Untitled9.html

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<title>Untitled9</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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html {
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article,
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summary {
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}
audio,
canvas,
progress,
video {
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audio:not([controls]) {
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[hidden],
template {
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
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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sub,
sup {
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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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textarea {
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button {
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button,
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button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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button[disabled],
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td,
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
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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 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="&#1045;&#1089;&#1090;&#1100;-&#1083;&#1080;-&#1074;&#1079;&#1072;&#1080;&#1084;&#1086;&#1089;&#1074;&#1103;&#1079;&#1100;-&#1084;&#1077;&#1078;&#1076;&#1091;-&#1089;&#1072;&#1084;&#1099;&#1084;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1084;-&#1090;&#1072;&#1081;&#1090;&#1083;&#1086;&#1084;-&#1080;-&#1074;&#1086;&#1079;&#1088;&#1072;&#1089;&#1090;&#1086;&#1084;-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;?-&#1048;-&#1077;&#1089;&#1083;&#1080;-&#1076;&#1072;,-&#1090;&#1086;-&#1082;&#1072;&#1082;-&#1084;&#1072;&#1082;&#1089;&#1080;&#1084;&#1072;&#1083;&#1100;&#1085;&#1086;-&#1090;&#1086;&#1095;&#1085;&#1086;-&#1087;&#1088;&#1077;&#1076;&#1089;&#1082;&#1072;&#1079;&#1072;&#1090;&#1100;-&#1076;&#1072;&#1090;&#1091;-&#1074;&#1099;&#1093;&#1086;&#1076;&#1072;-&#1089;&#1072;&#1084;&#1086;&#1081;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1086;&#1081;-&#1080;&#1075;&#1088;&#1099;">&#1045;&#1089;&#1090;&#1100; &#1083;&#1080; &#1074;&#1079;&#1072;&#1080;&#1084;&#1086;&#1089;&#1074;&#1103;&#1079;&#1100; &#1084;&#1077;&#1078;&#1076;&#1091; &#1089;&#1072;&#1084;&#1099;&#1084; &#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1084; &#1090;&#1072;&#1081;&#1090;&#1083;&#1086;&#1084; &#1080; &#1074;&#1086;&#1079;&#1088;&#1072;&#1089;&#1090;&#1086;&#1084; &#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;? &#1048; &#1077;&#1089;&#1083;&#1080; &#1076;&#1072;, &#1090;&#1086; &#1082;&#1072;&#1082; &#1084;&#1072;&#1082;&#1089;&#1080;&#1084;&#1072;&#1083;&#1100;&#1085;&#1086; &#1090;&#1086;&#1095;&#1085;&#1086; &#1087;&#1088;&#1077;&#1076;&#1089;&#1082;&#1072;&#1079;&#1072;&#1090;&#1100; &#1076;&#1072;&#1090;&#1091; &#1074;&#1099;&#1093;&#1086;&#1076;&#1072; &#1089;&#1072;&#1084;&#1086;&#1081; &#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1086;&#1081; &#1080;&#1075;&#1088;&#1099;<a class="anchor-link" href="#&#1045;&#1089;&#1090;&#1100;-&#1083;&#1080;-&#1074;&#1079;&#1072;&#1080;&#1084;&#1086;&#1089;&#1074;&#1103;&#1079;&#1100;-&#1084;&#1077;&#1078;&#1076;&#1091;-&#1089;&#1072;&#1084;&#1099;&#1084;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1084;-&#1090;&#1072;&#1081;&#1090;&#1083;&#1086;&#1084;-&#1080;-&#1074;&#1086;&#1079;&#1088;&#1072;&#1089;&#1090;&#1086;&#1084;-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;?-&#1048;-&#1077;&#1089;&#1083;&#1080;-&#1076;&#1072;,-&#1090;&#1086;-&#1082;&#1072;&#1082;-&#1084;&#1072;&#1082;&#1089;&#1080;&#1084;&#1072;&#1083;&#1100;&#1085;&#1086;-&#1090;&#1086;&#1095;&#1085;&#1086;-&#1087;&#1088;&#1077;&#1076;&#1089;&#1082;&#1072;&#1079;&#1072;&#1090;&#1100;-&#1076;&#1072;&#1090;&#1091;-&#1074;&#1099;&#1093;&#1086;&#1076;&#1072;-&#1089;&#1072;&#1084;&#1086;&#1081;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1086;&#1081;-&#1080;&#1075;&#1088;&#1099;">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[225]:</div>
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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="c1"># работа с векторами</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span> <span class="c1"># рисовать графики</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> <span class="c1"># для работы с матрицами</span>
<span class="kn">import</span> <span class="nn">os</span> <span class="k">as</span> <span class="nn">os</span> <span class="c1">#для смены директории</span>
<span class="kn">import</span> <span class="nn">codecs</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="k">import</span> <span class="n">stats</span>
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="k">import</span> <span class="n">DecisionTreeClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">datetime</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[80]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">os</span><span class="o">.</span><span class="n">chdir</span><span class="p">(</span><span class="s1">&#39;C:/Study/Pipiton&#39;</span><span class="p">)</span>
<span class="n">dataset</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;vgsales.csv&#39;</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[81]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<div class="output_area">

<div class="prompt output_prompt">Out[81]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
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      <th>Rank</th>
      <th>Name</th>
      <th>Platform</th>
      <th>Year</th>
      <th>Genre</th>
      <th>Publisher</th>
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      <td>Wii Sports</td>
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      <td>1985.0</td>
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      <td>Nintendo</td>
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      <td>6.81</td>
      <td>0.77</td>
      <td>40.24</td>
    </tr>
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      <th>2</th>
      <td>3</td>
      <td>Mario Kart Wii</td>
      <td>Wii</td>
      <td>2008.0</td>
      <td>Racing</td>
      <td>Nintendo</td>
      <td>15.85</td>
      <td>12.88</td>
      <td>3.79</td>
      <td>3.31</td>
      <td>35.82</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>Wii Sports Resort</td>
      <td>Wii</td>
      <td>2009.0</td>
      <td>Sports</td>
      <td>Nintendo</td>
      <td>15.75</td>
      <td>11.01</td>
      <td>3.28</td>
      <td>2.96</td>
      <td>33.00</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>Pokemon Red/Pokemon Blue</td>
      <td>GB</td>
      <td>1996.0</td>
      <td>Role-Playing</td>
      <td>Nintendo</td>
      <td>11.27</td>
      <td>8.89</td>
      <td>10.22</td>
      <td>1.00</td>
      <td>31.37</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># dataset = pd.get_dummies(dataset, columns = [&#39;Platform&#39;])</span>
<span class="c1"># dataset</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Исправляем опечатку в датасете</span>
<span class="n">year_data</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;Year&#39;</span><span class="p">]</span>
<span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;Year&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;Year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="mf">2020.0</span><span class="p">,</span> <span class="mf">2009.0</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Max Year Value: &quot;</span><span class="p">,</span> <span class="n">year_data</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
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<pre>Max Year Value:  2017.0
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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    .dataframe tbody tr th {
        vertical-align: top;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Rank</th>
      <th>Year</th>
      <th>NA_Sales</th>
      <th>EU_Sales</th>
      <th>JP_Sales</th>
      <th>Other_Sales</th>
      <th>Global_Sales</th>
    </tr>
  </thead>
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    <tr>
      <th>count</th>
      <td>16598.000000</td>
      <td>16327.000000</td>
      <td>16598.000000</td>
      <td>16598.000000</td>
      <td>16598.000000</td>
      <td>16598.000000</td>
      <td>16598.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>8300.605254</td>
      <td>2006.405770</td>
      <td>0.264667</td>
      <td>0.146652</td>
      <td>0.077782</td>
      <td>0.048063</td>
      <td>0.537441</td>
    </tr>
    <tr>
      <th>std</th>
      <td>4791.853933</td>
      <td>5.828045</td>
      <td>0.816683</td>
      <td>0.505351</td>
      <td>0.309291</td>
      <td>0.188588</td>
      <td>1.555028</td>
    </tr>
    <tr>
      <th>min</th>
      <td>1.000000</td>
      <td>1980.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.010000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>4151.250000</td>
      <td>2003.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.060000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>8300.500000</td>
      <td>2007.000000</td>
      <td>0.080000</td>
      <td>0.020000</td>
      <td>0.000000</td>
      <td>0.010000</td>
      <td>0.170000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>12449.750000</td>
      <td>2010.000000</td>
      <td>0.240000</td>
      <td>0.110000</td>
      <td>0.040000</td>
      <td>0.040000</td>
      <td>0.470000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>16600.000000</td>
      <td>2017.000000</td>
      <td>41.490000</td>
      <td>29.020000</td>
      <td>10.220000</td>
      <td>10.570000</td>
      <td>82.740000</td>
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<h3 id="&#1056;&#1072;&#1089;&#1089;&#1084;&#1086;&#1090;&#1088;&#1080;&#1084;-&#1085;&#1072;&#1080;&#1073;&#1086;&#1083;&#1077;&#1077;-&#1079;&#1085;&#1072;&#1095;&#1080;&#1084;&#1099;&#1077;-&#1087;&#1083;&#1072;&#1090;&#1092;&#1086;&#1088;&#1084;&#1099;,-&#1085;&#1072;-&#1082;&#1086;&#1090;&#1086;&#1088;&#1099;&#1077;-&#1073;&#1091;&#1076;&#1077;&#1084;-&#1086;&#1088;&#1080;&#1077;&#1085;&#1090;&#1080;&#1088;&#1086;&#1074;&#1072;&#1090;&#1100;&#1089;&#1103;-(&#1087;&#1086;-&#1082;&#1086;&#1083;&#1080;&#1095;&#1077;&#1089;&#1090;&#1074;&#1091;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1085;&#1085;&#1099;&#1093;-&#1082;&#1086;&#1087;&#1080;&#1081;)">&#1056;&#1072;&#1089;&#1089;&#1084;&#1086;&#1090;&#1088;&#1080;&#1084; &#1085;&#1072;&#1080;&#1073;&#1086;&#1083;&#1077;&#1077; &#1079;&#1085;&#1072;&#1095;&#1080;&#1084;&#1099;&#1077; &#1087;&#1083;&#1072;&#1090;&#1092;&#1086;&#1088;&#1084;&#1099;, &#1085;&#1072; &#1082;&#1086;&#1090;&#1086;&#1088;&#1099;&#1077; &#1073;&#1091;&#1076;&#1077;&#1084; &#1086;&#1088;&#1080;&#1077;&#1085;&#1090;&#1080;&#1088;&#1086;&#1074;&#1072;&#1090;&#1100;&#1089;&#1103; (&#1087;&#1086; &#1082;&#1086;&#1083;&#1080;&#1095;&#1077;&#1089;&#1090;&#1074;&#1091; &#1087;&#1088;&#1086;&#1076;&#1072;&#1085;&#1085;&#1099;&#1093; &#1082;&#1086;&#1087;&#1080;&#1081;)<a class="anchor-link" href="#&#1056;&#1072;&#1089;&#1089;&#1084;&#1086;&#1090;&#1088;&#1080;&#1084;-&#1085;&#1072;&#1080;&#1073;&#1086;&#1083;&#1077;&#1077;-&#1079;&#1085;&#1072;&#1095;&#1080;&#1084;&#1099;&#1077;-&#1087;&#1083;&#1072;&#1090;&#1092;&#1086;&#1088;&#1084;&#1099;,-&#1085;&#1072;-&#1082;&#1086;&#1090;&#1086;&#1088;&#1099;&#1077;-&#1073;&#1091;&#1076;&#1077;&#1084;-&#1086;&#1088;&#1080;&#1077;&#1085;&#1090;&#1080;&#1088;&#1086;&#1074;&#1072;&#1090;&#1100;&#1089;&#1103;-(&#1087;&#1086;-&#1082;&#1086;&#1083;&#1080;&#1095;&#1077;&#1089;&#1090;&#1074;&#1091;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1085;&#1085;&#1099;&#1093;-&#1082;&#1086;&#1087;&#1080;&#1081;)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">platGenre</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">dataset</span><span class="o">.</span><span class="n">Platform</span><span class="p">,</span><span class="n">dataset</span><span class="o">.</span><span class="n">Genre</span><span class="p">)</span>
<span class="n">platGenreTotal</span> <span class="o">=</span> <span class="n">platGenre</span><span class="o">.</span><span class="n">sum</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="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">y</span> <span class="o">=</span> <span class="n">platGenreTotal</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="n">platGenreTotal</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">orient</span><span class="o">=</span><span class="s1">&#39;h&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span> <span class="o">=</span> <span class="s2">&quot;Platform&quot;</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span> <span class="o">=</span> <span class="s2">&quot;The amount of games&quot;</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">platGenre</span><span class="p">[</span><span class="s1">&#39;Total&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">platGenre</span><span class="o">.</span><span class="n">sum</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">popPlatform</span> <span class="o">=</span> <span class="n">platGenre</span><span class="p">[</span><span class="n">platGenre</span><span class="p">[</span><span class="s1">&#39;Total&#39;</span><span class="p">]</span><span class="o">&gt;</span><span class="mi">1000</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;Total&#39;</span><span class="p">,</span> <span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
<span class="n">neededdata</span> <span class="o">=</span> <span class="n">popPlatform</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,:</span><span class="s1">&#39;Strategy&#39;</span><span class="p">]</span>
<span class="n">maxi</span> <span class="o">=</span> <span class="n">neededdata</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
<span class="n">mini</span> <span class="o">=</span> <span class="n">neededdata</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">min</span><span class="p">()</span>
<span class="n">popPlatformfinal</span> <span class="o">=</span> <span class="n">popPlatform</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">popPlatform</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;total&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">font_scale</span><span class="o">=</span><span class="mf">0.7</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">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">popPlatformfinal</span><span class="p">,</span> <span class="n">vmin</span> <span class="o">=</span> <span class="n">mini</span><span class="p">,</span> <span class="n">vmax</span> <span class="o">=</span> <span class="n">maxi</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s2">&quot;d&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[20]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">top</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">n</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">column</span> <span class="o">=</span> <span class="s1">&#39;Global_Sales&#39;</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="n">column</span><span class="p">)[</span><span class="o">-</span><span class="n">n</span><span class="p">:]</span>
</pre></div>

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<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">dataset</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;Year&#39;</span><span class="p">],</span> <span class="n">group_keys</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">top</span><span class="p">)[[</span><span class="s1">&#39;Year&#39;</span><span class="p">,</span> <span class="s1">&#39;Name&#39;</span><span class="p">,</span> <span class="s1">&#39;Global_Sales&#39;</span><span class="p">,</span> <span class="s1">&#39;Genre&#39;</span><span class="p">,</span> <span class="s1">&#39;Platform&#39;</span><span class="p">,</span> <span class="s1">&#39;Publisher&#39;</span><span class="p">]]</span>
</pre></div>

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


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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Year</th>
      <th>Name</th>
      <th>Global_Sales</th>
      <th>Genre</th>
      <th>Platform</th>
      <th>Publisher</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>258</th>
      <td>1980.0</td>
      <td>Asteroids</td>
      <td>4.31</td>
      <td>Shooter</td>
      <td>2600</td>
      <td>Atari</td>
    </tr>
    <tr>
      <th>239</th>
      <td>1981.0</td>
      <td>Pitfall!</td>
      <td>4.50</td>
      <td>Platform</td>
      <td>2600</td>
      <td>Activision</td>
    </tr>
    <tr>
      <th>89</th>
      <td>1982.0</td>
      <td>Pac-Man</td>
      <td>7.81</td>
      <td>Puzzle</td>
      <td>2600</td>
      <td>Atari</td>
    </tr>
    <tr>
      <th>421</th>
      <td>1983.0</td>
      <td>Baseball</td>
      <td>3.20</td>
      <td>Sports</td>
      <td>NES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>9</th>
      <td>1984.0</td>
      <td>Duck Hunt</td>
      <td>28.31</td>
      <td>Shooter</td>
      <td>NES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1985.0</td>
      <td>Super Mario Bros.</td>
      <td>40.24</td>
      <td>Platform</td>
      <td>NES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>127</th>
      <td>1986.0</td>
      <td>The Legend of Zelda</td>
      <td>6.51</td>
      <td>Action</td>
      <td>NES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>251</th>
      <td>1987.0</td>
      <td>Zelda II: The Adventure of Link</td>
      <td>4.38</td>
      <td>Adventure</td>
      <td>NES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>22</th>
      <td>1988.0</td>
      <td>Super Mario Bros. 3</td>
      <td>17.28</td>
      <td>Platform</td>
      <td>NES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>5</th>
      <td>1989.0</td>
      <td>Tetris</td>
      <td>30.26</td>
      <td>Puzzle</td>
      <td>GB</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>18</th>
      <td>1990.0</td>
      <td>Super Mario World</td>
      <td>20.61</td>
      <td>Platform</td>
      <td>SNES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>231</th>
      <td>1991.0</td>
      <td>The Legend of Zelda: A Link to the Past</td>
      <td>4.61</td>
      <td>Action</td>
      <td>SNES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>50</th>
      <td>1992.0</td>
      <td>Super Mario Land 2: 6 Golden Coins</td>
      <td>11.18</td>
      <td>Adventure</td>
      <td>GB</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>57</th>
      <td>1993.0</td>
      <td>Super Mario All-Stars</td>
      <td>10.55</td>
      <td>Platform</td>
      <td>SNES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>71</th>
      <td>1994.0</td>
      <td>Donkey Kong Country</td>
      <td>9.30</td>
      <td>Platform</td>
      <td>SNES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>187</th>
      <td>1995.0</td>
      <td>Donkey Kong Country 2: Diddy's Kong Quest</td>
      <td>5.15</td>
      <td>Platform</td>
      <td>SNES</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1996.0</td>
      <td>Pokemon Red/Pokemon Blue</td>
      <td>31.37</td>
      <td>Role-Playing</td>
      <td>GB</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>52</th>
      <td>1997.0</td>
      <td>Gran Turismo</td>
      <td>10.95</td>
      <td>Racing</td>
      <td>PS</td>
      <td>Sony Computer Entertainment</td>
    </tr>
    <tr>
      <th>30</th>
      <td>1998.0</td>
      <td>Pokémon Yellow: Special Pikachu Edition</td>
      <td>14.64</td>
      <td>Role-Playing</td>
      <td>GB</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>12</th>
      <td>1999.0</td>
      <td>Pokemon Gold/Pokemon Silver</td>
      <td>23.10</td>
      <td>Role-Playing</td>
      <td>GB</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>132</th>
      <td>2000.0</td>
      <td>Pokémon Crystal Version</td>
      <td>6.39</td>
      <td>Role-Playing</td>
      <td>GB</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>28</th>
      <td>2001.0</td>
      <td>Gran Turismo 3: A-Spec</td>
      <td>14.98</td>
      <td>Racing</td>
      <td>PS2</td>
      <td>Sony Computer Entertainment</td>
    </tr>
    <tr>
      <th>24</th>
      <td>2002.0</td>
      <td>Grand Theft Auto: Vice City</td>
      <td>16.15</td>
      <td>Action</td>
      <td>PS2</td>
      <td>Take-Two Interactive</td>
    </tr>
    <tr>
      <th>104</th>
      <td>2003.0</td>
      <td>Need for Speed Underground</td>
      <td>7.20</td>
      <td>Racing</td>
      <td>PS2</td>
      <td>Electronic Arts</td>
    </tr>
    <tr>
      <th>17</th>
      <td>2004.0</td>
      <td>Grand Theft Auto: San Andreas</td>
      <td>20.81</td>
      <td>Action</td>
      <td>PS2</td>
      <td>Take-Two Interactive</td>
    </tr>
    <tr>
      <th>10</th>
      <td>2005.0</td>
      <td>Nintendogs</td>
      <td>24.76</td>
      <td>Simulation</td>
      <td>DS</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>0</th>
      <td>2006.0</td>
      <td>Wii Sports</td>
      <td>82.74</td>
      <td>Sports</td>
      <td>Wii</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>13</th>
      <td>2007.0</td>
      <td>Wii Fit</td>
      <td>22.72</td>
      <td>Sports</td>
      <td>Wii</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2008.0</td>
      <td>Mario Kart Wii</td>
      <td>35.82</td>
      <td>Racing</td>
      <td>Wii</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2009.0</td>
      <td>Wii Sports Resort</td>
      <td>33.00</td>
      <td>Sports</td>
      <td>Wii</td>
      <td>Nintendo</td>
    </tr>
    <tr>
      <th>15</th>
      <td>2010.0</td>
      <td>Kinect Adventures!</td>
      <td>21.82</td>
      <td>Misc</td>
      <td>X360</td>
      <td>Microsoft Game Studios</td>
    </tr>
    <tr>
      <th>29</th>
      <td>2011.0</td>
      <td>Call of Duty: Modern Warfare 3</td>
      <td>14.76</td>
      <td>Shooter</td>
      <td>X360</td>
      <td>Activision</td>
    </tr>
    <tr>
      <th>34</th>
      <td>2012.0</td>
      <td>Call of Duty: Black Ops II</td>
      <td>14.03</td>
      <td>Shooter</td>
      <td>PS3</td>
      <td>Activision</td>
    </tr>
    <tr>
      <th>16</th>
      <td>2013.0</td>
      <td>Grand Theft Auto V</td>
      <td>21.40</td>
      <td>Action</td>
      <td>PS3</td>
      <td>Take-Two Interactive</td>
    </tr>
    <tr>
      <th>44</th>
      <td>2014.0</td>
      <td>Grand Theft Auto V</td>
      <td>11.98</td>
      <td>Action</td>
      <td>PS4</td>
      <td>Take-Two Interactive</td>
    </tr>
    <tr>
      <th>33</th>
      <td>2015.0</td>
      <td>Call of Duty: Black Ops 3</td>
      <td>14.24</td>
      <td>Shooter</td>
      <td>PS4</td>
      <td>Activision</td>
    </tr>
    <tr>
      <th>221</th>
      <td>2016.0</td>
      <td>FIFA 17</td>
      <td>4.77</td>
      <td>Sports</td>
      <td>PS4</td>
      <td>Electronic Arts</td>
    </tr>
    <tr>
      <th>14390</th>
      <td>2017.0</td>
      <td>Phantasy Star Online 2 Episode 4: Deluxe Package</td>
      <td>0.03</td>
      <td>Role-Playing</td>
      <td>PS4</td>
      <td>Sega</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

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<div class="prompt input_prompt">In&nbsp;[193]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Даты выхода основных консолей (современных, но до выхода PS4)</span>
<span class="n">release_pstwo</span> <span class="o">=</span> <span class="mi">2000</span>
<span class="n">release_ps</span> <span class="o">=</span> <span class="mi">1994</span>
<span class="n">release_ds</span> <span class="o">=</span> <span class="mi">2004</span>
<span class="n">release_psthree</span> <span class="o">=</span> <span class="mi">2006</span>
<span class="n">release_psp</span> <span class="o">=</span> <span class="mi">2004</span>
<span class="n">release_xbox</span> <span class="o">=</span> <span class="mi">2001</span>
<span class="n">release_xbox360</span> <span class="o">=</span> <span class="mi">2005</span>
<span class="n">release_gba</span> <span class="o">=</span> <span class="mi">2001</span>
<span class="n">release_3ds</span> <span class="o">=</span> <span class="mi">2011</span>
<span class="n">release_wii</span> <span class="o">=</span> <span class="mi">2006</span>
<span class="n">release_n64</span><span class="o">=</span> <span class="mi">1996</span>
<span class="n">release_gc</span><span class="o">=</span><span class="mi">2001</span>
<span class="n">offm_ps</span><span class="o">=</span><span class="mi">2006</span>
<span class="n">offm_ps2</span><span class="o">=</span><span class="mi">2012</span>
<span class="n">offm_ps3</span><span class="o">=</span><span class="mi">2017</span>
<span class="n">offm_xb</span><span class="o">=</span><span class="mi">2008</span>
<span class="n">offm_x360</span><span class="o">=</span><span class="mi">2016</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="p">[[</span><span class="s1">&#39;PS2&#39;</span><span class="p">,</span><span class="n">release_pstwo</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="n">offm_ps2</span><span class="p">],[</span><span class="s1">&#39;PS&#39;</span><span class="p">,</span><span class="n">release_ps</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="n">offm_ps</span><span class="p">],[</span><span class="s1">&#39;PS3&#39;</span><span class="p">,</span><span class="n">release_psthree</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="n">offm_ps3</span><span class="p">],[</span><span class="s1">&#39;PSP&#39;</span><span class="p">,</span><span class="n">release_psp</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="mi">2015</span><span class="p">],[</span><span class="s1">&#39;XB&#39;</span><span class="p">,</span><span class="n">release_xbox</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="n">offm_xb</span><span class="p">],[</span><span class="s1">&#39;X360&#39;</span><span class="p">,</span><span class="n">release_xbox360</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="n">offm_x360</span><span class="p">],[</span><span class="s1">&#39;DS&#39;</span><span class="p">,</span><span class="n">release_ds</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="mi">2011</span><span class="p">],[</span><span class="s1">&#39;GBA&#39;</span><span class="p">,</span><span class="n">release_gba</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="mi">2006</span><span class="p">],[</span><span class="s1">&#39;3DS&#39;</span><span class="p">,</span><span class="n">release_3ds</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="mi">2019</span><span class="p">],[</span><span class="s1">&#39;Wii&#39;</span><span class="p">,</span><span class="n">release_wii</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="mi">2015</span><span class="p">],[</span><span class="s1">&#39;N64&#39;</span><span class="p">,</span><span class="n">release_n64</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="mi">2004</span><span class="p">],[</span><span class="s1">&#39;GC&#39;</span><span class="p">,</span><span class="n">release_gc</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="mi">2008</span><span class="p">]]</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Console&#39;</span><span class="p">,</span><span class="s1">&#39;Release&#39;</span><span class="p">,</span><span class="s1">&#39;MV Title Release&#39;</span><span class="p">,</span> <span class="s1">&#39;Age_of_console&#39;</span><span class="p">,</span> <span class="s1">&#39;Sold&#39;</span><span class="p">,</span> <span class="s1">&#39;Title&#39;</span><span class="p">,</span> <span class="s1">&#39;Discontinued&#39;</span><span class="p">])</span>
<span class="n">df</span>
</pre></div>

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<div class="prompt output_prompt">Out[221]:</div>


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

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

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Console</th>
      <th>Release</th>
      <th>MV Title Release</th>
      <th>Age_of_console</th>
      <th>Sold</th>
      <th>Title</th>
      <th>Discontinued</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>PS2</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2012</td>
    </tr>
    <tr>
      <th>1</th>
      <td>PS</td>
      <td>1994</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2006</td>
    </tr>
    <tr>
      <th>2</th>
      <td>PS3</td>
      <td>2006</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2017</td>
    </tr>
    <tr>
      <th>3</th>
      <td>PSP</td>
      <td>2004</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2015</td>
    </tr>
    <tr>
      <th>4</th>
      <td>XB</td>
      <td>2001</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2008</td>
    </tr>
    <tr>
      <th>5</th>
      <td>X360</td>
      <td>2005</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2016</td>
    </tr>
    <tr>
      <th>6</th>
      <td>DS</td>
      <td>2004</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2011</td>
    </tr>
    <tr>
      <th>7</th>
      <td>GBA</td>
      <td>2001</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2006</td>
    </tr>
    <tr>
      <th>8</th>
      <td>3DS</td>
      <td>2011</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2019</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Wii</td>
      <td>2006</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2015</td>
    </tr>
    <tr>
      <th>10</th>
      <td>N64</td>
      <td>1996</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2004</td>
    </tr>
    <tr>
      <th>11</th>
      <td>GC</td>
      <td>2001</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td></td>
      <td>2008</td>
    </tr>
  </tbody>
</table>
</div>
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<div class="prompt input_prompt">In&nbsp;[222]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Прогонка по пс2</span>
<span class="n">bb</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">dataset</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
<span class="n">bb</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">a</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
<span class="n">dci</span> <span class="o">=</span> <span class="mi">0</span> <span class="c1"># Цикл названия консолей</span>
<span class="n">i</span> <span class="o">=</span> <span class="mi">0</span> <span class="c1"># Рабочий цикл</span>
<span class="n">tv</span> <span class="o">=</span> <span class="mi">0</span> <span class="c1">#Количество проданных копий в млн</span>
<span class="n">year</span> <span class="o">=</span> <span class="mi">0</span> <span class="c1">#Год релиза</span>
<span class="n">fl</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">demanded_consoles</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="s1">&#39;PS&#39;</span><span class="p">,</span><span class="s1">&#39;PS2&#39;</span><span class="p">,</span><span class="s1">&#39;PS3&#39;</span><span class="p">,</span><span class="s1">&#39;PSP&#39;</span><span class="p">,</span><span class="s1">&#39;GBA&#39;</span><span class="p">,</span><span class="s1">&#39;DS&#39;</span><span class="p">,</span><span class="s1">&#39;Wii&#39;</span><span class="p">,</span><span class="s1">&#39;3DS&#39;</span><span class="p">,</span><span class="s1">&#39;XB&#39;</span><span class="p">,</span><span class="s1">&#39;X360&#39;</span><span class="p">,</span> <span class="s1">&#39;N64&#39;</span><span class="p">,</span> <span class="s1">&#39;GC&#39;</span><span class="p">])</span>
<span class="n">dc_len</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">demanded_consoles</span><span class="p">)</span>
<span class="n">dc_len</span>
<span class="k">while</span> <span class="n">dci</span> <span class="o">&lt;</span> <span class="n">dc_len</span><span class="p">:</span>
    <span class="n">curcon</span> <span class="o">=</span> <span class="n">demanded_consoles</span><span class="p">[</span><span class="n">dci</span><span class="p">]</span>
    <span class="k">while</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">a</span><span class="p">:</span> 
        <span class="n">v</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">2</span><span class="p">]</span>
        <span class="k">if</span> <span class="n">v</span> <span class="o">==</span> <span class="n">curcon</span><span class="p">:</span>
            <span class="n">m</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">10</span><span class="p">]</span>
            <span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
            <span class="k">if</span> <span class="n">m</span> <span class="o">&gt;=</span> <span class="n">tv</span><span class="p">:</span>    
                <span class="n">tv</span> <span class="o">=</span> <span class="n">m</span>
                <span class="n">year</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">3</span><span class="p">]</span>
                <span class="n">di</span> <span class="o">=</span> <span class="mi">0</span>
                <span class="n">dlen</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
                
                <span class="k">while</span> <span class="n">di</span> <span class="o">&lt;</span> <span class="n">dlen</span><span class="p">:</span>
                    <span class="n">vdata</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">di</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
                    <span class="k">if</span> <span class="n">vdata</span> <span class="o">==</span> <span class="n">curcon</span><span class="p">:</span>
                        <span class="n">df</span><span class="o">.</span><span class="n">set_value</span><span class="p">(</span><span class="n">di</span><span class="p">,</span> <span class="s1">&#39;MV Title Release&#39;</span><span class="p">,</span> <span class="n">year</span><span class="p">)</span>
                        <span class="n">df</span><span class="o">.</span><span class="n">set_value</span><span class="p">(</span><span class="n">di</span><span class="p">,</span> <span class="s1">&#39;Sold&#39;</span><span class="p">,</span> <span class="n">tv</span><span class="p">)</span>
                        <span class="n">df</span><span class="o">.</span><span class="n">set_value</span><span class="p">(</span><span class="n">di</span><span class="p">,</span> <span class="s1">&#39;Age_of_console&#39;</span><span class="p">,</span> <span class="n">year</span> <span class="o">-</span> <span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">di</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
                        <span class="n">df</span><span class="o">.</span><span class="n">set_value</span><span class="p">(</span><span class="n">di</span><span class="p">,</span> <span class="s1">&#39;Title&#39;</span><span class="p">,</span> <span class="n">dataset</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
                        <span class="n">i</span> <span class="o">=</span> <span class="n">a</span>
                    <span class="n">di</span> <span class="o">=</span> <span class="n">di</span> <span class="o">+</span> <span class="mi">1</span>
                    
        <span class="n">i</span> <span class="o">=</span> <span class="n">i</span><span class="o">+</span><span class="mi">1</span>
    <span class="n">dci</span> <span class="o">=</span> <span class="n">dci</span> <span class="o">+</span> <span class="mi">1</span>
    <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">tv</span> <span class="o">=</span> <span class="mi">0</span>
</pre></div>

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<pre>10.95
20.81
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<pre>C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:30: FutureWarning: set_value is deprecated and will be removed in a future release. Please use .at[] or .iat[] accessors instead
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:31: FutureWarning: set_value is deprecated and will be removed in a future release. Please use .at[] or .iat[] accessors instead
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:32: FutureWarning: set_value is deprecated and will be removed in a future release. Please use .at[] or .iat[] accessors instead
C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:33: FutureWarning: set_value is deprecated and will be removed in a future release. Please use .at[] or .iat[] accessors instead
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<pre>21.4
7.72
15.85
30.01
82.74
14.35
8.49
21.82
11.89
7.07
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<div class="prompt input_prompt">In&nbsp;[206]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Console</th>
      <th>Release</th>
      <th>MV Title Release</th>
      <th>Age_of_console</th>
      <th>Sold</th>
      <th>Title</th>
      <th>Discontinued</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>PS2</td>
      <td>2000</td>
      <td>2004</td>
      <td>4</td>
      <td>20</td>
      <td>Grand Theft Auto: San Andreas</td>
      <td>2012</td>
    </tr>
    <tr>
      <th>1</th>
      <td>PS</td>
      <td>1994</td>
      <td>1997</td>
      <td>3</td>
      <td>10</td>
      <td>Gran Turismo</td>
      <td>2006</td>
    </tr>
    <tr>
      <th>2</th>
      <td>PS3</td>
      <td>2006</td>
      <td>2013</td>
      <td>7</td>
      <td>21</td>
      <td>Grand Theft Auto V</td>
      <td>2017</td>
    </tr>
    <tr>
      <th>3</th>
      <td>PSP</td>
      <td>2004</td>
      <td>2005</td>
      <td>1</td>
      <td>7</td>
      <td>Grand Theft Auto: Liberty City Stories</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>4</th>
      <td>XB</td>
      <td>2001</td>
      <td>2004</td>
      <td>3</td>
      <td>8</td>
      <td>Halo 2</td>
      <td>2008</td>
    </tr>
    <tr>
      <th>5</th>
      <td>X360</td>
      <td>2005</td>
      <td>2010</td>
      <td>5</td>
      <td>21</td>
      <td>Kinect Adventures!</td>
      <td>2016</td>
    </tr>
    <tr>
      <th>6</th>
      <td>DS</td>
      <td>2004</td>
      <td>2006</td>
      <td>2</td>
      <td>30</td>
      <td>New Super Mario Bros.</td>
      <td>2011</td>
    </tr>
    <tr>
      <th>7</th>
      <td>GBA</td>
      <td>2001</td>
      <td>2002</td>
      <td>1</td>
      <td>15</td>
      <td>Pokemon Ruby/Pokemon Sapphire</td>
      <td>2006</td>
    </tr>
    <tr>
      <th>8</th>
      <td>3DS</td>
      <td>2011</td>
      <td>2013</td>
      <td>2</td>
      <td>14</td>
      <td>Pokemon X/Pokemon Y</td>
      <td>2019</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Wii</td>
      <td>2006</td>
      <td>2006</td>
      <td>0</td>
      <td>82</td>
      <td>Wii Sports</td>
      <td>2015</td>
    </tr>
    <tr>
      <th>10</th>
      <td>N64</td>
      <td>1996</td>
      <td>1996</td>
      <td>0</td>
      <td>11</td>
      <td>Super Mario 64</td>
      <td>2004</td>
    </tr>
    <tr>
      <th>11</th>
      <td>GC</td>
      <td>2001</td>
      <td>2001</td>
      <td>0</td>
      <td>7</td>
      <td>Super Smash Bros. Melee</td>
      <td>2008</td>
    </tr>
  </tbody>
</table>
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<h3 id="&#1058;&#1072;&#1082;&#1072;&#1103;-&#1088;&#1072;&#1079;&#1085;&#1080;&#1094;&#1072;-&#1074;-&#1074;&#1086;&#1079;&#1088;&#1072;&#1089;&#1090;&#1077;-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;,-&#1082;&#1086;&#1075;&#1076;&#1072;-&#1074;&#1099;&#1093;&#1086;&#1076;&#1080;&#1090;-&#1089;&#1072;&#1084;&#1099;&#1081;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1081;-&#1090;&#1072;&#1081;&#1090;&#1083;,-&#1086;&#1073;&#1091;&#1089;&#1083;&#1086;&#1074;&#1083;&#1077;&#1085;&#1072;-&#1088;&#1072;&#1079;&#1083;&#1080;&#1095;&#1085;&#1099;&#1084;-&#1087;&#1086;&#1076;&#1093;&#1086;&#1076;&#1086;&#1084;-&#1082;&#1086;&#1084;&#1087;&#1072;&#1085;&#1080;&#1081;-&#1082;-&#1073;&#1080;&#1073;&#1083;&#1080;&#1086;&#1090;&#1077;&#1082;&#1077;-&#1089;&#1074;&#1086;&#1080;&#1093;-&#1080;&#1075;&#1088;.-&#1058;&#1072;&#1082;,-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;-&#1086;&#1090;-Nintendo-&#1074;&#1099;&#1093;&#1086;&#1076;&#1103;&#1090;-&#1074;&#1084;&#1077;&#1089;&#1090;&#1077;-&#1089;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1084;&#1080;-&#1084;&#1080;&#1083;&#1083;&#1080;&#1086;&#1085;&#1085;&#1099;&#1084;&#1080;-&#1090;&#1080;&#1088;&#1072;&#1078;&#1072;&#1084;&#1080;-&#1101;&#1082;&#1089;&#1082;&#1083;&#1102;&#1079;&#1080;&#1074;&#1072;&#1084;&#1080;,-&#1087;&#1086;&#1088;&#1090;&#1072;&#1090;&#1080;&#1074;&#1085;&#1099;&#1077;-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;-&#1087;&#1088;&#1086;&#1089;&#1090;&#1086;-&#1076;&#1077;&#1084;&#1086;&#1085;&#1089;&#1090;&#1088;&#1080;&#1088;&#1091;&#1102;&#1090;-&#1076;&#1086;&#1074;&#1086;&#1083;&#1100;&#1085;&#1086;-&#1082;&#1086;&#1088;&#1086;&#1090;&#1082;&#1080;&#1081;-&#1087;&#1077;&#1088;&#1080;&#1086;&#1076;-&#1084;&#1077;&#1078;&#1076;&#1091;-&#1088;&#1077;&#1083;&#1080;&#1079;&#1086;&#1084;-&#1076;&#1077;&#1074;&#1072;&#1081;&#1089;&#1072;-&#1080;-&#1088;&#1077;&#1083;&#1080;&#1079;&#1086;&#1084;-&#1089;&#1072;&#1084;&#1086;&#1081;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1086;&#1081;-&#1080;&#1075;&#1088;&#1099;-&#1085;&#1072;-&#1085;&#1077;&#1084;,-&#1072;-&#1087;&#1088;&#1077;&#1076;&#1089;&#1090;&#1072;&#1074;&#1080;&#1090;&#1077;&#1083;&#1080;-Sony/Microsoft-&#1082;&#1072;&#1082;-&#1087;&#1088;&#1072;&#1074;&#1080;&#1083;&#1086;,-&#1087;&#1086;&#1083;&#1091;&#1095;&#1072;&#1102;&#1090;-&#1089;&#1072;&#1084;&#1099;&#1081;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1081;-&#1090;&#1072;&#1081;&#1090;&#1083;-&#1074;-&#1089;&#1077;&#1088;&#1077;&#1076;&#1080;&#1085;&#1077;-&#1078;&#1080;&#1079;&#1085;&#1077;&#1085;&#1085;&#1086;&#1075;&#1086;-&#1094;&#1080;&#1082;&#1083;&#1072;-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;-(PS3-&#1074;-&#1076;&#1072;&#1085;&#1085;&#1086;&#1084;-&#1089;&#1083;&#1091;&#1095;&#1072;&#1077;---&#1080;&#1089;&#1082;&#1083;&#1102;&#1095;&#1077;&#1085;&#1080;&#1077;,-&#1087;&#1086;&#1089;&#1082;&#1086;&#1083;&#1100;&#1082;&#1091;-GTA-V-&#1080;&#1079;&#1084;&#1077;&#1085;&#1080;&#1083;&#1086;-&#1101;&#1090;&#1091;-&#1089;&#1090;&#1072;&#1090;&#1080;&#1089;&#1090;&#1080;&#1082;&#1091;)">&#1058;&#1072;&#1082;&#1072;&#1103; &#1088;&#1072;&#1079;&#1085;&#1080;&#1094;&#1072; &#1074; &#1074;&#1086;&#1079;&#1088;&#1072;&#1089;&#1090;&#1077; &#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;, &#1082;&#1086;&#1075;&#1076;&#1072; &#1074;&#1099;&#1093;&#1086;&#1076;&#1080;&#1090; &#1089;&#1072;&#1084;&#1099;&#1081; &#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1081; &#1090;&#1072;&#1081;&#1090;&#1083;, &#1086;&#1073;&#1091;&#1089;&#1083;&#1086;&#1074;&#1083;&#1077;&#1085;&#1072; &#1088;&#1072;&#1079;&#1083;&#1080;&#1095;&#1085;&#1099;&#1084; &#1087;&#1086;&#1076;&#1093;&#1086;&#1076;&#1086;&#1084; &#1082;&#1086;&#1084;&#1087;&#1072;&#1085;&#1080;&#1081; &#1082; &#1073;&#1080;&#1073;&#1083;&#1080;&#1086;&#1090;&#1077;&#1082;&#1077; &#1089;&#1074;&#1086;&#1080;&#1093; &#1080;&#1075;&#1088;. &#1058;&#1072;&#1082;, &#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080; &#1086;&#1090; Nintendo &#1074;&#1099;&#1093;&#1086;&#1076;&#1103;&#1090; &#1074;&#1084;&#1077;&#1089;&#1090;&#1077; &#1089; &#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1084;&#1080; &#1084;&#1080;&#1083;&#1083;&#1080;&#1086;&#1085;&#1085;&#1099;&#1084;&#1080; &#1090;&#1080;&#1088;&#1072;&#1078;&#1072;&#1084;&#1080; &#1101;&#1082;&#1089;&#1082;&#1083;&#1102;&#1079;&#1080;&#1074;&#1072;&#1084;&#1080;, &#1087;&#1086;&#1088;&#1090;&#1072;&#1090;&#1080;&#1074;&#1085;&#1099;&#1077; &#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080; &#1087;&#1088;&#1086;&#1089;&#1090;&#1086; &#1076;&#1077;&#1084;&#1086;&#1085;&#1089;&#1090;&#1088;&#1080;&#1088;&#1091;&#1102;&#1090; &#1076;&#1086;&#1074;&#1086;&#1083;&#1100;&#1085;&#1086; &#1082;&#1086;&#1088;&#1086;&#1090;&#1082;&#1080;&#1081; &#1087;&#1077;&#1088;&#1080;&#1086;&#1076; &#1084;&#1077;&#1078;&#1076;&#1091; &#1088;&#1077;&#1083;&#1080;&#1079;&#1086;&#1084; &#1076;&#1077;&#1074;&#1072;&#1081;&#1089;&#1072; &#1080; &#1088;&#1077;&#1083;&#1080;&#1079;&#1086;&#1084; &#1089;&#1072;&#1084;&#1086;&#1081; &#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1086;&#1081; &#1080;&#1075;&#1088;&#1099; &#1085;&#1072; &#1085;&#1077;&#1084;, &#1072; &#1087;&#1088;&#1077;&#1076;&#1089;&#1090;&#1072;&#1074;&#1080;&#1090;&#1077;&#1083;&#1080; Sony/Microsoft &#1082;&#1072;&#1082; &#1087;&#1088;&#1072;&#1074;&#1080;&#1083;&#1086;, &#1087;&#1086;&#1083;&#1091;&#1095;&#1072;&#1102;&#1090; &#1089;&#1072;&#1084;&#1099;&#1081; &#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1081; &#1090;&#1072;&#1081;&#1090;&#1083; &#1074; &#1089;&#1077;&#1088;&#1077;&#1076;&#1080;&#1085;&#1077; &#1078;&#1080;&#1079;&#1085;&#1077;&#1085;&#1085;&#1086;&#1075;&#1086; &#1094;&#1080;&#1082;&#1083;&#1072; &#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080; (PS3 &#1074; &#1076;&#1072;&#1085;&#1085;&#1086;&#1084; &#1089;&#1083;&#1091;&#1095;&#1072;&#1077; - &#1080;&#1089;&#1082;&#1083;&#1102;&#1095;&#1077;&#1085;&#1080;&#1077;, &#1087;&#1086;&#1089;&#1082;&#1086;&#1083;&#1100;&#1082;&#1091; GTA V &#1080;&#1079;&#1084;&#1077;&#1085;&#1080;&#1083;&#1086; &#1101;&#1090;&#1091; &#1089;&#1090;&#1072;&#1090;&#1080;&#1089;&#1090;&#1080;&#1082;&#1091;)<a class="anchor-link" href="#&#1058;&#1072;&#1082;&#1072;&#1103;-&#1088;&#1072;&#1079;&#1085;&#1080;&#1094;&#1072;-&#1074;-&#1074;&#1086;&#1079;&#1088;&#1072;&#1089;&#1090;&#1077;-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;,-&#1082;&#1086;&#1075;&#1076;&#1072;-&#1074;&#1099;&#1093;&#1086;&#1076;&#1080;&#1090;-&#1089;&#1072;&#1084;&#1099;&#1081;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1081;-&#1090;&#1072;&#1081;&#1090;&#1083;,-&#1086;&#1073;&#1091;&#1089;&#1083;&#1086;&#1074;&#1083;&#1077;&#1085;&#1072;-&#1088;&#1072;&#1079;&#1083;&#1080;&#1095;&#1085;&#1099;&#1084;-&#1087;&#1086;&#1076;&#1093;&#1086;&#1076;&#1086;&#1084;-&#1082;&#1086;&#1084;&#1087;&#1072;&#1085;&#1080;&#1081;-&#1082;-&#1073;&#1080;&#1073;&#1083;&#1080;&#1086;&#1090;&#1077;&#1082;&#1077;-&#1089;&#1074;&#1086;&#1080;&#1093;-&#1080;&#1075;&#1088;.-&#1058;&#1072;&#1082;,-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;-&#1086;&#1090;-Nintendo-&#1074;&#1099;&#1093;&#1086;&#1076;&#1103;&#1090;-&#1074;&#1084;&#1077;&#1089;&#1090;&#1077;-&#1089;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1084;&#1080;-&#1084;&#1080;&#1083;&#1083;&#1080;&#1086;&#1085;&#1085;&#1099;&#1084;&#1080;-&#1090;&#1080;&#1088;&#1072;&#1078;&#1072;&#1084;&#1080;-&#1101;&#1082;&#1089;&#1082;&#1083;&#1102;&#1079;&#1080;&#1074;&#1072;&#1084;&#1080;,-&#1087;&#1086;&#1088;&#1090;&#1072;&#1090;&#1080;&#1074;&#1085;&#1099;&#1077;-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;-&#1087;&#1088;&#1086;&#1089;&#1090;&#1086;-&#1076;&#1077;&#1084;&#1086;&#1085;&#1089;&#1090;&#1088;&#1080;&#1088;&#1091;&#1102;&#1090;-&#1076;&#1086;&#1074;&#1086;&#1083;&#1100;&#1085;&#1086;-&#1082;&#1086;&#1088;&#1086;&#1090;&#1082;&#1080;&#1081;-&#1087;&#1077;&#1088;&#1080;&#1086;&#1076;-&#1084;&#1077;&#1078;&#1076;&#1091;-&#1088;&#1077;&#1083;&#1080;&#1079;&#1086;&#1084;-&#1076;&#1077;&#1074;&#1072;&#1081;&#1089;&#1072;-&#1080;-&#1088;&#1077;&#1083;&#1080;&#1079;&#1086;&#1084;-&#1089;&#1072;&#1084;&#1086;&#1081;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1086;&#1081;-&#1080;&#1075;&#1088;&#1099;-&#1085;&#1072;-&#1085;&#1077;&#1084;,-&#1072;-&#1087;&#1088;&#1077;&#1076;&#1089;&#1090;&#1072;&#1074;&#1080;&#1090;&#1077;&#1083;&#1080;-Sony/Microsoft-&#1082;&#1072;&#1082;-&#1087;&#1088;&#1072;&#1074;&#1080;&#1083;&#1086;,-&#1087;&#1086;&#1083;&#1091;&#1095;&#1072;&#1102;&#1090;-&#1089;&#1072;&#1084;&#1099;&#1081;-&#1087;&#1088;&#1086;&#1076;&#1072;&#1074;&#1072;&#1077;&#1084;&#1099;&#1081;-&#1090;&#1072;&#1081;&#1090;&#1083;-&#1074;-&#1089;&#1077;&#1088;&#1077;&#1076;&#1080;&#1085;&#1077;-&#1078;&#1080;&#1079;&#1085;&#1077;&#1085;&#1085;&#1086;&#1075;&#1086;-&#1094;&#1080;&#1082;&#1083;&#1072;-&#1082;&#1086;&#1085;&#1089;&#1086;&#1083;&#1080;-(PS3-&#1074;-&#1076;&#1072;&#1085;&#1085;&#1086;&#1084;-&#1089;&#1083;&#1091;&#1095;&#1072;&#1077;---&#1080;&#1089;&#1082;&#1083;&#1102;&#1095;&#1077;&#1085;&#1080;&#1077;,-&#1087;&#1086;&#1089;&#1082;&#1086;&#1083;&#1100;&#1082;&#1091;-GTA-V-&#1080;&#1079;&#1084;&#1077;&#1085;&#1080;&#1083;&#1086;-&#1101;&#1090;&#1091;-&#1089;&#1090;&#1072;&#1090;&#1080;&#1089;&#1090;&#1080;&#1082;&#1091;)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">platGenre</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">Console</span>
<span class="n">platGenreTotal</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">Age_of_console</span>
<span class="c1">#platGenreTotal = platGenreTotal.sort_values(ascending = False)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">y</span> <span class="o">=</span> <span class="n">platGenre</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="n">platGenreTotal</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">orient</span><span class="o">=</span><span class="s1">&#39;h&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span> <span class="o">=</span> <span class="s2">&quot;Console&quot;</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span> <span class="o">=</span> <span class="s2">&quot;Age of console&quot;</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>На графике хорошо видны различия между группами</p>

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<div class="prompt input_prompt">In&nbsp;[192]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">r_array</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">i</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">a</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="k">while</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">a</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;PS2&#39;</span><span class="p">:</span>
        <span class="n">r_array</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">3</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;PS3&#39;</span><span class="p">:</span>
        <span class="n">r_array</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">3</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;PS&#39;</span><span class="p">:</span>
        <span class="n">r_array</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">3</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;XB&#39;</span><span class="p">:</span>
        <span class="n">r_array</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">3</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;X360&#39;</span><span class="p">:</span>
        <span class="n">r_array</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">3</span><span class="p">])</span>
    <span class="n">i</span> <span class="o">=</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span>
<span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">r_array</span><span class="p">)</span>
    
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<pre>4.4</pre>
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<p>Соответственно, средний возраст стационарной консоли Sony/Microsoft на момент выхода самой продаваемой игры - 4.4 года</p>

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<p>Зададим дополнительный вопрос - а можно ли предсказать конец жизненного цикла консоли, зная дату релиза (предположительно) самой продаваемой игры на ней?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">assign</span><span class="p">(</span><span class="n">Life_Cycle</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Discontinued&#39;</span><span class="p">])</span>
<span class="n">i</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">a</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="k">while</span> <span class="n">i</span> <span class="o">&lt;</span> <span class="n">a</span><span class="p">:</span>
    <span class="n">df</span><span class="o">.</span><span class="n">set_value</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;Life_Cycle&#39;</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">6</span><span class="p">]</span> <span class="o">-</span> <span class="n">df</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
    <span class="n">i</span> <span class="o">=</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span>
<span class="n">df</span>
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<pre>C:\ProgramData\Anaconda3\lib\site-packages\ipykernel_launcher.py:5: FutureWarning: set_value is deprecated and will be removed in a future release. Please use .at[] or .iat[] accessors instead
  &#34;&#34;&#34;
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<style scoped>
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    }

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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Console</th>
      <th>Release</th>
      <th>MV Title Release</th>
      <th>Age_of_console</th>
      <th>Sold</th>
      <th>Title</th>
      <th>Discontinued</th>
      <th>Life_Cycle</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>PS2</td>
      <td>2000</td>
      <td>2004</td>
      <td>4</td>
      <td>20</td>
      <td>Grand Theft Auto: San Andreas</td>
      <td>2012</td>
      <td>12</td>
    </tr>
    <tr>
      <th>1</th>
      <td>PS</td>
      <td>1994</td>
      <td>1997</td>
      <td>3</td>
      <td>10</td>
      <td>Gran Turismo</td>
      <td>2006</td>
      <td>12</td>
    </tr>
    <tr>
      <th>2</th>
      <td>PS3</td>
      <td>2006</td>
      <td>2013</td>
      <td>7</td>
      <td>21</td>
      <td>Grand Theft Auto V</td>
      <td>2017</td>
      <td>11</td>
    </tr>
    <tr>
      <th>3</th>
      <td>PSP</td>
      <td>2004</td>
      <td>2005</td>
      <td>1</td>
      <td>7</td>
      <td>Grand Theft Auto: Liberty City Stories</td>
      <td>2015</td>
      <td>11</td>
    </tr>
    <tr>
      <th>4</th>
      <td>XB</td>
      <td>2001</td>
      <td>2004</td>
      <td>3</td>
      <td>8</td>
      <td>Halo 2</td>
      <td>2008</td>
      <td>7</td>
    </tr>
    <tr>
      <th>5</th>
      <td>X360</td>
      <td>2005</td>
      <td>2010</td>
      <td>5</td>
      <td>21</td>
      <td>Kinect Adventures!</td>
      <td>2016</td>
      <td>11</td>
    </tr>
    <tr>
      <th>6</th>
      <td>DS</td>
      <td>2004</td>
      <td>2006</td>
      <td>2</td>
      <td>30</td>
      <td>New Super Mario Bros.</td>
      <td>2011</td>
      <td>7</td>
    </tr>
    <tr>
      <th>7</th>
      <td>GBA</td>
      <td>2001</td>
      <td>2002</td>
      <td>1</td>
      <td>15</td>
      <td>Pokemon Ruby/Pokemon Sapphire</td>
      <td>2006</td>
      <td>5</td>
    </tr>
    <tr>
      <th>8</th>
      <td>3DS</td>
      <td>2011</td>
      <td>2013</td>
      <td>2</td>
      <td>14</td>
      <td>Pokemon X/Pokemon Y</td>
      <td>2019</td>
      <td>8</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Wii</td>
      <td>2006</td>
      <td>2006</td>
      <td>0</td>
      <td>82</td>
      <td>Wii Sports</td>
      <td>2015</td>
      <td>9</td>
    </tr>
    <tr>
      <th>10</th>
      <td>N64</td>
      <td>1996</td>
      <td>1996</td>
      <td>0</td>
      <td>11</td>
      <td>Super Mario 64</td>
      <td>2004</td>
      <td>8</td>
    </tr>
    <tr>
      <th>11</th>
      <td>GC</td>
      <td>2001</td>
      <td>2001</td>
      <td>0</td>
      <td>7</td>
      <td>Super Smash Bros. Melee</td>
      <td>2008</td>
      <td>7</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="mi">6</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">,</span><span class="mi">9</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="mi">11</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">0</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span>
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      <th></th>
      <th>Console</th>
      <th>Release</th>
      <th>MV Title Release</th>
      <th>Age_of_console</th>
      <th>Sold</th>
      <th>Title</th>
      <th>Discontinued</th>
      <th>Life_Cycle</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>PS2</td>
      <td>2000</td>
      <td>2004</td>
      <td>4</td>
      <td>20</td>
      <td>Grand Theft Auto: San Andreas</td>
      <td>2012</td>
      <td>12</td>
    </tr>
    <tr>
      <th>1</th>
      <td>PS</td>
      <td>1994</td>
      <td>1997</td>
      <td>3</td>
      <td>10</td>
      <td>Gran Turismo</td>
      <td>2006</td>
      <td>12</td>
    </tr>
    <tr>
      <th>2</th>
      <td>PS3</td>
      <td>2006</td>
      <td>2013</td>
      <td>7</td>
      <td>21</td>
      <td>Grand Theft Auto V</td>
      <td>2017</td>
      <td>11</td>
    </tr>
    <tr>
      <th>4</th>
      <td>XB</td>
      <td>2001</td>
      <td>2004</td>
      <td>3</td>
      <td>8</td>
      <td>Halo 2</td>
      <td>2008</td>
      <td>7</td>
    </tr>
    <tr>
      <th>5</th>
      <td>X360</td>
      <td>2005</td>
      <td>2010</td>
      <td>5</td>
      <td>21</td>
      <td>Kinect Adventures!</td>
      <td>2016</td>
      <td>11</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pX</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">pX</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">7</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">y</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">X</span>
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<pre>array([[4],
       [3],
       [7],
       [3],
       [5]], dtype=int64)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">lmplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;Age_of_console&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;Life_Cycle&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">markers</span> <span class="o">=</span> <span class="s2">&quot;.&quot;</span><span class="p">,</span> <span class="n">scatter_kws</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;color&quot;</span><span class="p">:</span><span class="s2">&quot;red&quot;</span><span class="p">})</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[248]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.externals.six</span> <span class="k">import</span> <span class="n">StringIO</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">tree</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">Image</span>
<span class="kn">import</span> <span class="nn">pydotplus</span> <span class="k">as</span> <span class="nn">pydot</span>
<span class="n">targetColumn</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Life_Cycle&#39;</span><span class="p">]</span>
<span class="n">FeatureColumns_dt2</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Age_of_console&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">targetColumn</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">FeatureColumns_dt2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mi">1</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">clf_tree</span> <span class="o">=</span> <span class="n">DecisionTreeClassifier</span><span class="p">(</span><span class="n">criterion</span><span class="o">=</span><span class="s1">&#39;entropy&#39;</span><span class="p">,</span> <span class="n">max_depth</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">clf_tree</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">predicted</span> <span class="o">=</span> <span class="n">clf_tree</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">predicted</span><span class="p">)</span>
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<pre>0.5
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<div class="prompt input_prompt">In&nbsp;[249]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dot_data</span> <span class="o">=</span> <span class="n">StringIO</span><span class="p">()</span>
<span class="n">tree</span><span class="o">.</span><span class="n">export_graphviz</span><span class="p">(</span><span class="n">clf_tree</span><span class="p">,</span> <span class="n">out_file</span><span class="o">=</span><span class="n">dot_data</span><span class="p">)</span>
<span class="n">graph</span> <span class="o">=</span> <span class="n">pydot</span><span class="o">.</span><span class="n">graph_from_dot_data</span><span class="p">(</span><span class="n">dot_data</span><span class="o">.</span><span class="n">getvalue</span><span class="p">())</span>
<span class="n">Image</span><span class="p">(</span><span class="n">graph</span><span class="o">.</span><span class="n">create_png</span><span class="p">())</span>
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<img 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