gold-and-bitcoin.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Gold-&amp;-Bitcoin">Gold &amp; Bitcoin<a class="anchor-link" href="#Gold-&amp;-Bitcoin">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">data_engineering</span> <span class="k">import</span> <span class="o">*</span>
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<pre>Using TensorFlow backend.
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<h1 id="Objective">Objective<a class="anchor-link" href="#Objective">&#182;</a></h1><ul>
<li>Predict the value of Bitcoin using <strong>LSTM</strong>, <strong>Gradient Boosting Regression</strong>, and <strong>Random Forest</strong></li>
<li>Features include historical data that tracks the value of hisotrical <strong>BTC, gold, S&amp;P500</strong>, and various associated metrics and transformed features. </li>
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<h1 id="Background">Background<a class="anchor-link" href="#Background">&#182;</a></h1><p>Gold is an important part of a diversified investment portfolio because its price increases in response to events that cause the value of paper investments, such as stocks and bonds, to decline. Although the price of gold can be volatile in the short term, it has always maintained its value over the long term. Through the years, it has served as a hedge against inflation and the erosion of major currencies, and thus is an investment well worth considering. In fact, many investors prefer gold for its freedom and privacy that delivers.</p>
<p>Bitcoin has been criticized as potential competitor for gold. With the leading cryptocurrency Bitcoin, the entire cryptocurrency market is to challenge and likely to affect both the gold and finance industry as well as the industries that support them.</p>
<p>We were interested in exploring possible underlying relationships between BTC and the value of gold.  To this end, we leveraged the value of gold and its associated metrics as features over time to predict the price of BTC in USD in the future.  Several machine-learning strategies were explored using a variety of feature-transformations and statistics. Below, we present the data collection, the creation of  three (3) different models from the <code>Keras/TensorFlow</code> library using different features, and review their respective prediction measures.</p>
<h1 id="Model-Creation">Model Creation<a class="anchor-link" href="#Model-Creation">&#182;</a></h1><p>Below we outline the general steps taken to build the data and models for BTC prediction.  Only a selection of permutations and models that were run are included, and our intention is to illustrate, at least in part, the impact of feature inclusion across different model fitting strategies.</p>
<h2 id="Data-Preparation">Data Preparation<a class="anchor-link" href="#Data-Preparation">&#182;</a></h2><p>Daily time series data was downloaded from three (3) primary sources and combined via python script (see <code>data_engineering.py</code> for details).  These sources include:</p>
<ul>
<li>BTC in USD, BTC Vol. and cryptocurrency volume:  CryptoCompare API</li>
<li>SPDR GLD ETF and selected metrics: SPDR Gold Website</li>
<li>S&amp;P500: Federal Reserve Bank of St. Louis</li>
</ul>
<p>While BTC exchanges run 24x7, fiat-based securities (e.g. GLD ETF or S&amp;P500) run on business days.  Aftering joining with the BTC data, all fiat-based features were forward-filled with their last values (e.g. over weekends/holidays).</p>
<p>As the USD value of BTC has been extremely volatile in the last couple of years, we settled on a timeframe that spans almost 5 years.  Our intention was to capture the wide-variety of changes to the value of BTC that have occured in that time which include several material swings in valuation.</p>
<p>As stated previously, our intention was to leverage the value of gold as feature to predict the price of BTC in USD. Our model selection review examined several gold-related measures including gold market capitalization and the LMBA Gold price that SPDR uses to “reflect the performance of the price of gold bullion, less the Trust's expenses” for their GLD exchange-traded fund (ETF).</p>
<p>Further, the inclusion of the S&amp;P500 data provided candidate models with a well-known economic measure for the model-fitting procedures in <code>sklearn</code>’s RandomForestRegressor<code>and</code>GradientBoostingRegressor` package and whos inclusion generally resulted in more favorable prediction results.</p>
<h2 id="Features">Features<a class="anchor-link" href="#Features">&#182;</a></h2><p>As with additional data sources, the decision to include feature statistics and additional calculated columns stemmed from model diagnostic reviews. Models that contained fewer features ran faster but produced poorer predictions.</p>
<p>Inclusion of features such as rolling mean of GLD and BTC were included to give a vector for the model procedures to leverage.  Please review the accompanying <code>data_engineering.py</code> that contains all relevant code run for this project.</p>
<p>Following feature addition, each team member attempted a model build based on a core data set with the following colunmns:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">core_data</span> <span class="o">=</span> <span class="n">get_combined_data</span><span class="p">()</span>
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<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">round</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">core_data</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="p">)</span> <span class="o">/</span> <span class="mi">8</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
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<pre>***************************************************************************
btc_close, btc_volume, GLD_close, LMBA_price, GLD_market_cap, SP500, crypto_volume, week
day, dayofweek_0, dayofweek_1, dayofweek_2, dayofweek_3, dayofweek_4, dayofweek_5, dayofweek_6
year_2015, year_2016, year_2017, year_2018, year_2019, year_2020, month_1, month_2
month_3, month_4, month_5, month_6, month_7, month_8, month_9, month_10
month_11, month_12, btc_close_roc, btc_volume_roc, crypto_volume_roc, gold_close_roc, lmba_gold_roc, gold_volume_roc
SP500_roc, gld_lr, gmc_lr, sp5_lr, crv_lr, btcMA3, btcMA5, btcMA10
btcMA20, gldMA2, gldMA5, gldMA10, gldMA20, btc_lr, btv_lr, btc_lg1p

***************************************************************************
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<p>In the feature output above, features ending with <code>_roc</code> indicate rate of change, <code>_lr</code> are the log returns, and <code>MAx</code> is moving average where <code>x</code> is window size in days. Dates were parsed from the time-index of the core data to include dummy variables with binary indication. The response variable, <code>btc_close</code>, was the primary focus but investigation into transformation of this value were also explored including: <code>btc_lr</code> and <code>btc_lg1p</code> the latter of which is <code>np.log(btc_close + 1)</code>.</p>
<p>Below, we review the top of the dataset as well as some plots of some features:</p>

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<div class="prompt input_prompt">In&nbsp;[3]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">core_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[3]:</div>


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

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

    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>btc_close</th>
      <th>btc_volume</th>
      <th>GLD_close</th>
      <th>LMBA_price</th>
      <th>GLD_market_cap</th>
      <th>SP500</th>
      <th>crypto_volume</th>
      <th>week</th>
      <th>day</th>
      <th>dayofweek_0</th>
      <th>...</th>
      <th>btcMA5</th>
      <th>btcMA10</th>
      <th>btcMA20</th>
      <th>gldMA2</th>
      <th>gldMA5</th>
      <th>gldMA10</th>
      <th>gldMA20</th>
      <th>btc_lr</th>
      <th>btv_lr</th>
      <th>btc_lg1p</th>
    </tr>
    <tr>
      <th>date</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2015-04-19</th>
      <td>223.02</td>
      <td>7984589.44</td>
      <td>115.60</td>
      <td>1203.35</td>
      <td>2.858641e+10</td>
      <td>2081.18</td>
      <td>29706194.86</td>
      <td>16</td>
      <td>19</td>
      <td>0</td>
      <td>...</td>
      <td>223.982</td>
      <td>226.855</td>
      <td>238.7190</td>
      <td>115.600</td>
      <td>115.452</td>
      <td>115.472</td>
      <td>115.4020</td>
      <td>-0.001479</td>
      <td>-0.020803</td>
      <td>5.411735</td>
    </tr>
    <tr>
      <th>2015-04-20</th>
      <td>224.24</td>
      <td>10082693.46</td>
      <td>114.72</td>
      <td>1196.50</td>
      <td>2.842270e+10</td>
      <td>2100.40</td>
      <td>32522083.32</td>
      <td>17</td>
      <td>20</td>
      <td>1</td>
      <td>...</td>
      <td>224.236</td>
      <td>225.806</td>
      <td>237.7235</td>
      <td>115.160</td>
      <td>115.310</td>
      <td>115.348</td>
      <td>115.4550</td>
      <td>0.005455</td>
      <td>0.233307</td>
      <td>5.417167</td>
    </tr>
    <tr>
      <th>2015-04-21</th>
      <td>233.73</td>
      <td>15658818.31</td>
      <td>115.38</td>
      <td>1195.30</td>
      <td>2.852002e+10</td>
      <td>2097.29</td>
      <td>43660268.49</td>
      <td>17</td>
      <td>21</td>
      <td>0</td>
      <td>...</td>
      <td>225.386</td>
      <td>225.531</td>
      <td>237.0980</td>
      <td>115.050</td>
      <td>115.380</td>
      <td>115.290</td>
      <td>115.4440</td>
      <td>0.041450</td>
      <td>0.440214</td>
      <td>5.458436</td>
    </tr>
    <tr>
      <th>2015-04-22</th>
      <td>233.78</td>
      <td>18280060.34</td>
      <td>113.83</td>
      <td>1189.25</td>
      <td>2.837531e+10</td>
      <td>2107.96</td>
      <td>63438905.50</td>
      <td>17</td>
      <td>22</td>
      <td>0</td>
      <td>...</td>
      <td>227.624</td>
      <td>225.324</td>
      <td>236.1570</td>
      <td>114.605</td>
      <td>115.026</td>
      <td>115.077</td>
      <td>115.3715</td>
      <td>0.000214</td>
      <td>0.154777</td>
      <td>5.458649</td>
    </tr>
    <tr>
      <th>2015-04-23</th>
      <td>235.40</td>
      <td>9982620.64</td>
      <td>114.66</td>
      <td>1185.75</td>
      <td>2.829147e+10</td>
      <td>2112.93</td>
      <td>45774695.23</td>
      <td>17</td>
      <td>23</td>
      <td>0</td>
      <td>...</td>
      <td>230.034</td>
      <td>226.505</td>
      <td>235.2030</td>
      <td>114.245</td>
      <td>114.838</td>
      <td>115.029</td>
      <td>115.3405</td>
      <td>0.006906</td>
      <td>-0.604965</td>
      <td>5.465525</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 56 columns</p>
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<div class="prompt input_prompt">In&nbsp;[4]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">core_data</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">core_data</span><span class="o">.</span><span class="n">btc_close</span><span class="p">,</span> <span class="n">c</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;BTC&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=.</span><span class="mi">8</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;BTC over time&#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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s8Bq7PSnnT3+ujtbGBYc+cws6FAP3d/wd0duAs4Ldp8KnBntH5nIl2kw8uuVtpxx7DcbTcFh0qJ/w2efRa++12V1GKlaHM4D3gs8X5PM/uLmf3BzI6O0nYF6hL71EVpADu5+zKAaLljvg8ys0lmVmtmtStXrixB1kXSlV2tdPTRcNNN8MUvajC+SomDw7JlYblmTXp5qSZt+vMzs+8A9cCvo6RlwG7uPhr4FnCPmfUDcv0GKroPhrtPdfcad68ZMmRIa7MtUjVyTfZz2GEhMKjkUBlr14blgw+GZY8e6eWlmnRr7YFmNhE4GTguqirC3TcDm6P1uWa2BNiXUFJIVj0NA5ZG68vNbKi7L4uqn9RnQDqN5maCU8mhMjZtavy+a9d08lFtWvXnZ2ZjgcuBU9x9YyJ9iJl1jdb3IjQ8vxlVF20wsyOiXkrnAA9Fh80EJkbrExPpIh1eczPBqeRQGfqecyukK+t04AVgPzOrM7PzgRuBvsCsrC6rxwDzzOyvwP3Ahe4eN2Z/DbgNWAwsIdNO8SNgjJktAsZE70U6hXxdWbPTNIRG+Wzb1vh99nf9zDPw0UeVy0+1aLFayd0n5Ei+Pc++DwAP5NlWCxyUI30VcFxL+RDpiAqtVtq2TdVM5VJf3/h9sjvxq6/CpZeGDgLf+lZl85U2/bmJpKi5aqVkWtyTRsqvtjaz/tJLYTl7djp5SZOCg0iKmqtWSjrjDHj++fLnR+CNNzLrv/xlWHbG8a0UHERStGFDKCHk6iGTXZp4/fXK5EkEFBxEUlVXB7vvXlhw6JbVQrhlC8yY0bTOXErvrbfSzkHlKTiIpGjjRujdO/e27Kqm7ADyP/8D11wDTz5ZnrxJY1u2pJ2DylJwEEnRxx9Dr165t7VUcoif7I2XUnrHHJNZX706/34dkYKDSIo+/hi23z73tuySQhws5s2DMWPgww/Lm7fOLO4okAzQKjmISMVs3Ji/5DB0aOP38cNa3/1uGBwubqBWm0PpxcEh+d12tqG8FRxEUrRxY/6Sw157hUH4YvENa2k0KllczdTZblql9slPNk2LA7GCg4ikork2BzM46aTM++wSQjytZWe7aZVaruqiODgkv9uZMztX1ZKCg0hK1q4NwaF///z7JANC9hhA8Xg/Cg5ts2pVZn1sND/lBx+E5YYNmeB9331w442VzVuaFBxEUhI3KA8fnn+ffffNrGcHh5iCQ+s1NDQODq+9FpZnnRWq/Natg8GDM9sXLqxs/tKk4CCSkvhmn91FNenAA+HPfw7r+UZmVYN0623Y0Djo9u2bWX/yyRAcBg3KpNXXh1LFggWVy2NaFBxEUhLf1FuaXKZHj9ClMl8QUMmh9T7+uPH77bbLrG/eHCYCSpYcAC67DCZO7PjPlyg4iKQkvtk3V3KIdeumaqVyiBuYL7kEpk1r/FR6XO23Y2JW+/Xrw5AnAMcfHwJIR6XgIJKSQqqVYl26KDiUQxwchg6Fgw9uPPpqPDrr7rtn0t58MwSI2Fe+Uv48Xn89/PjH5f+cbAoOIikptFoJQvXGijyzqys4tF4cHJLVSbG4x9KAAfmPX7gwDH5YLps3w/TpoadUpRUUHMxsmpmtMLP5ibSBZjbLzBZFywFRupnZDWa22MzmmdkhiWMmRvsvMrOJifRDzexv0TE3RPNMi3RoxVQrQWggzTWvgBqkWy8ODt27h2Wy51jcptCvX/PnuOaa0ucrFveeAnjkkfJ9Ti6FlhzuAMZmpU0Bnnb3EcDT0XuAk4AR0WsScDOEYAJ8DzgcOAz4XhxQon0mJY7L/iyRDqfY4ACh90w2lRxaL7vk8PWvZ7bFwSHZg6nSkvn53vcq+9kFBQd3fw7IHpPwVODOaP1O4LRE+l0ezAb6m9lQ4ERglruvdvc1wCxgbLStn7u/4O4O3JU4l0iHVUy1Ur9+oUtlsk8+QJ8+Cg5tEQeHHj3CMi5BQKbr8A47hOUnP5kJIsccAzffnNk3roIqV/5ib75Zns/JpS1tDju5+zKAaBm36e8KvJfYry5Kay69Lkd6E2Y2ycxqzax25cqVbci6SPquvjos842tlDRqVAgO2TeL3r0LCw4rVsC77xafx44uu+SQK1D36wezZsHUqfDpT4e0gQPhU5+C884L75ON1OV08cWV+RwoT4N0rvYCb0V600T3qe5e4+41Q4YMaUMWRdIXVxFlj76aS9euobdSdiAotOQwblyYh1oai7+7uMSQPYcGhFLFgAHh3yAeSqNnz7A8JGpRzX5eolSyfzhUsn2pLcFheVQlRLSM+1LUAckBAYYBS1tIH5YjXaRDGz48lAgKaXOIg0P2zaFPn+ZvGGvWwPz5+bd3dvFzCnFwaGm61ng9rmqKg8Xf/176vLmHfI0alUlrL8FhJhD3OJoIPJRIPyfqtXQEsC6qdnoCOMHMBkQN0ScAT0TbNpjZEVEvpXMS5xLpsLZuhWHDWt4Pwk2roaHpzaF371BdlO8ZiHPOgXPPzbzPNwRHZ5Vdcmipn+SyZWG5zz6Nj8suvdXXw6JFbcvbmjWhdPm5z2XSdtmlbecsRqFdWacDLwD7mVmdmZ0P/AgYY2aLgDHRe4BHgTeBxcCtwNcB3H01cBXwUvS6MkoD+BpwW3TMEuCxtl+aSHXbsqVxA2hzunYNN5z4JvTjH4dJfyA8A3H99bmPi29msXgkVwkKKTkkxR0C4uAQ758dnH/5S5gwIfM0dbE2bYILLgjrgwbBz34W1pNPa5dbQZ3o3H1Cnk3H5djXgYvynGcaMC1Hei1wUCF5EekoNm/O1F23JLvNYdddwy/Kxx8P7//4xzDmT0vWrm25335nErf79OkTlnHJoX//8F2deWbj/a+6Ch56KHz/kD84vPBCWJ52Gkye3Lj0Voh77oG33grrPXvC0UeHQRg3bizuPG1RRA9rESmlzZuLKzksX56pVop718THF1oX/T//A1dcUVw+O7Lbbw/LuC3BLPxK339/yNXn5cADwyuWLzgkuxzfeGPxweGmmzLrcTfb3r0rGxw0fIZICuL2g0KDw9y5YfnEE2EZN2LvtFNYFtqzu5xDPbQ3uZ42h/ArvdDOkPmCQ75zF+rQQzPrcUDo2TNUN1WKgoNICuL+9YVWK70XPSE0b15YxsEhrg4p1MEHF7d/R1aKKT/zBYfjj2/8vtiOAHvvnVnfa6+w7NGjstOUKjiIpCC7IbRQcfVHcw9t5dOrV+G/iDuDUlTRNFdy6NEjU51U7KiqmzaFxuc5c2CPPUJa9+4KDiIdXmuDQ1x9FJcckn3wa2pCY2ks+0ay224de/6BYm3YEJZXXtn6c+QLDtu2hWch4ucg7r+/sPOtWRMG8vvgg8wkT7EePWDpUrjllrZXWxVCwUEkBcVWK51wQuP3cckh+wG6q67KrMeT1QDcfXflf3lWo9Wr4a9/DevxeEhxu01rxMEhu9qovj782xTbRjBmTGgXmjOn6dPRcbfk226Dt99uVXaLouAgkoLsoaJb8s//3Ph9HByyg0ZS/NTuSSfBAQeEG9WcOZVt1Kw2kyfD+efDKaeE3l9QmuCQ3VssDg7x8xBQfGDObk9KzitRiZFiFRxEUhDfoAsNDtklhDg47LEHjE0McJ98mjauNjnllLBcuDAs77mnqKx2KEuWhOXSpZkquuw5oouRrFZauxYefjjTE61bt1ASiMfOKnas0OzgkJx1ri15LpSCg0gKiq1Wym54TtZFJ7clZzSLRwrN/pV5002VHfq5msRjIkH4fswyzxG0RrLkcMMN8P3vw4IFmeBglnmSfebMls8Xt1FA0x8EcUCoRGAABQeRVBRbrdRcr6TkTeSddzLr8dANuZ6Ivvzywj731VczJZCOIPldrV8fvv+2zDvZvXv4fhcsgNmzQ9rGjZngAJnxkOIH7pqTHKMpe46Ivn1hyhT46U9bn99iKDiIpKDY3krNBYfktri0sHo1/PznYT0uOSRnEitkiOmGhjBw3+TJheWxPUgGhw0b2lZqgBBYBg+GZ5/NzPF90UWhmin+rOHDQ0nvgAOaP5d7CA5xMEkG+tiZZ8LIkW3Lc6EUHEQqrKEBLrkkrLe2Winpd7/LrMd99+MpLiEMuwDwhS9k0pLVT/nEjawLFoQulu3Zli2weHHjxvj16wv//puzOnuOTODFFxtX/R1zTMvzbsSDIp5ySggwd93V9ry1hYKDSIUlb7SlCA7jx2fW4+CQ7D2TawKbPfds+TOTN7P77mt5/2o2eXL4npI38kWLYOed237uZCBOSo6v1K9fKFnke1J682b47GfD+vPPh8bn3Xdve97aQsFBpMKSdfj9+xd2THPB4ayzMutbtoTA0FK1Ua6AkS0ZHMoxmU0lvfxyZj2uZlu/vvDvvzXiEV8BDj88fF7cYyxb8pmUtINCTMFBpMKS8w0ne6c0J3kzz/4Vn11vPn8+1NbmPk9cBVXIsw7Jfvkd6dmI5LhFzz3X9vPNmAGf/3zT9GSAjnsY5ZtPIxmIL7207XkqBQUHkQq7++6wLKZOOVlyyH5oKzs4TJ0Kv/51WM9uBB02LIz4WcgwGsmqqY4UHOKxiqCw6rWW7LZbprF/hx0yDywmq5Dip53zleiS6YX+YCi3VgcHM9vPzF5JvNab2cVm9n0zez+RPi5xzLfNbLGZvWFmJybSx0Zpi81sSlsvSqSaPfNMWCb73Lck2csmu4dTv35w663wxS+G9/vvD5/5TFiPA1FSz54hONTVheqWfFOMJn/NdqTgMHBgZv2rXy3NObt0gauvDgE/HpE1GRzitqUrr4Qf/rDp8YX0Hqu0VgcHd3/D3Ue5+yjgUGAj8GC0+WfxNnd/FMDMRgLjgQOBscBNZtbVzLoCvwJOAkYCE6J9RTq0YhpDk33xsx+OAhg9OhMcdt893JiGD899rh49ws3+tNNg0iS4447c+yVLF+29t1JS8vvLFxhb48QTwwxxcU+w5OB4cXBYswYeeKDpsXHwndZknsz0lKpa6Thgibvn6Jn7f04F7nX3ze7+FmG+6MOi12J3f9PdtwD3RvuKdEi77x6qIooZbjsZHPI9tBXf9Orrwyvf+Z99tvET0n/4Q+794p5PO++cu899e3XmmaERf8gQOPLI0p8/17MT2YPoHXVUKC0sXx4CRhwcsvdLU6mCw3hgeuL9ZDObZ2bTzCweLmpX4L3EPnVRWr50kQ7nwQdDz594ApdSioPD00+HG3u+4JDdnTLfr+dvfSssR44MXUCTDent1ahRoVrpssvgscfK01sp14ON2V2WN28OQfnznw/jL8XVSqV47qJU2hwczKw7cArw2yjpZmBvYBSwDLg+3jXH4d5Meq7PmmRmtWZWu7LYUaxEUvb1r4d66Q8/LH4eh0LEwWDOnNBXPlf1E4QG6+QxuR7OamjIBINPfCIs33+/8T7TpsHjj7ctz5WQDIaVmM+if/8QUJNzdecqTSSfj4gbtKup5JDnz6coJwEvu/tygHgJYGa3Ag9Hb+uAZC3oMGBptJ4vvRF3nwpMBaipqanAdBcipTNnTma9kCeUi5UdDPKVHA46KLN+/PHw2mtN90k+1xD3eErOnLZyZRjADxqPCluNkr2uKhEczJr2RMv1XMl11zV+P3Bg42G501aKaqUJJKqUzGxoYtvpwPxofSYw3sx6mNmewAhgDvASMMLM9oxKIeOjfUU6rEoEh3wlh2SpZbvtcpcc4mqOK67I3Q1z0aLW57PSFi/OrF9zTXr5aMnmzcW1Q5Vbm0oOZtYLGANckEj+sZmNIlQNvR1vc/cFZnYf8CpQD1zk7tui80wGngC6AtPcfUFb8iVSbbLr+ctRrVRoySEpX3CISw59+mTqweNqpYYG+MY3wvqwYa3LayU9HNVd9OvXePKdtPzsZ/DGG2G6TwgD7S1dWn1Pobep5ODuG919kLuvS6Sd7e6fcPeD3f0Ud1+W2Ha1u+/t7vu5+2OJ9Efdfd9o29VtyZNINUoOjwDlKTlk92L6y1/y7/vkk/DEEyGgNFdy2H77zJDf8SRBybrycg4/USpxcGtp4LtK+cxn4OyzM++TAydWk1K0OYhIC7LnRGhtyaFUwzXHD4ItXx7GANq8uXGjafwrtnfv0OUTYMcdwzI5eF2+geSqyf77h+V//me6+dh33zC2UvYEQ126wBFHhOckqomCg0gFZFfJ1CQhAAAVTElEQVQZtKbk8NxzxR1XSHfZeGyhu+4Ko4Lus08YlyluU4jbG44+OjPncvyMRN++mcbeP/0pPLux226F569S4ofRytF9uBi33Zb/Segbb6xsXgqhsZVEKiB7wLXWBIdevVo+Lp6NDDKT/TQnHu77v/4rTOwDcOGFmdnG4rkgdtgh07U17mWzyy6Z3j8XXwxnnBGGBvnLXxr3bEpbHMDyNdBXSq9eMGhQunkohoKDSAXEwSEeLrocDdIQboDxDSieUaw548Zl1rdsafweMiWHXr3CtJV33JGpVjrwwFAllaxauvTSMPDcMcc07ue/dWt6VVDVEhyyVVPPpFwUHEQqIK5WiqsV4vr7cvjtb+F//7ewffv0afw+nuoyFpcc/vSnsIyrP446KgxDvXYtHHZY7nM/+ST8wz+E5ac/DT/4QWF5KrVqDQ6zZoWntKuVgoNIBcTBIW6ILGf1Qr9+MHRoy/tB0+CQLe7pszTrsdQ//zkzR0FSly6Nh5x+551MCWLmTHjrrcLyVUrVGhz69cs09lcjBQeRCoiDQ1ytVI6urK0RlwzyyTdj3Gc/2zQ4/PCHoc3j5JPD+y99Cc47r/E+06dTcXG7SLmq8joqBQeRCli1KgSE+NdrtdyoevQIjclHH51Ji4f+Tg7lEA/CF/v2t5s+4zBmTAgm8bBnI0bAKaeEhuqnngqT7KQxeN/q1eE6q2ncovagygpaIh3TjBlhGf8Sr5aSA8CXv9y4jeLYY8ODWskG7bFjMz2Ynn8+BLfeveG44+CCCxpXY513XphLYty4cL1xtVL37o2nHq2UVatCNV6+oc4lNwUHkTJav75xH/Z81TRp23dfWLIkrPfpE94nDRwYJqkZPjxzDT16wLXXNj3XAQc0nZ4U8g/VUW5xcJDiVOmfqkjH8Oc/Z0oNJ5+cubFW25PFyW6n+Rqpd9+9bcGtR4/KjIqaTcGhdRQcRMrknXfg3/898372bDg1muMwV0+fNG2/feYhuGLmti5GGiWH3/8+lIiSPaikMAoOImVyddYQkt27h8beF16ozgHrJk8Os8i11IOptdIoOVwfTTVWjd93tVNwECmT7AfdfvjD0ChaTY3RSV26lK/UAGF474ULw3DVlRK3nVx4YeU+s6NQcBApk+y6+wMPTCcf1eLgg8My7vVUTm++CZMmhYf3ampUrdQa6q0kUiZr1oQnYE88MdP3vzM77riwrESQvOkmePnlsD5mTPk/ryNScBApk7//HXbaKTxkJqFKrXfv8jZKP/VUmFjp2WczadU4jHh70OZqJTN728z+ZmavmFltlDbQzGaZ2aJoOSBKNzO7wcwWm9k8MzskcZ6J0f6LzGxiW/MlkrYtW6rnSehq0b17eRulp0zJDCkeiyf7keKUqs3hs+4+yt1rovdTgKfdfQTwdPQe4CRgRPSaBNwMIZgA3wMOBw4DvhcHFJH2auvW6m18Tkv37uUrOeQbmuPww8vzeR1duRqkTwXujNbvBE5LpN/lwWygv5kNBU4EZrn7andfA8wCxpYpbyIVoZJDU+UcQuNvf2v8/tpr4dFH1RjdWqUIDg48aWZzzWxSlLaTuy8DiJZxp75dgfcSx9ZFafnSGzGzSWZWa2a1K9XCJ1Vg4UKYPz/3NpUcmirng3Df/GZm/dxzQwN4OefN6OhK0SB9lLsvNbMdgVlm9noz++Ya+sqbSW+c4D4VmApQU1PTZLtIpcUjmNbWNt2mkkNTlRh8L9e/hRSvzSUHd18aLVcADxLaDJZH1UVEy3h+qTpgeOLwYcDSZtJF2qWlS6GurvommElbOYND9+5hhFkpjTYFBzPrbWZ943XgBGA+MBOIexxNBB6K1mcC50S9lo4A1kXVTk8AJ5jZgKgh+oQoTaRdeOmlxu/jEU6PPLLyealm220HmzaV59z19SqplVJbf9fsBDxoYaD0bsA97v64mb0E3Gdm5wPvAv8Y7f8oMA5YDGwEvgLg7qvN7Cog/i92pbuvbmPeRMpq8eLM+te+1rg648MPw/KTn6xsnqrd3Llh2dBQ2uHLGxrCSyW10mnTV+nubwJN/vzdfRVwXI50By7Kc65pwLS25EekkrLnVY5t25aZK3ngwMrlpz3ZuLHl+auLEc8TrQ4ApaOxlUSKNG1aGK8ne4wgj7pIXHst3HNPGIVUN6vG4qk6ly0r7Xnj4KCSQ+koOIgU6aabwrKurnH661E/vXhyn549K5en9uLSS8NywoT8XYBbQyWH0lNwEGmD738fDokGgXn2WXj11cy2cePSyFF1O+ywzPq554bl2rWNv7fmrFsHT+ToqhI3cqvkUDoKDiJtsMceMHUq7L033H57Zja1M87QgHu55CpNTZoUvreZM+HnPw9Vdhs35j7+0kvhO9/JNPgvWwa33AJf+Up4r4feSkdxVqQI2U/37rdfWPbr1zh94kTo2rUyeWpPsruaNjSEuRcArrwyk/700/CFLzQ9Ph6Ge8sW+NOfmgbgo48uXV47OwUHkSLEg7t9+ctw1FGZOu7sqTU1nk9u2SWHp57Kvd9HHzVNW7gws/7Vr8KKFY23/8d/hGHBpTQUHESKsG5dWI4cCZ/6VCY9OxhozuLcsp9t2Lo1tEPMmdM4/eOPw3ednLb07bcz63Fg6NUL7rsvzJ2x115lyXKnpTYHkSKsXRuW2Tf/5ANxoF+wzbnuusyYVOvWwapVTfe56aYwcF78fd94I9xwQ+N9RoyA556DnXcObT76zktLwUGkCHG1UvIXLZS+335HduyxcMklYf2nP4X338+0RUyf3njf44+Hd96BO+6ADz4I7TizZ4fG66lTK5nrzkfBQaQIq6NBXbIboOMH4MaMgYcfrmye2qPkr/xNm0K31qefDqWBSZMa7/sP/5BZnzIldFfdZRfo27ciWe20FBxEinDNNWGZXXJoaAjLyy4L1RxSnP79M9/pV78Kf/hD06G3J0+G00+vfN46KwUHkQJt2JBZz26AjksOPXpULj/t3W23ZdaTJbEuXTK9v265JbQngKb7rDQFB5ECPfJIWJ5xRtNt8VPSCg6FGzUKTjoprOd7eK2mBn7zm1CKOOCAyuVN1JVVpGDxoHHjxzfd9pOfhFFa9eBbcSZPhiOOgNGj086JZFPJQYTQ2yh7IL1smzeH5YABTbf16gX77FP6fHV0O+0En/+8uqFWI5UcpNP76KPMUA255h9etgyGDIHHHgvvNdqqdAYKDtLpnX12Zr2+vvHInsnAEVO7gnQGra5WMrPhZvaMmb1mZgvM7JtR+vfN7H0zeyV6jUsc820zW2xmb5jZiYn0sVHaYjOb0rZLEinOe+9l1o84ItSDx+KqpKRSTm8pUq3aUnKoB/7V3V82s77AXDObFW37mbtfl9zZzEYC44EDgV2Ap8xs32jzr4AxQB3wkpnNdPcCR3gXKa3Zs+Guu2DRojA3dNIPf5hOnkQqrdXBwd2XAcui9Q1m9hqwazOHnArc6+6bgbfMbDEQT/2xOJqPGjO7N9pXwUHKLtfon5AZxydZchg/PjwBLdIZlKSAbGZ7AKOBF6OkyWY2z8ymmVnct2NXIFGApy5Ky5ee63MmmVmtmdWuXLmyFFmXTuwHPwhP40KoTsrl978PyzPOaDqsg0hH1ubgYGZ9gAeAi919PXAzsDcwilCyuD7eNcfh3kx600T3qe5e4+41Q4YMaWvWpZP73e8yo6lecw18/etw//1w1lnh4auko45qOp6SSEfWpt5KZrYdITD82t1nALj78sT2W4F4GLI6YHji8GHA0mg9X7pIWcRjIcX69YPzzgvrl10WltdfnxklNHsGM5GOri29lQy4HXjN3X+aSB+a2O10YH60PhMYb2Y9zGxPYAQwB3gJGGFme5pZd0Kj9czW5kukEEuWtLzPBRdk1vNVO4l0VG0pORwFnA38zcxeidKuACaY2ShC1dDbwAUA7r7AzO4jNDTXAxe5+zYAM5sMPAF0Baa5+4I25EukRfPnZ9bjuQWyJQfX0xO80tm0pbfSn8jdXvBoM8dcDVydI/3R5o4TKbUFC8LzCmefDf/4j7n30fMM0pnpCWnpdGbPhj//OQwB/S//0vy+e+wBAwdWJFsiVUXBQTqVlSszT0BnD4uRy29/qyol6ZxUcJZOJX5uAeBTn2p5fwUG6axUcpBOwx1uvTWsT5sGBx+cbn5EqplKDtJp/P73sHZtmIdYgUGkeQoO0ils2JApNVx6abp5EWkPVK0k7d6VV8LLL4cG5k98Ag47LLNt4cLQJfXKK8NQGf/2b3raWaQQCg5StZYuhW3bYPjw3Nu3bIFx40JVEcDNN4cb/+OPh5LCqac23v+883LP/ywiTSk4SNU65ZSwTE7duXkz3Hcf7L13GCRv7Vo49FCYOzds37IFPve5xuc56aQwqN7QoYhIgRQcpOps3RqeL0jatAnWrYPLL2889MUZZ8AVV8Dq1XDLLTBjRmbbN74B55xTmTyLdDQKDlJ1LrootCHEsofP7tsXRo8OVURx+8LAgWGgvOefhw8+gC99SYFBpC0UHKSRbdtCr57Ro8PwEqW2aROsXw/9+8Prr8Obb4bqnpdfhjVr4J13MoFh+nSYMCFz7LHHhkbnY47J/XDaoEHw8MPw979D796lz7tIZ6LgII185zvw1FNhfZ99Qg+fPfcMwaJ/fxgyJNTx77VX02O3bQvLrl0zae4hCGzcCC+9BLfdlv+zt98+jGV01llhzKPtt4epU+HBB8MsbPkaprMpMIi0nYKD4A7vvQcPPJAJDJCZJe2tt8Ir6eCDoVs32G03qK+HFSvglVdCg3DfvmGfhobwKz7bwIFw4onhuNGjYcAAGDEiTLiTPRLqIYeEl4hUloJDlWlogCefDL1y+vcPv9o//DA00h58cPg1nW3pUujTJ9xY+/RpvK2+Hj76KLxWrw7VOD16hGqZrVvDr/wXX4RHHgn77713aPS94w4YNQpOPjnU4R90UPj1//DDcN11MG9euKm//no4X9eu8OlPw+DBIWiYhdf224fr2G23cPM/6CANhS3SHig4pOSmm8IN+bLLwq/npUvh2WdDH/26uvzH9ekT2gK2bg033dracCyEm+4OO4R6/R49wnLTpsLzNGNGuIlD41/rO+6Y+ewzzwwljdNPh549i7pkEWlHzN3TzkOr1NTUeG2yA3yRtm4NDaBbt8J224WbaX19uAF26xaqSdatC7/k6+rCDfi550J9+5o1oX59wICw/957hxt29+7h1/X69aHqpEuXTAPsypWwfHk477PPhl/eufTsCSNHwvnnh3kHBg0K1TTvvBMaaLduhZ13Dr/mu3QJPXn22Sf8Yl+6NJQ4+vYN+ejTp/Grb99wPgjX27t3uOZt20JQSLYViEjHZGZz3b2mxf2qJTiY2VjgF4SpQm9z9x81t39rg8Nll4WbfH19a/MZbqo9esCqVa07x447wv77h4bXu+8OwWC77cLDWoMH5646ytbQoOoZESleocGhKqqVzKwr8CtgDFAHvGRmM9391VJ/1pFHwrBhoXQwZEimxLB1a7jZrlsXqk122CGUDLp0CV0tBw2CnXYKN+W4Pr2+PpQI3nsvlAZ69gzH9O0bntxtaAg3+j59QkAYPDhsT84s1tqJ6xUYRKScqiI4AIcBi939TQAzuxc4FSh5cDjttLYdn7wpd+sWAsfQoY0HexMRae+q5ffnrsB7ifd1UVojZjbJzGrNrHblypUVy5yISGdTLcEh12SMTRpD3H2qu9e4e82QIUMqkC0Rkc6pWoJDHZB8/nUYsDSlvIiIdHrVEhxeAkaY2Z5m1h0YD8xMOU8iIp1WVTRIu3u9mU0GniB0ZZ3m7gtSzpaISKdVFcEBwN0fBR5NOx8iIlI91UoiIlJFFBxERKSJqhk+o1hmthJ4J+18VMhg4MO0M5GSznrtuu7Op1LXvru7t/gsQLsNDp2JmdUWMhZKR9RZr13X3flU27WrWklERJpQcBARkSYUHNqHqWlnIEWd9dp13Z1PVV272hxERKQJlRxERKQJBQcREWlCwSEFZjbczJ4xs9fMbIGZfTNKH2hms8xsUbQcEKXvb2YvmNlmM/u3rHP1N7P7zez16HyfTuOaClWqazez/czslcRrvZldnNZ1taTE/+aXROeYb2bTzaxnGtdUiBJf9zeja15Qzf/WsVZc+5fMbF70et7MPpk411gze8PMFpvZlIpcgLvrVeEXMBQ4JFrvCywERgI/BqZE6VOAa6P1HYFPAVcD/5Z1rjuBr0br3YH+aV9fpa49cc6uwAeEh3tSv8ZyXjdhEqy3gO2j9/cB56Z9fRW47oOA+UAvwphwTwEj0r6+El/7kcCAaP0k4MVovSuwBNgr+j/+V2BkufOvkkMK3H2Zu78crW8AXiP8pz+VcLMnWp4W7bPC3V8CtibPY2b9gGOA26P9trj72opcRCuV6tqzHAcscfeqfWK+xNfdDdjezLoRbpZVO/dJCa/7AGC2u29093rgD8DpFbiEVmvFtT/v7mui9NmEeW0gMY2yu28B4mmUy0rBIWVmtgcwGngR2Mndl0H4wyL8imrOXsBK4L/N7C9mdpuZ9S5jdkuqjdeeNB6YXur8lUtbrtvd3weuA94FlgHr3P3Jcua3VNr47z0fOMbMBplZL2AcjScIq2qtuPbzgcei9YKmUS41BYcUmVkf4AHgYndf34pTdAMOAW5299HA3wnF1KpXgmuPz9MdOAX4banyVk5tve6ofvpUYE9gF6C3mX25tLksvbZet7u/BlwLzAIeJ1St1Jc0k2VS7LWb2WcJweHyOCnHbmV/BkHBISVmth3hD+bX7j4jSl5uZkOj7UOBFS2cpg6oc/cXo/f3E4JFVSvRtcdOAl529+Wlz2lplei6jwfecveV7r4VmEGoq65apfr3dvfb3f0Qdz8GWA0sKleeS6XYazezg4HbgFPdfVWUnMo0ygoOKTAzI7QTvObuP01smglMjNYnAg81dx53/wB4z8z2i5KOA14tcXZLqlTXnjCBdlClVMLrfhc4wsx6Rec8jlCXXZVK+e9tZjtGy92AM6jyf/dirz26rhnA2e6+MLF/OtMoV7L1Xq//68XwGUKxcB7wSvQaBwwCnib8InoaGBjtvzPh18N6YG203i/aNgqojc71O6LeDtX6KvG19wJWATukfV0Vvu7/BF4n1MPfDfRI+/oqdN1/JPz4+StwXNrXVoZrvw1Yk9i3NnGucYTeTkuA71Qi/xo+Q0REmlC1koiINKHgICIiTSg4iIhIEwoOIiLShIKDiIg0oeAgIiJNKDiIiEgT/x8HAOEWLkE7PAAAAABJRU5ErkJggg==
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">core_data</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">core_data</span><span class="o">.</span><span class="n">GLD_close</span><span class="p">,</span> <span class="n">c</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;GLD&#39;</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=.</span><span class="mi">8</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;GLD over time&#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 shown above, the plots have appear to have wildly different patterns. It is unclear if there's any information in one plot that could be helpful in determining the other but we will show some information is valuable.</p>
<h2 id="Models-Explored">Models Explored<a class="anchor-link" href="#Models-Explored">&#182;</a></h2><ul>
<li>LSTM</li>
<li>Gradient Boosting Regressor</li>
<li>Random Forest</li>
</ul>
<p>In general, the model building process began with few features which were then added to based on performance metrics of the resulting model.</p>
<h3 id="LSTM">LSTM<a class="anchor-link" href="#LSTM">&#182;</a></h3><p>LSTM is a type of recurrent neural network which use deep learning to predict sequences of values. An LSTM model is thus well-suited to time-series data. The model is an implementation of an LSTM using the Keras/TensorFlow library to predict Bitcoin prices.</p>
<p>The LSTM created predicts the price of the Bitcoin (BTC) cryptocurrency based on the prior values of BTC and Gold (GLD). For this, the LSTM  uses upto a maximum of 16 prior values of BTC and GLD to predict the next value of BTC. The parameter value of 16 is specified as the time window size when configuring the network.</p>
<p>For training, the price history of BTC and GLD since 2013 are used to create a 3-dimensional array of values that are input to the LSTM. The 3 array dimensions store values for the timestamp, the currency prices and the size of the window used in the LSTM model.</p>
<p>The LSTM model was created with 4 layers. The first layer is defined to have 512 neurons and 16 as the time window size. Linear activation and the "Adam" optimizer (which implements a stochastic gradient descent) were used.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">### LSTM Model ################################################################</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">prep_data</span><span class="p">(</span><span class="n">core_data</span><span class="p">,</span> <span class="s1">&#39;v&#39;</span><span class="p">)</span>
<span class="n">lstm</span> <span class="o">=</span> <span class="n">run_lstm</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
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<pre>Shape of df is (1783, 2)
Training LSTM model for BTC
(1408, 16, 2) (1408, 1) (359, 16, 2) (359, 1)
Model: &#34;sequential_2&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
lstm_2 (LSTM)                (None, 16, 512)           1054720   
_________________________________________________________________
flatten_2 (Flatten)          (None, 8192)              0         
_________________________________________________________________
dense_2 (Dense)              (None, 1)                 8193      
_________________________________________________________________
activation_2 (Activation)    (None, 1)                 0         
=================================================================
Total params: 1,062,913
Trainable params: 1,062,913
Non-trainable params: 0
_________________________________________________________________
None
Train on 1408 samples, validate on 359 samples
Epoch 1/16
 - 18s - loss: 0.0702 - val_loss: 0.0845
Epoch 2/16
 - 17s - loss: 0.0451 - val_loss: 0.0551
Epoch 3/16
 - 17s - loss: 0.0382 - val_loss: 0.0706
Epoch 4/16
 - 17s - loss: 0.0364 - val_loss: 0.0438
Epoch 5/16
 - 17s - loss: 0.0278 - val_loss: 0.0505
Epoch 6/16
 - 16s - loss: 0.0280 - val_loss: 0.0617
Epoch 7/16
 - 17s - loss: 0.0265 - val_loss: 0.0510
Epoch 8/16
 - 16s - loss: 0.0253 - val_loss: 0.0451
Epoch 9/16
 - 15s - loss: 0.0253 - val_loss: 0.0346
Epoch 10/16
 - 17s - loss: 0.0283 - val_loss: 0.0641
Epoch 11/16
 - 18s - loss: 0.0226 - val_loss: 0.0367
Epoch 12/16
 - 17s - loss: 0.0233 - val_loss: 0.0325
Epoch 13/16
 - 17s - loss: 0.0227 - val_loss: 0.0535
Epoch 14/16
 - 16s - loss: 0.0225 - val_loss: 0.0362
Epoch 15/16
 - 16s - loss: 0.0228 - val_loss: 0.0331
Epoch 16/16
 - 17s - loss: 0.0211 - val_loss: 0.0441
RMSE of LSTM predictions: 414.394
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<p>It is certainly possible that the LSTM model described above could be improved using using additional features.  This first model with only the bare-minimum features (lagged BTC value, GLD) provided a baseline and context from which to explore additional modelling strategies.</p>
<h3 id="Gradient-Boosting-Regression">Gradient Boosting Regression<a class="anchor-link" href="#Gradient-Boosting-Regression">&#182;</a></h3><p>Gradient boosting regression is a machine-learning strategy that produces a prediction model made up of an ensemble of weaker prediction models.  Models are built in stages which allows for optimization of arbitrary differentiable loss functions and which makes them suitable for time-series data.</p>
<p>Employing the <code>keras</code> package’s <code>GradientBoostingRegressor</code>, training procedures involves randomly permuted features at each split.  Several models were created and reviewed for this supervised learning strategy and one example is shown below.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">### GRADIENT BOOST REGR I #####################################################</span>
<span class="n">data_a</span> <span class="o">=</span> <span class="n">prep_data</span><span class="p">(</span><span class="n">core_data</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">label_name</span><span class="p">,</span> <span class="n">feature_names</span> <span class="o">=</span> <span class="n">label_and_feat</span><span class="p">(</span><span class="n">data_a</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">my_testTrain_split</span><span class="p">(</span><span class="n">data_a</span><span class="p">,</span> <span class="n">feature_names</span><span class="p">,</span>
                                                      <span class="n">label_name</span><span class="p">)</span>
<span class="n">gbm</span> <span class="o">=</span> <span class="n">GradientBoostingRegressor</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">4000</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
<span class="n">gbm</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
<span class="n">preds</span> <span class="o">=</span> <span class="n">gbm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="o">=</span> <span class="n">X_test</span><span class="p">)</span>
<span class="n">mse</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">gbm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">))</span>
<span class="n">scores</span> <span class="o">=</span> <span class="n">my_crossval</span><span class="p">(</span><span class="n">gbm</span><span class="p">,</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="s2">&quot;GradientBoostRegressI&quot;</span><span class="p">)</span>
<span class="n">act_v_predict_plot</span><span class="p">(</span><span class="n">preds</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="mi">50</span><span class="p">)</span>
<span class="n">pred_vs_act_sca</span><span class="p">(</span><span class="n">preds</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
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<pre>***************************************************************************
Modeling: btc_close
Features Include:
btc_volume, GLD_close, LMBA_price, GLD_market_cap, SP500, crypto_volume, btc_close_roc, btc_volume_roc, crypto_volume_roc, gold_close_roc
lmba_gold_roc, gold_volume_roc, SP500_roc, dayofweek_0, dayofweek_1, dayofweek_2, dayofweek_3, dayofweek_4, dayofweek_5, dayofweek_6
year_2015, year_2016, year_2017, year_2018, year_2019, year_2020

***************************************************************************
RMSLE CV Score: nan
RMSE Value: 1.90434
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<pre>&lt;matplotlib.figure.Figure at 0x1c3a14fac8&gt;</pre>
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<p>Above, we can see the model prediction has improved a great deal.  This is primarily due to the inclusion of many additional features.  If we review the variable importance for this model, we can see there is a strong influence from <code>SP500</code> although most influence stems from historical <code>btc_close_roc</code>. We were pleased to note that <code>GLD_market_cap</code> and <code>gold_volume_roc</code> play important roles in the prediction as well.</p>
<p>Features sorted by importance to prediction:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="n">gbm</span><span class="o">.</span><span class="n">feature_importances_</span><span class="p">),</span>
                 <span class="n">feature_names</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
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<pre>[(0.695, &#39;SP500&#39;), (0.1192, &#39;crypto_volume&#39;), (0.0685, &#39;GLD_market_cap&#39;), (0.0658, &#39;btc_volume&#39;), (0.0158, &#39;LMBA_price&#39;), (0.0087, &#39;GLD_close&#39;), (0.0062, &#39;btc_close_roc&#39;), (0.0058, &#39;year_2017&#39;), (0.0032, &#39;btc_volume_roc&#39;), (0.0024, &#39;year_2019&#39;), (0.002, &#39;year_2018&#39;), (0.0018, &#39;crypto_volume_roc&#39;), (0.0016, &#39;SP500_roc&#39;), (0.0013, &#39;gold_volume_roc&#39;), (0.001, &#39;lmba_gold_roc&#39;), (0.0009, &#39;gold_close_roc&#39;), (0.0003, &#39;dayofweek_6&#39;), (0.0002, &#39;year_2015&#39;), (0.0002, &#39;dayofweek_5&#39;), (0.0001, &#39;dayofweek_2&#39;), (0.0001, &#39;dayofweek_1&#39;), (0.0, &#39;year_2020&#39;), (0.0, &#39;year_2016&#39;), (0.0, &#39;dayofweek_4&#39;), (0.0, &#39;dayofweek_3&#39;), (0.0, &#39;dayofweek_0&#39;)]
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<p>As mentioned, we attempted several gradient boost models.  Below, we create another gradient boost regression with an alternative set of features that include rolling statistical measures for BTC, GLD, and SP500:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">### GRADIENT BOOST REGR II #####################################################</span>
<span class="n">data_a2</span> <span class="o">=</span> <span class="n">prep_data</span><span class="p">(</span><span class="n">core_data</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">)</span>
<span class="n">label_name2</span><span class="p">,</span> <span class="n">feature_names2</span> <span class="o">=</span> <span class="n">label_and_feat</span><span class="p">(</span><span class="n">data_a2</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">)</span>
<span class="n">X_train2</span><span class="p">,</span> <span class="n">X_test2</span><span class="p">,</span> <span class="n">y_train2</span><span class="p">,</span> <span class="n">y_test2</span> <span class="o">=</span> <span class="n">my_testTrain_split</span><span class="p">(</span><span class="n">data_a2</span><span class="p">,</span> <span class="n">feature_names2</span><span class="p">,</span>
                                                      <span class="n">label_name2</span><span class="p">)</span>
<span class="nb">len</span><span class="p">(</span><span class="n">X_train</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
<span class="nb">len</span><span class="p">(</span><span class="n">feature_names2</span><span class="p">)</span>

<span class="n">gbm2</span> <span class="o">=</span> <span class="n">GradientBoostingRegressor</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">4000</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
<span class="n">gbm2</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train2</span><span class="p">,</span><span class="n">y_train2</span><span class="p">)</span>
<span class="n">preds2</span> <span class="o">=</span> <span class="n">gbm2</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="o">=</span> <span class="n">X_test2</span><span class="p">)</span>
<span class="n">mse</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">y_test2</span><span class="p">,</span> <span class="n">gbm2</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test2</span><span class="p">))</span>
<span class="n">scores</span> <span class="o">=</span> <span class="n">my_crossval</span><span class="p">(</span><span class="n">gbm2</span><span class="p">,</span> <span class="n">X_train2</span><span class="p">,</span> <span class="n">y_train2</span><span class="p">,</span> <span class="s2">&quot;GradientBoostRegressII&quot;</span><span class="p">)</span>
<span class="n">act_v_predict_plot</span><span class="p">(</span><span class="n">preds2</span><span class="p">,</span> <span class="n">y_test2</span><span class="p">,</span> <span class="mi">50</span><span class="p">)</span>
<span class="n">pred_vs_act_sca</span><span class="p">(</span><span class="n">preds2</span><span class="p">,</span> <span class="n">y_test2</span><span class="p">)</span>
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<pre>***************************************************************************
Modeling: btc_close
Features Include:
GLD_close, GLD_market_cap, SP500, crypto_volume, week, day, dayofweek_0, dayofweek_1, dayofweek_2, dayofweek_3
dayofweek_4, dayofweek_5, dayofweek_6, year_2015, year_2016, year_2017, year_2018, year_2019, year_2020, month_1
month_2, month_3, month_4, month_5, month_6, month_7, month_8, month_9, month_10, month_11
month_12, gld_lr, gmc_lr, sp5_lr, crv_lr, gldMA2, gldMA5, gldMA10, gldMA20, btcMA3
btcMA5, btcMA10, btcMA20
***************************************************************************
RMSLE CV Score: 0.05459
RMSE Value: 0.60138
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<pre>&lt;matplotlib.figure.Figure at 0x1c36909b00&gt;</pre>
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<p>Above, the model results with the statistical features appears further improved.  RSMLE score is dramatically improved.   If we review the importance of the variables, we can see that <code>crv_lr</code> crypto volume log returns, and <code>crypto_volume</code> are influential followed by stats for historical BTC, and GLD.</p>
<p>Features sorted by importance to prediction:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">z</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="n">gbm2</span><span class="o">.</span><span class="n">feature_importances_</span><span class="p">),</span>
                 <span class="n">feature_names2</span><span class="p">),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
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<pre>[(0.9663, &#39;btcMA3&#39;), (0.0189, &#39;btcMA5&#39;), (0.0077, &#39;btcMA20&#39;), (0.0024, &#39;GLD_market_cap&#39;), (0.0015, &#39;btcMA10&#39;), (0.0009, &#39;gldMA20&#39;), (0.0008, &#39;GLD_close&#39;), (0.0003, &#39;gldMA10&#39;), (0.0002, &#39;gmc_lr&#39;), (0.0002, &#39;crypto_volume&#39;), (0.0002, &#39;crv_lr&#39;), (0.0002, &#39;SP500&#39;), (0.0001, &#39;sp5_lr&#39;), (0.0001, &#39;gld_lr&#39;), (0.0001, &#39;gldMA5&#39;), (0.0, &#39;year_2020&#39;), (0.0, &#39;year_2019&#39;), (0.0, &#39;year_2018&#39;), (0.0, &#39;year_2017&#39;), (0.0, &#39;year_2016&#39;), (0.0, &#39;year_2015&#39;), (0.0, &#39;week&#39;), (0.0, &#39;month_9&#39;), (0.0, &#39;month_8&#39;), (0.0, &#39;month_7&#39;), (0.0, &#39;month_6&#39;), (0.0, &#39;month_5&#39;), (0.0, &#39;month_4&#39;), (0.0, &#39;month_3&#39;), (0.0, &#39;month_2&#39;), (0.0, &#39;month_12&#39;), (0.0, &#39;month_11&#39;), (0.0, &#39;month_10&#39;), (0.0, &#39;month_1&#39;), (0.0, &#39;gldMA2&#39;), (0.0, &#39;dayofweek_6&#39;), (0.0, &#39;dayofweek_5&#39;), (0.0, &#39;dayofweek_4&#39;), (0.0, &#39;dayofweek_3&#39;), (0.0, &#39;dayofweek_2&#39;), (0.0, &#39;dayofweek_1&#39;), (0.0, &#39;dayofweek_0&#39;), (0.0, &#39;day&#39;)]
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<h3 id="Random-Forest-Regression">Random Forest Regression<a class="anchor-link" href="#Random-Forest-Regression">&#182;</a></h3><p>Similar to gradient boosting regression, random forests (also know as random decision forests) is an ensemble learning method for regression.  Models are made up of numerous decision trees that provide a mean predictions based on trained feature-input.  Given the ensemble nature of the model, multiple learning algorithms are employed to obtain superior predictive performance.  Further, it is robust with respect to time-series data and is also well-suited for various data-types, as well as mixed transformed and untransformed data.</p>
<p>The Random forest model in <code>keras</code> provides options for measuring variable importance with respect to prediction quality.  During model assessment, various features and respective transformations were added or removed depending on the the feature importance measures.</p>
<p>The general procedure for Random Forest was to use normally distributed randomly generated values for parameters for max-depth and max-features for a number of tries. Once complete, the parameters from the first pass models are used to create a refined range for random parameter selection in a refined model.  Below, we utilize the same features as gradient boost regression I.  The model is trained using 10 different parameter inputs and then refined with an additional 5 repitions under a new range of parameters:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">### Random Forest Model I #####################################################</span>
<span class="n">data_r</span> <span class="o">=</span> <span class="n">prep_data</span><span class="p">(</span><span class="n">core_data</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">label_name3</span><span class="p">,</span> <span class="n">feature_names3</span> <span class="o">=</span> <span class="n">label_and_feat</span><span class="p">(</span><span class="n">data_r</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">X_train3</span><span class="p">,</span> <span class="n">X_test3</span><span class="p">,</span> <span class="n">y_train3</span><span class="p">,</span> <span class="n">y_test3</span> <span class="o">=</span> <span class="n">my_testTrain_split</span><span class="p">(</span><span class="n">data_r</span><span class="p">,</span> 
                                                          <span class="n">feature_names3</span><span class="p">,</span>
                                                          <span class="n">label_name3</span><span class="p">)</span>

<span class="n">fst_pass</span> <span class="o">=</span> <span class="n">my_randomForest</span><span class="p">(</span><span class="n">X_train3</span><span class="p">,</span> <span class="n">y_train3</span><span class="p">)</span> <span class="c1"># 10 epochs is default</span>
<span class="n">mnmxd</span><span class="p">,</span> <span class="n">mxmxd</span><span class="p">,</span> <span class="n">mnmxft</span><span class="p">,</span> <span class="n">mxmxft</span> <span class="o">=</span> <span class="n">get_minmax_params</span><span class="p">(</span><span class="n">fst_pass</span><span class="p">)</span> <span class="c1"># refined params</span>
<span class="n">refined</span> <span class="o">=</span> <span class="n">my_randomForest</span><span class="p">(</span><span class="n">X_train3</span><span class="p">,</span> <span class="n">y_train3</span><span class="p">,</span>
                           <span class="n">mnmxd</span><span class="p">,</span> <span class="n">mxmxd</span><span class="p">,</span> <span class="n">mnmxft</span><span class="p">,</span> <span class="n">mxmxft</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">refined</span> <span class="o">=</span> <span class="n">refined</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">refined</span><span class="o">.</span><span class="n">score</span><span class="o">.</span><span class="n">idxmin</span><span class="p">(),</span> <span class="p">:]</span> <span class="c1">#obtain min score</span>
<span class="n">rfm</span> <span class="o">=</span> <span class="n">fit_RF</span><span class="p">(</span><span class="mi">3000</span><span class="p">,</span><span class="n">refined</span><span class="o">.</span><span class="n">max_depth</span><span class="p">,</span><span class="n">refined</span><span class="o">.</span><span class="n">max_features</span><span class="p">,</span> <span class="n">X_train3</span><span class="p">,</span> <span class="n">y_train3</span><span class="p">)</span>
<span class="n">scores</span> <span class="o">=</span> <span class="n">my_crossval</span><span class="p">(</span><span class="n">rfm</span><span class="p">,</span> <span class="n">X_train3</span><span class="p">,</span> <span class="n">y_train3</span><span class="p">,</span> <span class="s2">&quot;r-forrest&quot;</span><span class="p">)</span>
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<pre>***************************************************************************
Modeling: btc_close
Features Include:
btc_volume, GLD_close, LMBA_price, GLD_market_cap, SP500, crypto_volume, btc_close_roc, btc_volume_roc, crypto_volume_roc, gold_close_roc
lmba_gold_roc, gold_volume_roc, SP500_roc, dayofweek_0, dayofweek_1, dayofweek_2, dayofweek_3, dayofweek_4, dayofweek_5, dayofweek_6
year_2015, year_2016, year_2017, year_2018, year_2019, year_2020

***************************************************************************
max_depth = 23, max_features = 0.498119, score = 0.11613
max_depth = 26, max_features = 0.476440, score = 0.11617
max_depth = 76, max_features = 0.944526, score = 0.10588
max_depth = 43, max_features = 0.906813, score = 0.10594
max_depth = 66, max_features = 0.694146, score = 0.10831
max_depth = 17, max_features = 0.979097, score = 0.10620
max_depth = 99, max_features = 0.644492, score = 0.10897
max_depth = 21, max_features = 0.433597, score = 0.11705
max_depth = 17, max_features = 0.667147, score = 0.11167
max_depth = 20, max_features = 0.187566, score = 0.15130
max_depth = 69, max_features = 0.867093, score = 0.10749
max_depth = 54, max_features = 0.582821, score = 0.11100
max_depth = 78, max_features = 0.328857, score = 0.12825
max_depth = 88, max_features = 0.646541, score = 0.10897
max_depth = 22, max_features = 0.596967, score = 0.11231
RMSLE CV Score: 0.11016
RMSE Value: 240.02400
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<p>The procedure for random forest includes an output providing the scores of each model that's created for both the 10-attempt first pass, and the 5-attempt refinement.  We again review the actual vs. predicted plots to see how the model fit looks:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rfm_preds</span> <span class="o">=</span> <span class="n">rfm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test3</span><span class="p">)</span>
<span class="n">act_v_predict_plot</span><span class="p">(</span><span class="n">rfm_preds</span><span class="p">,</span> <span class="n">y_test3</span><span class="p">,</span> <span class="mi">60</span><span class="p">)</span>
<span class="n">pred_vs_act_sca</span><span class="p">(</span><span class="n">rfm_preds</span><span class="p">,</span> <span class="n">y_test3</span><span class="p">)</span>
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<pre>&lt;matplotlib.figure.Figure at 0x1c36912898&gt;</pre>
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<p>Again we see a bit of variance in the plots.  Below, we provide another random forest fit and our final model using the same features as gradient boost II.  Further, we've increased the first-pass parameter scoring to 15 random attempts.  Compute time can become extremely lengthy for many random attempts.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">### Random Forest Model II ####################################################</span>
<span class="n">data_a2</span> <span class="o">=</span> <span class="n">prep_data</span><span class="p">(</span><span class="n">core_data</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">)</span>
<span class="n">label_name2</span><span class="p">,</span> <span class="n">feature_names2</span> <span class="o">=</span> <span class="n">label_and_feat</span><span class="p">(</span><span class="n">data_a2</span><span class="p">,</span> <span class="s1">&#39;j&#39;</span><span class="p">)</span>
<span class="n">X_train2</span><span class="p">,</span> <span class="n">X_test2</span><span class="p">,</span> <span class="n">y_train2</span><span class="p">,</span> <span class="n">y_test2</span> <span class="o">=</span> <span class="n">my_testTrain_split</span><span class="p">(</span><span class="n">data_a2</span><span class="p">,</span> <span class="n">feature_names2</span><span class="p">,</span>
                                                      <span class="n">label_name2</span><span class="p">)</span>

<span class="n">fst_pass2</span> <span class="o">=</span> <span class="n">my_randomForest</span><span class="p">(</span><span class="n">X_train2</span><span class="p">,</span> <span class="n">y_train2</span><span class="p">,</span> <span class="n">eps</span> <span class="o">=</span> <span class="mi">15</span><span class="p">)</span> 
<span class="n">mnmxd</span><span class="p">,</span> <span class="n">mxmxd</span><span class="p">,</span> <span class="n">mnmxft</span><span class="p">,</span> <span class="n">mxmxft</span> <span class="o">=</span> <span class="n">get_minmax_params</span><span class="p">(</span><span class="n">fst_pass2</span><span class="p">)</span> <span class="c1"># refined params</span>
<span class="n">refined2</span> <span class="o">=</span> <span class="n">my_randomForest</span><span class="p">(</span><span class="n">X_train2</span><span class="p">,</span> <span class="n">y_train2</span><span class="p">,</span>
                           <span class="n">mnmxd</span><span class="p">,</span> <span class="n">mxmxd</span><span class="p">,</span> <span class="n">mnmxft</span><span class="p">,</span> <span class="n">mxmxft</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">refined2</span> <span class="o">=</span> <span class="n">refined2</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">refined2</span><span class="o">.</span><span class="n">score</span><span class="o">.</span><span class="n">idxmin</span><span class="p">(),</span> <span class="p">:]</span> <span class="c1">#obtain min score</span>
<span class="n">rfm2</span> <span class="o">=</span> <span class="n">fit_RF</span><span class="p">(</span><span class="mi">3000</span><span class="p">,</span><span class="n">refined2</span><span class="o">.</span><span class="n">max_depth</span><span class="p">,</span><span class="n">refined2</span><span class="o">.</span><span class="n">max_features</span><span class="p">,</span> <span class="n">X_train2</span><span class="p">,</span> <span class="n">y_train2</span><span class="p">)</span>
<span class="n">scores</span> <span class="o">=</span> <span class="n">my_crossval</span><span class="p">(</span><span class="n">rfm2</span><span class="p">,</span> <span class="n">X_train2</span><span class="p">,</span> <span class="n">y_train2</span><span class="p">,</span> <span class="s2">&quot;r-forrest ii&quot;</span><span class="p">)</span>
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<pre>***************************************************************************
Modeling: btc_close
Features Include:
GLD_close, GLD_market_cap, SP500, crypto_volume, week, day, dayofweek_0, dayofweek_1, dayofweek_2, dayofweek_3
dayofweek_4, dayofweek_5, dayofweek_6, year_2015, year_2016, year_2017, year_2018, year_2019, year_2020, month_1
month_2, month_3, month_4, month_5, month_6, month_7, month_8, month_9, month_10, month_11
month_12, gld_lr, gmc_lr, sp5_lr, crv_lr, gldMA2, gldMA5, gldMA10, gldMA20, btcMA3
btcMA5, btcMA10, btcMA20
***************************************************************************
max_depth = 11, max_features = 0.753751, score = 0.03215
max_depth = 99, max_features = 0.368543, score = 0.03293
max_depth = 87, max_features = 0.155628, score = 0.04018
max_depth = 16, max_features = 0.245816, score = 0.03474
max_depth = 51, max_features = 0.323490, score = 0.03352
max_depth = 16, max_features = 0.645583, score = 0.03210
max_depth = 5, max_features = 0.948570, score = 0.05560
max_depth = 16, max_features = 0.793849, score = 0.03201
max_depth = 89, max_features = 0.710789, score = 0.03200
max_depth = 43, max_features = 0.910070, score = 0.03186
max_depth = 41, max_features = 0.160568, score = 0.04018
max_depth = 1, max_features = 0.685915, score = 0.85450
max_depth = 49, max_features = 0.435844, score = 0.03256
max_depth = 77, max_features = 0.887317, score = 0.03188
max_depth = 80, max_features = 0.767034, score = 0.03202
max_depth = 12, max_features = 0.876918, score = 0.03187
max_depth = 35, max_features = 0.786791, score = 0.03193
max_depth = 31, max_features = 0.801548, score = 0.03170
max_depth = 50, max_features = 0.903007, score = 0.03188
max_depth = 69, max_features = 0.203332, score = 0.03622
RMSLE CV Score: 0.03217
RMSE Value: 88.54778
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<p>We have an improved RMSLE value, and below, the plots indicate an improved fit.   Note that the plot time-frame is 100 days and that the prediction appears to track the volatility decently.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">act_v_predict_plot</span><span class="p">(</span><span class="n">rfm2</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test2</span><span class="p">),</span> <span class="n">y_test2</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">pred_vs_act_sca</span><span class="p">(</span><span class="n">rfm2</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test2</span><span class="p">),</span> <span class="n">y_test2</span><span class="p">)</span>
</pre></div>

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<pre>&lt;matplotlib.figure.Figure at 0x1c39e956d8&gt;</pre>
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IFnn32W4447js985jMdXvvLX/4yF1xwAY8++iixWIxwOMzy5cvZunUrW7ZsAWDt2rW89957vPzyy6gql19+Oc8//zzZ2dmsXr2a1157jWg0yty5cznrrLP65D0bM1q1n3H1fgRiB6Ciwu2fNWvodUv1tVTHTM4H9qrqe0llM0XkNeAg8G+q+n/ANKAi6ZgKrwxgsqruAVDVPSIyqbMXE5EbcK0bpk+fnmLV+0ckEmHOnDmAa5lcf/31VFZWMmPGDObNmwfAhg0beOuttzj33HMBaG5uZv78+bzzzjvMnDmT448/HoC/+7u/Y8WKFUe8xrPPPssDDzwAuDGacePGUVNT0+aYtWvXsnbtWs4880zALdr13nvvUV9fz5VXXnl4HOfyyy/vh0/BmNGl/Yyr1Y+7AAIQCIz8QAKpB5NrgFVJ23uA6ap6QETOAh4TkVOAjj7KHjf+VHUFsAJcbq5e1LffJcZM2svOzj78XFW5+OKLWbVqVZtjtmzZ0q1U9d2hqtxyyy188YtfbFP+4x//uM9ew5ihpj/u8+iujmZcjYYWSUKv74AXkQDwt8BDiTJVbVLVA97zzcAO4ARcS6Qo6fQiILH4+V6vGyzRHbavt3UaLubNm8cLL7zA9u3bAWhoaGDbtm3Mnj2b999/nx07dgAcEWwSLrroIu69914AYrEYBw8ePCKd/aJFi1i5cuXhsZjdu3ezb98+Pvaxj/Hoo48SiUSor6/nD3/4Q3++VWMGTH8txd0TicCRSC3/QV3XqeVHilRaJguBd1T1cPeViBQA1aoaE5FjcQPtO1W1WkTqRWQesBG4Fvhv77QngOuA5d7Px1Oo07BQUFBAWVkZ11xzDU1NTQDcdtttnHDCCaxYsYJPfOIT5Ofnc95557F169Yjzr/nnnu44YYbuO+++/D7/dx7773Mnz+fc889l1NPPZVLL72UO++8k7fffpv58+cDkJOTw69//Wvmzp3LZz7zGebMmcOMGTM4//zzB/S9G9Mf+vs+j57q7fTf4azLFPQisgo3QJ4P7AWWqep9IlIGbFDV5Om/nwS+C0SBmHfsH7x9JbiZYVm4gfd/VlUVkYnAw8B04EPgKlWt7qriqaagL11X2uE0vVTmgY8kloLe9IWB/H+WPAieMNQy6w4Fg5aCXlWv6aR8aQdlv8NNFe7o+E3AqR2UHwAu6qoefc0ChjH9r79nTSbrj6W4TfdZ1mBjzIgwHDLrjmQjLp2KqtpspRQN19U3zejV08y6gznra6QaUcEkMzOTAwcOMHHiRAsovaSqHDhwgMzMzMGuijHd1pPMurZkd/8YUcGkqKiIiooKqqqqBrsqw1pmZiZFRUVdH2jMENKdzLpDbdbXSDKigklaWhozZ84c7GoYYzyJ+y06Ku8PXWXWHYjsvqPViAomxpihZSh+ISfP+mrN7ts28PTHbLORzmZzGWNGldGe3be/WMvEGDNqWHbf/mMtE2PMqNHRrK9Zs6CoaPRk9+0v1jIxxowqoz27b3+xYGKMGXXaZ/dtr/1sM8vl1zULJsaYUau7gWAgc4wNVzZmYowxJmUWTIwxxqTMgokxxpiUWTAxxhiTsi4H4EVkJfD/gH2qeqpXdivwBSCRUfFbqvqkt+8W4HrcSotfVtU1Xvli4B7AD/xSVZd75TOB1cAE4FXg71W1ua/eoDFmeEvMpGqfhHFydiF3XDwwM6kGOsfYcNSd2VxlwE+AB9qV/0hV70ouEJGTgauBU4CpwDoROcHb/VPgYqACeEVEnlDVt4A7vGutFpGf4wLRvb18P8aYESYUDkFtMbFo6/0gqvDiW0HK0wYmbbxN/+1al91cqvo80OWa7J4rgNWq2qSq7wPbgbO9x3ZV3em1OlYDV4hbdOTjwCPe+fcDS3r4HowxI5gqRKMu5Ukih9aOHVBV5dLJW06toSGV+0xuFpFrgU3Av6pqDTANSFqBmQqvDGBXu/JzgIlArapGOzj+CCJyA3ADwPTp01OoujFmuEjcoQ4uoCTyaBUU2BrvQ0lvB+DvBWYBc4A9wA+98o5+rdqL8g6p6gpVLVHVkoKCgp7V2BjTp9q3CPqzhZAcUBKmTrVAMpT0Kpio6l5VjalqHPgFrhsLXMvimKRDi4DKo5TvB/JEJNCu3BgzhJWXu+y7iQCSyMZbXt4/r5fo2kpWWWldXENJr4KJiExJ2rwS2Oo9fwK4WkQyvFlaxwMvA68Ax4vITBFJxw3SP6GqCvwF+JR3/nXA472pkzEmNd1taSQvfZsIKIm07u3HMPqi9TI5u5AX3wqytSJIWkGQGWe4n5GqwjYBzQyu7kwNXgUsAPJFpAJYBiwQkTm4Lqkg8EUAVX1TRB4G3gKiwJdUNeZd52ZgDW5q8EpVfdN7iW8Cq0XkNuA14L4+e3fGmG4pL3eBIDEGkQgQmZlHzpZqv/RtYj315LTuPb3m0dxx8XLK0zq/lnV1DQ1dBhNVvaaD4k6/8FX1+8D3Oyh/Eniyg/KdtHaTGWMGWHJLA9wXdvICUu3v74C2S98mJAeSjq75mV+Usq3Srbf+q5q2mXu7mnrbUdp4G3wfWixrsDGjXHdbGsk6Wvp2zZrW4zu65jZCnFpUfHggPXHdYG2ww4DVUT2Ptm0Gl6VTMca0+fJP6CqQJFou//Ef7mdiDCUe7/yas2bBBx+0XXO9vwfvUzGQM9aGOwsmxphOWxodfXkmL32bkQFr18Ill7TdLi/v+Jrbt0NLS9sbECsrOx68H2wDPWNtuLNuLmNGufYtjeQxE+i4hbJggWuBrF3betwll7Run3MOPP00bNzYes0Xfga7d8O0ae7xfMU61lWEaSYMBUt5PwKrHx8aqxf2ZhxptLNgYswI19WSs8ktjUTgSHRPHW22lM939LGW555re82pUyGWAYEAzJgBf94dJpM8AD56cnGbMZTB1ptxpNHOgokxI1x3lpzt7Wypo83qan/NKbmF7CGIAi++hWuRAOnksGNHaxLHoaKrGWumLQsmxhigd7OlujOrK2H5wuWtXWpVQMFSPnpyMTt2tObbap8yZTB19d5MWxZMjDG90p2xllv+fGQXWygEY6cWMrWgbc6tQGDofEn3ZhxptLNgYozple6MtXTUxVacB+/XBNt0qQ3FLq7ejCONZhZMjDG9lspYS/LqhZsrNxOJRgDICmSx9LGlwODO7LK77nvGgokxI1x/Lznb2zvTk4PE0seWdjlJYDDYXffdZ8HEmBFusO/ZMKOD3QFvjDEmZdYyMcb0m/7uYjNDhwUTY0y/sS620cOCiTFm0FkLZvizYGLMCNNVLq6haKjWy3Rfd5btXQn8P2Cfqp7qld0J/A3QDOwAPq+qtSJSDLwNvOudvkFVb/TOOQsoA7JwKy5+RVVVRCYADwHFuCWAP62qNX3z9owZfbqTi2uwDceAZ46uO7O5yoDF7cqeAU5V1dOBbcAtSft2qOoc73FjUvm9wA3A8d4jcc1S4M+qejzwZ2/bGDOCJQJe+0dHAcYMD10GE1V9HqhuV7ZWVaPe5gag6GjXEJEpwFhVfUlVFXgAWOLtvgK433t+f1K5McaYYaIv7jP5B+CppO2ZIvKaiDwnIud7ZdOAiqRjKrwygMmqugfA+zmpsxcSkRtEZJOIbKqqquqDqhtjjOkLKQUTEfk2EAV+4xXtAaar6pnAvwAPishYoKMkBD1eoFNVV6hqiaqWFBQU9Lbaxph+Zmunjz69ns0lItfhBuYv8rquUNUmoMl7vllEdgAn4FoiyV1hRUCl93yviExR1T1ed9i+3tbJGDP402zLy92St4mkiIl07pmZLnmiGZl6FUxEZDHwTeACVW1IKi8AqlU1JiLH4gbad6pqtYjUi8g8YCNwLfDf3mlPANcBy72fj/f63RhjBnU2VHfXTh/sgGf6nmgX7U8RWQUsAPKBvcAy3OytDOCAd9gGVb1RRD4JfBfX9RUDlqnqH7zrlNA6Nfgp4J+9qcETgYeB6cCHwFWq2mbAvyMlJSW6adOmHr1ZY0aC5LToie2OFqGCnk217ei6vcmSm7ywVIKtnT50iMhmVS3p8+t2FUyGKgsmZjTqrAvppjdOY2yu/4jjY/EYb9z0Rq+v29uuKVX4zndat5cts0AyVPRXMLGswcYME8ldSGvWtG0BRKIRxmXkkZfpHuMy3COx4JRq54PgR7tuY2PPB887Wzt9mP7darrJ0qkYM0wkLx27YUNrN9K8efC/77b+5V9bCwcPQnY2aMB9iT/9NLzxBpx99pEtjaNdt6ddU7Z2+uhlwcSYIaqjlCOqbhwki+Wso5R6QrwfgX2H9nKoJYwqxFvSkUPHcugQ+PJcIPmNN3n/tNM6HgtJBJTkcY7efPHb2umjlwUTY4ao9jm2gkGItsDm3UHOA+oJodXFbH0BdFwaGf5MRCBCI1ljoK4OGmvhjjugqAg+9zlYvLjjL/TOuqZ6E1Bs7fTRycZMjBkGVKGlxXVV7XwfzjkHCvLdnb/VB6ClOcDBhkYiLY0camwmorWQUYvEswCYNavrQJLomlq2zP1MHkPpKVs7ffSxlokxw4AIHHcc7NsH4Wq4bUMpb8t68oq2IEBaBBpbmgm3NCL4SZcwLT4Qsnhn9lKqaguZ9/TyDgOKdU2ZvmDBxJghqHRdKes/XM+W0JY25dmFOeS2HMchQqSTwzEFeQAcQx4ffAAh/kpW03SmHVqC4MZIAF56J3h43KSjgGJdUyZVFkyMGQSdrecxObuQOy5ezp+2/YnqSDX1TeHDX+iq0NgUZybHuW2gpgbGj3c/wUuCJxAIwMknudYMwN4mOH0yZGV1HiCsa8qkwoKJMYOgowWsfvfaOvY3ricUDhGsDRLXOOFoBJ/4yPLn0hKFZo1w/NRCxhSEqP5rDu+Hatm1H9LTIXsMBKIt5EoO8YbW64rAtGnw9SUWIEz/sWBizBCgipva25RD7EAxAV8a6TqWcAtIWiNFmbOpqoLmrAo+X7Scf9+8lJnxhYxvdmMoM6bD+R+BFRt+zUxdiH+Ca50kd1tZIDH9yYKJMUOACOTmuucVFdAIhOM1qD8GGmNX5B3IgfqmQyz9TSk5hTB7NlxwAezcCbsq4LnnXMruY4rc7C0LHmYgWTAxph/1JHni4YDS4MZDVGL4JYAKaDSTaBQ03oxvbIgpOYUE8oN8eBD8E6HOW3puDPn4Jwb5oK7ttS0br+lvFkyMSVFnAaOj5IlPPw0ZGa3HJST219fDeMBPgKhEUIG4xmhobnTXJcCkSXCxLGdeFlxyCaxdCzOT6jMvy2ZimYFnwcSYFHQWMDIzoanJ3fin6qbj3nknPPQQnHQSbD7zHR4KP06MKPE4+H3QQgRi6cQD65gz7QRer3yLaHM6sXgzgUgh8RiMy8rB74OsTHjpJdi0yd3MOH++5cEyg8uCiTG91NFCUHfeCX/9q0tdsmiRO+Y3v4HVq92X/p49bkwke9Js/L5GogfzIA5pWUDOTmL+ME1pIY6bcB6hcIi9FTnE6nPIq1tIQT74GqGyLkjzNHcX/LZtbuzEbjY0g82CiTG91D7b7ksvwY4dbfeDCx7TpsGxx4LPB7+tLWXfmFUQaIYcd8yhwydB1O+nbEkZl/xsKTnNxZAJeZOhugZq6yAnH849Fy68EC67zG42NENDt4KJiKzErfe+T1VP9comAA8BxUAQ+LSq1oiIAPcAlwENwFJVfdU75zrg37zL3qaq93vlZ9G6CuOTwFd0uK7aZUaNxI2HqvA6gIAeBydMLWTjxuVs2ADbt0Namjve74err4Z1fwyxVxL/vJO/9V1ZY7QRESjIKoQTgkyZ4lo7vgngT4OzTyrk4x9vPctuNjRDQXdbJmXAT4AHkspKgT+r6nIRKfW2vwlcilv7/XjgHOBe4Bwv+CwDSnD/azaLyBOqWuMdcwOwARdMFuOW9jVmyAqFQ8wYV8yOHZCXVF7THEQVXnwRQiG46ipYEyvlTV+I//kjVI1ZD76od7TSNqC0evAflhOPuwH2YxNH58D8ab1fUteY/tKtrMGq+jzQfl32K4D7vef3A0uSyh9QZwOQJyJTgEXAM6pa7QWQZ4DF3r6xqvqS1xp5IOlaxgxZqq5bq6LCpXi/4ALXnbXzfdciSXzhr9VSdmY+wnv1W9jr20I8vRokueGtJFolKDS0RPjmM6WoukCSnM0eenYqAAAgAElEQVR3/vzUsvka019SGTOZrKp7AFR1j4hM8sqnAbuSjqvwyo5WXtFB+RFE5AZcC4bp06enUHVjUifiuq6KvJsEAV6rW8eetBBPFp/GhLMj1NRCXXQvGmtB/HlIVjoaT/cuwOEYcngb8EuAvYdCls3XDCv9MQDf0T/xztryRys/slB1BbACoKSkxP4uM4MqFIL8QOvd5qpQcyhMlj/HrXhYW8Rp0+Gl7WFafHX44plIeiPxQD2a+Fff7l+/Hz85GWMOb1s2XzNcpBJM9orIFK9VMgXY55VXAMckHVcEVHrlC9qVl3vlRR0cb8yA6s7d6m0G3WvWo01beLEapkzMYaYuRBXGjYVIo5t9VVML8QzA566VkQktAs1xadfV5REYkzambZENsJthIJVg8gRwHbDc+/l4UvnNIrIaNwBf5wWcNcDtIjLeO+4S4BZVrRaRehGZB2wErgX+O4V6GdNjHd18uGaNu1v9wgvdMaXrSvntm4+Qm+Hm88YCB2mIVlPfEKC2YSyHCCIZYabmFxJuDvNBLTRGQDPclODsbGhRyPLn4pcAUW0GiTEhawIAzbFmTi44mYXHLiRYGxycD8KYXuru1OBVuFZFvohU4GZlLQceFpHrgQ+Bq7zDn8RNC96Omxr8eQAvaHwPeMU77ruqmhjU/ydapwY/hc3kMgMo+ebDlR+WklUQorIS3n/f5co6vRam5Baypz7EgfqDfFD7AUr88PlxlEZqqdJ3mDgui3BzmB37PySaEyKaCfG0OiAK/kZEm4kBcWmGOPhIIzOQefha4ebwwH8AxvSBbgUTVb2mk10XdXCsAl/q5DorgZUdlG8CTu1OXYzpa8kD249tCJFXWYwC08dCLA6xA7CHIJWV0BSNEpPoEaN9cVqo5GWq9o7lxLFz0FiIzEAm6oeGeISoxojWFZI7IcyYMbD3YDV+zSE9DSIt7r6S5lgz4eYwwdqgJWY0w47dAW8MrQGl1EuNIsD557dO/a315hv6/XC4UZJ836H3vKUFdlfXQnqchthB/H7IGeMn0jSG3ENzmNBcSGB8iENsYdLYPMaPbx0DqW2sZU7hHMqWlA3EWzamT1kwMYbWMZJkO3a4mVoVSRPX09Jwi4a0OTlpf0s+Z45dwoFqOHgQ5s9zS+cGa4NcnVnGQw/B9vGl7CKMZEFd0rVy0nP6+m0ZM2AsmJhRLxFINmyAggJoyFzHngNhXq6oRHdHUVw3lo8AsaaIO6n9PSKe9HTYVwX1B2HmTBdIkmdfFRdDMcsJE+LUtOIjFrGygXczXFkwMaNe8s2B70fg9b1hWgLVNEs9xP34fAAxYrS4u847CSSIEvHt5UP/OmaMXcjHPtY6M6yyEjZWtd6A+NYvCtlaEWRvE0yd2hpQbKzEDFcWTMyop+puDozHofzZQv741zB17CNOCypCzC17iI8AAb8Qi9HJrbaCNmXRlB5CsoK8+FZroCjIKmxzJ/tDX1jOmjUuiC1YMKBv15h+YcHEjGqJ+0syMuDGzfPY3fguh+L1ILF2RwpxlJZoAJryQaKQXo+IDxEXiIgFkJoTmJJ7HJ/KKSO6D+bPanvvit3JbkYqCyZmVEkkR0x8uUcibqzk0fpSduS8SZxoB4EEd7e6xlHijN//Cf4mWsaaMUs5qbCYvdnr2Lk7TDwGOZPCHExfzyOxpYz1F7IgY3mbANLmkhZIzAhiwcSMCqrw3HPw8stw6qluGd1Ei+L39aVs8z9CjCaQeGcZ4Q87pgg+cw7s3gkt+yFUHWZseh6TJ8GECVDbCKelFVPVEjx897wxI50FEzPilZe7FkgipfuTT7q1039/0OXZqh23nmig2muRHCV/qLh5XbG6QrdUr5cnOz0dMnCBRMQ9Zs2CQF2/vzVjhgwLJmZES6RK2bjRDXbX1rq1Rl7KKSV6/CMQyCHuqwZ/xLVKOr2QgE/IkBwmvrac4AyIphdSR5BmXAqUXVUu/UpuRo51YZlRx4KJGVESWX2TbarczIeBEPH6cUTOh/jiXW799R7x4cPHcQXHsHAh7NoFC6LLmTcPVkWWEjtQ7BbJmgCzZvbd+zFmuLBgYkaUUDhEcV7x4W1VeG3PFuqj1eALQw7g72kgAdEM0sXHJ47/BN++EZ5/vjXL8OrHWxfHCgRsYN2MThZMzLDW0Rok63auI9wcJhyGQ4dgX/wd14Xla+xycB1oPUaFMZLPpMypNDZCZlaMOy5eDrRdtKowp5AP6oL4J7pzg7XudLsB0YwmFkzMsJPoygqFIBZrvTFwcnYhlZUQioSZNjGP2CE42ADxLC8BVg9aDBn+TDLI5cqim5gxw5V9UBdsc0wiiC1fuDz1N2XMMGfBxAw7oXCIGeOKie6HihDEMlw304tvBamqgri3UOEEt+YUVfU9uLgXIMakZTE+cyzkBfnAm5VlLQ1jOmfBxAxLiem34AbDKyrgLTbjz4jQGK/m0P7Q0S/Q4UXdj0x/JtPHTbd08Mb0gAUTMywFgxCNwgt71lHVECaaWUmTrxp/c4CYNgM+0iSNeNzXo+4tAEUJN4etJWJMD/h6e6KInCgiW5IeB0XkqyJyq4jsTiq/LOmcW0Rku4i8KyKLksoXe2XbRaQ01TdlRgbVjrdVXSD5cBdUHQzTUp9Hk9SAxIjFo7gbD2O0xFtcYNEuoommkX3oDAo5g9MnnUHR2CI+dfKnbCzEmB7odctEVd8F5gCIiB/YDTyKW/P9R6p6V/LxInIycDVwCjAVWCciJ3i7fwpcDFQAr4jIE6r6Vm/rZoa/RALG5CSJiSy7IlBe90v2aQMt2TWQnXRicl4tiXXZKvGRRnbaOM6eMYdAAAoL3diIBRJjeqavurkuAnao6gfS+ST7K4DVqtoEvC8i24GzvX3bVXUngIis9o61YDJKJe5a37ABVn5YSlZBiMpKqKqCmqzNhFq20RxrxltopFsCkoFfx7jsvrjFribLKXxBNrDs267M7g8xpvf6KphcDaxK2r5ZRK4FNgH/qqo1wDRgQ9IxFV4ZwK525ed09CIicgNwA8D06dP7puZmyEmkZ1eFxzaGqK7cThNhoi1QH98Nfi+IaACkmaOsVgUoEs8kp+VE5mQuIe5zKVVCjUEuDJehs1yLZ9GiDk43xnRbr8dMEkQkHbgc+K1XdC8wC9cFtgf4YeLQDk7Xo5QfWai6QlVLVLWkoKAgpXqboSuR4RfcP4S9sW3URUMc8oVokYO0aKP3LydxJ3tnyRkTgyw+Io2w/wD4BPLGwdQpcP31MH++awGtWXPkGI0xpvv6omVyKfCqqu4FSPwEEJFfAH/0NiuAY5LOKwIqveedlZtRJBFEEhl+774bdk2H5mkH3fiHTztea6RTPiBOOrlkZbpcjtOnuxsd/RPhwgtbA0hiLMYY0zt9EUyuIamLS0SmqOoeb/NKYKv3/AngQRG5GzcAfzzwMq5lcryIzMQN4l8NfLYP6mWGkUSaeHAtBb8f9u2D2tmbwdfU4+m9rofLneT3Q7of8jJcIJk1i8M3ItqKh8b0jZSCiYiMwc3C+mJS8Q9EZA6ujyGY2Keqb4rIw7iB9SjwJVWNede5GVgD+IGVqvpmKvUyw0tymvhzzoG3ppWy/rUQkbNAxwV7Hkg8mTKWllgjaelxcnLDpAWCbK2AvU0w94TWe0gskBiTOtFh2lFcUlKimzZtGuxqmD6SmPr7vZdK2Rj7H2IxweeDeKDu6OuMJItnkN9cQiArjC8zzKljzyMed7m7puQW8p8XLT88vXjBgn59O8YMWSKyWVVL+vq6dge8GRSq7pGY3fv1NaX85MX7aJIDEFAIQDdDCKgPRMj0j2HuuIXMm+eSMpYtKTsiq7B1aRnTPyyYmAFXXg6rVkFREXz72+Bflgb+aO/nFkoc1MeYtDHMm9c2WLQPHBZIjOkfFkzMgFKFhgZ47z144QWXFgVftHsnd3A7iV8ySGMMk30nU9yykB07WhNAGmMGjgUTM6BE4Lm0Up4777+ISyNvoj0aYBcRF08U/JLOKZNmA7BktgskttKhMYPDgonpd8nrsodC8H9VjxH3efOA1d0L0i3q0qL4/BDXGGPSMom7CYFHrHRoGX+NGVgWTEy/+9O2P+H3+VGF+npoiCWtVtXdmVriZ0x0KsdPPJa8PKhtrLX1RowZQiyYmH4XiUYoGltEbS1k+2k39tFZXq0k6qdgzASm5E4AqaW2EVtvxJghxoKJ6XOJbq3NlZuJRCMEa4NUHNyNxn34WnLB30VrJDm+CCwq/DsK28UNSxNvzNBiwcT0ucQa7VtCW8iJF+HT3WT4M4hKlDTNpPGIhkjb1kmGZDN5bD4icKDhAE/fWDaAtTfG9IYFE9OnVOG3r/+JODFivjDxuJ+YNtLS5PJrjYM2rY6OurjiqjRGGxEBv88/cJU3xvSaBRPTK8kztBKee28z8ThEqEGimWgg3jrrVwWIE25qhHQfxNMBJTsym4ICqGzaRkyjjGM6mZmQleFOK84rHrg3ZYzpNQsmpldC4VCbL3pVEN1CUwR84iMQCNAU96Fxn1tERP2AIocKSUtrJNufT7wpi8zwHPJy4WOnzzk8DmL3iRgz/FgwMb22buc6ws3hw/mvauIf0uKHWCyGH5KWPgvgi48h7msge9cSxgeC/OziMhYtgttvh+3b4epzYNFCu+HQmOHKgonptuSurfUfrqc6Ug2xdPykc/KUY8kIhEj3w6EwtMSjIAoSBZS4rwmfD7KmBInVFR4OQN/6Fqxda4tTGTPcWTAx3banPsTM8cUAbAltob4pDPFMDjU1UlPjuroO1gP4oSGfjDQIpEGkpZG0utmMKazgl58o48EHYetWuPRSlzXYMvkaM/xZMDHd8uMfw1/roPhj7ou/vh7qDkJWANLS3POaFreSIYEAgeyDBNKgsQlIayEwoYJcXz6XXeYCSFZWawCxQGLM8JdyMBGRIFAPxICoqpaIyATgIaAYt9rip1W1RkQEuAe4DGgAlqrqq951rgP+zbvsbap6f6p1M93Tfs2P9tvxOITDsC28mbuef5L0jCgHIw3Efc00qeCLQkMsTjwOPj9Myp7KpKbzIAb1EZg+vpA/37IcvzfLd/FiCyDGjDR91TK5UFX3J22XAn9W1eUiUuptfxO4FLf2+/HAOcC9wDle8FkGlOCGbTeLyBOqWtNH9TOdKC93S+YmupoSKx4mr0bo87mxjbu/FyHc5CMWGUuAscQy9uMnQDTeRFpkKic2L2H8BEjLDXJuY5m7Xg7c+u2jrzFijBn+erscUVeuABIti/uBJUnlD6izAcgTkSnAIuAZVa32AsgzwOJ+qpvxJNZe37DBBZBEINmwASIRt50gAuPzkraBMZl+YholTgwywpx5YZC0/CB73itkx47WFk7i2saYkasvWiYKrBURBf5HVVcAk1V1D4Cq7hGRSd6x04BdSedWeGWdlbchIjcANwBMnz69D6o+uom4Fgm4ALJhg3teHihl/Y4Qqx9rba3s3g0V++uI+1zKdwWaG7IIAAHizEo7j6szy9Bj4cENcPrp8PWvtwYnsIF2Y0ayvggm56pqpRcwnhGRd45ybEdfJXqU8rYFLlCtACgpKbG/dftAIqAkvvBVIZAXIrq/mFimW7Vw+3bYsRk0fxz5OTmcOD2Pd96FumoYlweFM2qZFIeNG2HMGPjsZ91MreRgZVN/jRnZUg4mqlrp/dwnIo8CZwN7RWSK1yqZAuzzDq8Ajkk6vQio9MoXtCsvT7VupnOqrd1Qn15RyjZCh8P6vvr1ZI3Zws6KHHZVLESACROhLgcmT3LnFE5218nJdttTp8K8WS5oXHBB25la1iIxZuRLKZiISDbgU9V67/klwHeBJ4DrgOXez8e9U54AbhaR1bgB+Dov4KwBbheR8d5xlwC3pFI307nycli1CqZNg9/VlbIt7RHGZeVwqMHtj0SryZBmcvxQUw2h7HVMmRUmXrefD+sOsLNmBwD+cX5ys/OJxbOYklvIoos6DhoWSIwZ+VJtmUwGHnUzfgkAD6rq0yLyCvCwiFwPfAhc5R3/JG5a8Hbc1ODPA6hqtYh8D3jFO+67qlqdYt1MB1ShoQFefhlqauDgRSEapwVpjCtkeQdJnAZqaNBKsg4uoSUnTLwhjxnjirnypCWHrxWsDdpKh8YYIMVgoqo7gTM6KD8AXNRBuQJf6uRaK4GVqdTHdC3R7XT7K6W8tz3EoUmPgzeofuTBcc49F16qcTcp+mJH3oNijDFgd8CPGvG4CwKf+1UpVZEQe/LWEyjKgcChpKPaL6GrBPKDSEMYH5CdlmOBxBjTIQsmo8D0780j1PIO/kCMZo2A+ogThTSXFv5IfiCO4OOarDKYvpTivGILJMaYTlkwGcHm/XIeL+9+BdU4+KAljjcJ2+vW8kXbneEFFlXwKT58bNgAlQVQnIcxxnTKgskIVbqulI0VG4/c0dndOQLEfSCKz+cHfGSlZTBvLmyrLOSDuuARpxTmFPZhjY0xw5kFkxFEtXXNkfUfru/2eSI+lDjic7HG73PrsOdm5LJoESyW5f1XaWPMiGDBZIT4y1/glVfgx/X3oRIj7g93fZI3BpKh48DXwtRxkxmTlsVZU886vISuMcZ0hwWTYSzRCqmshPVVfyISqwN/i9vZnWQzCj7xc27+5UwaU8iD/2DBwxjTOxZMhrFQOMSjr6/jYDwEEut5DmgFfzyHNf9UdnitEWOM6Y3+SkFv+lkit1Y4vt8Fkh5fAHzRcRSmzbZAYoxJmbVMhqHycvjZtlI2R9YT9zV3r0sLWu9JjAUoebqFa66Bf/mX/qunMWb0sGAyzCQWtNpWGULH5OBDiIt2EVDcSPsfS+KouvXXL/yOW0HRGGP6ggWTYSaRW+uHOyBUBfHunKSCjwDZ2W3TwxtjTF+xv02HoMR4SGfbifVD0sihO31caeTykaIzWbDAAokxpn9Yy2SIKS936eFPOQUuu8yVPf00vP46zJsHCxa4wFJZCceykN2xV1FfI0i7oKIQiOZzxfTr+e0Nyy2IGGP6lQWTIUQVIhF46CFoaYFfVZRS2xJi50639khBNcyvgUhVIVVVcGoRnHxwLvvrwzQ1QUYGZOeFmek/j/zMQpYWLbflco0xA8KCySBL7r4qXVdKZUOI1y57GPU18sYeb+dY96gFat8rIE3HkpuTj38ilOQfd7il4vPBmccX8p8XuZaIrT1ijBkoFkwGUaJLSxWeainl+ZYfoWjrXezJ1A++GCI+CsbmcMbk2dx/ZVnr7g4ChwUSY8xA6XUwEZFjgAeAQtykohWqeo+I3Ap8AajyDv2Wqj7pnXMLcD0uB/qXVXWNV74YuAe3kMYvVXXE5/X45jOlbH43xM4QNERg/8TH0UBz5yd4gUHa/Ty82wKHMWYQpdIyiQL/qqqvikgusFlEnvH2/UhV70o+WEROBq4GTgGmAutE5ARv90+Bi4EK4BUReUJV30qhbkPek+/9CZ/fD4XQWAMx/8Gjn6CAtO0WM8aYoaLXwURV9wB7vOf1IvI2MO0op1wBrFbVJuB9EdkOnO3t2+6tJ4+IrPaOHXHBJLkrKhKNMC23CBqhphFI784F+rN2xhjTe31yn4mIFANnAonVmG4Wkb+KyEoRGe+VTQN2JZ1W4ZV1Vt7R69wgIptEZFNVVVVHhwxZ5eWwZo1bix1cYKmuhr173QyurrlI0hxrJic9p7+qaYwxvZLyALyI5AC/A76qqgdF5F7ge7hvv+8BPwT+gcO9/m0oHQe0Dv8GV9UVwAqAkpKSYfN3uqqXS2tbiPqNm8nNixCsDUJ8N/GAD19eLl3eyy5xEB9FY6dx3ITjbJVDY8yQklIwEZE0XCD5jar+HkBV9ybt/wXwR2+zAjgm6fQioNJ73ln5sJZYb2Rz5Wa2HwgSG5NGSzzMgeo04qIIcUT8ZKVlcqh9qE1sK2TE83lyQRUf//hAvwNjjOmeXndziYgA9wFvq+rdSeVTkg67EtjqPX8CuFpEMkRkJnA88DLwCnC8iMwUkXTcIP0Tva3XUBIKhyjOK6bhkB9/PJss31h8mo7GBeI+lBi+QIxARiOoz03/VR9p8fFk+8aTlzGecZnj+Mr511sgMcYMaam0TM4F/h54Q0S2eGXfAq4RkTm4rqog8EUAVX1TRB7GDaxHgS+pagxARG4G1uCmBq9U1TdTqNeQksirpQrRKKiAxgEdA4FmMn1ZSEMhgUAj+Vn5pPuy8O87C4BjZ8JZJxZyx8Ujfqa0MWaYEx2mc01LSkp006ZNg12NI5SuK2VPfQgRWP/henLSc/ig9kPCTU34IgU0B/YD4G/KR9IayZVC5mYtgbwgz3ypDHC5uN54A84+2+XiMsaYviIim1W1pK+va3fA95HEtN8t20PkB4qZNQu2pG9hXEYexEIokcMzuUQgOxuaYqAxmDwZAvmt04YXL3YPuxHRGDNcWDBJkSo895ybrZVVEOL1mvXEm7awbjcc8n9Ipq+a5hZAfai/EZ+4dCnNcpC4v4W0QIz90SBn5rbOzrIgYowZbiyYpKC8HBoa3Jf/tsoQp0gxmb4tRJryaIxALKea+kAYvwRAfYzNzGF8Xg6xpizGNZzFWF8h3zlvuQ2uG2OGPQsmvfDNZ0qpPBjima2bORCtIJAWpVki/LUigGocSUsj0z+RgsCxNFHLoulLqGwIsuafyvD5XGtmzRqXMv7CCwf73RhjTOosmPTQxNunUt28p7XAD9HE/YYSg1g24gMJNB++VSQWcysjJtZcTyy9a91ZxpiRwpbt7QZVlwbl2Wehtnn/UY8V/Cgx4tLMuMm1SEaYrRVBIlWFRyy9a4wxI4W1TLpQXg5XrZlHXdo74I8Rp4O1RpKMTRtPlEaytZDT0pbgnx3kmqwyW/HQGDOiWTA5ilgMLvyLQIZX0I1bchqjjQTSm/EFwuyPBpmTW8iiiyyQGGNGNgsmHVCFC79fyktN97l78ntgbPNs/IFaLpk9p81KiMYYM5JZMGkn8J00Yhp1Gz0MJAAtWRVkZ2UxJdey+hpjRg8LJklkmXScKL+b/JEp/H7xdpvua4wZdUZ9MIlG3SJVZ/50Xq8CyXiZxUcmncfpxxbyg0uW29iIMWZUGtXBZPzX51Gb7S0O2ZsgoMKiYz7Fqustq68xZnQbtcFElvkgO7WMybPHnm2BxBhjGKXBJKWxERVOyDmbd762wbq0jDHGM+qCyd69pBBIYHrgbN79+oa+rJIxxgx7QyaYiMhi4B7chNxfqmq/9B9NnowLJj3t4VKILdPD+bWMMca0GhJfjSLiB34KXAqcjFv69+T+fdFuHhdPp6D5HPQ7FkiMMaYzQ6VlcjawXVV3AojIauAK3Hrx/aM7LROF6LIm/L24edEYY0aTofK39jRgV9J2hVfWhojcICKbRGRTVVVVr15o7166DiQKJ2S71ogFEmOM6dpQaZl01Ol0xFe+qq4AVgCUlJT0al7v5MnelROvmPiprT/jt6rN1DLGmB4YKsGkAjgmabsIqOyvF9PvKHv3wtixkJXlytpvG2OM6b6hEkxeAY4XkZnAbuBq4LP9+YKTJx992xhjTPcNiWCiqlERuRlYg5savFJV3xzkahljjOmmIRFMAFT1SeDJwa6HMcaYnhsqs7mMMcYMYxZMjDHGpMyCiTHGmJRZMDHGGJMyCybGGGNSJqqpLRA1WESkCvigF6fmA/v7uDp9yeqXGqtfaqx+qRkO9ctW1YK+vvCwDSa9JSKbVLVksOvRGatfaqx+qbH6pWY018+6uYwxxqTMgokxxpiUjcZgsmKwK9AFq19qrH6psfqlZtTWb9SNmRhjjOl7o7FlYowxpo9ZMDHGGJOyURVMRGSxiLwrIttFpHSAXvMYEfmLiLwtIm+KyFe88ltFZLeIbPEelyWdc4tXx3dFZNFA1F9EgiLyhleXTV7ZBBF5RkTe836O98pFRP7Lq8dfRWRu0nWu845/T0Su66O6nZj0OW0RkYMi8tXB/AxFZKWI7BORrUllffZ5ichZ3u9ju3duj9b+7KR+d4rIO14dHhWRPK+8WEQiSZ/jz7uqR2fvNcX69dnvU0RmishGr34PiUh6H9TvoaS6BUVky2B8ftL5d8rg/vtT1VHxwK2TsgM4FkgHXgdOHoDXnQLM9Z7nAtuAk4Fbga91cPzJXt0ygJlenf39XX8gCOS3K/sBUOo9LwXu8J5fBjyFW/R4HrDRK58A7PR+jveej++H32MImDGYnyHwMWAusLU/Pi/gZWC+d85TwKV9UL9LgID3/I6k+hUnH9fuOh3Wo7P3mmL9+uz3CTwMXO09/znwT6nWr93+HwL/MRifH51/pwzqv7/R1DI5G9iuqjtVtRlYDVzR3y+qqntU9VXveT3wNjDtKKdcAaxW1SZVfR/Yjqv7YNT/CuB+7/n9wJKk8gfU2QDkicgU/v/2zuQ1iiCKw1+hIriiEkWi4gJevKjkpvGgB+N6UBDEkxFE1IN6zX+gFw+KgiCixIW4gEeDh3hwJXEX3A9GhxE3vBp9HuoN1gzTM5qunh7J+6CZ6kql+levtq56TTesBnpF5IuIfAV6gY7ImlYBr0Wk1tsPMrehiNwAvlS5bmp76d8micgt8T37dJDXsPWJyDURGdLT2/jPYydSR0dSWYetrwb/VJ96F70SuJiFPs1/C3CuVh5Z2a/GmJJr+xtJk0kr8C44H6T2oB4d59xcYAlwR6P26rLzZLDMTdKZtX4Brjnn+p1zOzVuhogUwDdgYHrOGsF/0jnsxM1kw1j2atVwVjoBOvF3nCXmOefuO+f6nHPtge4kHUllTUuM+pwGfAsmztj2aweKIvIyiMvFfhVjSq7tbyRNJtX2/Br2XLRzbgJwCdgnIt+BY8ACYDFQwC+bIVln1vqXichSYA2wxzm3okbaXDTqvvdGoEejms2GSfyrnqzt2AUMAd0aVQDmiMgS4ABw1jk3KWsdVYhVn1nr3kr5DU0u9qsypiQmTSM0piwAAAIASURBVNAR1X4jaTIZBGYH57OAD424sHNuDL7Su0XkMoCIFEXkp4j8Ak7gl+y1dGaqX0Q+6O9H4IrqKeqSt7Rk/5inRvxENyAiRdXaVDYknr0GKd+CiqZTnazrgW26hYFuH33WcD/eD7Gwjo6ksg6biPX5Cb+VM7oiPjWa5ybgQqC74farNqbUyLMx7e9vnT7/+4H/3v0bvAOv5Kxb1IDrOvye4+GK+JlBeD9+TxhgEeXOxjd4R2Nm+oHxwMQgfBPv6zhEuUPvoIbXUe7Quyt/HHpv8c68KRqeGtGW54HtzWJDKhyvMe0F3NO0JQfo2gj6OoBnQEtFuhZglIbnA+/r6Ugqa0p90eoTv3oNHfC70+oLbNiXp/1IHlNybX9ROvn/cuCfaniBv3PoatA1l+OXiI+AB3qsBc4AjzX+akVH6lKNzwmeoshKv3aAh3o8LeWN33u+DrzU31JDc8BR1fEYaAvy6sQ7SF8RDPwRNI4DPgOTg7jcbIjf5igAP/B3cjti2gtoA57o/xxB31aRUt8r/B55qR0e17Sbtd4fAgPAhno6ksqaUl+0+tQ2fVfL3AOMTatP408BuyrSNtR+JI8pubY/e52KYRiGkZqR5DMxDMMwMsImE8MwDCM1NpkYhmEYqbHJxDAMw0iNTSaGYRhGamwyMQzDMFJjk4lhGIaRmt+HDA6md6t5RAAAAABJRU5ErkJggg==
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<h1 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h1><p>While none of the models performed astonishingly well, the ensemble strategies appeared to perform best. We were successful in leveraging the included GLD features to predict values of BTC with a RMSE of about 5% - relatively close given intense volatility in the value of BTC in the past 5 years. The final model is able to predict 1 day in advance given the features under use.</p>
<p>The relative ease at which different models can be created provides a multitude of opportunities to delve deeper into the feature-importance and prediction quality information.  Further, the included python code in <code>data_engineering.py</code> provides flexibility for future use and enhancement.  There certainly additional data sources that could yield finer prediction. Finally, there are several additional package options that provide enhanced parameter-selection methods that have not yet been explored and have the possibility of improving prediction results and performance overall.</p>
<h3 id="Reference-and-Sources:">Reference and Sources:<a class="anchor-link" href="#Reference-and-Sources:">&#182;</a></h3><ul>
<li><a href="http://www.spdrgoldshares.com/media/GLD/file/ETF-GLD_20171231.pdf">SPDR Gold Shares Fact Sheet</a></li>
<li><a href="http://blog.datadive.net/selecting-good-features-part-iii-random-forests/">Selecting Features for RandomForrest, datadive.net</a></li>
<li><a href="http://www.lbma.org.uk/lbma-gold-price">LMBA Gold Price</a></li>
<li><a href="http://blog.datadive.net/selecting-good-features-part-iii-random-forests/">Diving Into Data: Selecting Good Features</a></li>
<li><a href="http://colah.github.io/posts/2015-08-Understanding-LSTMs/">Colah's Blog: Understanding LSTM Networks</a></li>
<li><a href="https://machinelearningmastery.com/multivariate-time-series-forecasting-lstms-keras/">Machine Learning Mastery: Multivariate Time Series Forecasting with LSTMs in Keras</a></li>
<li><a href="https://dashee87.github.io/deep%20learning/python/predicting-cryptocurrency-prices-with-deep-learning/">David Sheehan Blog: Predicting Cryptocurrency Prices With Deep Learning</a></li>
<li><a href="http://scikit-learn.org/stable/modules/classes.html#module-sklearn.ensemble">sklearn.ensemble</a></li>
<li><a href="https://en.wikipedia.org/wiki/SPDR">Wikipedia: SPDR ETFs</a></li>
<li><a href="https://en.wikipedia.org/wiki/Gradient_boosting">Wikipedia: Gradient Boosting</a></li>
<li><a href="https://en.wikipedia.org/wiki/Random_forest">Wikipedia: Random Forest</a></li>
<li><a href="https://en.wikipedia.org/wiki/Ensemble_learning">Wikipedia: Ensemble Learning</a></li>
<li><a href="https://en.wikipedia.org/wiki/Long_short-term_memory">Wikipedia: Long short-term memory (LSTM)</a></li>
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