+Z5vHLd3LykLckFncYFTz9rfQN1F88uoDRGqoyZdDBHThzSxOR82NWDotMhKjA24ooY9ZW1SZUW2GgrigQtNo6lLYnCSyY2JxoYUWPdVlaNn2NzpxEkUibnImMjrohRd3HyzM3dHj2oAJIY6RLm4RWlSfTuk4ZSVhEcbcUcNYyoY4orQqwaPwfWBaRd97AkkdGl2IuN0yE02ornqGEYUcVMhRFh1fg5yQOidhAz4USYYi82TofysRXUfXdWYF43c9QoHSLtDJQnbMQVEdbflTyKd7f7RhRAEiNTorDYOB06XRy8eF3rG1hzTeuOh1cK1FQtYfrEps5A0yfOjYwzUL6wEVdUSJKWu92oHa33G0Hie7t7junDojeWl0TvN5mjRkNtva3tijhv3jofjYu/rVvc/qjed7nAFFcESLZmyzIbR5NYbzf24li7bAMf/HURI68bUjIvje6ThrJp2meJs2pjJsOos/GrxFkjNn61pUXHMTRTYZFJZc2WKa3oUVO1hFd+OTewt1tKdLlhEFJelrDMTIalS5TWD+aaoisuETlORBaISI2IXJmg/HAReVtEtojIt4shY75YNX5OUqXV6VILohs1YiOtIPNuUC84qpSPraDr5GGB5ZZhO7p06BqcVy22frAlUlTFJSJlwB24LMr7AmeLyL5x1T4FzgceK6x0+Sfpehmx0VYUSTSvUOqUj60IXNtlGbajyyFX7EubVpgtudgjrhFAjap+rKqbgCeAk/0VVHWhqr5LoONuaVJfWRsc8NTDUpZEk2QjqrBecJRJaDIU56Txed+/29quCDJgdB+OuHZwYAT5qK0fzBXFVlx9AH+MnMXevhbN0j5/TZpnq92oHW20VYK0aSccckW80aA0iJkMG0deQqM5tKG2nrpzZvHZDs+aAosYA0b3YeSEIc2WYrTkILzFVlw5Q0TGiUi1iFQvX7682OIEsrT7lPCMxjil1evFkYURyEibwBGVwBHXDi5pT65Y0smyivKEc3i6YjN133vLlFfESJT3rSUH4S22O/wSYDff9q7evrRR1cnAZIBhw4YlWRVVHJYfPR3qkod0spFWtDnkin159fp32bp5223Wpp2UvNLyE+qQsVmpu3i2uchHjNYUhLfYI67ZwJ4i0k9E2gNnAVOLLFNeSCXqe1lFuSmtCFJTtYTHT3yZe0ZM4/ETXwbcyMrfu21JSgtScMjwosgbRjEQ1eIOTkTkeOCPQBlwv6reICITgWpVnSoiw4Fnge7ABmCZqg4Ma3PYsGFaXZ08ynqhSCkOIS7qu/Vio0VN1RJev3EeWzZs8w1q27FNizbDgOtorR5XjdaHWAgEuj1i92xLQkTmqGrw2oiIUHTFlQ+ipLhSVVr07kDvJScnr2cUlMdPfDlh4NzOO3fk7L8dVQSJCkd9ZW1oIN5GyoRO4/Ywa0ELoFQUV7HnuFo09ZW1qSmtbmWmtCJK0DqYlro+xk9sJJXMA5YGbbzPTXkZhaDYc1wtluVHT0/+wOM8CHuvOq0AEhmZELQOpqWuj4mnfGxFytFb1t+dQifNMHKAKa48kEooJwDp2d7c3iNOolQlLXl9TCK6TxrqlFdwgAbHVmyhslEQTHHlmJTNg2XQ9bYD8i+QkRWtbX1MEN0nDaXbIwcFhoWK0VBbT90Fs015GXnFnDNyRMpOGADbldHt7mHmjRURWmMG2WxY2nkKrAtfjwi2JrEUKRXnDBtx5YClff6astKSnu3ovfY0U1oRIebu7s8g25LTQeSCbncPc4tXkrD+zo9Y2vlpG30ZOccUV5akEsKpEYGutx2YX4GMlKmpWsL0CXObrNGClp0OIheUj62g20PJzYYArNtqpkMj55jiypDlR09nqTyZNIRTI9uV2WLNCBEbaWnAGqXW4O6eDbGYhtIzhUj4m7ZSd84sc9wwcoYprgxYNrAqJa9BwEUXePQgMw9GjNmTFjQbaflpLe7u2dL1tgMhJB+Un4baegvQa+QEW4CcIvWVtay+/D/oik1p/a7TJf1NYRWZRM4XYSOq1ubung2Ni5Qvng3rUkiZt1mpO3dWk98aRrqYV2EK1FfWUnfBbNiURi7LMuj2kJkGi01QrMGy9m0SJoSUNjBywhDzKsyAtDxrY5iHbaQoFa9CG3EFUF9Zy5pr5rn0Dm0kabbiJnQrs2gYESGRSXDLhq2UdSijbcc2rS54bj7pPmkoHb6xA3Xfews2p/i8rGug7jwbgRnpYXNccdRX1vLZDs9Rd84sGmrrXTK9dJRW7w6mtCJEkElw41ebbWFxHigfW0G3B0ak5nEYo8HFQ1wqT7K07VOWLsVIio24fCw/enrqThcJsAWX0aPzTh0TR3ffqWOrSrxXSMrHVlA+tiIzE7sF7DVSwEZcHqnGF4xHerZzXoN6hj1oEcRiDRaP8rEVdLt/ONKzfdq/XT/54zxIZLQUbMTlkdKD0obG3ETSsx1dbzvQ7PIRJzaispBOxaHJ6Ovi6pRCRQHNzPOJvHqlZ3u63naAPYOtEPMq9FgqT4aWS3kZXSeb91MhsNiBLZdV4+e49CcpJKfsveV0IH2vXuncFjoIunIzZbuX0+WGQfbcpkipeBWa4vJY2vapQCcMG12lRpjCSVUZBbmvm+NEyyTIhd4/X/x53787R6lc0AY6XZx4LtqN6t5GV2wGWueIrlQUV9FNhSJyHHAbLmznvap6c1x5B+BhYCiwAjhTVRfmWo5O4/ZI+AC1G7Wj5cxKgXiFEwtWGyOoLF4ZBbmvz560wBRXCySmQNZP/th1HMuETuP2aKJYGj7NkdIC2EpC54/6ytpmbvy6YhN158yi7uLqxrVmjctkautdfjJfX1c6t6XrXa7N2FKaRCM+/1IbGxFmRlFHXCJSBnwIHAMsBmYDZ6vqe74644HBqnqJiJwFnKKqZ4a1m+kC5FXj54Q+QEYwj5/4cmLvvZ1d6KSgsrP/dlSTffeMmNbkZdCIwEVvHZ8TWY3SIqcjrhg+U2RKx2gndLpwDzY8tBCtD5mnE6BdmyZmTf80Q31lLavHVTdpI0rTEKUy4iq2V+EIoEZVP1bVTcATwMlxdU4GHvK+Pw2MEpHUgqOlSfdJQ+m95XR66xn03nK6Ka00CFovtfbzDaFl8QTFCLTYga2XLjcMgvY5flXFTQskHdVtVtZP/jhcaYHrdMXNxWl9A2uucRaGNdfMa9aGv9xIjWIrrj7AIt/2Ym9fwjqqugVYDfSMb0hExolItYhUL1++PE/iGkGEKZx0lJG5rxvxZONWH0hZ075v2e4pLJhOJxBB/E89xRikIHNqDm0FFFtx5QxVnayqw1R1WK9evYotTqsjTOGko4wGjO5jES2MZpSPrWCXL7/lrCHep9ujByVUZtK5LWwXnumy07g9mmx3uWFQ8ij3ZZkbemKKMUhBpqQ4jUaK7ZyxBNjNt72rty9RncUi0hboinPSMCJEKuulUnVxt4gWRirE1ogFkTCjQ4BXYdIo91nOcXW5YRDgFGSiOa5YuZEaxXbOaItzzhiFU1Czge+o6nxfnR8Ag3zOGaeq6hlh7eY6OrxhGK2HeIXnXw7T0r0KS8U5o+jruETkeOCPOHf4+1X1BhGZCFSr6lQR6Qg8AhwArATOUtXQMBemuAzDMNKnVBRXsU2FqOo0YFrcvut83zcAp8f/zjAMw2idtBjnDMMwDKN1YIrLMAzDKClMcRmGYRglhSkuwzAMo6QouldhPhCR5UBtng+zA/Blno+RKSZb5kRZPpMtc6IsX5Rkq1DVyEdwaJGKqxCISHVU3UZNtsyJsnwmW+ZEWb4oyxZVzFRoGIZhlBSmuAzDMIySwhRX5kwutgAhmGyZE2X5TLbMibJ8UZYtktgcl2EYhlFS2IjLMAzDKClMcaWIiNwiIh+IyLsi8qyIdAuod5yILBCRGhG5skCynS4i80Vkq4gEeieJyEIRmSci74hIQaIQpyFbwa+bd9weIvIvEfmf97d7QL0G77q9IyJT8yxT6LUQkQ4i8hevfJaI9M2nPGnKdr6ILPddqwsLKNv9IvKFiPw3oFxE5E+e7O+KyIERkm2kiKz2XbfrEtUzPFTVPil8gGOBtt733wC/SVCnDPgI2ANoD8wF9i2AbPsAewHTgWEh9RYCOxT4uiWVrVjXzTv2b4Erve9XJvq/emVrCyRP0msBjAfu8r6fBfwlQrKdD/y5kPeY79iHAwcC/w0oPx6owiUkORiYFSHZRgJ/L8Z1K8WPjbhSRFX/qapbvM2ZuKSX8YwAalT1Y1XdBDwBnFwA2d5X1QX5Pk4mpChbUa6bx8nAQ973h4BvFei4QaRyLfwyPw2MEpHM0/PmVraioaqv4VIfBXEy8LA6ZgLdRGSXiMhmpIEprsy4ANdzi6cPsMi3vdjbFxUU+KeIzBGRccUWxkcxr9tOqvqZ930ZsFNAvY4iUi0iM0XkW3mUJ5Vr0VjH60ytBnrmUaZ0ZAM4zTPFPS0iuyUoLxZRfz6/LiJzRaRKRAYWW5goU/R8XFFCRF4Edk5QdI2q/tWrcw2wBaiMmmwpcKiqLhGRHYF/icgHXk8wCrLljTD5/BuqqiIS5GZb4V27PYCXRWSeqn6Ua1lbAH8DHlfVjSJyMW5keFSRZSoF3sbdY2u95LrPAXsWV6ToYorLh6oeHVYuIucDJwCj1DNMx7EE8Pcwd/X25V22FNtY4v39QkSexZl+slZcOZAtb9cNwuUTkc9FZBdV/cwzG30R0Ebs2n0sItNxGbnzobhSuRaxOotFpC3QFViRB1nSlk1V/XLci5tDjAp5vc+yQVW/8n2fJiKTRGQHVY1KDMNIYabCFBGR44CfAyepan1AtdnAniLST0Ta4ybO8+qBlioisp2IdIl9xzmbJPRwKgLFvG5TgfO87+cBzUaIItJdRDp433cAvgG8lyd5UrkWfpm/Dbwc0JEquGxxc0YnAe8XQK5UmQp81/MuPBhY7TMTFxUR2Tk2TykiI3Dv5kJ0RkqTYnuHlMoHqMHZx9/xPjGvrt7ANF+944EPcb3xawok2yk4e/1G4HPghXjZcJ5gc73P/CjJVqzr5h23J/AS8D/gRaCHt38YcK/3/RBgnnft5gHfz7NMza4FMBHXaQLoCDzl3ZNvAXsU8Holk+0m7/6aC7wC7F1A2R4HPgM2e/fc94FLgEu8cgHu8GSfR4gHbhFku8x33WYChxRKtlL8WOQMwzAMo6QwU6FhGIZRUpjiMgzDMEoKU1yGYRhGSWGKyzAMwygpTHEZhmEYJYUpLiNSiMjuIrJWRMq87em5jjAuImNF5J+5bNMIxvt/7lFsOYyWgykuI6eIS52yXkTWiEidiLwpIpeISEr3mqp+qqqdVbUhCxmu9l6Wa0Vkg5eSJLY9X1UrVfXYTNtPU5aTvTQVX4nIlyLysoj0K8BxF4pI1tFWUjxWNy9txzLv//6h+FKeeP/Pj726D4rIrwshl9FyMcVl5IMTVbULUAHcDPw/4L5CHVxVb/Relp1xizz/HdtW1YIFLxWRAcDDwBW4sEz9cAtgM1bKEeUPQGdcCpuuuIgZNUWVyGjRmOIy8oaqrlbVqcCZwHkish+AiIwRkf94o5BFIjIh9hsR6Ssi6sXgw7e/vYisFJFBvn07iki9iPRKRy5xyQ5n+LZVRMaLSya5RkSuF5H+3mjxKxF50gtxFKt/gjeKio0oBwccan/gE1V9SR1rVHWKqn7qtTNBXAT1v3jHfVtEhviO01tEpohLzPiJiPzIVzbBk+th77fzxUvUKSKPALsDf/NGmT8PuA4XiUuquFJEpopI77hrcol3TepE5I5YSKIEDAceU9VVqrpVVT9Q1afj2hogLiPBWODnnlx/S3aehpEIU1xG3lHVt3Bhbg7zdq0Dvgt0A8YAl0qSVCG6Lf/TOb7dZwMvqeryHIj5TWAoLsHgz4HJ3rF2A/bzjoWIHADcD1yMCxd1NzBVvFiGcbwN7C0ifxCRI0Wkc4I6J+PCN/UAHgOeE5F2nmn1b7gQQH2AUcCPReSbvt+ehLsm3XBx+P4MoKrnAp/iRr6dVbVZoFsROQoXnukMYBeg1mvLzwk4pTTYq/dNEjMTuEFEvicigRHNVXUyLqvCbz25TkzxPA2jCaa4jEKxFPdyRlWnq+o8r3f+Li6O2xEptPEQcLav538u8EiO5Putqn6lqvNxwYf/qS5h4mpc7rUDvHrjgLtVdZaqNqjqQ7g4jAfHN+jN64zEvZCfBL705nj8CmyOqj6tqpuB3+PiEB6MUxi9VHWiqm7y2roHF9g2xgxVnebNBz4CDCF1xgL3q+rbqroRuAqXD6qvr87NqlrnjRBfwY0gE/FDnEK6DHjPG8WNTlGOVM7TMJpgissoFH3wMsCKyEEi8opnGlqNm4faIVkDqjoLqAdGisjewAByF0X+c9/39Qm2Y8qmArjCM5/ViUgdblTWmwSo6kxVPUNVe+FGnIfTNA/YIl/drbiRaW/vOL3jjnM1TRNdLvN9r8clu0w1VVFv3Cgrduy1uGjk/sSK8e0nGjGiquu9ecWhuFHok8BTItIjBTlSOU/DaILl4zLyjogMx70QY/NKj+HMWqNVdYOI/JEUFJfHQzgT3jLgaVXdkGNxk7EIuEFVb0j3h6o6W0SewZkeYzTmh/LMZrviRqdbcPNjmSYTTBY9eylOacSOvR1O6WSVn0pVvxKRG3EjuH40T1cfL9cisjtPoxViIy4jb4jI9iJyAm7u5FFVnecVdQFWekprBPCdNJp9FJcq5Rycx16huQe4xBs1irg8Z2PEy3XmR0QO9RwgdvS298bNS830VRsqIqd6I6Uf48yOM3HpStaIyP8TkU4iUiYi+3mdgFT4HJfKJojHge+JyP7e/NyNwCxVXZhi+42IyLUiMlycA01H4HKgDliQglzZnqfRCjHFZeSDv4nIGlxv+hrc3M33fOXjgYlenetwpqWUUNVFOKcHBV7PmcSpH78auAg3YlyFc/s+P6B6HU5RzRORtcA/gGdpmhX4rzivy1W4ObtTVXWzN291Ap5nIvAlLqNw1xRFvQn4hWd++2mC83gRuBaYgssT1Z/M55UUeMCTcSlwDDDGMz/Gcx+wryfXczk4T6MVYvm4jJJDRO4HlqrqL4otSzaIWwYwQFXPSVbXMIxt2ByXUVJ4Xm+nss3LzzCMVoaZCo2SQUSux7mq36KqnxRbHsMwioOZCg3DMIySwkZchmEYRklhisswDMMoKUxxGYZhGCWFKS7DMAyjpDDFZRiGYZQUprgMwzCMkuL/AzrdARVAxVc7AAAAAElFTkSuQmCC
"
>
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    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>Clicked std 0.8361610114854059
not clicked std 0.5313689387678912
</pre>
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</div>

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


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
"
>
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<pre>Clicked std 1.019267520705244
not clicked std 0.7063146454191541
</pre>
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<img 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
"
>
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<pre>Clicked std 1.0461990555400822
not clicked std 0.6704761762169467
</pre>
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<img 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<pre>Clicked std 0.7239588576012945
not clicked std 0.592057888773502
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<h3 id="Selecting-the-Best-Characterstic">Selecting the Best Characterstic<a class="anchor-link" href="#Selecting-the-Best-Characterstic">&#182;</a></h3><p><ul>
    <li>
The area between each two curves indicates records for which the target value will be predicted incorrectly (false negative or false positive). The selected characteristic should minimizes this area. 
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The smaller the standard deviation is, the more accurate our classification is. 
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The further the two curves are, the better our classification is.
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<i>Daily Internet Usage</i> is the best characteristic that satifies the criterias that are mentioned above.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">selected</span> <span class="o">=</span> <span class="s1">&#39;Daily Internet Usage&#39;</span>
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<h3 id="Storing-Mean-&amp;-Std-of-Selected-Characterstic">Storing Mean &amp; Std of Selected Characterstic<a class="anchor-link" href="#Storing-Mean-&amp;-Std-of-Selected-Characterstic">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clicked_selected</span> <span class="o">=</span> <span class="n">advertising</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">advertising</span><span class="p">[</span><span class="n">TARGET</span><span class="p">]</span> <span class="o">==</span> <span class="n">TRUE</span><span class="p">),</span> <span class="n">selected</span><span class="p">]</span>
<span class="n">clicked_mean</span> <span class="o">=</span> <span class="n">clicked_selected</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">clicked_std</span> <span class="o">=</span> <span class="n">clicked_selected</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>

<span class="n">not_clicked_selected</span> <span class="o">=</span> <span class="n">advertising</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">advertising</span><span class="p">[</span><span class="n">TARGET</span><span class="p">]</span> <span class="o">==</span> <span class="n">FALSE</span><span class="p">),</span> <span class="n">selected</span><span class="p">]</span>
<span class="n">not_clicked_mean</span> <span class="o">=</span> <span class="n">not_clicked_selected</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">not_clicked_std</span> <span class="o">=</span> <span class="n">not_clicked_selected</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
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<h3 id="Filling-Missing-Values-in-Target-Column">Filling Missing Values in Target Column<a class="anchor-link" href="#Filling-Missing-Values-in-Target-Column">&#182;</a></h3><p>In this part missing values of target column are fill out based on the model that we designed in last parts.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">condition</span> <span class="o">=</span> <span class="p">(</span><span class="n">advertising</span><span class="p">[</span><span class="n">selected</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">clicked_mean</span> <span class="o">+</span> <span class="n">clicked_std</span><span class="p">)</span> <span class="o">&amp;</span> \
    <span class="p">(</span><span class="n">advertising</span><span class="p">[</span><span class="n">selected</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">clicked_mean</span> <span class="o">-</span> <span class="n">clicked_std</span><span class="p">)</span>

<span class="n">advertising</span> <span class="o">=</span> <span class="n">advertising</span><span class="p">[</span><span class="n">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">advertising</span><span class="p">[</span><span class="n">TARGET</span><span class="p">])]</span>

<span class="n">advertising</span><span class="p">[</span><span class="n">TARGET</span><span class="p">]</span> <span class="o">=</span> <span class="n">advertising</span><span class="p">[</span><span class="n">TARGET</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">condition</span><span class="o">.</span><span class="n">map</span><span class="p">({</span><span class="kc">True</span><span class="p">:</span> <span class="n">CLICKED</span><span class="p">,</span> <span class="kc">False</span><span class="p">:</span> <span class="n">NOT_CLICKED</span><span class="p">}))</span>
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<h3 id="Storing-Prediction-Result-in-a-File">Storing Prediction Result in a File<a class="anchor-link" href="#Storing-Prediction-Result-in-a-File">&#182;</a></h3><p>In this part the prediction result was written in the <em>prediction_result.csv</em> file using Pandas <em>to_csv</em> method.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="p">[</span><span class="n">TARGET</span><span class="p">]</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;prediction_result.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">advertising</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>Daily Time Spent on Site</th>
      <th>Age</th>
      <th>Area Income</th>
      <th>Daily Internet Usage</th>
      <th>Clicked on Ad</th>
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      <th>10</th>
      <td>-1.129048</td>
      <td>1.494773</td>
      <td>-0.698304</td>
      <td>-1.374546</td>
      <td>1.0</td>
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      <th>14</th>
      <td>-1.437721</td>
      <td>-0.346249</td>
      <td>-1.790880</td>
      <td>-0.861692</td>
      <td>1.0</td>
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      <th>15</th>
      <td>-0.088509</td>
      <td>-1.496888</td>
      <td>-0.210052</td>
      <td>-0.931215</td>
      <td>1.0</td>
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      <th>20</th>
      <td>0.817766</td>
      <td>-0.691441</td>
      <td>0.730719</td>
      <td>1.064011</td>
      <td>0.0</td>
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      <th>24</th>
      <td>-1.540393</td>
      <td>0.574262</td>
      <td>1.040827</td>
      <td>-0.298362</td>
      <td>1.0</td>
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<h3 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h3><p>In this computer assignment we learned that Python
libraries are very powerful tools in Artificial Intelligence. Also
we were introduced one of the applications of Artificial
Intelligence in real life.</p>

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