stock-price-prediction.html

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<title>stock-price-prediction</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

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<style type="text/css">
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<h2 id="Problem-Scenario:">Problem Scenario:<a class="anchor-link" href="#Problem-Scenario:">&#182;</a></h2><p>In this project we have a dataset containing stock prices of Google from May-2009 to August-2018. We have both AMD and Google datasets. We are using only Google data as of now.</p>
<p>Dataset Source: <a href="https://www.kaggle.com/gunhee/amdgoogle">https://www.kaggle.com/gunhee/amdgoogle</a></p>
<p>We are using the stock prices data from 2009 to 2017 (9 years) for training the neural network and predict the stock prices for the year 2018. This is a Regression problem.</p>
<p>To achieve this goal, we will train a <strong>Recurrent Neural Network (LSTM)</strong>. We will use one of the deep learning libraries, <strong>Keras</strong>, to build the neural network.</p>

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<h2 id="Importing-the-Libraries">Importing the Libraries<a class="anchor-link" href="#Importing-the-Libraries">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>

<span class="kn">import</span> <span class="nn">datetime</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="kn">from</span> <span class="nn">matplotlib.pylab</span> <span class="k">import</span> <span class="n">rcParams</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">LSTM</span><span class="p">,</span> <span class="n">Dense</span><span class="p">,</span> <span class="n">Dropout</span>
<span class="kn">from</span> <span class="nn">keras.models</span> <span class="k">import</span> <span class="n">Sequential</span>

<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">MinMaxScaler</span>
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<pre>Using TensorFlow backend.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>pip install keras
<span class="o">!</span>pip install tensorflow
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<pre>Requirement already satisfied: keras in /home/vchrombie/anaconda3/lib/python3.7/site-packages (2.2.5)
Requirement already satisfied: h5py in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from keras) (2.9.0)
Requirement already satisfied: scipy&gt;=0.14 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from keras) (1.2.1)
Requirement already satisfied: pyyaml in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from keras) (5.1)
Requirement already satisfied: numpy&gt;=1.9.1 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from keras) (1.16.2)
Requirement already satisfied: keras-preprocessing&gt;=1.1.0 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from keras) (1.1.0)
Requirement already satisfied: six&gt;=1.9.0 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from keras) (1.12.0)
Requirement already satisfied: keras-applications&gt;=1.0.8 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from keras) (1.0.8)
Requirement already satisfied: tensorflow in /home/vchrombie/anaconda3/lib/python3.7/site-packages (1.14.0)
Requirement already satisfied: gast&gt;=0.2.0 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (0.2.2)
Requirement already satisfied: numpy&lt;2.0,&gt;=1.14.5 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.16.2)
Requirement already satisfied: wheel&gt;=0.26 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (0.33.1)
Requirement already satisfied: google-pasta&gt;=0.1.6 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (0.1.7)
Requirement already satisfied: keras-preprocessing&gt;=1.0.5 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.1.0)
Requirement already satisfied: tensorflow-estimator&lt;1.15.0rc0,&gt;=1.14.0rc0 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.14.0)
Requirement already satisfied: keras-applications&gt;=1.0.6 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.0.8)
Requirement already satisfied: wrapt&gt;=1.11.1 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.11.1)
Requirement already satisfied: six&gt;=1.10.0 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.12.0)
Requirement already satisfied: absl-py&gt;=0.7.0 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (0.8.0)
Requirement already satisfied: grpcio&gt;=1.8.6 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.23.0)
Requirement already satisfied: protobuf&gt;=3.6.1 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (3.9.1)
Requirement already satisfied: tensorboard&lt;1.15.0,&gt;=1.14.0 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.14.0)
Requirement already satisfied: astor&gt;=0.6.0 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (0.8.0)
Requirement already satisfied: termcolor&gt;=1.1.0 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.1.0)
Requirement already satisfied: h5py in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from keras-applications&gt;=1.0.6-&gt;tensorflow) (2.9.0)
Requirement already satisfied: setuptools in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from protobuf&gt;=3.6.1-&gt;tensorflow) (41.2.0)
Requirement already satisfied: markdown&gt;=2.6.8 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorboard&lt;1.15.0,&gt;=1.14.0-&gt;tensorflow) (3.1.1)
Requirement already satisfied: werkzeug&gt;=0.11.15 in /home/vchrombie/anaconda3/lib/python3.7/site-packages (from tensorboard&lt;1.15.0,&gt;=1.14.0-&gt;tensorflow) (0.14.1)
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<h2 id="Loading-the-dataset">Loading the dataset<a class="anchor-link" href="#Loading-the-dataset">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;dataset/GOOGL.csv&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
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        vertical-align: middle;
    }

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        vertical-align: top;
    }

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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Date</th>
      <th>Open</th>
      <th>High</th>
      <th>Low</th>
      <th>Close</th>
      <th>Adj Close</th>
      <th>Volume</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2009-05-22</td>
      <td>198.528534</td>
      <td>199.524521</td>
      <td>196.196198</td>
      <td>196.946945</td>
      <td>196.946945</td>
      <td>3433700</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2009-05-26</td>
      <td>196.171173</td>
      <td>202.702698</td>
      <td>195.195190</td>
      <td>202.382385</td>
      <td>202.382385</td>
      <td>6202700</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2009-05-27</td>
      <td>203.023026</td>
      <td>206.136139</td>
      <td>202.607605</td>
      <td>202.982986</td>
      <td>202.982986</td>
      <td>6062500</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2009-05-28</td>
      <td>204.544540</td>
      <td>206.016022</td>
      <td>202.507507</td>
      <td>205.405411</td>
      <td>205.405411</td>
      <td>5332200</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2009-05-29</td>
      <td>206.261261</td>
      <td>208.823822</td>
      <td>205.555557</td>
      <td>208.823822</td>
      <td>208.823822</td>
      <td>5291100</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">tail</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Date</th>
      <th>Open</th>
      <th>High</th>
      <th>Low</th>
      <th>Close</th>
      <th>Adj Close</th>
      <th>Volume</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2330</th>
      <td>2018-08-23</td>
      <td>1219.880005</td>
      <td>1235.170044</td>
      <td>1219.349976</td>
      <td>1221.160034</td>
      <td>1221.160034</td>
      <td>1233300</td>
    </tr>
    <tr>
      <th>2331</th>
      <td>2018-08-24</td>
      <td>1226.000000</td>
      <td>1237.400024</td>
      <td>1221.420044</td>
      <td>1236.750000</td>
      <td>1236.750000</td>
      <td>1222700</td>
    </tr>
    <tr>
      <th>2332</th>
      <td>2018-08-27</td>
      <td>1244.140015</td>
      <td>1257.869995</td>
      <td>1240.680054</td>
      <td>1256.270020</td>
      <td>1256.270020</td>
      <td>1429000</td>
    </tr>
    <tr>
      <th>2333</th>
      <td>2018-08-28</td>
      <td>1255.900024</td>
      <td>1256.560059</td>
      <td>1242.969971</td>
      <td>1245.859985</td>
      <td>1245.859985</td>
      <td>1366500</td>
    </tr>
    <tr>
      <th>2334</th>
      <td>2018-08-29</td>
      <td>1255.000000</td>
      <td>1267.170044</td>
      <td>1252.800049</td>
      <td>1264.650024</td>
      <td>1264.650024</td>
      <td>1846300</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 2335 entries, 0 to 2334
Data columns (total 7 columns):
Date         2335 non-null object
Open         2335 non-null float64
High         2335 non-null float64
Low          2335 non-null float64
Close        2335 non-null float64
Adj Close    2335 non-null float64
Volume       2335 non-null int64
dtypes: float64(5), int64(1), object(1)
memory usage: 127.8+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># dataframe.size </span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Size = &quot;</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">size</span><span class="p">)</span>

<span class="c1"># dataframe.shape </span>
<span class="n">shape</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span> 
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Shape = &quot;</span><span class="p">,</span> <span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Shape[0] x Shape[1] = </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span> 
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<pre>Size =  16345
Shape =  (2335, 7)
Shape[0] x Shape[1] = 16345
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<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">dataframeName</span> <span class="o">=</span> <span class="s1">&#39;GOOGL.csv&#39;</span>
<span class="n">nRow</span><span class="p">,</span> <span class="n">nCol</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span>
<span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s1">&#39;There are </span><span class="si">{nRow}</span><span class="s1"> rows and </span><span class="si">{nCol}</span><span class="s1"> columns&#39;</span><span class="p">)</span>
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<pre>There are 2335 rows and 7 columns
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<p>Let's take a quick look at what the data looks like</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">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Date</th>
      <th>Open</th>
      <th>High</th>
      <th>Low</th>
      <th>Close</th>
      <th>Adj Close</th>
      <th>Volume</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2009-05-22</td>
      <td>198.528534</td>
      <td>199.524521</td>
      <td>196.196198</td>
      <td>196.946945</td>
      <td>196.946945</td>
      <td>3433700</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2009-05-26</td>
      <td>196.171173</td>
      <td>202.702698</td>
      <td>195.195190</td>
      <td>202.382385</td>
      <td>202.382385</td>
      <td>6202700</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2009-05-27</td>
      <td>203.023026</td>
      <td>206.136139</td>
      <td>202.607605</td>
      <td>202.982986</td>
      <td>202.982986</td>
      <td>6062500</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2009-05-28</td>
      <td>204.544540</td>
      <td>206.016022</td>
      <td>202.507507</td>
      <td>205.405411</td>
      <td>205.405411</td>
      <td>5332200</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2009-05-29</td>
      <td>206.261261</td>
      <td>208.823822</td>
      <td>205.555557</td>
      <td>208.823822</td>
      <td>208.823822</td>
      <td>5291100</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#statistical summary of the attributes</span>

<span class="n">df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[11]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Open</th>
      <th>High</th>
      <th>Low</th>
      <th>Close</th>
      <th>Adj Close</th>
      <th>Volume</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>2335.000000</td>
      <td>2335.000000</td>
      <td>2335.000000</td>
      <td>2335.000000</td>
      <td>2335.000000</td>
      <td>2.335000e+03</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>550.725409</td>
      <td>555.136744</td>
      <td>545.908515</td>
      <td>550.662757</td>
      <td>550.662757</td>
      <td>3.764886e+06</td>
    </tr>
    <tr>
      <th>std</th>
      <td>278.136894</td>
      <td>280.349025</td>
      <td>275.855161</td>
      <td>278.228484</td>
      <td>278.228484</td>
      <td>2.764696e+06</td>
    </tr>
    <tr>
      <th>min</th>
      <td>196.171173</td>
      <td>199.524521</td>
      <td>195.195190</td>
      <td>196.946945</td>
      <td>196.946945</td>
      <td>5.206000e+05</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>299.286773</td>
      <td>301.759247</td>
      <td>297.197204</td>
      <td>299.144135</td>
      <td>299.144135</td>
      <td>1.734650e+06</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>526.211182</td>
      <td>532.780029</td>
      <td>521.909973</td>
      <td>527.767761</td>
      <td>527.767761</td>
      <td>3.250200e+06</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>757.760010</td>
      <td>763.745025</td>
      <td>752.024994</td>
      <td>758.524993</td>
      <td>758.524993</td>
      <td>4.891800e+06</td>
    </tr>
    <tr>
      <th>max</th>
      <td>1289.119995</td>
      <td>1291.439941</td>
      <td>1263.000000</td>
      <td>1285.500000</td>
      <td>1285.500000</td>
      <td>2.961990e+07</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># boxplots</span>

<span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">0</span><span class="p">:</span><span class="mi">6</span><span class="p">]</span><span class="o">.</span><span class="n">boxplot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">6</span><span class="p">:</span><span class="mi">7</span><span class="p">]</span><span class="o">.</span><span class="n">boxplot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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aq72xTPXFU9I8kH2vLHtu63rfXvqjOCbSe0dtg0n1ltnObm5pidnZ30MHa6cTwnYHk8L6zF0O5Six09I9gonwIKcD5wy5YX/+Yi4LS2fBpw4bz217dPAx0N3Le9F/9dqaq2e9mwYcOifbS8LPb37ul5YS2GllstRpkCeiHwG8ANSa5rbf8OOAf4ZJLTgTuAk9ttlwCvAjYBDwBvHOGxJUkjWnIAVNXfsPC8PsCxC/Qv4IylPp4kabz8JrAkdcoAkKROGQCS1CkDQJI6ZQBIUqcMAEnq1EjfBN7Zknwb+OakxwEcAHxn0oOYEtZiyFoMWYuhaajFoVX1pMU6TXUATIsk1+zI16p7YC2GrMWQtRjanWrhFJAkdcoAkKROGQA75rxJD2CKWIshazFkLYZ2m1p4DECSOuUegCR1qssASHJwkguTbEzyv5O8N8mjJj2uSUly/1bX35DkfW35zUlev8j9H+q/XGxdk94k+fkkH2/bx81JLkny9CQ3Tnps45TkNUkqyTO30+fDSU5qyx9McvgCffZKck57TbkxyReTHNduuz3JATvvt1i67gKgncjmM8BfVdVK4OnAY4B3THRgU6qq/ryqPjLpcWjXadvIZxmcwe8fV9XhDM71MTPZke0UpwJ/A5yyI52r6req6uYFbvpj4EDgiKo6AvinwGPHNsqdpLsAAF4G/LCqPgRQVT8Ffg/4zST/qu0ZXJrk1iRnb7lTkl9vqX5dkg8k2aO135/kHUm+muSqJMtqI0nyh0n+TVv+pSTXJ/lCkj/Z6t3gU1rdNib5TxMa7k6V5NAkl7caXJ7kqUn2SHJbO9Pd/kl+luQlrf+VSZ426XEvwUuBn1TVn29pqKrrgDu3XE/y6CQfSnJDkq8keWlrf/a87eT6JCtb+4LbzyS185m/EDideQHQ/pbva3s+64Anz7ttLsmqrdazL/Am4C1V9SOAqvr7qvrkAo95ZttDuDHJ77a2/ZKsa68hNyZ5bWs/KslfJ7k2yWUZnGJ3rHoMgGcD185vqKp/YHD2sj2BFwCvA54PnJxkVZJnAa8FXlhVzwd+2voA7AdcVVXPA65g8ETY3ezTNszrMji72x9to9+HgDdX1TEMajDf8xnU6DnAa5McsvOGOzHvAz5SVc8FPgqc295AfB04HHgRg+fWi5PsDRxcVZsmNtqlO4KttpEFnAFQVc9h8C56bZJHA28G3tu2k1XA5kW2n0k6Ebi0qr4O3JPkyNb+GuAZDJ7LbwJ+ZZH1PA24o72ObFOSoxicCfGXgaOBNyX5ReCVwF1V9by293BpBudb/6/ASVV1FHABO2GWYpRTQu6uAiz00act7eur6v8CJPkMg436QeAo4EuDvWP2Ab7V7vdj4OK2fC3w8p028p3nB23DBAZz+gw2Xua17Q88tqr+tjX9JfDqeV0ur6r7Wt+bgUOZ945xmTgG+Gdt+S+ALXs6VwIvAQ4D3sngReOvgS/t6gHuQi9i8AJFVX0tyTcZTKd+AXh7koOBz1TVxiTHsu3tZ5JOBf60LX+8Xf8yg7/lx1q435Xk82N6vBcBn62q78NDry8vBi4F3p3kXcDFVXVlkiMYBPH6VrM9gLGfQ73HALgJ+OfzG5L8HHAIg3cmW4dDMQiHtVX1tgXW95Mafpb2pyzfmm7r9J9b/Gje8nKuw3xb/u5XMnjn+xTg3wP/FphlsEe4O7oJOGmRPgs+H6rqL5NcDRwPXJbkt9j+9jMRSZ7IYDr4iCTF4AW2kvx+6/JIPh+/CXhqksdW1fe297ALNVbV19vewauAdyb5HINjMDe1ve2dpscpoMuBfdM+2dLmIv8z8GEGJ6t/eZInJNmHwS7i/2r3OSnJk9t9npDk0EkMflKq6l7ge0mObk07dNBsmflbhr/36xgcPAS4msE0wc+q6ofAdcC/ZBAMu6PPA3sneWg6M8kvMdir2+IK2jROkqcDTwVuTfILwG1VdS5wEfBcpnP7OYnBdN6hVbWiqg4BvsHgXfoVwCnt+M6BDI6JbFNVPQCcD5yb9mnCJAcm+fWtul4BnJhk3yT7MZhqujLJU4AHquq/A+8GjgRuBZ6U5Ji2vr2SPHtMv/tDuguA9m79NQzm9zcymL/9IYNPOcBgo/4LBhvxp6vqmnbU/w+AzyW5HljP4Ih/b04HzkvyBQbvZu6b8Hh2pn2TbJ53ORP4HeCN7TnwG8BbAdqBvzuBq9p9r2TwCZAbJjDukc3bRl6ewcdAbwL+ELhrXrc/A/ZIcgPwCeANrQ6vBW5sx5KeyeBFdhq3n1MZvMue79PAv2jtGxn8/d7PYDpvvoX2Dv4A+DZwcwYfjvirdn14p6ovM3ij+UUGbxo+WFVfYXCs4YutZm8H/mNV/ZhBSL0ryVcZvB4tdiziEfObwPNsmfuuqt+e9FimUZLHVNX9bXkNcGBVvXXCw5J2mRZ4v1ZV35j0WMahh3lajc/xSd7G4HnzTeANkx2OtOskWQ/csFxe/ME9AEnqVnfHACRJAwaAJHXKAJCkThkAktQpA0CSOmUASFKn/h8dJjrfepdg9gAAAABJRU5ErkJggg==
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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">6</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;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Correlation Matrix</span>

<span class="n">df</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
</pre></div>

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    <div class="prompt output_prompt">Out[14]:</div>


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

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

    .dataframe thead th {
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    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Open</th>
      <th>High</th>
      <th>Low</th>
      <th>Close</th>
      <th>Adj Close</th>
      <th>Volume</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Open</th>
      <td>1.000000</td>
      <td>0.999879</td>
      <td>0.999815</td>
      <td>0.999687</td>
      <td>0.999687</td>
      <td>-0.573989</td>
    </tr>
    <tr>
      <th>High</th>
      <td>0.999879</td>
      <td>1.000000</td>
      <td>0.999805</td>
      <td>0.999844</td>
      <td>0.999844</td>
      <td>-0.572042</td>
    </tr>
    <tr>
      <th>Low</th>
      <td>0.999815</td>
      <td>0.999805</td>
      <td>1.000000</td>
      <td>0.999874</td>
      <td>0.999874</td>
      <td>-0.577802</td>
    </tr>
    <tr>
      <th>Close</th>
      <td>0.999687</td>
      <td>0.999844</td>
      <td>0.999874</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>-0.575422</td>
    </tr>
    <tr>
      <th>Adj Close</th>
      <td>0.999687</td>
      <td>0.999844</td>
      <td>0.999874</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>-0.575422</td>
    </tr>
    <tr>
      <th>Volume</th>
      <td>-0.573989</td>
      <td>-0.572042</td>
      <td>-0.577802</td>
      <td>-0.575422</td>
      <td>-0.575422</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Correlation Matrix Plot</span>

<span class="n">f</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">matshow</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">corr</span><span class="p">(),</span> <span class="n">fignum</span><span class="o">=</span><span class="n">f</span><span class="o">.</span><span class="n">number</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="nb">range</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">shape</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">columns</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">45</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">shape</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">columns</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">cb</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
<span class="n">cb</span><span class="o">.</span><span class="n">ax</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Correlation heatmap</span>

<span class="n">rs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">RandomState</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<span class="n">corr</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
<span class="n">corr</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">background_gradient</span><span class="p">(</span><span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;coolwarm&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">set_precision</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
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            color:  #f1f1f1;
        }</style><table id="T_0d7dae20_f368_11e9_a661_f1213436ddac" ><thead>    <tr>        <th class="blank level0" ></th>        <th class="col_heading level0 col0" >Open</th>        <th class="col_heading level0 col1" >High</th>        <th class="col_heading level0 col2" >Low</th>        <th class="col_heading level0 col3" >Close</th>        <th class="col_heading level0 col4" >Adj Close</th>        <th class="col_heading level0 col5" >Volume</th>    </tr></thead><tbody>
                <tr>
                        <th id="T_0d7dae20_f368_11e9_a661_f1213436ddaclevel0_row0" class="row_heading level0 row0" >Open</th>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow0_col0" class="data row0 col0" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow0_col1" class="data row0 col1" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow0_col2" class="data row0 col2" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow0_col3" class="data row0 col3" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow0_col4" class="data row0 col4" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow0_col5" class="data row0 col5" >-0.57</td>
            </tr>
            <tr>
                        <th id="T_0d7dae20_f368_11e9_a661_f1213436ddaclevel0_row1" class="row_heading level0 row1" >High</th>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow1_col0" class="data row1 col0" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow1_col1" class="data row1 col1" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow1_col2" class="data row1 col2" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow1_col3" class="data row1 col3" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow1_col4" class="data row1 col4" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow1_col5" class="data row1 col5" >-0.57</td>
            </tr>
            <tr>
                        <th id="T_0d7dae20_f368_11e9_a661_f1213436ddaclevel0_row2" class="row_heading level0 row2" >Low</th>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow2_col0" class="data row2 col0" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow2_col1" class="data row2 col1" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow2_col2" class="data row2 col2" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow2_col3" class="data row2 col3" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow2_col4" class="data row2 col4" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow2_col5" class="data row2 col5" >-0.58</td>
            </tr>
            <tr>
                        <th id="T_0d7dae20_f368_11e9_a661_f1213436ddaclevel0_row3" class="row_heading level0 row3" >Close</th>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow3_col0" class="data row3 col0" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow3_col1" class="data row3 col1" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow3_col2" class="data row3 col2" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow3_col3" class="data row3 col3" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow3_col4" class="data row3 col4" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow3_col5" class="data row3 col5" >-0.58</td>
            </tr>
            <tr>
                        <th id="T_0d7dae20_f368_11e9_a661_f1213436ddaclevel0_row4" class="row_heading level0 row4" >Adj Close</th>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow4_col0" class="data row4 col0" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow4_col1" class="data row4 col1" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow4_col2" class="data row4 col2" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow4_col3" class="data row4 col3" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow4_col4" class="data row4 col4" >1</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow4_col5" class="data row4 col5" >-0.58</td>
            </tr>
            <tr>
                        <th id="T_0d7dae20_f368_11e9_a661_f1213436ddaclevel0_row5" class="row_heading level0 row5" >Volume</th>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow5_col0" class="data row5 col0" >-0.57</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow5_col1" class="data row5 col1" >-0.57</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow5_col2" class="data row5 col2" >-0.58</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow5_col3" class="data row5 col3" >-0.58</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow5_col4" class="data row5 col4" >-0.58</td>
                        <td id="T_0d7dae20_f368_11e9_a661_f1213436ddacrow5_col5" class="data row5 col5" >1</td>
            </tr>
    </tbody></table>
</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Attribute Scatter Plot Matrix</span>

<span class="kn">from</span> <span class="nn">pandas.plotting</span> <span class="k">import</span> <span class="n">scatter_matrix</span>

<span class="n">scatter_matrix</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">6</span><span class="p">),</span> <span class="n">diagonal</span><span class="o">=</span><span class="s1">&#39;kde&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h2 id="Splitting-the-Data">Splitting the Data<a class="anchor-link" href="#Splitting-the-Data">&#182;</a></h2>
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<p>You can see that we have the dataset over the years from 2009 to 2018. We planned to train the model over the data from 2009 to 2017 and test it on 2018 data. So, we need to filter the data into two parts.</p>
<ul>
<li>data_from_2009_to_2017 (starting from May 2009 to December 2017 included)</li>
<li>data_2018 (starting from January 2018 to August 2018)</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># converting the Date row of the Dataframe to datetime format for easy handling</span>

<span class="kn">import</span> <span class="nn">datetime</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;Date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Date&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># the seperation date</span>

<span class="n">dec_2017</span> <span class="o">=</span> <span class="s1">&#39;2017-12-31&#39;</span>
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<h3 id="data_from_2009_to_2017">data_from_2009_to_2017<a class="anchor-link" href="#data_from_2009_to_2017">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mask</span> <span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Date&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">dec_2017</span><span class="p">)</span>
<span class="n">data_09to17</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_09to17</span><span class="o">.</span><span class="n">tail</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Date</th>
      <th>Open</th>
      <th>High</th>
      <th>Low</th>
      <th>Close</th>
      <th>Adj Close</th>
      <th>Volume</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2163</th>
      <td>2017-12-22</td>
      <td>1070.000000</td>
      <td>1071.719971</td>
      <td>1067.640015</td>
      <td>1068.859985</td>
      <td>1068.859985</td>
      <td>889400</td>
    </tr>
    <tr>
      <th>2164</th>
      <td>2017-12-26</td>
      <td>1068.640015</td>
      <td>1068.859985</td>
      <td>1058.640015</td>
      <td>1065.849976</td>
      <td>1065.849976</td>
      <td>918800</td>
    </tr>
    <tr>
      <th>2165</th>
      <td>2017-12-27</td>
      <td>1066.599976</td>
      <td>1068.270020</td>
      <td>1058.380005</td>
      <td>1060.199951</td>
      <td>1060.199951</td>
      <td>1116200</td>
    </tr>
    <tr>
      <th>2166</th>
      <td>2017-12-28</td>
      <td>1062.250000</td>
      <td>1064.839966</td>
      <td>1053.380005</td>
      <td>1055.949951</td>
      <td>1055.949951</td>
      <td>994200</td>
    </tr>
    <tr>
      <th>2167</th>
      <td>2017-12-29</td>
      <td>1055.489990</td>
      <td>1058.050049</td>
      <td>1052.699951</td>
      <td>1053.400024</td>
      <td>1053.400024</td>
      <td>1180300</td>
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<h3 id="data_2018">data_2018<a class="anchor-link" href="#data_2018">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mask</span> <span class="o">=</span> <span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Date&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">dec_2017</span><span class="p">)</span>
<span class="n">data_18</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_18</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Date</th>
      <th>Open</th>
      <th>High</th>
      <th>Low</th>
      <th>Close</th>
      <th>Adj Close</th>
      <th>Volume</th>
    </tr>
  </thead>
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      <th>2168</th>
      <td>2018-01-02</td>
      <td>1053.020020</td>
      <td>1075.979980</td>
      <td>1053.020020</td>
      <td>1073.209961</td>
      <td>1073.209961</td>
      <td>1588300</td>
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      <th>2169</th>
      <td>2018-01-03</td>
      <td>1073.930054</td>
      <td>1096.099976</td>
      <td>1073.430054</td>
      <td>1091.520020</td>
      <td>1091.520020</td>
      <td>1565900</td>
    </tr>
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      <th>2170</th>
      <td>2018-01-04</td>
      <td>1097.089966</td>
      <td>1104.079956</td>
      <td>1094.260010</td>
      <td>1095.760010</td>
      <td>1095.760010</td>
      <td>1302600</td>
    </tr>
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      <th>2171</th>
      <td>2018-01-05</td>
      <td>1103.449951</td>
      <td>1113.579956</td>
      <td>1101.800049</td>
      <td>1110.290039</td>
      <td>1110.290039</td>
      <td>1512500</td>
    </tr>
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      <th>2172</th>
      <td>2018-01-08</td>
      <td>1111.000000</td>
      <td>1119.160034</td>
      <td>1110.000000</td>
      <td>1114.209961</td>
      <td>1114.209961</td>
      <td>1232200</td>
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<p>We will use the <code>data_09to17</code> for the further steps. We will use the <code>data_18</code> in the end for testing and validating.</p>

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<h2 id="Data-Preprocessing">Data Preprocessing<a class="anchor-link" href="#Data-Preprocessing">&#182;</a></h2>
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<p>The dataset contains various information like displayed above. But in this project we will only use the <code>Open</code> stock prices for training our model. Therefore for the purpose of convenience we will create another variable that stores only the required (<code>Open</code> stock price) information.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">training_set</span> <span class="o">=</span> <span class="n">data_09to17</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">1</span><span class="p">:</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>

<span class="nb">print</span><span class="p">(</span><span class="n">training_set</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;********************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;********************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">training_set</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>[[ 198.528534]
 [ 196.171173]
 [ 203.023026]
 ...
 [1066.599976]
 [1062.25    ]
 [1055.48999 ]]
********************
********************
(2168, 1)
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<p>Now we can see that there is only one column with the <code>Open</code> stock prices. There are a total of 2168 stock prices.</p>

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<h3 id="Additional-Information-(Things-to-Remember!)">Additional Information (Things to Remember!)<a class="anchor-link" href="#Additional-Information-(Things-to-Remember!)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">data_09to17</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">data_09to17</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">1</span><span class="p">:</span><span class="mi">2</span><span class="p">]))</span>   
<span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">data_09to17</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">1</span><span class="p">:</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">))</span>

<span class="c1"># iloc[rangeofRows, rangeofColumns]</span>
<span class="c1"># Indexing starts from zero.</span>
<span class="c1"># &quot;:&quot; indicates entire range.</span>
<span class="c1"># &quot;1:2&quot; indicates column one only. Because, the upper bound will be excluded. </span>
<span class="c1"># mathematical operation are performed on the arrays. So, it is crusial to convert the data to arrays.</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
&lt;class &#39;numpy.ndarray&#39;&gt;
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<h2 id="Feature-scaling">Feature scaling<a class="anchor-link" href="#Feature-scaling">&#182;</a></h2><p>The performance of the neural network will be better if the entire training input is in the same range. As we can see from above the stock prices are not in the same range. So, we need to scale the training data such that they are in the same range. This process is called Feature Scaling. The two popular methods for feature scaling are:</p>
<ul>
<li><strong>Standardization</strong></li>
</ul>
<p>$ x' = \frac{x - \bar{x}}{\sigma} $</p>
<p>where $ x $ is the original feature vector, $ \bar{x} $ is the mean of that feature vector, and $ \sigma $ is its standard deviation.</p>
<ul>
<li><strong>Normalization</strong> (Min-Max normalization)</li>
</ul>
<p>$ x' = \frac{x - \text{min}(x)}{\text{max}(x)-\text{min}(x)} $</p>
<p>where $ x $ is an original value, $ x' $ is the normalized value.</p>
<p>It is recommended to use Normalization in the case of RNN networks. Therefore we use Min-Max normalization here. You may also experiment with different feature scaling methods.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">MinMaxScaler</span>

<span class="n">scaler</span> <span class="o">=</span> <span class="n">MinMaxScaler</span><span class="p">(</span><span class="n">feature_range</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span> 
<span class="n">scaled_training_set</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">training_set</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="n">scaled_training_set</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">scaled_training_set</span>
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<pre>(2168, 1)
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<pre>array([[0.00265813],
       [0.        ],
       [0.00772607],
       ...,
       [0.98148496],
       [0.97657998],
       [0.96895747]])</pre>
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<p>The <code>fit</code> method only calculates the min and max values. It does not apply the formula on the training set. The <code>fit_transform</code> method applies the minmax formula on the training set. After applying the minmax formula, the transformed values will be in the range 0 and 1 i.e, the training data (features) will be in the range 0 and 1 (as shown above).</p>

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<h2 id="Implementation-of-LSTM-model">Implementation of LSTM model<a class="anchor-link" href="#Implementation-of-LSTM-model">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">y_train</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">60</span><span class="p">,</span> <span class="mi">2168</span><span class="p">):</span>
    <span class="n">X_train</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">scaled_training_set</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">60</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="n">y_train</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">scaled_training_set</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="n">X_train</span><span class="p">,</span><span class="n">y_train</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="n">X_train</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">y_train</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">y_train</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(2108, 60) (2108,)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">X_train</span><span class="p">,(</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="mi">1</span><span class="p">))</span> <span class="c1">#adding the batch_size axis</span>
<span class="n">X_train</span><span class="o">.</span><span class="n">shape</span>
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<pre>(2108, 60, 1)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.models</span> <span class="k">import</span> <span class="n">Sequential</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Dense</span><span class="p">,</span><span class="n">LSTM</span><span class="p">,</span><span class="n">Dropout</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">LSTM</span><span class="p">(</span><span class="n">units</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">return_sequences</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">input_shape</span> <span class="o">=</span><span class="p">(</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="mi">1</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.2</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">LSTM</span><span class="p">(</span><span class="n">units</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">return_sequences</span> <span class="o">=</span> <span class="kc">True</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.2</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">LSTM</span><span class="p">(</span><span class="n">units</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">return_sequences</span> <span class="o">=</span> <span class="kc">True</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.2</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">LSTM</span><span class="p">(</span><span class="n">units</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">return_sequences</span> <span class="o">=</span> <span class="kc">False</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.2</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="n">units</span> <span class="o">=</span><span class="mi">1</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">optimizer</span><span class="o">=</span><span class="s1">&#39;adam&#39;</span><span class="p">,</span><span class="n">loss</span><span class="o">=</span><span class="s2">&quot;mean_squared_error&quot;</span><span class="p">)</span>
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<pre>WARNING:tensorflow:From /home/vchrombie/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:66: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.

WARNING:tensorflow:From /home/vchrombie/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:541: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.

WARNING:tensorflow:From /home/vchrombie/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:4432: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.

WARNING:tensorflow:From /home/vchrombie/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:148: The name tf.placeholder_with_default is deprecated. Please use tf.compat.v1.placeholder_with_default instead.

WARNING:tensorflow:From /home/vchrombie/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3733: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.
Instructions for updating:
Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.
WARNING:tensorflow:From /home/vchrombie/anaconda3/lib/python3.7/site-packages/keras/optimizers.py:793: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hist</span> <span class="o">=</span> <span class="n">model</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">epochs</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span> <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">32</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
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<pre>WARNING:tensorflow:From /home/vchrombie/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/math_grad.py:1250: add_dispatch_support.&lt;locals&gt;.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.where in 2.0, which has the same broadcast rule as np.where
WARNING:tensorflow:From /home/vchrombie/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:1033: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead.

Epoch 1/20
 - 23s - loss: 0.0159
Epoch 2/20
 - 17s - loss: 0.0018
Epoch 3/20
 - 17s - loss: 0.0024
Epoch 4/20
 - 17s - loss: 0.0016
Epoch 5/20
 - 18s - loss: 0.0016
Epoch 6/20
 - 18s - loss: 0.0015
Epoch 7/20
 - 17s - loss: 0.0017
Epoch 8/20
 - 16s - loss: 0.0014
Epoch 9/20
 - 16s - loss: 0.0014
Epoch 10/20
 - 16s - loss: 0.0017
Epoch 11/20
 - 15s - loss: 0.0015
Epoch 12/20
 - 16s - loss: 0.0014
Epoch 13/20
 - 16s - loss: 0.0012
Epoch 14/20
 - 16s - loss: 0.0011
Epoch 15/20
 - 16s - loss: 0.0014
Epoch 16/20
 - 16s - loss: 0.0017
Epoch 17/20
 - 16s - loss: 0.0012
Epoch 18/20
 - 16s - loss: 0.0012
Epoch 19/20
 - 17s - loss: 9.8703e-04
Epoch 20/20
 - 16s - loss: 0.0011
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<div class=" highlight hl-ipython3"><pre><span></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">16</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">hist</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;model loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;train&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</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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kbV22qq5Vov4JHRA6xcOtjkaiRJkiSp/TUsAANk5o3AjUece9+M4zHgdXPcu/YYz34QuOiki2xRlVK9F/CuAzxtTbnJ1UiSJElS+2vkEmidhEMzwMP2ApYkSZKkBWEAblGnLeqn0N/DiK2QJEmSJGlBGIBbVERQLRWdAZYkSZKkBWIAbmGVcoFhZ4AlSZIkaUEYgFtYbQbYACxJkiRJC8EA3MIq5SKP7BlnYmq62aVIkiRJUtszALewaqlAJjy82/eAJUmSJOlkGYBbmK2QJEmSJGnhGIBbWLVcALAVkiRJkiQtAANwC6uUnAGWJEmSpIViAG5hiwf7KBX73QlakiRJkhaAAbjFVUoFl0BLkiRJ0gIwALe4arnoEmhJkiRJWgAG4BZXLRcYdgZYkiRJkk6aAbjFVUpFdu2f4MDBqWaXIkmSJEltzQDc4oYO9QJ2FliSJEmSTooBuMVVSrVewO4ELUmSJEknxwDc4qr1GeARN8KSJEmSpJNiAG5xq5YViHAJtCRJkiSdLANwixvo62HlkkGXQEuSJEnSSTIAt4FKucjIqEugJUmSJOlkGIDbwFC54AywJEmSJJ0kA3AbqJSKDO8aIzObXYokSZIktS0DcBuolAocmJhi9MBEs0uRJEmSpLZlAG4DQ/VWSMO2QpIkSZKkE2YAbgOVwwHY94AlSZIk6UQZgNtAtVQAYMRewJIkSZJ0wgzAbWDFkkH6e4OtLoGWJEmSpBNmAG4DPT3B6lLBGWBJkiRJOgkG4DZRKRUZcQZYkiRJkk6YAbhNDJWLbHUTLEmSJEk6YQbgNlEpFXh49xhT09nsUiRJkiSpLRmA20SlXGRyOnl073izS5EkSZKktmQAbhND5VorJJdBS5IkSdKJMQC3iUqpCOBGWJIkSZJ0ggzAbaJ6KADbCkmSJEmSTogBuE0sK/axeKDXJdCSJEmSdIIMwG0iIqiU7QUsSZIkSSfKANxGKqWCS6AlSZIk6QQZgNvIULnIVmeAJUmSJOmEGIDbSKVU5NG944xPTjW7FEmSJElqOwbgNlKp9wJ+eHS8yZVIkiRJUvsxALeRoXKtFZI7QUuSJEnS8TMAt5FKqTYD7EZYkiRJknT8GhqAI+KKiLg3IjZHxHtmuT4YEV+sX789ItbWzy+PiFsiYm9EfHzG+EUR8TcRcU9EbIqIDzay/lZTrc8Aj4y6EZYkSZIkHa+GBeCI6AU+AbwCuAB4Y0RccMSwtwGPZeY5wIeBD9XPjwG/Abx7lkf/dmaeDzwTeF5EvKIR9beiQn8vpy8ecAm0JEmSJJ2ARs4AXwJszswHMvMgcD1w5RFjrgQ+Wz++Abg8IiIz92XmN6gF4cMyc39m3lI/Pgh8B1jTwO/QciqlAiMGYEmSJEk6bo0MwEPAQzM+b6mfm3VMZk4Co8Dy+Tw8IsrATwFfO+lK20i1XHQJtCRJkiSdgEYG4JjlXJ7AmCc+OKIP+ALw0cx8YI4xV0fExojYuH379mMW2y6qpYJLoCVJkiTpBDQyAG8BzpzxeQ0wPNeYeqgtATvn8exrgfsy83fmGpCZ12bm+sxcv3LlyuMqvJVVykX2jE2yd3yy2aVIkiRJUltpZAC+Azg3ItZFxABwFbDhiDEbgLfUj18L3JyZR50BjojfohaU37XA9baFwztBOwssSZIkScelr1EPzszJiLgGuAnoBa7LzE0R8X5gY2ZuAD4DfC4iNlOb+b3q0P0R8SCwDBiIiFcDLwN2A78O3AN8JyIAPp6Zn27U92g11Xov4K27DnDuqqVNrkaSJEmS2kfDAjBAZt4I3HjEuffNOB4DXjfHvWvneOxs7w13jYq9gCVJkiTphDRyCbQaYNXSQXoChl0CLUmSJEnHxQDcZvp6e1i1rMDwLmeAJUmSJOl4GIDbUKVUYGTUGWBJkiRJOh4G4DZULRddAi1JkiRJx8kA3Iaq5SIjo2Mco2OUJEmSJGkGA3AbqpQKjE9Os3PfwWaXIkmSJEltwwDchqr1VkhuhCVJkiRJ82cAbkPVUj0AuxGWJEmSJM2bAbgNVcoFAEbcCEuSJEmS5s0A3IaWLx5goK+H4VGXQEuSJEnSfBmA21BEUC0VbIUkSZIkScfBANymKqVaKyRJkiRJ0vwYgNtUtVx0BliSJEmSjoMBuE1VywUe3j3G5NR0s0uRJEmSpLZgAG5TlVKR6YRH9ow3uxRJkiRJagsG4DZVrbdCchm0JEmSJM2PAbhNVctFAFshSZIkSdI8GYDbVKVUmwEecQZYkiRJkubFANymlhb6WVrocwm0JEmSJM2TAbiNVUtFl0BLkiRJ0jwZgNtYtVxgZNQZYEmSJEmaDwNwG6uUiwzvcgZYkiRJkubDANzGqqUCO/cdZGxiqtmlSJIkSVLLMwC3sUOtkEZ8D1iSJEmSjskA3MYqpXovYHeCliRJkqRjMgC3sWq51gvYACxJkiRJx2YAbmOrS4cCsEugJUmSJOlYDMBtbLCvlxVLBm2FJEmSJEnzYABuc9VygWE3wZIkSZKkYzIAt7lqqeg7wJIkSZI0DwbgNlcpFxjZdYDMbHYpkiRJktTSDMBtrloqsu/gFLvHJptdiiRJkiS1NANwm6uW7QUsSZIkSfNhAG5zlXovYHeCliRJkqSjMwC3uWrp0AywO0FLkiRJ0tEYgNvcyqWD9PWES6AlSZIk6RgMwG2utydYtazAiL2AJUmSJOmoDMAdoFouOAMsSZIkScdgAO4A1XKRYTfBkiRJkqSjMgB3gEqpyLbRMaans9mlSJIkSVLLMgB3gGq5wMRU8ui+8WaXIkmSJEktywDcAWyFJEmSJEnHZgDuAJVyAYARN8KSJEmSpDkZgDvA4RlgWyFJkiRJ0pwaGoAj4oqIuDciNkfEe2a5PhgRX6xfvz0i1tbPL4+IWyJib0R8/Ih7Lo6If67f89GIiEZ+h3ZQXtRPsb/XVkiSJEmSdBQNC8AR0Qt8AngFcAHwxoi44IhhbwMey8xzgA8DH6qfHwN+A3j3LI/+FHA1cG791xULX317iQgq5QIjtkKSJEmSpDk1cgb4EmBzZj6QmQeB64ErjxhzJfDZ+vENwOUREZm5LzO/QS0IHxYRFWBZZt6WmQn8EfDqBn6HtjFULroJliRJkiQdRSMD8BDw0IzPW+rnZh2TmZPAKLD8GM/ccoxndqVKqeASaEmSJEk6ikYG4Nnezc0TGHNC4yPi6ojYGBEbt2/ffpRHdoZKqcj2veMcnJxudimSJEmS1JIaGYC3AGfO+LwGGJ5rTET0ASVg5zGeueYYzwQgM6/NzPWZuX7lypXHWXr7GSoXyYSHd7sMWpIkSZJm08gAfAdwbkSsi4gB4CpgwxFjNgBvqR+/Fri5/m7vrDJzBNgTEZfWd3/+18BfLXzp7edQL2CXQUuSJEnS7Poa9eDMnIyIa4CbgF7guszcFBHvBzZm5gbgM8DnImIztZnfqw7dHxEPAsuAgYh4NfCyzLwL+EXgD4Ei8OX6r65XqfcCHrEXsCRJkiTNqmEBGCAzbwRuPOLc+2YcjwGvm+PetXOc3whctHBVdoZqfQZ4qzPAkiRJkjSrRi6B1im0aKCP8qJ+ewFLkiRJ0hwMwB2kUioyYi9gSZIkSZqVAbiDDJULLoGWJEmSpDkYgDtIpVR0EyxJkiRJmoMBuINUygVGD0ywb3yy2aVIkiRJUssxAHeQofKhVkgug5YkSZKkIxmAO8ihXsDDboQlSZIkSU9gAO4glVKtF7AzwJIkSZL0RAbgDrK6VCACtjoDLEmSJElPYADuIP29PZyxdJARWyFJkiRJ0hMYgDuMrZAkSZIkaXYG4A4zVC4y7AywJEmSJD2BAbjDVEoFhkcPkJnNLkWSJEmSWooBuMNUykXGJqbZtX+i2aVIkiRJUksxAHeYoXKtFdJWl0FLkiRJ0uMYgDtMpVQEcCMsSZIkSTqCAbjDVOozwCOjzgBLkiRJ0kwG4A6zYvEgA709LoGWJEmSpCMYgDtMT0+wulRgZJdLoCVJkiRpJgNwB6qUCi6BliRJkqQjGIA70FC5yLAzwJIkSZL0OAbgDlQpF9i2e4yp6Wx2KZIkSZLUMgzAHahaLjI1nWzfM97sUiRJkiSpZRiAO1C13gvYnaAlSZIk6UcMwB3IXsCSJEmS9EQG4A5ULddmgIedAZYkSZKkwwzAHWhZoZ8lg33uBC1JkiRJMxiAO5S9gCVJkiTp8QzAHapqL2BJkiRJepx5BeCIeGdELIuaz0TEdyLiZY0uTieuWnYGWJIkSZJmmu8M8M9n5m7gZcBK4K3ABxtWlU5apVTk0b0HGZuYanYpkiRJktQS5huAo/77K4E/yMz/M+OcWtChnaC3jboMWpIkSZJg/gH4HyPib6kF4JsiYikw3biydLKqpVov4GGXQUuSJEkSAH3zHPc24BnAA5m5PyJOp7YMWi2qUp8BHnEjLEmSJEkC5j8D/Bzg3szcFRFvAv4fYLRxZelkVQ7NAO9yBliSJEmSYP4B+FPA/oh4OvAfgR8Af9SwqnTSCv29LF88wLDvAEuSJEkSMP8APJmZCVwJfCQzPwIsbVxZWggVWyFJkiRJ0mHzfQd4T0S8F3gz8IKI6AX6G1eWFkK1VOTBHfuaXYYkSZIktYT5zgC/ARin1g94GzAE/PeGVaUFUS0X3QRLkiRJkurmFYDrofdPgFJE/CQwlpm+A9ziKqUCe8Yn2T020exSJEmSJKnp5hWAI+L1wLeB1wGvB26PiNc2sjCdvKqtkCRJkiTpsPm+A/zrwLMz8xGAiFgJfBW4oVGF6eRVy/VWSKMHeMpq9yyTJEmS1N3m+w5wz6HwW7fjOO5Vk1RKzgBLkiRJ0iHznQH+SkTcBHyh/vkNwI2NKUkL5Yylg/T2BMO7bIUkSZIkSfPdBOvXgGuBpwFPB67NzP90rPsi4oqIuDciNkfEe2a5PhgRX6xfvz0i1s649t76+Xsj4uUzzv+HiNgUEXdGxBciojCf79CN+np7WLV0kGF7AUuSJEnSvGeAycwvAV+a7/h6r+BPAC8FtgB3RMSGzLxrxrC3AY9l5jkRcRXwIeANEXEBcBVwIVAFvhoR5wGrgXcAF2TmgYj40/q4P5xvXd2mYiskSZIkSQKOMQMcEXsiYvcsv/ZExO5jPPsSYHNmPpCZB4HrgSuPGHMl8Nn68Q3A5RER9fPXZ+Z4Zn4f2Fx/HtRCezEi+oBFwPB8v2w3qpaLzgBLkiRJEscIwJm5NDOXzfJraWYuO8azh4CHZnzeUj8365jMnARGgeVz3ZuZW4HfBn4IjACjmfm3x6ijq1VLBUZGx5iezmaXIkmSJElN1cidnGOWc0emsLnGzHo+Ik6jNju8jtrS6MUR8aZZf3jE1RGxMSI2bt++/TjK7iyVUoGDk9Ps2Hew2aVIkiRJUlM1MgBvAc6c8XkNT1yufHhMfUlzCdh5lHtfAnw/M7dn5gTw58BzZ/vhmXltZq7PzPUrV65cgK/Tnqrleiskl0FLkiRJ6nKNDMB3AOdGxLqIGKC2WdWGI8ZsAN5SP34tcHNmZv38VfVdotcB5wLfprb0+dKIWFR/V/hy4O4Gfoe2dygAD7sRliRJkqQuN+9doI9XZk5GxDXATUAvcF1mboqI9wMbM3MD8BngcxGxmdrM71X1ezfVd3i+C5gEfjkzp4DbI+IG4Dv189+l1p5Jc/hRAHYGWJIkSVJ3a1gABsjMG4Ebjzj3vhnHY8Dr5rj3A8AHZjn/m8BvLmylneu0Rf0M9vW4BFqSJElS12vkEmi1gIiot0JyCbQkSZKk7mYA7gLVcsEl0JIkSZK6ngG4C1RKRUbcBEuSJElSlzMAd4FqqcAje8aYmJpudimSJEmS1DQG4C5QLReZTnh4t7PAkiRJkrqXAbgLVOqtkEbcCEuSJElSFzMAd4FqqQDYC1iSJElSdzMAd4FDM8DDboQlSZIkqYsZgLvAksE+lhX6GBl1BliSJElS9zIAd4lquegMsCRJkqSuZgDuErUA7AywJEmSpO5lAO4SlVLBJdCSJEmSupoBuEtUy0Ue2z/BgYNTzS5FkiRJkprCANwlquV6KyRngSVJkiR1KQNwl6iUaq2QRtwIS5IkSVKXMgB3iWo9ADsDLEmSJKlbGYC7xKrSIBG4E7QkSZKkrmUA7hKDfb2sWDLoEmhy7ecQAAAgAElEQVRJkiRJXcsA3EWqpYJLoCVJkiR1LQNwF6mWiy6BliRJktS1DMBdpFIqMjI6RmY2uxRJkiRJOuUMwF2kWi6w/+AUowcmml2KJEmSJJ1yBuAuUi3XWyG5EZYkSZKkLmQA7iKVUgGAETfCkiRJktSFDMBd5EczwAZgSZIkSd3HANxFVi4ZpL83GB51CbQkSZKk7mMA7iI9PcGqZQVGnAGWJEmS1IUMwF2m1gvYGWBJkiRJ3ccA3GWqpQLDboIlSZIkqQsZgLtMpVzk4d1jTE1ns0uRJEmSpFPKANxlquUiE1PJo3vHm12KJEmSJJ1SBuAuU633ArYVkiRJkqRuYwDuMpVSrRfwiK2QJEmSJHUZA3CXGSrXArAzwJIkSZK6jQG4yywr9rFooNdWSJIkSZK6jgG4y0QElVKBEVshSZIkSeoyBuAuVC0XXQItSZIkqesYgLtQtVRk2E2wJEmSJHUZA3AXqpQLbN8zzvjkVLNLkSRJkqRTxgDchar1naAfHh1vciWSJEmSdOoYgLtQtd4LeNiNsCRJkiR1EQNwF6qUCwDuBC1JkiSpqxiAu9DhGWB7AUuSJEnqIgbgLlQc6OW0Rf22QpIkSZLUVRoagCPiioi4NyI2R8R7Zrk+GBFfrF+/PSLWzrj23vr5eyPi5TPOlyPihoi4JyLujojnNPI7dKpKqciIrZAkSZIkdZGGBeCI6AU+AbwCuAB4Y0RccMSwtwGPZeY5wIeBD9XvvQC4CrgQuAL4ZP15AB8BvpKZ5wNPB+5u1HfoZNVy0RlgSZIkSV2lkTPAlwCbM/OBzDwIXA9cecSYK4HP1o9vAC6PiKifvz4zxzPz+8Bm4JKIWAa8EPgMQGYezMxdDfwOHataLhiAJUmSJHWVRgbgIeChGZ+31M/NOiYzJ4FRYPlR7j0b2A78QUR8NyI+HRGLG1N+Z6uUiuwem2Tv+GSzS5EkSZKkU6KRAThmOZfzHDPX+T7gWcCnMvOZwD7gCe8WA0TE1RGxMSI2bt++ff5Vd4nqoVZIzgJLkiRJ6hKNDMBbgDNnfF4DDM81JiL6gBKw8yj3bgG2ZObt9fM3UAvET5CZ12bm+sxcv3LlypP8Kp2nWq63QnIjLEmSJEldopEB+A7g3IhYFxED1Da12nDEmA3AW+rHrwVuzsysn7+qvkv0OuBc4NuZuQ14KCKeUr/ncuCuBn6HjlUp1WaAfQ9YkiRJUrfoa9SDM3MyIq4BbgJ6gesyc1NEvB/YmJkbqG1m9bmI2Ext5veq+r2bIuJPqYXbSeCXM3Oq/uh/D/xJPVQ/ALy1Ud+hk61aVqAnXAItSZIkqXs0LAADZOaNwI1HnHvfjOMx4HVz3PsB4AOznP8esH5hK+0+/b09nLG04BJoSZIkSV2jkUug1eIqtkKSJEmS1EUMwF2sWi4y4gywJEmSpC5hAO5i1VJtBri275gkSZIkdTYDcBerlouMT06zc9/BZpciSZIkSQ1nAO5ilVKtF7DLoCVJkiR1AwNwF6uW7QUsSZIkqXsYgLtYtVybATYAS5IkSeoGBuAutnzxAAN9PS6BliRJktQVDMBdLCKolAoMG4AlSZIkdQEDcJerloougZYkSZLUFQzAXa5SLjBiAJYkSZLUBQzAXa5aKvLwnnEmp6abXYokSZIkNZQBuMtVy0WmppNH9ow3uxRJkiRJaigDcJer1HsBj4y6DFqSJElSZzMAd7lq6VAvYHeCliRJktTZDMBdrlqfAXYnaEmSJEmdzgDc5ZYW+lk62MeIvYAlSZIkdTgDsKiUC84AS5IkSep4BmBRLRcZdhMsSZIkSR3OACwqpSIjboIlSZIkqcMZgEW1VGDHvoOMTUw1uxRJkiRJahgDsKiWa62Q3AhLkiRJUiczAItKvRXSiBthSZIkSepgBmBRLdVmgLcagCVJkiR1MAOwWF2qzwC7BFqSJElSBzMAi0J/LyuWDDBiKyRJkiRJHcwALKDWCmmrrZAkSZIkdTADsAColgtugiVJkiSpoxmABdRmgId3HSAzm12KJEmSJDWEAVhAbQZ438Epdo9NNrsUSZIkSWoIA7AAqJZrrZDcCEuSJElSpzIAC6gtgQYYcSMsSZIkSR3KACwAhuozwFvdCEuSJElShzIAC4CVSwfp6wmXQEuSJEnqWAZgAdDbE6xaVnAJtCRJkqSOZQDWYdVywSXQkiRJkjqWAViHVUpFRkadAZYkSZLUmQzAOqxSLrBtdIzp6Wx2KZIkSZK04AzAOmyoXOTg1DSP7htvdimSJEmStOAMwDrMXsCSJEmSOpkBWIdVSgUAWyFJkiRJ6kgGYB02VK7NAG91BliSJElSBzIA67Dyon4K/T2M2ApJkiRJUgcyAOuwiKBaKjLsEmhJkiRJHaihATgiroiIeyNic0S8Z5brgxHxxfr12yNi7Yxr762fvzciXn7Efb0R8d2I+F+NrL8bVctFhl0CLUmSJKkDNSwAR0Qv8AngFcAFwBsj4oIjhr0NeCwzzwE+DHyofu8FwFXAhcAVwCfrzzvkncDdjaq9m1VKBTfBkiRJktSRGjkDfAmwOTMfyMyDwPXAlUeMuRL4bP34BuDyiIj6+eszczwzvw9srj+PiFgDvAr4dANr71qVcpFH9oxzcHK62aVIkiRJ0oJqZAAeAh6a8XlL/dysYzJzEhgFlh/j3t8B/iNgQmuAoXKBTHh4t8ugJUmSJHWWRgbgmOVcznPMrOcj4ieBRzLzH4/5wyOujoiNEbFx+/btx65WAFRKtVZII6MGYEmSJEmdpZEBeAtw5ozPa4DhucZERB9QAnYe5d7nAf8qIh6ktqT6xRHxx7P98My8NjPXZ+b6lStXnvy36RLVcgGAYVshSZIkSeowjQzAdwDnRsS6iBigtqnVhiPGbADeUj9+LXBzZmb9/FX1XaLXAecC387M92bmmsxcW3/ezZn5pgZ+h65zaAbYVkiSJEmSOk1fox6cmZMRcQ1wE9ALXJeZmyLi/cDGzNwAfAb4XERspjbze1X93k0R8afAXcAk8MuZOdWoWvUjiwf7KBX7GbEVkiRJkqQO07AADJCZNwI3HnHufTOOx4DXzXHvB4APHOXZtwK3LkSderxKqeASaEmSJEkdp5FLoNWmhspFht0ES5IkSVKHMQDrCSrlAiO+AyxJkiSpwxiA9QSVUpFd+yfYf3Cy2aVIkiRJ0oIxAOsJhsr1naDdCEuSJElSBzEA6wkqpVovYJdBS5IkSeokBmA9QfXwDLABWJIkSVLnMADrCVYtKxDhEmhJkiRJncUArCcY6Oth5ZJBl0BLkiRJ6igGYM2qWi46AyxJkiSpoxiANatqucCwM8CSJEmSOogBWLOqlIqM7BojM5tdiiRJkiQtCAOwZlUtFzkwMcWu/RPNLkWSJEmSFoQBWLOq1nsBuwxakiRJUqcwAGtWlXov4BE3wpIkSZLUIQzAmlW17AywJEmSpM5iANasViwepL83bIUkSZIkqWMYgDWrnp5gdanA8C5ngCVJkiR1BgOw5lQtFRlxCbQkSZKkDmEA1pyq5aJLoCVJkiR1DAOw5lQpFdi2e4yp6Wx2KZIkSZJ00gzAmlO1XGRqOtm+Z7zZpUiSJEnSSTMAa062QpIkSZLUSQzAmlOlVARwJ2hJkiRJHcEArDlVy7UAPOJGWJIkSZI6gAFYc1pW6GPxQK9LoCVJkiR1BAOw5hQRVMpFl0BLkiRJ6ggGYB1VtVxkZNQl0JIkSZLanwFYR1UtFRj2HWBJkiRJHcAArKOqlIo8unec8cmpZpciSZIkSSfFAKyjOtQLeJvLoCVJkiS1OQOwjupQKySXQUuSJElqdwZgHVWlVJsBdidoSZIkSe3OAKyjOjQDPGIvYEmSJEltzgCsoyr093L64gGGfQdYkiRJUpszAOuYKqWCS6AlSZIktT0DsI6pWi4y4iZYkiRJktqcAVjHVC0VGPYdYEmSJEltzgCsY6qWi+wZm2TP2ESzS5m3HXvHmZrOZpchSZIkqYX0NbsAtb7K4Z2gx1ha6G9yNbPLTO57ZC9fuXMbX7lzG3eN7Gbt8kX80mXn8NPPGqK/17/rkSRJkrqdAVjHVJ3RC/i8VUubXM2PZCb/vHW0Fno3beOB7fuIgIvPOo3/8JLz+Lu7t/Efv/RPfORr9/H2y57M6y5eQ6G/t9llS5IkSWoSA7CO6VAv4OEW2Ahrajr5xx88xlfu3MZNm7axddcBenuC55y9nLc+bx0vv2AVZyyrBfZ3XH4Ot/7Ldj72tfv4jb+8k4997T6ufuHZ/OyPn8WiAf/RlyRJkrqNKUDHdMbSQXoCRpq0EdbE1DS33b+Dr2zaxt9uephH944z0NfDC89dwbteci4veeoqTls88IT7IoIXPeUMLjtvJbfdv4OP3byZ3/qbu/nUrffzthes482XPqlll3RLkiRJWngGYB1TX28Pq5YV2HoKewGPTUzx9fse5ct3jvDVux5m99gkiwZ6edH5Z3DFhat50flnsGRwfv/4RgTPPWcFzz1nBRsf3MnHb9nM//+Ve/ndW+/nrc9bx1uft5byoicGaEmSJEmdxQCseTkVvYD3jk9yyz2P8JU7t3HLvY+w/+AUpWI/L71gNVdctJoXnLvipN/hXb/2dP7wrZfwz1tG+djN9/GRr93Hp7/+AG9+zlp+4QXrWLFkcIG+jSRJkqRW09AAHBFXAB8BeoFPZ+YHj7g+CPwRcDGwA3hDZj5Yv/Ze4G3AFPCOzLwpIs6sj18NTAPXZuZHGvkdVFMpFbhz6+iCP/exfQf5u7sf5qY7t/H1zY9ycHKaFUsG+elnDnHFRau59OzlDdnB+cfWlLj2X6/nnm27+cQt9/N7f38/f/jN7/OzlzyJq194NqvrG39JkiRJ6hwNC8AR0Qt8AngpsAW4IyI2ZOZdM4a9DXgsM8+JiKuADwFviIgLgKuAC4Eq8NWIOA+YBH41M78TEUuBf4yIvzvimWqAarnI3971MJlJRJzUsx7ZPcZNm2o7N3/rgZ1MTSdD5SJvvvRJXHHRap511mn09pzcz5iv81cv42NvfCbvesm5fPKW+/nsbQ/yx9/6Aa9bv4a3/8STOfP0RaekDkmSJEmN18gZ4EuAzZn5AEBEXA9cCcwMq1cC/2/9+Abg41FLV1cC12fmOPD9iNgMXJKZtwEjAJm5JyLuBoaOeKYaoFoqcHBymh37Dp7QMuGHdu4/3K7oOz98jEw4e+Vi3v4TZ3PFhRUuGlp20sH6ZDx55RL+x+ufzrteci6f+t/382cbt/DFOx7i1c8c4pcuezJnr1zStNokSZIkLYxGBuAh4KEZn7cAPz7XmMycjIhRYHn9/LeOuHdo5o0RsRZ4JnD7Qhat2VXqrZBGdo3NOwBvfmQPX/7nWujdNLwbgAsqy/iVl5zHFRet5pwzljQ19M7mzNMX8V9/+sf49y8+h2v//gE+f/sP+fPvbOEnn1bll190Dk9Z3Tp9kCVJkiQdn0YG4NmSTc5zzFHvjYglwJeAd2Xm7ll/eMTVwNUAZ5111nzq1VFUS7UAvHXXAX5sTWnWMZnJpuHdfOXObXz5zhHu374PgGedVebXX/lUXn7has5a3h5LiiulIr/5UxfyS5edw6e/8QB/fNsP2PB/hnn5hau45kXnzvlnIEmSJKl1NTIAbwHOnPF5DTA8x5gtEdEHlICdR7s3Ivqphd8/ycw/n+uHZ+a1wLUA69evPzJ46zhVy7VNoY7sBTw9nXznh48dXt685bED9PYEP77udP7Nc9fysgtXs2pZ+24otXLpIO99xVN5+wufzB9880H+4B++z02bHuZFT1nJNS8+l4ufdFqzS5QkSZI0T40MwHcA50bEOmArtU2tfvaIMRuAtwC3Aa8Fbs7MjIgNwOcj4n9S2wTrXODb9feDPwPcnZn/s4G16winLx5gsK+HkdExJqamuf2BnXxl0wg3bXqY7XvGGejt4fnnruAdl5/LS566itMXd1Zf3dMWD/ArLz2PX3jBOj532w/4zDe+z2s+9U2e++TlXPPic3jO2ctbbjm3JEmSpMeLzMZNjkbEK4HfodYG6brM/EBEvB/YmJkbIqIAfI7au7w7gatmbJr168DPU9v5+V2Z+eWIeD7wdeCfqbVBAvjPmXnj0epYv359bty4sQHfsLtc9t9v4cDEFOOT0+zaP0Gxv5cXnb+Sl1+4mheffwZLC/3NLvGU2X9wks/f/kN+7+8fYPuecS5+0mlc8+JzuOy8lQZhSZIk6RSLiH/MzPXHHNfIANwqDMAL453Xf5eb73mElz51FS+/aDU/cd5KCv29zS6rqcYmpvizjQ/xqVvvZ3h0jB8bKnHNi8/hpU9dRc8pauUkSZIkdTsD8AwG4IWRmUwnp6xHbzs5ODnNX353K5+4dTM/2LGfp6xayi+/+Bxe9WMV/7wkSZKkBjMAz2AA1qkyOTXN//qnET5+y2Y2P7KXs1cs5hcvezKvfuYQ/b09zS5PLWBiappto2MM7zrAyOgY2/eMs+a0IudXlnHW6Yv8CxNJkqQTYACewQCsU216Orlp0zY+dvNm7hrZzZrTivziZU/mtRevYbCvu5eNd7Lp6eTRfeOM7KoF3OHRMUZ2HWB49ADD9XPb944z13/tFvp7eMqqpZy/ehlPWb2U8yu1407bVE6SJGmhGYBnMACrWTKTm+95hI/dvJnvPbSL1csKXP3Cs3njJWdRHGjtIDw9nYxNTnHg4BT7D04xNjHFdMKyYh/LCv0sGujtug2/do9N1GZud42xddcBRkZnHo+xbXSMg1PTj7un0N9DtVykWipSKRVqx+UClVKRarnIiiUDPLTzAHdv2809I3u49+Hd3D2yh537Dh5+xhlLBzm/soynrl5aC8arl/HkMxb7lyltbM/YBA8+up8f7tzPosFe1pSLDJ1WZNFAI5szSGoF+8Yn+eHO2r//iwf6ePa60/zvc2kBGIBnMACr2TKTf9i8g4/efB/f/v5OViwZ4BdecDZvuvRJLBk8sf/DOzE1zYGJWkA9FFIPf544dDxZuzYxxdgsY55wz+Hzk4xNTB/15/f2BEsLtTB86PdlxT6WFvoPHx++Vuw/fFyqHy8p9LXUct+xianDS5Nnm7kdGR1j7/jk4+7p7QlWLyscDrSVcoGhcrF2XKodlxf1H/dfFGQm2/eOc++2Pdwzsoe7t+3m3m17uO/hvYcDdl9PcPbKxZy/ell9prgWjCulQtf9xUSr2js+yYOP7uPBHft48NF9fP/R/YePd8z4C46ZTlvUz9BpRYbKRYbKiw4fr6n/fiL/PEk6taank0f2jB8OuT/csY8f7tzPD3bu56Gd+3l07+P//V8y2MdPnLeSl1xwBi96yhmUF7nqRzoRBuAZDMBqJbc/sIOP37KZr9/3KKViP1ddciZLBvrYPyPMHgqnY/UwemBiuhZmZ5yfmDq+f3cjoNjfy6KBXgr134v9vRTrvy8a6PvR+SOuHfo9AvaMTbL7wETt97GJI45rv+8Zm3xCWJzNksE+ltUD8o9CdD/LCvUgfThEzx6oB/r+b3v3GtzYeddx/PuXZFuWfFvbazt7vzRNdttu0hAaIBQCudB2GFqYQlOgdAoMFApDXzBTyn3CG25lhtsAhXYmhVBKC4EOw6W7oS3TF23TZpLdZr1JN3vJei/22uuVbVm+SPrz4hzJR7a8u2nWkrXn95nR6OicR9pH8+w51u88z3nOjV1XXSo7E7MLXLi6wMVcIQi5kWB7MVdY84MEYLCrvRpmKz2328KAu60vzVB3uqEhvlgqc3oyz4lLs5wIQ/HoxVnOXy1Uy/SkU5FQHAylvmOk+1s+0SLXll8scmYqz9mpeU5P5quB9/TkPJNzizVlh3s62DOQDR6DWfYOZtjVn2V+qcj5qwXGpgucv1rgfPg8Nj2/5kRUtj3JtrC3OAjFtSF5a1eHZqAXaYCF5RLnwoB7dip4PhcJuYvFlX03YbCtr5Nd/ZngMZCpLk/OLXL4+ARPjY4zMbtIMmHcu3sLDx8c5qEDw+wZzDbxW4q0FgXgCAVg2YyePXeVv/jfkxwZHQegLWmrgmmKzrZEbTCthNH2JJnIcm2wTdUt15FKNLTnqFgqM7dYZHahSK6wXA3GM4VlZq4VoiPlytc5PKXbEmGPcyVEr4Tn/GIxDLsLjM8sUFz1YV0dqchQ5HQwRLlvZXmkN90yt/maWVjmxUuzjF6a5cTFIBifuDRbcxJiV3+GO0a6OTDSzZ23BcF4z0B2U/XCb1aFpVK15/bM1HzQmxu+npitDblbuzvYO5Blz2CGPYPZSODNvOLhze7OlfzSqlBcG5JzheWa97QnE9WRCNvDoFx53tGXYaQ3fcMnjkTizN2Zyi9xdioMtjUhN8/4TO2+n21Psmsgy67+MOgOZNnVn2F3f4ZtfZ3X3e/KZefY+RxHRsc5fHycE5dmAXjNUFc1DN+9s0/HbJFrUACOUACWzaywVCKVNM0SvYq7k18qXaO3eW3P88xCkdkwbGfaU5Fgm65eh7utL3jdk25r9lfcUO7O2HQhDMMzjF6a5YVLs5y6PFc9sZBuS/Da4e5g4q3INcYDXR3NrXwTLCyXVnpxp/KRocvzXJpZqCk72NXBnoFM2Iu7EnB3D2Qb3tM+t1gMw/A856cLjEXC8fnpwpqAbgbD3emaYFx53rkl2D90HbLExVKxzNh0JNiGIbfymF8q1ZQf6UnX9N7uHsiwMwy5/dn2m3qS+dyVeY6MjnNkdJyvnLpCsewMdrXz/XcO8dCBYb779kHtqyKrKABHKACLiAQWlkucnJgLhlFfnOGF8WAYdXS47tbujvCa4u7qcOrXDHW1/CQtlSGLpyPDlM9M5jk7ledCrjbkDmTb2TOYZfdAJuzRDcLu7oEM3S108mSxWKpO1FYJyGPT89WQfCm3dnREf7a9bg/ySE+aVNIwDDNIWPBsBMEaoq+NhFEtS1jGzKrlE+EykXKV9xrBdow16y1afp33Vv4tiTd3J1dYrg22keWLuULNSKOOVKIm2FaWd/Vn2LEl07RRQbnCMl988TJHjo/z+RcmmF0o0pFK8N2vGeShg8M8eOcQQz3pptRNZDNRAI5QABYRubbJcNKt0YsznAh7i18cn61ex5ZMGNvDYXxJM5IJI5UMnxNGwiqvEyuvE0YyGT4njKRF35OIvKe2zMp7EiQNkslEdXu1XCJSJkH1362svzq/HIbclZ7cC7lCzS2otmTagmAbBtzdA5kw5Gbp7WydkPtqlMrO+MzCOsOs5zl/tXDdCfE2o862JHsHs+zbmmXf1i72b82yf2sXewezZHU9/C1pOr/E0fM5jp67yuilmeq1ubMLtfNRDHZ1sKu/k90D2TUhtxWuoV8ulXn69BUOh0Olx6aDOSDu2tnHwweGePjgCK8d7tIJIIklBeAIBWARkVeuWCpzZmq+Ooz65SvzFMtOqeTBc7lMyaFULlMsOaVysL7sHnldpuxQLJcj73NK7jWvK+Vutt7OSsjNRHpxg9Dbm4lHyH01otchj88sUio74LiDA2VfWa78ngheB+vLHqx3gMh6D8uVq9u8us4jy+U6n+mrX/va9TOFIqcm5zh1Oc+56fmaEx8jPWn2D2XZN9hVE5C39XZu+vAjgbnFIt84n+Po2FWeG8txbCzHy1fmq9t3D2TYM5CtBtvKxFM7t2RuqRMg7s6L43McPn6Jw6MTPHfuKgA7+zt56MAwDx8Y5tv39usSK4kNBeAIBWARkc3PfSVEV8N0uTYklyoBOrK+VKdMV0eKvYNZ3U5Eqtd3n7o8x0uXg1D80mSeU5fnanoH020J9gwEPcX7w2BcCciaRb15FpZLjF6c4ehYLnxc5eTluepJje19nRza0cuhHX3ctaOX1+/oveXneFjPxMwCT52Y4Mjxcb50cpLFYpnudIrvu2OIhw4O872v3Rqb0S0STwrAEQrAIiIiElW53/apy/nwEQbkyTznrszXjEgY7umo9hjv37ryvK2vU7Py3kTFUpkXx+c4dj7o2T06dpUXLs1Wb/s32NXOoR19HNrRy107+njDjl4GYzhp342YXyrypW9OcmR0nKdGJ5jKL5FKGPft6+ehA8Gs0jv7M82upshNpQAcoQAsIiIiN2qxWOLlqXleujzHS5WAPDnHSxNzzER6jdtTCfZVrjVeFZBbabK0ZiiXnTNTeY6O5Xhu7CpHx3I8fyFXvea8O52q6dk9tKOP23rTurb1W1AqO8+em+bw8QmOjI5zcmIOgDtHuoMwfHCYQ9t7dQmAtDwF4AgFYBEREXm1KveGrekxvpzn1GSel6/Mh9dIB7Z2d7BvMMv+oa7geWsX+7d2sX1L/HqN3Z0LuQWOnlvp2T12Plcdgp5uS/D6bWHY3dnLG7b3smcgq0C2QU5P5nkqnETr6TNXKDsMdXfw4IFhHj44xHftH2zajNevlntwSYyue44nBeAIBWARERHZSEvFMi9fyVd7jINwHAypvjq/XC3XnkqwZyDDvsEu9g9lGelJ051uo6czRU+6jZ7ONrrTwXKmPdmSPZ6Tc4vBBFXnVsLu5NwSAG1J486RnrB3Nwi9tw91kVJgaYrp/BJfeHGCI8cn+MILE+SXSnS2JXnz7cEtlr7/zqGbNsy8VHYKyyUKSyUWlkvV5UK4vBBZLiyt2lZTtlwtO79UZGG5XPNZEEx2t3cwmOF/XzgB4t6tWXZuydCe0v+1W5UCcIQCsIiIiDTLlfzSSiC+XAnJc9WZ1deTTBg96VRNKO4Jw3J3ZLknHW7vrN3e3ZHa8F7UmYVljoXDmI+FE1WdvxrcmscMbh/qql63e2hHH3eOdLds7+KtbrFY4iunrnBkdJwjx8e5kFvADO7ZtYUHDwRBeKFOaJ1fioTU6vbymrJLxVd+S7Vkwsi0JUm3J+lsCx7BcoJMeyp43Zaksz1R3W5mnJsO7vN+ejLPdOQEVDJh7NzSWb0rQBCOu9i7NV8PWuYAAAu2SURBVMttPWmNOmhxCsARCsAiIiKy2SyXyuQKy8wUlpldKDKzsMxMofIcXbfMzEKR2VXb80ula36+GXR11A/IQZheWVc3QKdTNUNJC0slnr+wMhvz0bEcpybz1e27BzJB2N0e9O6+fnvvLXXboThxd56/MBOE4dFxvnF+Zk2ZjlSCzmgwbUuuvI6s72wPt0WCanpVmXR7ksyakJu8KUOZp/NLnJ7Kc/pyEIijy5Ue48r32TOw0lu8N9J73J9tb8nRGHGjAByhACwiIiK3mmKpzNxisSYUz6wKzesH6WVmF4tc72dgpj1JT7qNdFuCc9OF6nXOIz3pmmHMh3b06rZjt7DLs4ssFksrgTaVbPneUndnfGaRU5NznJ7MV3uMT03meXmqdnRGdzq1MpQ67DHeFw6xvlVuk+YeDFEPTsoFx4zc/HL12LF9S4aHDw43u5rXpAAcoQAsIiIiUqtcduaWIiG5JjSvLM8sBL3N+waz1VmZh3rSza6+yIYplsqMTRdqe47DR2WIf8XW7o6a3uLKY9dAho5UY4f7LxXL1cCai+zPucJydYTJyvLKSbHKSJRrXZLxyMFhPvpT182WTXWjAfjWOGUhIiIiIq9IImHV64pFZEUqmWBP2MP7fXfUbltYLnF2ap7Tk8Ekd5WAfPj4OFP5pWq5hMH2LZ3sHeyqhuPKpFzr3UO8XHZmF9eG1sqJqFyd0LqyvlgzpLuetqTR29lWvdyhL9POroEsPelUdX1v5FKIleXgkolbxa3zTURERERERDZQui3JHSPd3DHSvWZbrrBcM5S6MrT6M2enmVuM3EM8mWD3QIb+bDtziyth9nqXJZhBd0eK3kwQTHs729g32LUmrAZhdu26jlRC1zKjACwiIiIiIvKq9Xa2cdfOPu7a2Vez3t25PLe4Zjj19PwSIz1pXjvcHYbVcDK6Or2wvZk2uto3fmb3OFAAFhERERER2SBmxlB3mqHuNPftG2h2dWJPd4IWERERERGRWFAAFhERERERkVhQABYREREREZFYUAAWERERERGRWFAAFhERERERkVhQABYREREREZFYUAAWERERERGRWFAAFhERERERkVhQABYREREREZFYUAAWERERERGRWFAAFhERERERkVhQABYREREREZFYUAAWERERERGRWFAAFhERERERkVhQABYREREREZFYUAAWERERERGRWFAAFhERERERkVhQABYREREREZFYMHdvdh02nJldBs42ux7XMAhMNrsSckPUVq1DbdU61FatQe3UOtRWrUNt1TrUVpvbJIC7v+V6BWMRgDc7M/uau9/b7HrI9amtWofaqnWorVqD2ql1qK1ah9qqdaitbh0aAi0iIiIiIiKxoAAsIiIiIiIisaAAvDl8tNkVkBumtmodaqvWobZqDWqn1qG2ah1qq9ahtrpF6BpgERERERERiQX1AIuIiIiIiEgsKAA3kJm9xcxeMLOTZvZrdbZ3mNmnwu1fMbM9ja+lmNlOM/u8mY2a2fNm9it1yjxgZjkzezZ8/HYz6ipgZmfM7FjYDl+rs93M7M/C/eqomd3TjHrGmZndEdlXnjWzGTP74Koy2qeayMw+bmYTZvaNyLp+MztsZt8Mn7es8973hmW+aWbvbVyt42eddvojMzsRHt+eNLO+dd57zWOl3FzrtNXvmtn5yHHubeu895q/F+XmWqetPhVppzNm9uw679V+1YI0BLpBzCwJvAg8DIwBTwPvdvfjkTK/CBxy9/eb2aPAD7v7u5pS4Rgzs9uA29z9GTPrBr4OvGNVWz0A/Kq7/2CTqikhMzsD3Ovude/NF/7A+GXgbcB9wJ+6+32Nq6FEhcfC88B97n42sv4BtE81jZl9DzAHfMLdXx+u+0Pgirv/fvgjfIu7f2jV+/qBrwH3Ak5wvPw2d59u6BeIiXXa6RHgf929aGZ/ALC6ncJyZ7jGsVJurnXa6neBOXf/42u877q/F+XmqtdWq7Z/BMi5+2N1tp1B+1XLUQ9w47wJOOnup9x9Cfgn4O2ryrwdeDxc/gzwoJlZA+sogLtfdPdnwuVZYBTY3txayavwdoI/au7uXwb6wpMc0hwPAi9Fw680n7v/H3Bl1ero36THgXfUeesPAIfd/UoYeg8Db9mwisZcvXZy98+5ezF8+WVgR8MrJmuss0/diBv5vSg30bXaKvwd/mPAJxtaKdlQCsCNsx04F3k9xtpQVS0T/jHLAQMNqZ3UFQ5DfyPwlTqbv9PMnjOz/zKz1zW0YhLlwOfM7Otm9nN1tt/IvieN8yjr/5DQPrW5DLv7RQhODAJDdcpo/9pcfhr4r3W2Xe9YKY3xS+Fw9Y+vc1mB9qnN5c3AuLt/c53t2q9akAJw49TryV09/vxGykiDmFkX8C/AB919ZtXmZ4Dd7n4X8OfAvzW6flJ1v7vfA7wV+EA4lClK+9UmYWbtwA8Bn66zWftUa9L+tUmY2W8AReCJdYpc71gpG++vgP3A3cBF4CN1ymif2lzezbV7f7VftSAF4MYZA3ZGXu8ALqxXxsxSQC/f2vAZeZXMrI0g/D7h7v+6eru7z7j7XLj8n0CbmQ02uJoCuPuF8HkCeJJg+FjUjex70hhvBZ5x9/HVG7RPbUrjlcsFwueJOmW0f20C4eRjPwj8hK8zucsNHCtlg7n7uLuX3L0M/C3120D71CYR/hb/EeBT65XRftWaFIAb52ngdjPbG/aCPAp8dlWZzwKVGTTfSTCphc76NVh4vcfHgFF3/5N1yoxUrs82szcR7EtTjaulAJhZNpyoDDPLAo8A31hV7LPAT1ngOwgmsrjY4KpKYN0z6dqnNqXo36T3Av9ep8z/AI+Y2ZZwOOcj4TppEDN7C/Ah4IfcfX6dMjdyrJQNtmr+iR+mfhvcyO9FaYyHgBPuPlZvo/ar1pVqdgXiIpyd8ZcIfhgkgY+7+/Nm9hjwNXf/LEHo+nszO0nQ8/to82oca/cD7wGORaa9/3VgF4C7/zXBCYpfMLMiUAAe1cmKphgGngxzUwr4R3f/bzN7P1Tb6j8JZoA+CcwD72tSXWPNzDIEs5r+fGRdtJ20TzWRmX0SeAAYNLMx4HeA3wf+2cx+BngZ+NGw7L3A+939Z939ipn9HsGPdoDH3F0jlzbIOu30YaADOBweC78c3k1iG/B37v421jlWNuErxMY6bfWAmd1NMKT5DOHxMNpW6/1ebMJXiI16beXuH6POnBXar24Nug2SiIiIiIiIxIKGQIuIiIiIiEgsKACLiIiIiIhILCgAi4iIiIiISCwoAIuIiIiIiEgsKACLiIiIiIhILCgAi4iIxIyZPWBm/9HseoiIiDSaArCIiIiIiIjEggKwiIjIJmVmP2lmXzWzZ83sb8wsaWZzZvYRM3vGzJ4ys61h2bvN7MtmdtTMnjSzLeH615jZETN7LnzP/vDju8zsM2Z2wsyeMDNr2hcVERFpEAVgERGRTcjMDgDvAu5397uBEvATQBZ4xt3vAb4I/E74lk8AH3L3Q8CxyPongL9097uA7wIuhuvfCHwQOAjsA+7f8C8lIiLSZKlmV0BERETqehD4NuDpsHO2E5gAysCnwjL/APyrmfUCfe7+xXD948Cnzawb2O7uTwK4+wJA+Hlfdfex8PWzwB7gSxv/tURERJpHAVhERGRzMuBxd/9wzUqz31pVzq/zGetZjCyX0G8CERGJAQ2BFhER2ZyeAt5pZkMAZtZvZrsJ/na/Myzz48CX3D0HTJvZm8P17wG+6O4zwJiZvSP8jA4zyzT0W4iIiGwiOtsrIiKyCbn7cTP7TeBzZpYAloEPAHngdWb2dSBHcJ0wwHuBvw4D7ingfeH69wB/Y2aPhZ/xow38GiIiIpuKuV9r5JSIiIhsJmY25+5dza6HiIhIK9IQaBEREREREYkF9QCLiIiIiIhILKgHWERERERERGJBAVhERERERERiQQFYREREREREYkEBWERERERERGJBAVhERERERERiQQFYREREREREYuH/ARBnZvNBSn3yAAAAAElFTkSuQmCC
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">testing_set</span> <span class="o">=</span> <span class="n">data_18</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">1</span><span class="p">:</span><span class="mi">2</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_test</span> <span class="o">=</span> <span class="n">testing_set</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">60</span><span class="p">:,</span><span class="mi">0</span><span class="p">:]</span><span class="o">.</span><span class="n">values</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">testing_set</span> <span class="o">=</span> <span class="n">testing_set</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">0</span><span class="p">:]</span><span class="o">.</span><span class="n">values</span> 
<span class="n">scaled_testing_set</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">testing_set</span><span class="p">)</span>
<span class="n">scaled_testing_set</span><span class="o">.</span><span class="n">shape</span>
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<pre>(167, 1)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_test</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">60</span><span class="p">,</span> <span class="mi">167</span><span class="p">):</span>
    <span class="n">X_test</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">scaled_testing_set</span><span class="p">[</span><span class="n">i</span><span class="o">-</span><span class="mi">60</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="n">X_test</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="n">X_test</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">X_test</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(107, 60)
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<div class="prompt input_prompt">In&nbsp;[40]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_test</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">X_test</span><span class="p">,(</span><span class="n">X_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">X_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="mi">1</span><span class="p">))</span> <span class="c1">#adding the batch_size axis</span>
<span class="n">X_test</span><span class="o">.</span><span class="n">shape</span>
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<pre>(107, 60, 1)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span> <span class="c1">#predicting the new values</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predicted_price</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">inverse_transform</span><span class="p">(</span><span class="n">y_pred</span><span class="p">)</span> <span class="c1">#inversing the scaling transformation for ploting</span>
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<div class="prompt input_prompt">In&nbsp;[48]:</div>
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<div class=" highlight hl-ipython3"><pre><span></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">16</span><span class="p">,</span> <span class="mi">8</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;blue&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Actual Stock Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">predicted_price</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Predicted Stock Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;GOOGL stock price prediction&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Time&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Stock Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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