crypto_notebook.html

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<title>crypto_notebook</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; }

    </style>


<style type="text/css">
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<p>Alex Goldsmith <br>
ECON 9000 <br>
Problem Set 1 <br></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Load libraries</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">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
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Read data to DataFrame</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_json</span><span class="p">(</span><span class="s1">&#39;currencies.json&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Let&#39;s get a sense of the data</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</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>day_close</th>
      <th>day_high</th>
      <th>day_low</th>
      <th>day_market_cap</th>
      <th>day_open</th>
      <th>day_volume</th>
      <th>long_name</th>
      <th>market_rank</th>
      <th>short_name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2019-04-09</td>
      <td>0.358662</td>
      <td>0.368276</td>
      <td>0.341337</td>
      <td>210,789,830</td>
      <td>0.349616</td>
      <td>25,531,764</td>
      <td>0x</td>
      <td>#38</td>
      <td>(ZRX)</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2019-04-08</td>
      <td>0.349616</td>
      <td>0.368514</td>
      <td>0.338603</td>
      <td>205,422,221</td>
      <td>0.356285</td>
      <td>25,068,719</td>
      <td>0x</td>
      <td>#38</td>
      <td>(ZRX)</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2019-04-09</td>
      <td>0.000049</td>
      <td>0.000049</td>
      <td>0.000037</td>
      <td>1,296,018</td>
      <td>0.000042</td>
      <td>225</td>
      <td>Elite</td>
      <td>#1262</td>
      <td>(1337)</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2019-04-07</td>
      <td>0.356219</td>
      <td>0.368567</td>
      <td>0.350586</td>
      <td>209,301,552</td>
      <td>0.353494</td>
      <td>28,228,595</td>
      <td>0x</td>
      <td>#38</td>
      <td>(ZRX)</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2019-04-08</td>
      <td>0.000042</td>
      <td>0.000046</td>
      <td>0.000039</td>
      <td>1,108,819</td>
      <td>0.000043</td>
      <td>162</td>
      <td>Elite</td>
      <td>#1262</td>
      <td>(1337)</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#DataFrame structure</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: 667421 entries, 0 to 667420
Data columns (total 10 columns):
date              667421 non-null datetime64[ns]
day_close         667421 non-null object
day_high          667421 non-null object
day_low           667421 non-null object
day_market_cap    667421 non-null object
day_open          667421 non-null object
day_volume        667421 non-null object
long_name         667421 non-null object
market_rank       667421 non-null object
short_name        667421 non-null object
dtypes: datetime64[ns](1), object(9)
memory usage: 50.9+ MB
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<p>First off, we need to do some data cleaning. The 'market_rank' variable starts with the pound sign, so we need to get rid of that. The shortened names of the cryptocurrencies are contained in parentheses, so we should elimate those as well. We also need to remove the commas from the closing prices of the cryptocurrencies and convert the values to float. Finally, we need to set the 'date' column as the index for the dataset to work with the API's of our packages such as Pandas and StatsModels.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Clean market rank variable</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;market_rank&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;market_rank&#39;</span><span class="p">]</span>
    <span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;#&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
    <span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
<span class="p">)</span>

<span class="c1">#Clean short name variable</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;short_name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;short_name&#39;</span><span class="p">]</span>
    <span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;(&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
    <span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;)&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="p">)</span>

<span class="c1">#Clean day close variable</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;day_close&#39;</span><span class="p">]</span> <span class="o">=</span>  <span class="p">(</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;day_close&#39;</span><span class="p">]</span>
    <span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
    <span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
<span class="p">)</span>

<span class="c1">#Set date column as index</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;date&#39;</span><span class="p">)</span>

<span class="c1">#Check results</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>day_close</th>
      <th>day_high</th>
      <th>day_low</th>
      <th>day_market_cap</th>
      <th>day_open</th>
      <th>day_volume</th>
      <th>long_name</th>
      <th>market_rank</th>
      <th>short_name</th>
    </tr>
    <tr>
      <th>date</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2019-04-09</th>
      <td>0.358662</td>
      <td>0.368276</td>
      <td>0.341337</td>
      <td>210,789,830</td>
      <td>0.349616</td>
      <td>25,531,764</td>
      <td>0x</td>
      <td>38</td>
      <td>ZRX</td>
    </tr>
    <tr>
      <th>2019-04-08</th>
      <td>0.349616</td>
      <td>0.368514</td>
      <td>0.338603</td>
      <td>205,422,221</td>
      <td>0.356285</td>
      <td>25,068,719</td>
      <td>0x</td>
      <td>38</td>
      <td>ZRX</td>
    </tr>
    <tr>
      <th>2019-04-09</th>
      <td>0.000049</td>
      <td>0.000049</td>
      <td>0.000037</td>
      <td>1,296,018</td>
      <td>0.000042</td>
      <td>225</td>
      <td>Elite</td>
      <td>1262</td>
      <td>1337</td>
    </tr>
    <tr>
      <th>2019-04-07</th>
      <td>0.356219</td>
      <td>0.368567</td>
      <td>0.350586</td>
      <td>209,301,552</td>
      <td>0.353494</td>
      <td>28,228,595</td>
      <td>0x</td>
      <td>38</td>
      <td>ZRX</td>
    </tr>
    <tr>
      <th>2019-04-08</th>
      <td>0.000042</td>
      <td>0.000046</td>
      <td>0.000039</td>
      <td>1,108,819</td>
      <td>0.000043</td>
      <td>162</td>
      <td>Elite</td>
      <td>1262</td>
      <td>1337</td>
    </tr>
  </tbody>
</table>
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<p>Let's sort our original dataset to make it easier to create our series' needed for our prediction models.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Sort DataFrame</span>
<span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s1">&#39;market_rank&#39;</span><span class="p">,</span> <span class="s1">&#39;date&#39;</span><span class="p">],</span> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">,</span> <span class="kc">True</span><span class="p">],</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>day_close</th>
      <th>day_high</th>
      <th>day_low</th>
      <th>day_market_cap</th>
      <th>day_open</th>
      <th>day_volume</th>
      <th>long_name</th>
      <th>market_rank</th>
      <th>short_name</th>
    </tr>
    <tr>
      <th>date</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2013-04-28</th>
      <td>134.21</td>
      <td>135.98</td>
      <td>132.10</td>
      <td>1,488,566,728</td>
      <td>135.30</td>
      <td>-</td>
      <td>Bitcoin</td>
      <td>1</td>
      <td>BTC</td>
    </tr>
    <tr>
      <th>2013-04-29</th>
      <td>144.54</td>
      <td>147.49</td>
      <td>134.00</td>
      <td>1,603,768,865</td>
      <td>134.44</td>
      <td>-</td>
      <td>Bitcoin</td>
      <td>1</td>
      <td>BTC</td>
    </tr>
    <tr>
      <th>2013-04-30</th>
      <td>139.00</td>
      <td>146.93</td>
      <td>134.05</td>
      <td>1,542,813,125</td>
      <td>144.00</td>
      <td>-</td>
      <td>Bitcoin</td>
      <td>1</td>
      <td>BTC</td>
    </tr>
    <tr>
      <th>2013-05-01</th>
      <td>116.99</td>
      <td>139.89</td>
      <td>107.72</td>
      <td>1,298,954,594</td>
      <td>139.00</td>
      <td>-</td>
      <td>Bitcoin</td>
      <td>1</td>
      <td>BTC</td>
    </tr>
    <tr>
      <th>2013-05-02</th>
      <td>105.21</td>
      <td>125.60</td>
      <td>92.28</td>
      <td>1,168,517,495</td>
      <td>116.38</td>
      <td>-</td>
      <td>Bitcoin</td>
      <td>1</td>
      <td>BTC</td>
    </tr>
  </tbody>
</table>
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<p>Before we create our models, we should create some example series that are easily feedable into our machine learning model.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Create Bitcoin and Ethereum series&#39;</span>
<span class="n">BTC</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">df</span>
    <span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;short_name&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;BTC&#39;</span><span class="p">]</span>
    <span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="s1">&#39;day_close&#39;</span><span class="p">]</span>
<span class="p">)</span>
<span class="n">ETH</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">df</span>
    <span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;short_name&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;ETH&#39;</span><span class="p">]</span>
    <span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="s1">&#39;day_close&#39;</span><span class="p">]</span>
<span class="p">)</span>

<span class="c1">#Merge to new DataFrame</span>
<span class="n">df_example</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;BTC&#39;</span><span class="p">,</span> <span class="s1">&#39;ETH&#39;</span><span class="p">])</span>
<span class="n">df_example</span><span class="p">[</span><span class="s1">&#39;BTC&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">BTC</span>
<span class="n">df_example</span><span class="p">[</span><span class="s1">&#39;ETH&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ETH</span>
<span class="c1">#Subset example DataFrame</span>
<span class="n">df_example</span> <span class="o">=</span> <span class="n">df_example</span><span class="p">[</span><span class="s1">&#39;2015-08-07&#39;</span><span class="p">:</span><span class="s1">&#39;2019-04-09&#39;</span><span class="p">]</span>
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<p>As we are working with time series data, our machine learning model should take into account the autocorrelation of the values in our series. Let's visualize our data to get a better sense of the nature of the autocorrelation.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Visualize Autocorrelation of Bitcoin prices</span>
<span class="kn">from</span> <span class="nn">pandas.plotting</span> <span class="k">import</span> <span class="n">lag_plot</span>
<span class="kn">from</span> <span class="nn">pandas.plotting</span> <span class="k">import</span> <span class="n">autocorrelation_plot</span>
<span class="kn">from</span> <span class="nn">statsmodels.graphics.tsaplots</span> <span class="k">import</span> <span class="n">plot_acf</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span> <span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">21</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">a0</span> <span class="o">=</span> <span class="n">lag_plot</span><span class="p">(</span><span class="n">BTC</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Lag 1 Autocorrelation Scatterplot&#39;</span><span class="p">)</span>
<span class="n">a1</span> <span class="o">=</span> <span class="n">plot_acf</span><span class="p">(</span><span class="n">BTC</span><span class="p">,</span> <span class="n">lags</span> <span class="o">=</span> <span class="mi">30</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Autocorrelation over 30 lags&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Autocorrelation&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Lag&#39;</span><span class="p">)</span>
<span class="n">a2</span> <span class="o">=</span> <span class="n">autocorrelation_plot</span><span class="p">(</span><span class="n">BTC</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">ax</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Autocorrelation over all lags&#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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<p>As we can see from the above plots, the day closing prices of Bitcoin are heavily correlated. Our model should take this into account. Now, we should check the stationarity of the series before building our model. We will do this both by plotting and running statistical tests.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Take first differences</span>
<span class="n">df_example_diff</span> <span class="o">=</span> <span class="n">df_example</span><span class="o">.</span><span class="n">diff</span><span class="p">()</span>
<span class="n">df_example_diff</span> <span class="o">=</span> <span class="n">df_example_diff</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>

<span class="c1">#Plot values</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span> <span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">21</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">df_example</span><span class="p">[</span><span class="s1">&#39;BTC&#39;</span><span class="p">])</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Bitcoin Prices&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Day closing price (USD)&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Date&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">df_example_diff</span><span class="p">[</span><span class="s1">&#39;BTC&#39;</span><span class="p">])</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Bitcoin Price Changes from Previous Day&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Day closing price (USD)&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Date&#39;</span><span class="p">)</span>
<span class="n">plot_acf</span><span class="p">(</span><span class="n">df_example_diff</span><span class="o">.</span><span class="n">BTC</span><span class="p">,</span> <span class="n">lags</span> <span class="o">=</span> <span class="mi">30</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">ax</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Autocorrelation of First Differences&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Autocorrelation&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Lag&#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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<pre>C:\Users\Alex\Anaconda3\lib\site-packages\pandas\plotting\_converter.py:129: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.

To register the converters:
	&gt;&gt;&gt; from pandas.plotting import register_matplotlib_converters
	&gt;&gt;&gt; register_matplotlib_converters()
  warnings.warn(msg, FutureWarning)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">statsmodels.tsa.stattools</span> <span class="k">import</span> <span class="n">adfuller</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">adfuller</span><span class="p">(</span><span class="n">df_example</span><span class="p">[</span><span class="s1">&#39;BTC&#39;</span><span class="p">])</span>
<span class="n">results2</span> <span class="o">=</span> <span class="n">adfuller</span><span class="p">(</span><span class="n">df_example_diff</span><span class="p">[</span><span class="s1">&#39;BTC&#39;</span><span class="p">])</span>
<span class="c1">#Just print out the p-value</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;The p-value of the Augmented Dickey-Fuller test on prices is: </span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span><span class="k">results</span>[1])
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;The p-value of the Augmented Dickey-Fuller test on price changes is: </span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span><span class="k">results2</span>[1])
<span class="n">BTC_auto</span> <span class="o">=</span> <span class="n">df_example_diff</span><span class="p">[</span><span class="s1">&#39;BTC&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">autocorr</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The autocorrelation of Bitcoin change of price from previous day is </span><span class="si">%4.2f</span><span class="s2">&quot;</span> <span class="o">%</span><span class="p">(</span><span class="n">BTC_auto</span><span class="p">))</span>
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<pre>The p-value of the Augmented Dickey-Fuller test on prices is: 0.329
The p-value of the Augmented Dickey-Fuller test on price changes is: 0.000
The autocorrelation of Bitcoin change of price from previous day is 0.08
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<p>Based on our results, we cannot reject the hypthesis that Bitcoin day prices has a unit root, therefore Bitcoin day prices is a non-stationary series. When we take first differences however, the Augmented Dickey-Fuller yields a p-value close to 0. It seams taking first differences of Bitcoin day prices yields a stationary series. <br> <br>
Now it's time to construct our model. We will hold out the last week of prices to validate our model upon, and train the model with the rest of the data. We will then plot the results and print the MSE of our model.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Split dataset</span>
<span class="n">train</span><span class="p">,</span> <span class="n">test</span> <span class="o">=</span> <span class="n">BTC</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="nb">len</span><span class="p">(</span><span class="n">BTC</span><span class="p">)</span><span class="o">-</span><span class="mi">7</span><span class="p">],</span> <span class="n">BTC</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">BTC</span><span class="p">)</span><span class="o">-</span><span class="mi">7</span><span class="p">:]</span>

<span class="c1">#Train autoregression model</span>
<span class="kn">from</span> <span class="nn">statsmodels.tsa.ar_model</span> <span class="k">import</span> <span class="n">AR</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">AR</span><span class="p">(</span><span class="n">train</span><span class="p">,</span> <span class="n">freq</span> <span class="o">=</span> <span class="s1">&#39;D&#39;</span><span class="p">)</span>
<span class="n">model_fit</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="c1">#Make predictions and score results</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">mean_squared_error</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">model_fit</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">start</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">train</span><span class="p">),</span> <span class="n">end</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">train</span><span class="p">)</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">test</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">dynamic</span><span class="o">=</span><span class="kc">False</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="nb">len</span><span class="p">(</span><span class="n">predictions</span><span class="p">)):</span>
	<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;predicted=</span><span class="si">%f</span><span class="s1">, expected=</span><span class="si">%f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">predictions</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">test</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
<span class="n">error</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">test</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Test MSE: </span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="n">error</span><span class="p">)</span>

<span class="c1">#Plot predictions</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">test</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Actual closing price&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">predictions</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 closing price&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Forecast vs actual values of Bitcoin prices&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Day closing price (USD)&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Date&#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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<pre>C:\Users\Alex\Anaconda3\lib\site-packages\statsmodels\tsa\base\tsa_model.py:191: FutureWarning: Creating a DatetimeIndex by passing range endpoints is deprecated.  Use `pandas.date_range` instead.
  start=index[0], end=index[-1], freq=freq)
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<pre>predicted=4924.962275, expected=4973.020000
predicted=4904.386690, expected=4922.800000
predicted=4914.030954, expected=5036.680000
predicted=4926.661613, expected=5059.820000
predicted=5023.567958, expected=5198.900000
predicted=5016.788708, expected=5289.770000
predicted=4972.029040, expected=5204.960000
Test MSE: 27848.498
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<pre>C:\Users\Alex\Anaconda3\lib\site-packages\statsmodels\tsa\base\tsa_model.py:320: FutureWarning: Creating a DatetimeIndex by passing range endpoints is deprecated.  Use `pandas.date_range` instead.
  freq=base_index.freq)
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VqUQ4cOUbZsWd577z3eeOMNoqKiMtxuw4YNmTdvHiEhIcyePZsnn3ySqVOnplt+9OjRbNu2jZUrVxISEsKhQ+dWtuzdu5cnnniC5cuXU6ZMGTp37syMGTOoXr06e/bsYc2aNQAcOXIkze2XL1+eFStWMHLkSN544w3GjBnDCy+8wNVXX83w4cOZOXMmo0ePTnPdEydOEBkZyZtvvsmIESN44YUXeO+9987ub+7cuQDn1Kr06tWLYcOG0bVrVxISEkhJSWHWrFls3ryZJUuWoKrceuutzJs3j44dO2Z4LI0xpqCx7ohz2OTJk+nevTsA3bt3Z/Jkp7uE2bNn069fP4oWLQpA2bJls7Tdo0eP0q1bN8LDw/n73//O2rVrMyw/e/Zshg4dSkhISJr7W7p0KZ06daJChQqEhITQq1cv5s2bR506ddi6dSsPPPAAM2fOpGTJkmlu/4477gCgZcuWbN++HYD58+effe1dunShTJm0+44KCgrinnvuAaB3797Mnz//7LLU+b7i4+PZs2cPXbt2BZz7/4sWLcqsWbOYNWsWLVq0IDIykg0bNrB58+YMj4sxJjBij59m39FTXodh0lFgawYy+wUfCHFxcfz888+sWbMGESE5ORkR4bXXXkNV/WqdHhISQkpKCsA5t7U988wzXHXVVUyfPp3t27efvXyQnsz25/T9dKEyZcrw22+/8cMPP/D+++/z+eefM27cuAvKFS5cGIDg4GCSkpIy3GZmfOMsVqyY37GqKsOHD2fIkCEXtV9jTPbYHnuCuz9YyKkzyUzo34qWNbP2Y8cEntUM5KAvvviCPn36sGPHDrZv386uXbuoXbs28+fPp3PnzowbN46TJ08CnK22L1GiBPHx8We3UatWLZYvXw5wzmWAo0ePctllTl9MEyZMyDSWzp07M2rUqLNf1OdfJmjTpg1z584lNjaW5ORkJk+ezJVXXklsbCwpKSnceeedvPjii6xYscLv19+hQwc+//xzAGbNmsXhw4fTLJeSknK2/cGkSZPo0KFDhtstWbIk1apVY8aMGQCcPn2akydPcv311zNu3DiOHz8OwJ49ezhw4IDf8RpjLt3uwyfpNWYxickplCteiHvHLmHhljivwzLnsWQgB02ePPlsVXaqO++8k0mTJtGlSxduvfVWoqKiiIiIONswrm/fvgwdOvRsA8LnnnuOhx56iCuuuILg4OCz23n88ccZPnw47du3Jzk5OdNYBg4cSI0aNWjWrBnNmzdn0qRJ5yyvUqUKr7zyClddddXZRnm33XYbe/bsoVOnTkRERNC3b19eeeUVv1//c889x6xZs862kahSpQolSpS4oFyxYsVYu3YtLVu25Oeff+bZZ59NY2vn+uSTT3jnnXdo1qwZ7dq1448//qBz58707NmT6OhomjZtyl133XVOYmWMCaw/jibQ88PFxCckMnFgGz4fEs1lpYvQd/wS5m66sGM44x252Krb3C4qKkrPv19+/fr1NGrUyKOIzOnTpwkODiYkJISFCxdy//33s2rVqgvKFS9e/Oyv+dzOzilj0nYgPoHuHyziQPxpJg5sQ0T10gDEHT/NvWOXEHPgOO/3iuS6xpU8jjT/EJHlPoMCZonVDJgcs3PnTlq1akXz5s158MEH+fDDD70OyRgTAIdOnKH3mMX8cSyBCf1anU0EAMoVL8zkQW1pVLUk909czre/7/MwUpOqwDYgNDmvfv36rFy5MtNyeaVWwBhzoaMnE7l37GJ2xJ1kfL9WRNW6sLFgqaKhTBzQmv4TlvLA5BWcTmrOHZHVPIjWpLKaAWOMMdkiPiGRPuOXsHn/cT64tyXt6pZPt2yJsFA+6t+atnXK8ch/f2Pykp05GKk5nyUDxhhjLtnJM0n0n7CUtXuO8n6vSDpdXjHTdYoWCmFc31Z0alCB4dNWM2HBthyI1KTFkgFjjDGXJCExmYEfLWP5jsO83b1FlhoFhoUGM+relnRuXInnv17HqLlbAhipSY8lA8YYYy7a6aRkhnyynIVb43jz7ubc1KxKlrdROCSY93tFckvzqrz6/Qbemr3pojspMxfHkoEcFhwcTEREBOHh4XTr1u1sJ0MXw3d44q+++opXX3013bJHjhxh5MiRWd6H72BA/ihevHiW9wFw4403pjvOQaAMHDiQdevW5eg+jclPEpNT+NuklczddJBX72hK1xYX3wgwNDiIt+6J4K6W1Xhr9mb+NXOjJQQ5yJKBHFakSBFWrVrFmjVrKFSoEKNGjTpnuaqe7W44K2699VaGDRuW7vKLTQZyynfffUfp0qUzL5hNkpOTGTNmDI0bN86xfRqTnyQlp/DwlFX8uG4/I25rwj2talzyNoODhNfubEavNjUYNXcLL3y9zhKCHGLJgIeuuOIKYmJi2L59O40aNeIvf/kLkZGR7Nq1i1mzZhEdHU1kZCTdunU7e7vdzJkzadiwIR06dGDatGlntzVhwgT+9re/AbB//366du1K8+bNad68Ob/++ivDhg1jy5YtRERE8NhjjwHpD+/70ksvcfnll3PttdemOxRyWvvwpao89thjZ4c6/uyzzwDYt28fHTt2PFs78r///Q/g7NDMqcdi0KBBNGnShM6dO3PqlDO4ydKlS2nWrBnR0dFnt32+OXPm0LFjR7p27Urjxo0ZOnTo2eSqePHiPPvss7Rp04aFCxfSqVMnUjummjlzJpGRkTRv3pxrrrkGcEZP7N+/P61ataJFixZ8+eWXWfn3GpNvJacoj33xO9+u3sfTNzWiT3StbNt2UJDwz9vD6d++NhN+3c6T09eQkmIJQaAV3H4GHn4Y0uj97pJERMBbb/lVNCkpie+//54uXboAsHHjRsaPH8/IkSOJjY3ln//8J7Nnz6ZYsWL861//4t///jePP/44gwYN4ueff6ZevXppjuAH8OCDD3LllVcyffp0kpOTOX78OK+++ipr1qw52+NfesP7FitWjClTprBy5UqSkpKIjIykZcuWfu3D17Rp01i1ahW//fYbsbGxtGrVio4dOzJp0iSuv/56nnrqKZKTk9O8TLJ582YmT57Mhx9+yN13383UqVPp3bs3/fr1Y/To0bRr1y7DWpAlS5awbt06atasSZcuXZg2bRp33XUXJ06cIDw8nBEjRpxT/uDBgwwaNIh58+ZRu3bts+M0vPTSS1x99dWMGzeOI0eO0Lp1a6699to0B0sypqBISVGemr6a6Sv38GjnBgy8ok6270NEeObmRhQpFMT7v2zhdFIyr93ZjJBg+/0aKAU3GfDIqVOniIiIAJyagQEDBrB3715q1qxJ27ZtAVi0aBHr1q2jffv2AJw5c4bo6Gg2bNhA7dq1qV+/PuAM7zt69OgL9vHzzz/z8ccfA04bhVKlSl0wKJDv8L7gdPSzefNm4uPj6dq169mhlG+99dY0X0da+/A1f/58evToQXBwMJUqVeLKK69k6dKltGrViv79+5OYmMjtt99+9lj4ql279tn5qUMgHzlyhPj4eNq1awdAz549+eabb9KMrXXr1tSp43xA9ejRg/nz53PXXXcRHBzMnXfeeUH5RYsW0bFjR2rXrg38OZzzrFmz+Oqrr862mUhISGDnzp3W/bApsFSVF75ey5Slu3jg6nr87er6AduXiPDY9Q0JCwnmzR83cTophbfuiSDUEoKAKLjJgJ+/4LNbapuB8/n+2lRVrrvuOiZPnnxOmVWrVvk1zLE/0hve96233sqWfaR3na9jx47MmzePb7/9lnvvvZfHHnuMPn36nFMmdfhjcBKNU6dOZem64fnxp06HhYWdM7iTb6xpvWZVZerUqVx++eV+79uY/EpVefm79Xy0cAeDO9bhH9c1yJH9PnBNfQqHBvHydxs4k5TCez1bUDjkwvexuTSWYuVCbdu2ZcGCBcTExABw8uRJNm3aRMOGDdm2bRtbtjj34Z6fLKS65ppr+M9//gM4DeWOHTt2wVDI6Q3v27FjR6ZPn86pU6eIj4/n66+/9nsfvjp27Mhnn31GcnIyBw8eZN68ebRu3ZodO3ZQsWJFBg0axIABA/weArlMmTKUKFGCRYsWATBlypR0yy5ZsoRt27aRkpLCZ599lukQyNHR0cydO5dt25wOT1IvE1x//fW8++67ZxMRf7pSNia/+vePm/jwf9u4L7omw29omG0/TPwxuGNdRtzWhB/X7Wfwx8tJSMx8ZFaTNZYM5EIVKlRgwoQJ9OjRg2bNmtG2bVs2bNhAWFgYo0eP5qabbqJDhw7UrFkzzfXffvttfvnlF5o2bUrLli1Zu3Yt5cqVo3379oSHh/PYY4+lO7xvZGQk99xzDxEREdx5551cccUVfu/DV9euXc8Oj3z11Vfz2muvUblyZebMmUNERAQtWrRg6tSpPPTQQ34fl7FjxzJ48GCio6NR1QsuTaSKjo5m2LBhhIeHU7t27QuGjT5fhQoVGD16NHfccQfNmzc/2xbjmWeeITExkWbNmhEeHs4zzzzjd6zG5Cfv/byZd3+OoXur6jx3S5McTQRS9Ymuxb/ubMq8zQfpN34pJ04n5XgM+ZkNYWzyjOPHj5/tx+DVV19l3759vP322+eUmTNnDm+88Ua67Qmym51TJr/7cN5WXvpuPXe0uIzXuzUnOCjnEwFfM1bu4ZH//kaL6qUZ168VJcNCPY0nN7EhjE2B8O23355zS+LTTz/tdUjG5GsfL9zOS9+t56amVXjtrmaeJwIAt7e4jPd6tGDVriP0HrOYIyfPeB1SvmA1A8ZcAjunTH712dKdPDF1Ndc1rsTIXpG5rhX/T+v3c//EFdSpUIyJA9tQvnjhzFfK56xmwBhjTLaZvnI3w6at5soGFXivZ4tclwgAXNOoEmP7RrE97gTdRy9i/7EEr0PK03LffzjA8mtNiMl5di6Z/Ojb3/fxyOe/EV2nHB/c2zJX38Z3Rf0KTOjXmn1HTnHPBwvZc+SU1yHlWQUqGQgLCyMuLs4+xM0lU1Xi4uIICwvzOhRjss2P6/bz0JSVtKxZhjH3RREWmnsTgVRt65Tj4wFtiDtxhrtHLWRn3MUP/laQFag2A4mJiezevZuEBKtOMpcuLCyMatWqERpqrZlN3jdn4wEGf7ycRlVLMnFAa0rksVb6a/YcpffYxRQOCWLSoLbUrXBxI6jmZZfSZqBAJQPGGGMu9GtMLP0mLKVuheJMHtSWUkXzViKQasMfx+g9ZjEgfDqwDZdXLuF1SDnKGhAaY4y5KEu3H2LAR8uoWa4oEwe2ybOJAEDDyiWZMjia4CDoPnoha/Yc9TqkPMOSAWOMKaBW7TpCv/FLqVI6jE8HtqVssUJeh3TJ6lUszudDoilaKIQeHy5ixc7Dma9kApsMiMh2EVktIqtEZJk773UR2SAiv4vIdBEp7c6vJSKn3LKrRGSUz3ZautuJEZF3xIu+MI0xJh9Zs+cofcYupmyxQkwa2JYKJfLPffo1yxXj86HRlC1WiHvHLGbx1jivQ8r1cqJm4CpVjfC5jvEjEK6qzYBNwHCfslvcshGqOtRn/n+AwUB999ElB+I2xph8aeMf8dw7djElwkKZNKgNlUvlv7tiLitdhM+HRFO5VBj3jV/C/M2xXoeUq+X4ZQJVnaWqqSNMLAKqZVReRKoAJVV1oTqtHT8Gbg9wmMYYky9tOXicXmMWUygkiE8HtqFamaJehxQwlUqG8dmQaGqVK0b/j5by0/r9XoeUawU6GVBglogsF5HBaSzvD3zvM11bRFaKyFwRSR0u7zJgt0+Z3e68C4jIYBFZJiLLDh48mB3xG2NMvrEz7iS9PlwMKJ8ObEut8sW8DingyhcvzJTBbbm8UgmGTlzOzDX7vA4pVwp0MtBeVSOBG4C/ikjH1AUi8hSQBHzqztoH1FDVFsA/gEkiUhJIq31AmvdDqupoVY1S1agKFSpk5+swxpg8bc+RU/T4cBEJSclMHNiGehULzn34pYsW4tNBbWhWrTR/nbSSL1ft8TqkXCegyYCq7nX/HgCmA60BROQ+4Gagl1v1j6qeVtU49/lyYAvQAKcmwPdSQjVgbyDjNsaY/GT/sQR6friIYwmJTBzQhoaVS3odUo4rGRbKx/1b06pWGR7+bBWfL93ldUi5SsCSAREpJiIlUp8DnYE1ItIFeAK4VVVP+pSvICLB7vM6OA34qOBKAAAgAElEQVQFt6rqPiBeRNq6dxH0Ab4MVNzGGJOfxB4/Tc8PFxEbf5qP+rcm/LJSXofkmWKFQxjftzUd6pXn8am/88nC7V6HlGuEBHDblYDp7l2AIcAkVZ0pIjFAYeBHd9ki986BjsAIEUkCkoGhqnrI3db9wASgCE4bA992BsYYY9Jw+MQZeo9ZzN4jCXzUvzWRNcp4HZLnihQKZsx9Ufz105U88+VaTielMPCKOl6H5TnrjtgYY/Kho6cS6TVmEZv2H2d831a0r1fe65BylcTkFB6esopvV+/jkesa8MA19b0O6ZJdSnfEgawZMMYY44Hjp5PoO34JG/+IZ3SfKEsE0hAaHMTb3SMoHBLEmz9uIiEpmUc7X05B7dPOkgFjjMlHTp5Jov/4pfy++ygje0Vy1eUVvQ4p1woJDuKNbs0pHBrE+79sISExhadvalQgEwJLBowxJp9ISExm8MfLWbbjEG93b8H1TSp7HVKuFxQkvNy1KYVDghk7fxunk5IZcWs4QUEFKyGwZMAYY/KBM0kp3D9xOQu2xPLGXc25pXlVr0PKM0SE525pTOHQID6Yu5XTiSm8emczggtQQmDJgDHG5HGJySk8MHkFv2w8yMtdm3Jnywx7eTdpEBGGdWlIkdBg3pq9mdNJKbx5d3NCgwvG4L6WDBhjTB6WnKL84/Pf+GHtfp6/pTE929TwOqQ8S0R4+NoGFA4J5l8zN3A6KZl3e0RSKCT/JwT5/xUaY0w+lZKiPP7F73z9216G39CQvu1rex1SvnB/p7o8d0tjfli7nyGfLCMhMdnrkALOkgFjjMmDVJWnZqxh6ord/OO6Bgy5sq7XIeUr/drX5uWuTZmz6SADPlrKyTNJma+Uh1kyYIwxeYyq8sLX65i8ZCd/vaouD1xdz+uQ8qWebWrwxl3NWbgljr7jlhKfkOh1SAFjyYAxxuQhqsqrMzcw4dftDOhQu0B3lJMT7mxZjXd6tGDFzsPcO3YJR0/mz4TAkgFjjMlD3pq9mQ/mbqV32xoFtoOcnHZzs6qM7BXJur3H6PHhIg6dOON1SNnOkgFjjMkjRs6J4e2fNnN3VDVG3BpuiUAO6tykMqP7tGTLweN0H72QA/EJXoeUrSwZMMaYPGDs/G28NnMjt0VU5ZU7mhW4HvJyg06XV2R831bsPnyK7h8sYt/RU16HlG0sGTDGmFzuk0U7ePGbddwQXpk3uzUvUD3j5Tbt6pXn4/6tORB/mrs/WMiuQye9DilbWDJgjDG52OfLdvHMjDVc26gib3dvQUgB6REvN4uqVZZPB7bh2Kkk7v5gIdtiT3gd0iWzs8oYY3KpL1ft4Ympv3NF/fK817Ng9ISXVzSvXprJg9pyOimFuz9YyOb98V6HdEnszDLGmFzo+9X7+Mfnv9GmdllG3xtFWGiw1yGZ8zSuWpLPBrdFgHtGL2Lt3qNeh3TRLBkwxphc5qf1+3lg8koiqpdm7H2tKFLIEoHcqn6lEnw2JJqwkCB6jF7Eb7uOeB3SRbFkwBhjcpF5mw5y/8QVNK5akvH9WlGssI0nl9vVLl+Mz4ZEU6poKL3GLGbp9kNeh5RllgwYY0wusXBLHIM/WUbdisX5uH9rSoaFeh2S8VP1skX575B2VCxRmD5jl/BrTKzXIWWJJQPGGJMLLN9xiAEfLaV6maJMHNCa0kULeR2SyaLKpcKYMqQt1csWod+Epfyy8YDXIfnNkgFjjPHY77uP0HfcUiqVDOPTQW0oV7yw1yGZi1SxRBhTBkdTr2JxBn+8jB/W/uF1SH6xZMAYYzy0bu8x7h27hNLFQpk0qA0VS4R5HZK5RGWLFWLSoLY0qVqKv3y6gq9/2+t1SJmyZMAYYzyyeX88vccuplihYCYNbEuVUkW8Dslkk1JFQpk4sA0ta5ThoSkr+WL5bq9DypAlA8YY44FtsSfoOWYxIUHCp4PaUr1sUa9DMtmseOEQJvRvRbu65Xn0v7/x6eIdXoeULksGjDEmh+06dJKeHy4iJUX5dGAbapcv5nVIJkCKFgphzH1RXN2wIk9NX8O4+du8DilNlgwYY0wO2nvkFD0+XMSpxGQmDmxD/UolvA7JBFhYaDCjerfkhvDKjPhmHSPnxHgd0gUsGTDGmBxy4FgCvcYs5ujJRD7p34ZGVUp6HZLJIYVCgni3Rwtui6jKazM38u8fN6GqXod1lnVtZYwxOSD2+Gl6jlnM/mMJfDKgDU2rlfI6JJPDQoKD+PfdERQOCeKdnzZTonAIgzrW8TosIMA1AyKyXURWi8gqEVnmzntdRDaIyO8iMl1ESvuUHy4iMSKyUUSu95nfxZ0XIyLDAhmzMcZktyMnz9B7zGJ2Hz7JuL6taFmzjNchGY8EBwmv3tGMh6+tz83Nq3gdzlk5cZngKlWNUNUod/pHIFxVmwGbgOEAItIY6A40AboAI0UkWESCgfeBG4DGQA+3rDHG5HrHEhLpM24JW2NP8GGfKNrWKed1SMZjQUHCw9c2yFW3kuZ4mwFVnaWqSe7kIqCa+/w2YIqqnlbVbUAM0Np9xKjqVlU9A0xxyxpjTK52/HQSfcctYf2+Y/ynVyRX1K/gdUjGpCnQyYACs0RkuYgMTmN5f+B79/llwC6fZbvdeenNN8aYXCshMZkBE5by2+6jvNujBdc0quR1SMakK9ANCNur6l4RqQj8KCIbVHUegIg8BSQBn7plJY31lbQTljSbYLoJx2CAGjVqXGrsxhhz0V7/YSOLtx3i7e4RdAnPPdeGjUlLQGsGVHWv+/cAMB2nyh8RuQ+4Geilf95bsRuo7rN6NWBvBvPT2t9oVY1S1agKFaw6zhjjjdW7jzJ+wTZ6t63BbRFWkWlyv4AlAyJSTERKpD4HOgNrRKQL8ARwq6qe9FnlK6C7iBQWkdpAfWAJsBSoLyK1RaQQTiPDrwIVtzHGXIqk5BSGTfud8sUL83iXhl6HY4xfAnmZoBIwXURS9zNJVWeKSAxQGOeyAcAiVR2qqmtF5HNgHc7lg7+qajKAiPwN+AEIBsap6toAxm2MMRdt/ILtrN3rNBgsGRbqdTjG+CVgyYCqbgWapzG/XgbrvAS8lMb874DvsjVAY4zJZrsOneTfP27i2kaV6BJe2etwjPGbdUdsjDHZQFV5esYaggRG3NYEt+bTmDzBkgFjjMkGX/22l7mbDvLY9ZdTtXTu6UzGGH9YMmCMMZfoyMkzvPjNOppXL8290bW8DseYLLOBiowx5hK98t0GDp9M5OP+TQkOsssDJu+xmgFjjLkEC7fE8dmyXQy6og6Nq9qQxCZvsmTAGGMuUkJiMk9NX02NskV56Jr6XodjzEWzywTGGHORRv4Sw9bYE3wyoDVFCgV7HY4xF81qBowx5iJs3h/Pf+ZuoWuLy2w0QpPnWTJgjDFZlJKiDJ+2mmKFQ3j6pkZeh2PMJbNkwBhjsmjy0p0s23GYp29qTLnihb0Ox5hLZsmAMcZkwf5jCbz63Qba1S3HnZE2IqHJHywZMMaYLHjh67WcSU7h5a5Nrcthk29YMmCMMX6avW4/363+gwevqU+t8sW8DseYbGPJgDHG+OH46SSe/XINl1cqweCOdbwOx5hsZcmAMcb44c1ZG9l3LIGX72hKaLB9dJr8xc5oY4zJxKpdR5jw63bubVuTljXLeB2OMdku0x4IRSQKuAKoCpwC1gCzVfVQgGMzxhjPJSanMHzaaiqVCOOx6y/3OhxjAiLdmgER6SsiK4DhQBFgI3AA6AD8KCIfiUiNnAnTGGO8MXb+NtbvO8YLtzWhRFio1+EYExAZ1QwUA9qr6qm0FopIBFAf2BmIwIwxxms7407y1uxNdG5cieubVPY6HGMCJt1kQFXfz2hFVV2V/eEYY0zuoKo8NWM1IUFBvHBbE6/DMSagMmxAKCJXicg0EVnrPr4QkU45FJsxxnjmy1V7+d/mWB7vcjlVShXxOhxjAiqjNgM3AeOAr4GeQC/gO2CciNyYM+EZY0zOO3ziDCO+WUeLGqXp1aam1+EYE3AZtRl4DLhdVX/zmbdKRJYB7+IkBsYYk++89N16jp1K5JU7mhIcZF0Om/wvo8sElc9LBABQ1d+BSoELyRhjvPNrTCxfLN/N4I51aFi5pNfhGJMjMkoGTlzkMmOMyZMSEpN5cvpqapYryoPX1Pc6HGNyTEaXCeqKyFdpzBfAOuY2xuQ77/0cw/a4k3w6sA1hocFeh2NMjskoGbgtg2VvZHcgxhjjpY1/xDNq7hbujKxG+3rlvQ7HmByVUT8Dc32nRSQUCAf2qOqBQAdmjDE5JSVFGTbtd0oWCeWpmxp5HY4xOS6jWwtHiUgT93kp4DfgY2CliPTIofiMMSbgPl28g5U7j/D0TY0oW6yQ1+EYk+MyakB4haqudZ/3AzapalOgJfB4wCMzxpgc8MfRBP41cyMd6pWna4vLvA7HGE9klAyc8Xl+HTADQFX/8HfjIrJdRFaLSGr/BIhIN7c3wxR3RMTUsrVE5JRbdpWIjPJZ1tLdToyIvCMiduOvMSZbPP/VWhKTU3ipazj20WIKqowaEB4RkZuBPUB7YACAiITgjGLor6tUNdZneg1wB/BBGmW3qGpEGvP/AwwGFuF0dtQF+D4LMRhjzAV+WPsHM9f+wRNdGlKzXDGvwzHGMxklA0OAd4DKwMM+NQLXAN9e7A5VdT3gdwYuIlWAkqq60J3+GLgdSwaMMZcgPiGR575cS8PKJRh4RW2vwzHGUxndTbAJ5xf4+fN/AH7wc/sKzBIRBT5Q1dGZlK8tIiuBY8DTqvo/4DJgt0+Z3e68C4jIYJwaBGrUqOFniMaYguiNHzayPz6BUfe2JDQ4wzHbjMn30k0GRORdnC/zVArEAr+o6nw/t99eVfeKSEXgRxHZoKrz0im7D6ihqnEi0hKY4d7NkFYVgqYxDzfZGA0QFRWVZhljjFmx8zAfL9rBfdG1iKhe2utwjPFcRpcJlqUxryzwuoh8pqpvZbZxVd3r/j0gItOB1kCayYCqngZOu8+Xi8gWoAFOTUA1n6LVgL2Z7dsYY9KSmJzCk9NWU7lkGI9ef7nX4RiTK2R0meCjtOa7rfx/BTJMBkSkGBCkqvHu887AiAzKVwAOqWqyiNQB6gNbVfWQiMSLSFtgMdAHZ9REY4zJsg//t5UNf8TzYZ8oihfO6PeQMQVHlt8JqnrKz8Z/lYDpbtkQYJKqzhSRrjhf5hWAb0VklapeD3QERohIEpAMDFXVQ+627gcm4NzF8D3WeNAYcxG2x57g7dmbuSG8Mtc1tsFXjUmVpWTAva3wXs5t0JcmVd0KNE9j/nRgehrzpwJT09nWMpyukI0x5qKoKk/NWE2h4CCev7WJ1+EYk6tk1IAwngsb6p0C5uLcdmiMMXnGtBV7WBATx4u3h1OpZJjX4RiTq2TUZqBETgZijDGBcujEGf757Tpa1ixDr9Z227Ex58tooKJaGa0ojmoZlTHGmNzgn9+u4/jpJF65oylBQdblsDHny6jNwOsiEgR8CSwHDgJhQD3gKpyeCJ/Dj/YDxhjjlfmbY5m2Yg8PXF2PBpWswtOYtGR0maCbiDQGegH9gSrASWA9zvgAL6lqQo5EaYwxF+HUmWSenL6a2uWL8der6nkdjjG5VoZ3E6jqOuCpHIrFGGOy1Ts/b2bnoZNMGtSGsNBgr8MxJteyDrmNMfnS+n3HGD1vK91aVqNd3fJeh2NMrmbJgDEm30lOUYZNW03pIqE8eWMjr8MxJtezZMAYk+9MXLSD33Yd4dlbGlOmWCGvwzEm18s0GXBvIewtIs+60zVEpHXgQzPGmKzbe+QUr83cQMcGFbi1eVWvwzEmT/CnZmAkEA30cKfjgfcDFpExxlwkVeXZL9eSrMpLt4fj5zgqxhR4/iQDbVT1r0ACgKoeBqzezRiT6/yw9g9mr9/P369tQPWyRb0Ox5g8w59kIFFEgnHHKXCHGk4JaFTGGJNFxxISefbLtTSuUpIBHWp7HY4xeYo/ycA7OKMMVhSRl4D5wMsBjcoYY7Lo9ZkbiT1+mlfuaEpIsLWNNiYrMh3CWFU/FZHlON0PC3C7qq4PeGTGGOOn5TsOMXHxDvq1q03z6qW9DseYPCfTZEBE2gJrVfV9d7qEiLRR1cUBj84YYzJxJimF4dNWU6VkGI90buB1OMbkSf7Upf0HOO4zfcKdZ4wxnhs9bwub9h9nxG3hFCuc6e8bY0wa/EkGRFU1dUJVU/CjRsEYYwJt68HjvPNzDDc1rcK1jSt5HY4xeZY/ycBWEXlQRELdx0PA1kAHZowxGVFVnpq+hsIhQTx3S2OvwzEmT/MnGRgKtAP2ALuBNsDgQAZljDGZ+WL5bhZujWP4DY2oWDLM63CMydP8uZvgANA9B2Ixxhi/xB4/zUvfradVrTJ0b1Xd63CMyfPSTQZE5HFVfU1E3sXtcMiXqj4Y0MiMMSYd//xmHSdOJ/HKHU0JCrIuh425VBnVDKT2JbAsJwIxxhh/zN10kBmr9vLgNfWpV7GE1+EYky+kmwyo6tduN8ThqvpYDsZkjDFpOnUmmadnrKZOhWL8pVNdr8MxJt/IsAGhqiYDLXMoFmOMydBbP21i16FTvNy1KWGhwV6HY0y+4U9/AStF5CvgvzgdDgGgqtMCFpUxxpxn7d6jjPnfNrq3qk7bOuW8DseYfMWfZKAsEAdc7TNPAUsGjDE5IjlFGT5tNWWKhjL8hkZeh2NMvuPPrYX9ciIQY4xJz0e/buf33Ud5p0cLShUN9TocY/KdTDsdEpE6IvK1iBwUkQMi8qWI2GDhxpgcsefIKd6YtZFOl1fglmZVvA7HmHzJnx4IJwGfA1WAqjhtB6b4s3ER2S4iq0VklYgsc+d1E5G1IpIiIlHnlR8uIjEislFErveZ38WdFyMiw/x9ccaYvE1VeXbGGlThxdvCEbE+BYwJBH8HKvpEVZPcx0TS6IQoA1epaoSqpn7xrwHuAOadsxORxjg9HTYBugAjRSTYvb3xfeAGoDHQwy1rjMnnvl/zBz9tOMAjnRtQvWxRr8MxJt/ypwHhL+6v8Sk4ScA9wLciUhZAVQ9lZYequh5IK8O/DZiiqqeBbSISA7R2l8Wo6lZ3vSlu2XVZ2a8xJm85eiqR575aS/hlJenbrpbX4RiTr/mTDNzj/h1y3vz+OMlBnQzWVWCWiCjwgaqOzqDsZcAin+nd7jyAXefNb5PWBkRkMO4gSjVq1MhgV8aY3O5fMzcQd/w04+5rRUiwP5WYxpiL5c/dBJfSWLC9qu4VkYrAjyKyQVXnpVM2rYuBStqXMtK8TOEmG6MBoqKisnIpwxiTiyzdfohJi3cysENtmlYr5XU4xuR7AU23VXWv+/cAMJ0/q/3TshvwHX6sGrA3g/nGmHzodFIyw6et5rLSRfj7dQ28DseYAiFgyYCIFBOREqnPgc44jQfT8xXQXUQKu7cu1geWAEuB+iJSW0QK4TQy/CpQcRtjvDVqzlZiDhznn7eHU6ywP1cyjTGXKpDvtErAdLehYAgwSVVnikhX4F2gAk5DxFWqer2qrhWRz3EaBiYBf3XHRkBE/gb8AAQD41R1bQDjNsZ4ZMvB47z/Sww3N6vCVQ0reh2OMQWGqGZ8aV1EItOYfRTYoapJAYkqG0RFRemyZTb6sjF5RUqK0v3DRWzYd4zZj1xJxRJhXodkTJ4iIst9buPPEn9qBkYCkcDvOI38wt3n5URkqKrOupgdG2OMr/8u38WSbYd49Y6mlggYk8P8aTOwHWihqlGq2hJogXPt/1rgtQDGZowpIA7Gn+alb9fTunZZ7o6qnvkKxphs5U8y0ND3Gr2qrsNJDrYGLixjTEEy4pt1JCSm8HLXpgQFWZfDxuQ0fy4TbBSR//DneAT3AJtEpDCQGLDIjDEFwi8bD/D1b3t5+Nr61KtY3OtwjCmQ/KkZ6AvEAA8Dfwe2uvMSgasCFZgxJv87eSaJp6evoW6FYtzfqa7X4RhTYPnTA+Ep4E33cb7j2R6RMabA+L8fN7HnyCk+HxJN4ZBgr8MxpsDKNBkQkfbA80BN3/KqmtGYBMYYk6E1e44ydv42erSuQevaZb0Ox5gCzZ82A2NxLg8sB5IDG44xpiBISk5h2LTfKVe8MMNuaOh1OMYUeP4kA0dV9fuAR2KMKTAm/LqdNXuO8X7PSEoVCfU6HGMKPH+SgV9E5HVgGnA6daaqrghYVMaYfGvXoZO8OWsTVzesyI1NK3sdjjEG/5KBNu5f3y4OFbg6+8MxxuRnqsozX65BBEbc1gR37BJjjMf8uZvAbh80xmSLb37fx5yNB3nm5sZUK1PU63CMMa50kwER6a2qE0XkH2ktV9V/By4sY0x+c/RkIi98vZZm1UrRt10tr8MxxvjIqGagmPu3RE4EYozJ3175fj2HTyYyoV9rgq3LYWNylXSTAVX9wP37Qs6FY4zJjxZvjWPK0l0M7liH8MtKeR2OMeY8mXZHLCKviUhJEQkVkZ9EJFZEeudEcMaYvO90UjLDp6+mWpkiPHxtfa/DMcakwZ+xCTqr6jHgZmA30AB4LKBRGWPyjZG/bGHrwRP88/Zwihby5wYmY0xO8ycZSO0R5EZgsqoeCmA8xph8JOZAPCPnxHBbRFU6XV7R63CMMenwJ03/WkQ2AKeAv4hIBSAhsGEZY/K6lBRl+LTVFC0UwjM3N/Y6HGNMBjKtGVDVYUA0EKWqicAJ4LZAB2aMydumLN3F0u2HeerGRpQvXtjrcIwxGfBn1MJQ4F6go9tb2FxgVIDjMsbkYQeOJfDK9+tpW6cs3aKqeR2OMSYT/lwm+A9Ou4GR7vS97ryBgQrKGJO3vfDNOk4npfBy16bW5bAxeYA/yUArVW3uM/2ziPwWqICMMXnbT+v38+3v+3jkugbUqVDc63CMMX7w526CZBGpmzohInWA5MCFZIzJq06cTuKZGWuoX7E4Q66sm/kKxphcwZ+agcdwhjHeCghQE+gX0KiMMXnOkZNnePX7Dew9msAXQ6MpFOLPbw1jTG7gz6iFP4lIfeBynGRgg6qeDnhkxphcLSExmaXbD7EgJo4FMbGs2XsUVbgvuiZRtcp6HZ4xJgsyGrXwjnQW1RURVHVagGIyxuRCSckp/L7nKL/GxLIgJo7lOw5zJjmFkCChRY3SPHRNfdrXK0/LGmW8DtUYk0UZ1QzcksEyBSwZMCYfU1ViDhxnQUws82PiWLw1jvjTSQA0qlKSPtE1aV+vPK1rl6VYYetm2Ji8LKNRC61dgDEFzN4jp1gQE8uvW5yq/wPxzhXB6mWLcFOzKrSvV57ouuWsEyFj8hl/Oh16GXhNVY+402WAR1T16UAHZ4wJrKMnE1m4Nfbsdf+tsScAKFusEO3qlqN9vfK0r1ueGuWKehypMSaQ/Knbu0FVn0ydUNXDInIjkGkyICLbgXicWxGTVDVKRMoCnwG1gO3A3e42OwFfAtvc1aep6gh3O12At4FgYIyqvurXqzPGnCMhMZll2w8zPyaWX7fEsnqP0+ivaKFgWtcuS882NWhXtzwNK5cgKMg6CzKmoPAnGQgWkcKpdxCISBEgK3WEV6lqrM/0MOAnVX1VRIa500+4y/6nqjf7riwiwcD7wHU4QygvFZGvVHVdFmIwpkBKSk5h9Z6j/LoljvmbY1m+8zBnkv5s9Pfg1fXpUL88zauVtlsBjSnA/EkGJgI/ich4nIaD/YGPLmGftwGd3OcfAXP4MxlIS2sgRlW3AojIFHcblgwYcx5VZcvB48zfHMuCLXEs2vJno7+GlUvQp601+jPGXMiffgZeE5HfgWtx+hl4UVV/8HP7CswSEQU+UNXRQCVV3edue5+I+A5yHu12dbwXeFRV1wKXAbt8yuwG2qS1MxEZDAwGqFGjhp8hGpO37Tt6igUxcfwaE8t8a/RnjLkIfv00UNWZwMyL2H57Vd3rfuH/KCIbMii7AqipqsfdNgkzgPo4CcgFIaUT52hgNEBUVFSaZYzJ685p9Lcllq0HrdGfMebSBLSeUFX3un8PiMh0nCr//SJSxa0VqAIccMsc81nvOxEZKSLlcWoCqvtsthpOzYExBUJqo78FW2Kdnv72HCXFp9Ffj1Y1aF/PGv0ZYy5ewJIBESkGBKlqvPu8MzAC+Aq4D3jV/fulW74ysF9VVURa4wyiFAccAeqLSG1gD9Ad6BmouI3xWnKKsnrPURbEOF/+y3ac2+jvgaudnv4iqlujP2NM9vCnn4Gbge9UNSWL264ETHfHMg8BJqnqTBFZCnwuIgOAnUA3t/xdwP0ikgScArqrqgJJIvI34AecWwvHuW0JjMkXUhv9LYiJY35MLIu2xhGf8Gejv3vb1qRDvfK0ql2W4tbozxgTAOJ832ZQQGQiEA1MBcar6vqcCOxSRUVF6bJly7wOw5g0+Tb6W7Allv3HnEZ/1coUoUO98rSrV5521ujPGJMFIrJcVaMuZl1/7iboLSIlgR7AePfOgPHAZFWNv5idGlPQOI3+4vh1i9Pi37fRX3TdcnSwRn/GGA/5ezfBMRGZChQBHga6Ao+JyDuq+m4gAzQmL0pITGb5Drenvxinp78UhSKhwbSpY43+jDG5iz9tBm7B6WioLvAJ0Nq9O6AosB6wZMAUeBk1+ouobo3+jDG5mz81A92A/1PVeb4zVfWkiPQPTFjG5A0rdh5m1JwtLNoax7HzGv21r1eO1rXLWaM/Y0yu50+bgT4ZLPspe8MxJu/Ydegk/cYvJTQ4iBvCq9C+vjX6M8bkTf5cJmiLcymgEVAI5/a+E6paMsCxGZNrJSQm85dPV5CSonzx12hqlS/mdUjGGHPR/Ll4+R7OnQSbcRoQDsTaCZgCbsQ361i95yhv3t3cEgFjTJ7n790EMSISrKrJOLcX/hrguIzJtaYu382kxTsZemVdOjep7HU4xhhzyfxJBk6KSCFglYi8BuwD7KeQKZDW7zvGUzNW07ZOWR7t3MDrcIwxJlv4c/9ruqAAACAASURBVJngXrfc34ATOIMG3RnIoIzJjY4lJHL/xOWUDAvlnR4tCAm2WwSNMfmDP3cT7BD5//buOz7KKnv8+OckhN5DNXQIIqJACGUBBRsCKiKKiODi2hYQC64FFyvoVxHXSrOu+KMoKiqiCFhQQVkIgVAlQOggBJBOIOX+/rjPmEmYFCCTZ8p5v17zYvJMO3Mz5Dlz77n3SnXn+rP+D0mpwGOM4ZFPktj+5wk+uqcDNSqUdjskpZQqMnl+tRHrGRHZB/wOJItIqog8VXzhKRUY3vklhblr9vB4j2a0bVDV7XCUUqpI5dfP+SDQCWhrjIk2xlQB2gOdRGR4sUSnVAD4X8p+xny7nh4tanFn54Zuh6OUUkUuv2GCvwNXGWP2eQ4YY1JEZCAwD3jV38Ep5ba9h9MYNn059auW5aWbLsbZklupgh08CFOnQqlSEB0N1aplX6pUgRK6MqUKHPl9GqO8EwEPY0yqiET5MSalAkJ6ZhbDpi3naFoGU+5sT4XS+rFXhXT8OFxzDfyazyzsKlWyk4PcyYKvn6tWhcjI4nsPKqzklwycOsvblAoJY+euZ8mWA7zWrxXn16rgdjgqWKSnQ79+8NtvMH06dOoE+/bZy/792de9f96xA5KSIDUV0tJ8P69IdgLhnSzkl0hUqaIJhCqU/JKBliJy2MdxAbSUWoW0b1fv5u2fUxjYoR69W8e4HY4KFsbAPffA7NkwcSLccos9Xrdu4Z/j+PH8EwfPZft2WL7cJhAnT/p+Lu8EojDJQ3S0JhBhKs9kwBijnwYVljbvO8Yjn6ykZZ1KPHltc7fDUcHk3/+GDz6Ap5+GwYPP7jnKloV69eylMIyxCUR+yYPn+tatsGyZvZ5fAlG1auGHLzw9EBG67kYw0woWpbycOJXJkCnLKBEpTBjYhlIlNCdWhfTaa/Dii/DPf9pkoLiIQLly9nKmCURBwxf79sGWLTaBSE2FU3mMEEdE2ASioOGLli2hfv0ie+uq6GgyoJTDGMPIz1exfs8RPvhHO2Iql3E7JBUspk+H4cOhTx8YP96eoAOZdwJR2JOzMXDsWOGGMDZvhqVL7XXvBCIyEm6/HZ54Aho08Mc7U2dJkwGlHNOWbGPm8p08eGUsXZpWdzscFSzmzYNBg6BLFzuVMFTH20WgfHl7KeyJ3Bg4etQmC3v32vaZNAkmT4Y774SRI8+snkL5jQ7yKAWs3HGQZ2et5dKm1bn/8li3w1HBYulS2xvQvDl8+SWU1trqHESgQgWbPLRrB6+/Dps2wd13w/vvQ5MmcN99sGuX25GGPU0GVNj789gphkxJpHqFUrzWrxUREQHexasCQ3Iy9OwJNWrAnDlQqZLbEQWHOnVgwgTYsMH2qEyaBI0bw0MPwZ49bkcXtjQZUGEtK8swfMYKUo+cZMKAOKqWK+l2SCoY7NoF3brZb75z50Lt2m5HFHzq14e334b16+0UzNdfh4YN4dFHba2BKlaaDKiwNu7HjSxYn8qT1zWnZd3KboejgsHBg9C9ux0HnzMHYnVY6Zw0agT//S+sW2eHXF5+2SYFI0fCgQNuRxc2NBlQYevn5FRe/S6ZG1rHMLB9IadkqfB24gT06gW//w4zZ0KbNm5HFDqaNoUpU2DNGjv88n//Z5OCZ56xCZjyK00GVFjaefAED3y0nKY1KvD8DS10AyJVsMxMuPVWWLgQPvwQrrrK7YhC0wUXwMcfw8qVcOWV8OyzNil4/nk4csTt6EKWJgMq7JzMyGTo1ETSMw0TB8ZRtqTOsFUFMAaGDoUvvrBj255lhpX/XHQRfPYZJCbCJZfYtQkaNoQxY+x6B6pIaTKgws7zX68jaftBxt50MY2ql3c7HBUMnnnGFrv9+992KpwqPq1bw6xZsGSJnZ44YoRNCl55xa6iqIqEX5MBEdkiIqtEZIWIJDjHqorIfBHZ4PxbxTkuIvKGiGwUkZUiEuf1PIOc+28QkUH+jFmFti9X7OTD37ZyV+eG9LhIK8BVIUyYAKNGwR13wHPPuR1N+GrbFr75BhYtsssa/+tfdkriG2/kvdOjKrTi6Bm4zBjTyhgT7/w8AvjeGBMLfO/8DNADiHUu9wATwSYPwNNAe6Ad8LQngVDqTCTvOcKIz1bRtkEVHuvRzO1wVDD45BMYNgyuuw7eeivwlxkOBx07wvz5sGCBLTp84AG7eNHEiXnvnaAK5MYwwfXAZOf6ZKC31/EPjbUYqCwitYGrgfnGmAPGmD+B+UD34g5aBbejJzMYPGUZ5UqVYNytcURF6giZKsAPP8DAgfbk89FHUEJrSwJKly42Ifj+e7tmwdChdprnu+9Cerrb0QUdf/9FNMA8EVkmIvc4x2oaY3YDOP/WcI7HANu9HrvDOZbX8dOIyD0ikiAiCampqUX4NlQwM8bw2Kcr2bLvGG/2b03NirpkrCrA8uXQu7c9uXz1ld1WWAUeEbj8cjvD49tvoVYtu9Rxs2Z2/4OMDLcjDBr+TgY6GWPisEMA94rIpfnc11f/m8nn+OkHjXnbGBNvjImvXl03mlHW+4u28PWq3TzavRl/axztdjgq0G3aBD16QJUqdnXBKjoqGfBE4OqrYfFimD0bKle2uyM2b243R8rMdDvCgOfXZMAYs8v5dy/wOXbMf4/T/Y/z717n7jsA7+2r6gC78jmuVIESthzghW/W0a15Tf55aSO3w1GBbs8eu8xwerpNBGJ8dkKqQCUC11wDCQnw+ed246iBA+00xRkzICvL7QgDlt+SAREpJyIVPNeBbsBqYBbgmREwCPjSuT4L+Lszq6ADcMgZRpgLdBORKk7hYDfnmFL5Sj1yknunJRJTpQxj+7bUhYVU/g4ftj0Cf/xhq9abaZFp0BKxwzwrVtgkAKBfP2jVyiYJxmfncljzZ89ATWChiCQBS4CvjTHfAi8CV4nIBuAq52eAb4AUYCPwDjAUwBhzABgNLHUuo5xjSuUpIzOL+6cv5+DxdCYOaEOlMlFuh6QC2cmTcMMNsGqVXeimfXu3I1JFISIC+va1v9epU+3vuU8fu4z07NmaFHgRE6KNER8fbxISEtwOQ7nkpW9/Z8KCTYy96WL6xtct+AEqfGVmQv/+dhrhhx/Cbbe5HZHyl4wMmDbNLnGckmLXLhg1ytYbhEDPoYgs85rGf0Z0fpUKOfPX7mHCgk30b1dXEwGVP2PsPPVPPrG75WkiENpKlIC//91uNPXuu7B3rx0a6tzZTlEM0S/HhaHJgAop2/Yf56EZK2gRU5Gnr7vQ7XBUoHv+eRg/Hh5+2K5op8JDVBTceSckJ9vFirZutZside0KP/3kdnSu0GRAhYy09EwGT1lGhAgTB7ShdFSk2yGpQPbOO/Dkk7Y3YMwYt6NRbihZEgYPho0b7bLGyck2IbjySvj1V7ejK1aaDKiQ8dSXq1m7+zCv9mtJ3aq6SIzKxxdf2JNAjx7w3nu20EyFr9Kl7QZUKSl2A6RVq6BTJ/v5WLLE7eiKhf4PUCHh46XbmJGwg2GXNeHyZjXdDkcFsp9/tlsQt21rawWidKaJcpQpA8OH26RgzBhYutTOLLnuOrsqZQjTZEAFvdU7D/Hkl2vo1CSa4Vc1dTscFchWroRevewWuF9/DeXKuR2RCkTlysGjj8LmzXanyoULIS7OTktcudLt6PxCkwEV1A4dT2fI1GVElyvJG7e0JjIi+KcHKT/ZsgW6d4fy5e3qgtG6NLUqQIUKMHKk/ew884ydcdCyJdx8M6xd63Z0RUqTARW0srIM//pkBbsPpjHu1jiiy5dyOyQVqFJT7VzyEydsIlCvntsRqWBSqRI8/bTtKRg5EubMgRYtYMAAW3QYAjQZUEFr4k+b+G7dXp645gLa1NfNZFQejh6169Vv22ZXnbtQp5yqs1S1qh022LwZHnnEFqJecIHdFGnTJrejOyeaDKig9OvGffxn3nqua3kegzo2cDscFahOnYIbb4TERLtGfadObkekQkG1arbAMCXFLlr18cdw/vl2++StW92O7qxoMqCCzh+H0rhv+nIaVS/Pi30u0g2IlG9ZWfCPf8C8efD227YiXKmiVLOmnYq4aRMMHWqXs46NhSFDYMcOt6M7I5oMqKCSnpnFvdMSOZGeyaSBcZQrVcLtkFQgMsauKDhtGrzwAtxxh9sRqVB23nl20aKNG+3Khu+9B40bw/33w+7dbkdXKJoMqKDywje/s2zrn4y58WKa1KjgdjgqUI0dC6+9ZrtwH3vM7WhUuKhb1y5vnJxs90CYMAEaNYKHHrL7IAQwTQZU0Ji9chfvL9rM7R0bcF3L89wORwWqDz6wCUD//rYLV4eRVHFr0MAud71+PfTrB6+/bte2eOwx2LfP7eh80mSgEF6eu57ZK3cRqts9B4ONe4/y2KcriatXmX/3vMDtcFSgmj0b7rrLri3/wQe6zLByV+PG9nO4bh307m17rBo2hCeegAMH3I4uB/2fUoC09Ex+XL+XYdOWc/Nbv7FqxyG3Qwo7x05mMGTKMkpFRTJ+QBwlS+jHVvnw6692MZjWrWHmTLsJjVKBoGlTmDoVVq+2+x08/7xNCqZMcTuyv+hf1QKUjopk1rDOvNDnIlJSj9Fr/EIe/iSJPYfT3A4tLBhjeHzmKjalHuXN/q2pXamM2yGpQLR2LVx7LdSpY5cZrqD1JCoANW9up7gmJcEVV0D9+m5H9BcJ1a7v+Ph4k5CQUKTPeTgtnfE/buS/C7dQIlK497Im3Nm5oW6V60cf/raFp75cwyNXn8+9lzVxOxwViLZvh44dISPD9g40bOh2REq5QkSWGWPiz+ax2jNwBiqWjuLxHhcw/6FLuSS2GmPnrueK//yk9QR+krjtT0bPXssVzWowpEtjt8NRgWj/frvM8OHD8O23mggodZY0GTgL9aPL8dZt8Uy7uz0Vy0T9VU+wcsdBt0MLGfuPnuTeqYnUrFiaV25uRYRuQKRyO3bMDg2kpMCsWXYDGaXUWdFk4Bx0bFyN2fd51ROMW6T1BEUgM8vw4Mcr2H/sFJMGtqFSWd1vXuWSnm6nbC1ZYhcW6tLF7YiUCmqaDJyjyAihf7t6/PhIV/7ZpRGzVuzispcXMO6HDaSlZ7odXlB6/btkftmwj1G9LqRFTCW3w1GBxhi7BvzXX9tFXfr0cTsipYKeJgNFJHc9wcvzkrWe4Cz8+Pte3vhhI33b1KFf27puh6MC0YgRMHkyPPss/POfbkejVEjQZKCI+aon6DtJ6wkKY/uB4zz48QouqF2R0b1b6AZE6nSvvAIvvWQ3gnnySbejUSpkaDLgJ556ghf7XMSW/VpPUJC09EyGTk0kyxgmDojT6ZrqdFOn2s2HbroJ3nxTlxlWqghpMuBHkRHCLe3q8ePDWk9QkFGz17Jq5yH+07clDaqVczscFWjmzoXbb4fLLrOrtkVqsqhUUdJkoBhU8KonuDS2utYT5PLpsh1M+982BndpTLcLa7kdjgo0S5bAjTdCixbw+edQqpTbESkVcjQZKEb1o8sx6bY2Wk/gZd3uw4z8fBUdGlXl4W5N3Q5HBZr166FnT6hRA+bMgUo6u0Qpf9BkwAW+6gn+NSP86gkOp6UzZMoyKpWJ4s3+cZSI1I+j8rJzJ3TrZocE5s2DWtprpJS/+P2vr4hEishyEZnt/Hy5iCSKyGoRmSwiJZzjXUXkkIiscC5PeT1HdxFZLyIbRWSEv2MuDrnrCb5KCq96AmMMD89IYvufJxg/II7qFbTrV3k5eBC6d7fbvM6ZA010Xwql/Kk4voo9AKwDEJEIYDJwizGmBbAVGOR131+MMa2cyyjnMZHAeKAH0BzoLyLNiyHuYpFXPcFXSaFdT/DOLynMW7uHx3s0o22Dqm6HowLJiRPQq5cdIvjiC4iLczsipUKeX5MBEakDXAO86xyKBk4aY5Kdn+cDNxbwNO2AjcaYFGPMKeAj4Hp/xOsmTz3B9Ls7ULFMFPdND916gsUp+xnz7Xp6XlSLOzvrxjLKS0YG9O8PCxfaWQNXXOF2REqFBX/3DLwGPApkOT/vA6JExLPF4k2A9zJzfxORJBGZIyIXOsdigO1e99nhHAtJf2scHdL1BHsPpzFs2nLqVy3LmBsv1oWFVDZj7GJCX34Jr78ON9/sdkRKhQ2/JQMici2w1xizzHPM2H7vW4BXRWQJcATIcG5OBOobY1oCbwJfeJ7Kx9P77D8XkXtEJEFEElJTU4vonRQ/73qCwV0ah0w9QXpmFsOmLefYyQwmDmxDhdK6AZHy8tRT8O67MHIk3Hef29EoFVb82TPQCeglIluwXfuXi8gUY8xvxphLjDHtgJ+BDQDGmMPGmKPO9W+wPQjVsD0B3r0HdYBdvl7QGPO2MSbeGBNfvXp1v72x4lKhdBQjejQLmXqCsXPXs2TLAV7ocxHn16rgdjgqkIwbB889B3fdBaNHux2NUmHHb8mAMeZxY0wdY0wDbG/AD8aYgSJSA0BESgGPAZOcn2uJ02csIu2c2PYDS4FYEWkoIiWd55rlr7gDUV71BEnbg6ee4NvVu3n75xRu61Cf3q1DdpRHnY0ZM+D+++H662HiRF1mWCkXuDGx+xERWQesBL4yxvzgHL8JWC0iScAb2BkHxhiTAQwD5mJnJcwwxqxxIW7X5a4nuH78Ih6asSLg6wlSUo/y8CcraVm3Mk9ce4Hb4ahA8t13MHAgdOoE06dDiRJuR6RUWJJg7G4ujPj4eJOQkOB2GH5zJC2d8T9u4v2Fm4mMEIZ2bczdlzYKuA1+TpzK5IYJi9hzOI3Z919CTOUyboekAkViInTpAg0awM8/Q5UqbkekVFATkWXGmPiC73k6XfItSHnqCb57qAtdz6/Of+YHXj2BMYaRn69i/Z4jvHZLa00EVLaNG6FHD4iOtpsQaSKglKs0GQhy9aLLMnGgrSeo5NQT3BQg9QTTlmxj5vKdPHBFLF2aBn9Bpyoif/wBV18NmZk2ETjvPLcjUirsaTIQIv7WOJqv7uvMmBsvYmsA1BOs3HGQZ2etpUvT6tx/eawrMagAdOiQ7RH44w/45hs4/3y3I1JKoclASImMEPq1zV6fYHbSbrqOXcCb3xfv+gR/HjvFkCmJVK9Qitf6tSIiQqvDFZCWBr17w+rVMHMmtGvndkRKKYcmAyHIzXqCrCzD8BkrSD1ykgkD4qhSrqRfX08FicxMuO02WLAAPvjADhMopQKGJgMhzI16gnE/bmTB+lSeuq45LetW9tvrqCBijF1H4NNP4ZVXYMAAtyNSSuWiyUAYyKue4I9DRVtP8HNyKq9+l8wNrWMY0L5ekT63CmKjR8OECfDoozB8uNvRKKV80HUGwsyRtHQmLNjEe7/Y9QmGdG3MPUWwPsHOgye49o1fqFGhNJ/f25GyJXXxGAW89RYMHgyDBsF//6urCyrlR7rOgCq0CqWjeKx7dj3BK/OTufzlBcw6h3qCkxmZDJ2aSHqmYeLAOE0ElDVzJgwdCtdcA++8o4mAUgFMk4Ew5akn+OieDlQuW5L7z6Ge4Pmv15G0/SAv972YRtXL+yFaFXR++gluvdXOGJgxA6J0h0qlApkmA2GuQyPveoLjZ1xP8OWKnXz421buvqQh3VvU9nO0KigkJUGvXtCoEcyeDWXLuh2RUqoAWjOg/nKm9QTJe45w/bhFXBRTial3tycqUnPLsLd5M3TsaDcc+vVXqFu34McopYrEudQMaDKgTrNt/3FemLOOOav/4LxKpRnR8wKuu7g24jXme/RkBr3GLeTwiQy+ub8zNSqWdjFiVezS0mDTJrvHwIYN2ZcVK+ztCxdC8+buxqhUmNFkwIciTQYeeQQqV4bOne0YaJnw2HBnccp+Rn21lrW7DxNXrzJPXXchrepWxhjDsGnL+XbNH0y9qz0dGkW7Haryh5MnISUl58nec/Lfvt2uH+BRrRo0aQKxsfDggxAX517cSoUpTQZ8KLJkwBho2xaWLbM/R0VBmzY2Mejc2e7DXq3aub9OgMrMMny2bAcvzV3PvqMn6dM6hjpVyvDGDxsZ0aMZg7s0djtEdS5Onco+4ef+lr9tW84TftWq9mQfG5t94vdc110HlXKdJgM+FPkwwYEDdgx04UJYtAiWLLF/SAGaNctODDp3hsaNQ24a1dGTGYz/cSPv/bKZU5lZdGtek7dua5Nj6EAFqFOnYMuWnCd6z8l/61bIysq+b+XK2Sd570uTJjYZUEoFLE0GfPB7zUBamu0tWLgwO0H48097W82a2T0HnTtDq1a2oCoEbD9wnK9W7mJgh/pULK3TxQJGenrOE773t/ytW+3eAB6VKp1+ovdcj9YhH6WClSYDPhR7AWFWFqxbl50cLFxo/zgDlCsHHTpkJwcdOkB5nY+vzlBGhv1M5e7O37DBHvc+4VesePqJ3vNztWoh13OllNJkwKeAmE2wc6ftMfAkB0lJNmmIjLS9Bd5DC7V1jr7CnvC3bfNdtLd5s73do3z5vL/hV6+uJ3ylwowmAz4ERDKQ2+HDsHhxdnKweDGcOGFva9Qo59BCs2b6xzxUZWZmn/Bzf8vfvNl2+XuUK+f7G35sLNSooZ8RpdRfNBnwISCTgdzS02H58pxDC6mp9rbo6Oxeg86d7VStUqXcjVcVXmYm7Njh+xt+Skp28SnYFfp8defHxkKtWnrCV0oViiYDPgRFMpCbMfaE4Z0cJCfb20qXtlMcPclBx4628lu5Jy0Ndu2y3+Zzf8NPSbHz9D3KlMk+wec+8deurSd8pdQ502TAh6BMBnzZuzdn3UFioh03FoEWLXIOLdSr53a0oeP4cfvNPr+LpxfHo3RpO63U1zf8886DCF2uWSnlP5oM+BAyyUBux47ZNQ480xl//RWOHLG31a2bMzm48EJbrKhyOnKk4BP9gQOnP65qVdvGderkvNSrZ0/4MTF6wldKuUaTAR9CNhnILTMTVq3K7jn45RfbdQ12elnHjtnJQagvpWwMHDqU/0l++3ZbyJlbjRqnn+S9LzExuvueUiqgaTLgQ9gkA7kZYxeZ8a47WLPG3hbMSykbY7+t53WC91w/dizn40RsEV5eJ/m6dW0XvhZnKqWCnCYDPoRtMuDLgQPw22/ZyYGvpZQ9l0aNir+YLSsL9u3L+wTvuaSl5XxcRIQ9kfs6wXuu165tkyCllApxmgz4oMlAPopzKeXMTFsEmdcJfscOuziT91Q7sK8ZE3P6yd37UrNmyCzzrJRS50qTAR80GTgDuZdSXrTITpeD/JdSzsiA3bvzH6PftSvnqnlgu+TzG5+vU8eO4WsxnlJKFZomAz5oMnCO8ltK+fzzbaHe7t05d7wDW6CY1zd5z0XXxldKqSJ3LsmA3/tYRSQSSAB2GmOuFZHLgZeBksAy4E5jTIbYvXBfB3oCx4HbjTGJznMMAp5wnvI5Y8xkf8cd9mJi4Oab7QVyLqWclGRXSPQ1Vl+5sp7olVIqyBTHgOsDwDqgoohEAJOBK4wxySIyChgEvAf0AGKdS3tgItBeRKoCTwPxgAGWicgsY8yfxRC78qhYEbp1sxellFIhxa+DsiJSB7gGeNc5FA2cNMY4a+wyH7jRuX498KGxFgOVRaQ2cDUw3xhzwEkA5gPd/Rm3UkopFU78XaH1GvAo4BlY3gdEiYhnTOMmoK5zPQbY7vXYHc6xvI6fRkTuEZEEEUlIzb1UrFJKKaV88lsyICLXAnuNMcs8x4ytVrwFeFVElgBHAE+pua+BZpPP8dMPGvO2MSbeGBNfvXr1c4pfKaWUChf+rBnoBPQSkZ5AaWzNwBRjzEDgEgAR6QY0de6/g+xeAoA6wC7neNdcxxf4MW6llFIqrPitZ8AY87gxpo4xpgG2N+AHY8xAEakBICKlgMeASc5DZgF/F6sDcMgYsxuYC3QTkSoiUgXo5hxTSimlVBFwY/m2R5whhAhgojHmB+f4N9hphRuxUwv/AWCMOSAio4Glzv1GGWN8bCmnlFJKqbOhiw4ppZRSIeBcFh3S9V6VUkqpMKfJgFJKKRXmNBlQSimlwpwmA0oppVSY02RAKaWUCnOaDCillFJhLmSnFopIKrC1CJ+yGnZvBWVpe2TTtshJ2yObtkVO2h45FXV71DfGnNVa/CGbDBQ1EUk42/mboUjbI5u2RU7aHtm0LXLS9sgpkNpDhwmUUkqpMKfJgFJKKRXmNBkovLfdDiDAaHtk07bISdsjm7ZFTtoeOQVMe2jNgFJKKRXmtGdAKaWUCnNBmwyISF0R+VFE1onIGhF5wDleVUTmi8gG598qzvFmIvKbiJwUkYdzPdcDIrLaeZ4H83nN7iKyXkQ2isgIH7e/KSJH83l8GxFZ5Tz+DRER5/hoEVkpIitEZJ6InBeubeF1+8MiYkSk2pm0Rai1h4g8IyI7nc/GChHpGc7t4dx2n/Pca0TkpXBtCxH52OtzsUVEVpxJW4Rge7QSkcVOeySISLswb4+WTmyrROQrEamY75s3xgTlBagNxDnXKwDJQHPgJWCEc3wEMMa5XgNoCzwPPOz1PC2A1UBZoATwHRDr4/UigU1AI6AkkAQ097o9Hvh/wNF8Yl4C/A0QYA7Qwzle0es+9wOTwrUtnNvqAnOx60RUC/PPxjPeMen/FS5zXreUJ9ZwbYtc9/kP8FSYfzbmeV3vCSwI8/ZYCnRxrt8BjM7vvQdtz4AxZrcxJtG5fgRYB8QA1wOTnbtNBno799lrjFkKpOd6qguAxcaY48aYDOAn4AYfL9kO2GiMSTHGnAI+cl4LEYkExgKP5hWviNTGnvR/M/a386FXbIe97loOOKNCjlBqC8erzuPPqqAlBNvjnIRYewwBXjTGnPTEWviWCLm28NxHgJuB6YVrhWwh1h4G8Hz7rQTsKlwrZAux9jgf+Nm5Ph+4Mb/3HrTJgDcRaQC0Bv4H1DTG7Ab7i8VmbvlZDVwqItEiUhabUdb1cb8YYLvXzzucYwDDgFme181DjPMYX49HRJ4Xke3AAOCpRkUQ/gAABLRJREFUAmLOU7C3hYj0AnYaY5IKiLVQgr09PM8hdhjpfU/35NkKgfZoClwiIv8TkZ9EpG0BMecpBNrC4xJgjzFmQwEx5ysE2uNBYKzzd/Rl4PECYs5XCLTHaqCXc71vHq//lxL53RgMRKQ88BnwoDHmsOQcei6QMWadiIzBZk5Hsd00Gb5eytfDxY7v9wW6FhSqr8d7xTESGCkij2M/BE8XHH2uFwjytnD+04wEuhU66PxeJMjbw/l3IjDa+Xk0tjv4jgKD9/UiodEeJYAqQAds9+wMEWnkfCsqtBBpC4/+nEWvQI4XCY32GAIMN8Z8JiI3A+8BVxYi/NNfJDTa4w7gDRF5CpgFnMrviYK6Z0BEorC/sKnGmJnO4T1O14mnC6XAbkRjzHvGmDhjzKXAAWCDU0jiKc4ZjM24vDOrOthuqNZAE2CjiGwByjqFHJFejx/lPL6Oj8fnNo0CunN8CZG2aAw0BJKcx9cBEkWkVpi2B8aYPcaYTGNMFvAOtlvxjIVKezi3zTTWEiALu757OLYFIlIC6AN8fCZt4C2E2mMQ4In/E8L8/4ox5ndjTDdjTBtssripoICD8oLNiD4EXst1fCw5Cz1eynX7M+QqyMIpQgLqAb8DVXy8XgkgBXuy8hR6XOjjfvkVeizFfqPxFHr0dI7Het3nPuDTcG2LXPfZwtkVEIZMewC1ve4zHPgozNtjMDDKud4U28Uq4dgWzm3dgZ/O9DMRiu2BHd/v6ly/AlgW5u3hef0I5z3dke97P9sPkdsXoDO2O2QlsMK59ASige+BDc6/VZ3718JmUYeBg871is5tvwBrnV/EFfm8Zk9sdekmYGQe98nvlxaPHcfZBIyDvxZ9+sw5vhL4CogJ17bIdZ8tnF0yEDLtga0kXuW8l1l4JQdh2h4lgSnObYnA5eHaFs5tHwCDz/QzEYrt4byXZc7r/w9oE+bt8YDzvMnAixSQNOsKhEoppVSYC+qaAaWUUkqdO00GlFJKqTCnyYBSSikV5jQZUEoppcKcJgNKKaVUmNNkQClVIBHJdBY6WSMiSSLykIjk+/dDRBqIyK3FFaNS6uxpMqCUKowTxphWxpgLgauwc6OfLuAxDQBNBpQKArrOgFKqQCJy1BhT3uvnRtiVz6oB9bGLI5Vzbh5mjPlVRBZjd2/bjN3p7Q3s4iddgVLAeGPMW8X2JpRSedJkQClVoNzJgHPsT6AZcATIMsakiUgsMN0YEy8iXbFLtF7r3P8e7BKpz4lIKWAR0NcYs7lY34xS6jRBv2uhUso1nh3TooBxItIKyMTuGeBLN+BiEbnJ+bkSEIvtOVBKuUiTAaXUGXOGCTKxu7c9DewBWmLrkNLyehhwnzFmbrEEqZQqNC0gVEqdERGpDkwCxhk7zlgJ2G3sNsu3AZHOXY8AFbweOhcY4mwRi4g0FZFyKKVcpz0DSqnCKCMiK7BDAhnYgsFXnNsmAJ+JSF/gR+CYc3wlkCEiSdjd9V7HzjBIFBEBUoHexfUGlFJ50wJCpZRSKszpMIFSSikV5jQZUEoppcKcJgNKKaVUmNNkQCmllApzmgwopZRSYU6TAaWUUirMaTKglFJKhTlNBpRSSqkw9/8Bgme8X/nBF10AAAAASUVORK5CYII=
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<p>We have successfully created a prediction model for Bitcoin prices! However, we have more data available to us. Can we improve the accuracy of our model by adding data from other series in our dataset? Our next model will include the day prices of Ethereum along with the day prices of Bitcoin.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Split dataset</span>
<span class="n">train</span> <span class="o">=</span> <span class="n">df_example</span><span class="p">[:</span><span class="nb">len</span><span class="p">(</span><span class="n">df_example</span><span class="o">.</span><span class="n">index</span><span class="p">)</span><span class="o">-</span><span class="mi">7</span><span class="p">]</span>
<span class="n">test</span> <span class="o">=</span> <span class="n">df_example</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">df_example</span><span class="o">.</span><span class="n">index</span><span class="p">)</span><span class="o">-</span><span class="mi">7</span><span class="p">:]</span>

<span class="c1">#Train autoregression model</span>
<span class="kn">from</span> <span class="nn">statsmodels.tsa.vector_ar.var_model</span> <span class="k">import</span> <span class="n">VAR</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">VAR</span><span class="p">(</span><span class="n">train</span><span class="p">,</span> <span class="n">freq</span> <span class="o">=</span> <span class="s1">&#39;D&#39;</span><span class="p">)</span>
<span class="n">model_fit</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="c1">#Make predictions </span>
<span class="n">prediction</span> <span class="o">=</span> <span class="n">model_fit</span><span class="o">.</span><span class="n">forecast</span><span class="p">(</span><span class="n">model_fit</span><span class="o">.</span><span class="n">y</span><span class="p">,</span> <span class="n">steps</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">test</span><span class="p">))</span>
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<pre>C:\Users\Alex\Anaconda3\lib\site-packages\statsmodels\tsa\base\tsa_model.py:191: FutureWarning: Creating a DatetimeIndex by passing range endpoints is deprecated.  Use `pandas.date_range` instead.
  start=index[0], end=index[-1], freq=freq)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Convert predictions to dataframe</span>
<span class="n">pred</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">prediction</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">test</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">test</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>

<span class="c1">#Print MSE</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">pred</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Test MSE value for&#39;</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="s1">&#39;is : &#39;</span><span class="p">,</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">pred</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">test</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
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<pre>Test MSE value for BTC is :  21671.745776348882
Test MSE value for ETH is :  92.02905411179118
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Plot predictions</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</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="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">test</span><span class="p">[</span><span class="s1">&#39;BTC&#39;</span><span class="p">],</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Actual prices&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pred</span><span class="p">[</span><span class="s1">&#39;BTC&#39;</span><span class="p">],</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;c&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Predicted prices&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Bitcoin Actual vs Predicted Prices&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Day closing prices (USD)&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Date&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">test</span><span class="p">[</span><span class="s1">&#39;ETH&#39;</span><span class="p">],</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Actual prices&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pred</span><span class="p">[</span><span class="s1">&#39;ETH&#39;</span><span class="p">],</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;m&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Predicted prices&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Ethereum Actual vs Predicted Prices&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Day closing prices (USD)&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Date&#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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<p>Although the plotted prediction for the Vector Autoregression Model appears simpler than the more flexible fit from the univariate Autoregression Model, it actually performs better for predicting Bitcoin Prices according to the measure of test MSE (21671 vs 27848).  <br> <br>
In theory, we can continue this process, improving our model by adding historical data from other cryptocurrencies (so long as there is sufficient correlation between the series'). Although we will not perform this process here, designing an optimal model from our dataset requires us to beware of adding variables to the model with little added value of prediction. We would be best served to include only data from cryptocurrencies whose prices vary with that of Bitcoin.</p>

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