risk-and-returns.html

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<title>notebook</title>

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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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

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<style type="text/css">
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<h2 id="1.-Meet-Professor-William-Sharpe">1. Meet Professor William Sharpe<a class="anchor-link" href="#1.-Meet-Professor-William-Sharpe">&#182;</a></h2><p>An investment may make sense if we expect it to return more money than it costs. But returns are only part of the story because they are risky - there may be a range of possible outcomes. How does one compare different investments that may deliver similar results on average, but exhibit different levels of risks?</p>
<p><img style="float: left ; margin: 5px 20px 5px 1px;" width="200" src="https://assets.datacamp.com/production/project_66/img/sharpe.jpeg"></p>
<p>Enter William Sharpe. He introduced the <a href="https://web.stanford.edu/~wfsharpe/art/sr/sr.htm"><em>reward-to-variability ratio</em></a> in 1966 that soon came to be called the Sharpe Ratio. It compares the expected returns for two investment opportunities and calculates the additional return per unit of risk an investor could obtain by choosing one over the other. In particular, it looks at the difference in returns for two investments and compares the average difference to the standard deviation (as a measure of risk) of this difference. A higher Sharpe ratio means that the reward will be higher for a given amount of risk. It is common to compare a specific opportunity against a benchmark that represents an entire category of investments.</p>
<p>The Sharpe ratio has been one of the most popular risk/return measures in finance, not least because it's so simple to use. It also helped that Professor Sharpe won a Nobel Memorial Prize in Economics in 1990 for his work on the capital asset pricing model (CAPM).</p>
<p>The Sharpe ratio is usually calculated for a portfolio and uses the risk-free interest rate as benchmark. We will simplify our example and use stocks instead of a portfolio. We will also use a stock index as benchmark rather than the risk-free interest rate because both are readily available at daily frequencies and we do not have to get into converting interest rates from annual to daily frequency. Just keep in mind that you would run the same calculation with portfolio returns and your risk-free rate of choice, e.g, the <a href="https://fred.stlouisfed.org/series/TB3MS">3-month Treasury Bill Rate</a>. </p>
<p>So let's learn about the Sharpe ratio by calculating it for the stocks of the two tech giants Facebook and Amazon. As benchmark we'll use the S&amp;P 500 that measures the performance of the 500 largest stocks in the US. When we use a stock index instead of the risk-free rate, the result is called the Information Ratio and is used to benchmark the return on active portfolio management because it tells you how much more return for a given unit of risk your portfolio manager earned relative to just putting your money into a low-cost index fund.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importing required modules</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>

<span class="c1"># Settings to produce nice plots in a Jupyter notebook</span>
<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;fivethirtyeight&#39;</span><span class="p">)</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="c1"># Reading in the data</span>
<span class="n">stock_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;datasets/stock_data.csv&#39;</span><span class="p">,</span> <span class="n">parse_dates</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;Date&quot;</span><span class="p">],</span> <span class="n">index_col</span><span class="o">=</span><span class="s1">&#39;Date&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
<span class="n">benchmark_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;datasets/benchmark_data.csv&#39;</span><span class="p">,</span> <span class="n">parse_dates</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;Date&quot;</span><span class="p">],</span> <span class="n">index_col</span><span class="o">=</span><span class="s1">&#39;Date&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span> 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_benchmark_data():
    assert isinstance(benchmark_data, pd.core.frame.DataFrame), \
        &#39;Did you import the benchmark_data as a DataFrame?&#39;

def test_stock_data():
    assert isinstance(stock_data, pd.core.frame.DataFrame), \
        &#39;Did you import the stock_data as a DataFrame?&#39;

def test_benchmark_index():
    assert isinstance(benchmark_data.index, pd.core.indexes.datetimes.DatetimeIndex), \
        &quot;Did you set the &#39;Date&#39; column as Index for the benchmark_data?&quot;

def test_stock_index():
    assert isinstance(stock_data.index, pd.core.indexes.datetimes.DatetimeIndex), \
        &quot;Did you set the &#39;Date&#39; column as Index for the stock_data?&quot;

def test_stock_data_shape():
    assert stock_data.shape == (252, 2), \
        &quot;Did you use .dropna() on the stock_data?&quot;

def test_stock_benchmark_shape():
    assert benchmark_data.shape == (252, 1), \
        &quot;Did you use .dropna() on the benchmark_data?&quot;
    
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<pre>6/6 tests passed
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<h2 id="2.-A-first-glance-at-the-data">2. A first glance at the data<a class="anchor-link" href="#2.-A-first-glance-at-the-data">&#182;</a></h2><p>Let's take a look the data to find out how many observations and variables we have at our disposal.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Display summary for stock_data</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Stocks</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="c1"># ... YOUR CODE FOR TASK 2 HERE ...</span>
<span class="n">stock_data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">stock_data</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
<span class="c1"># Display summary for benchmark_data</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">Benchmarks</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="c1"># ... YOUR CODE FOR TASK 2 HERE ...</span>
<span class="n">benchmark_data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">benchmark_data</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
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<pre>Stocks

&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
DatetimeIndex: 252 entries, 2016-01-04 to 2016-12-30
Data columns (total 2 columns):
Amazon      252 non-null float64
Facebook    252 non-null float64
dtypes: float64(2)
memory usage: 5.9 KB
                Amazon    Facebook
Date                              
2016-01-04  636.989990  102.220001
2016-01-05  633.789978  102.730003
2016-01-06  632.650024  102.970001
2016-01-07  607.940002   97.919998
2016-01-08  607.049988   97.330002

Benchmarks

&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
DatetimeIndex: 252 entries, 2016-01-04 to 2016-12-30
Data columns (total 1 columns):
S&amp;P 500    252 non-null float64
dtypes: float64(1)
memory usage: 3.9 KB
            S&amp;P 500
Date               
2016-01-04  2012.66
2016-01-05  2016.71
2016-01-06  1990.26
2016-01-07  1943.09
2016-01-08  1922.03
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_nothing():
    pass
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<pre>1/1 tests passed
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<h2 id="3.-Plot-&amp;-summarize-daily-prices-for-Amazon-and-Facebook">3. Plot &amp; summarize daily prices for Amazon and Facebook<a class="anchor-link" href="#3.-Plot-&amp;-summarize-daily-prices-for-Amazon-and-Facebook">&#182;</a></h2><p>Before we compare an investment in either Facebook or Amazon with the index of the 500 largest companies in the US, let's visualize the data, so we better understand what we're dealing with.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># visualize the stock_data</span>
<span class="c1"># ... YOUR CODE FOR TASK 3 HERE ...</span>
<span class="n">stock_data</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">subplots</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Stock Data&#39;</span><span class="p">)</span>

<span class="c1"># summarize the stock_data</span>
<span class="c1"># ... YOUR CODE FOR TASK 3 HERE ...</span>
<span class="n">stock_data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
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    <tr style="text-align: right;">
      <th></th>
      <th>Amazon</th>
      <th>Facebook</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>252.000000</td>
      <td>252.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>699.523135</td>
      <td>117.035873</td>
    </tr>
    <tr>
      <th>std</th>
      <td>92.362312</td>
      <td>8.899858</td>
    </tr>
    <tr>
      <th>min</th>
      <td>482.070007</td>
      <td>94.160004</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>606.929993</td>
      <td>112.202499</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>727.875000</td>
      <td>117.765000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>767.882492</td>
      <td>123.902503</td>
    </tr>
    <tr>
      <th>max</th>
      <td>844.359985</td>
      <td>133.279999</td>
    </tr>
  </tbody>
</table>
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
"
>
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<div class="prompt input_prompt">In&nbsp;[24]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_nothing():
    pass
</pre></div>

    </div>
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</div>

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


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    <div class="prompt output_prompt">Out[24]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>1/1 tests passed
</pre>
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<h2 id="4.-Visualize-&amp;-summarize-daily-values-for-the-S&amp;P-500">4. Visualize &amp; summarize daily values for the S&amp;P 500<a class="anchor-link" href="#4.-Visualize-&amp;-summarize-daily-values-for-the-S&amp;P-500">&#182;</a></h2><p>Let's also take a closer look at the value of the S&amp;P 500, our benchmark.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot the benchmark_data</span>
<span class="c1"># ... YOUR CODE FOR TASK 4 HERE ...</span>
<span class="n">benchmark_data</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;S&amp;P 500&#39;</span><span class="p">)</span>

<span class="c1"># summarize the benchmark_data</span>
<span class="c1"># ... YOUR CODE FOR TASK 4 HERE ...</span>
<span class="n">benchmark_data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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      <th>S&amp;P 500</th>
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      <th>count</th>
      <td>252.000000</td>
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      <th>mean</th>
      <td>2094.651310</td>
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      <th>std</th>
      <td>101.427615</td>
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      <th>min</th>
      <td>1829.080000</td>
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      <th>25%</th>
      <td>2047.060000</td>
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      <th>50%</th>
      <td>2104.105000</td>
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      <th>75%</th>
      <td>2169.075000</td>
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      <th>max</th>
      <td>2271.720000</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_nothing():
    pass
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<pre>1/1 tests passed
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<h2 id="5.-The-inputs-for-the-Sharpe-Ratio:-Starting-with-Daily-Stock-Returns">5. The inputs for the Sharpe Ratio: Starting with Daily Stock Returns<a class="anchor-link" href="#5.-The-inputs-for-the-Sharpe-Ratio:-Starting-with-Daily-Stock-Returns">&#182;</a></h2><p>The Sharpe Ratio uses the difference in returns between the two investment opportunities under consideration.</p>
<p>However, our data show the historical value of each investment, not the return. To calculate the return, we need to calculate the percentage change in value from one day to the next. We'll also take a look at the summary statistics because these will become our inputs as we calculate the Sharpe Ratio. Can you already guess the result?</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># calculate daily stock_data returns</span>
<span class="n">stock_returns</span> <span class="o">=</span> <span class="n">stock_data</span><span class="o">.</span><span class="n">pct_change</span><span class="p">()</span>

<span class="c1"># plot the daily returns</span>
<span class="c1"># ... YOUR CODE FOR TASK 5 HERE ...</span>
<span class="n">stock_returns</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>

<span class="c1"># summarize the daily returns</span>
<span class="c1"># ... YOUR CODE FOR TASK 5 HERE ...</span>
<span class="n">stock_returns</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[5]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Amazon</th>
      <th>Facebook</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>251.000000</td>
      <td>251.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>0.000818</td>
      <td>0.000626</td>
    </tr>
    <tr>
      <th>std</th>
      <td>0.018383</td>
      <td>0.017840</td>
    </tr>
    <tr>
      <th>min</th>
      <td>-0.076100</td>
      <td>-0.058105</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>-0.007211</td>
      <td>-0.007220</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>0.000857</td>
      <td>0.000879</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>0.009224</td>
      <td>0.008108</td>
    </tr>
    <tr>
      <th>max</th>
      <td>0.095664</td>
      <td>0.155214</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
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<div class="prompt input_prompt">In&nbsp;[28]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_stock_returns():
    assert stock_returns.equals(stock_data.pct_change()), \
    &#39;Did you use pct_change()?&#39;
</pre></div>

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    <div class="prompt output_prompt">Out[28]:</div>


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<pre>1/1 tests passed
</pre>
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<h2 id="6.-Daily-S&amp;P-500-returns">6. Daily S&amp;P 500 returns<a class="anchor-link" href="#6.-Daily-S&amp;P-500-returns">&#182;</a></h2><p>For the S&amp;P 500, calculating daily returns works just the same way, we just need to make sure we select it as a <code>Series</code> using single brackets <code>[]</code> and not as a <code>DataFrame</code> to facilitate the calculations in the next step.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># calculate daily benchmark_data returns</span>
<span class="c1"># ... YOUR CODE FOR TASK 6 HERE ...</span>
<span class="n">sp_returns</span> <span class="o">=</span><span class="n">benchmark_data</span><span class="p">[</span><span class="s1">&#39;S&amp;P 500&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">pct_change</span><span class="p">()</span>

<span class="c1"># plot the daily returns</span>
<span class="c1"># ... YOUR CODE FOR TASK 6 HERE ...</span>
<span class="n">sp_returns</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>

<span class="c1"># summarize the daily returns</span>
<span class="c1"># ... YOUR CODE FOR TASK 6 HERE ...</span>
<span class="n">sp_returns</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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<pre>count    251.000000
mean       0.000458
std        0.008205
min       -0.035920
25%       -0.002949
50%        0.000205
75%        0.004497
max        0.024760
Name: S&amp;P 500, dtype: float64</pre>
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rEQ0E0aTri+iyN+18n9u9KJp/brkw0iKke8Jq66Z9kQjQZ1NLBJKfWSUmoS+A1wjm2fc4CrMn//FjhFREQpNaKUuo+0oJoT3AVU8N/zriSh8UEFdJDqE3W986Ag2kULNw9Oa7dPpRQX3NXL3TsmGEsqftUxyl92Rr+ejy64Ifuef+TuPo65rovDf9vJPTtyH6+qEhu29VF8+vsw5cMHVQkalFPgytCU4nMP6DUlLy1lLvHWoIpz3vK9Iv6IIopvNfCq5fM24BinfZRS0yIyACwGeoKcqKOjI3DjvI7Z3hsDanO2bdy0iZoYbB0VoC7Q+fpHx13POT5Zi3Ve8MrLLzPQnwD8FyudnJrCPrfY+sqrNPTNDlzbuuNATd6xz2zcjEMZuMD07q7C3u6Ojg7u7InzQGfuuf+6aSdrR/UCzS/26/rqWP79eWnry3RsEa7bmr6nw9OKf7q3m2uOmBVSceqYstUQCfNs+WVHZ/696O3rR3fPh8cnZ9qyeUT//HVs76JDCruW5YDbNd/VnQD0D+pz/dOZY+tztk+linsfw9LR0cHWLv37mOXFzVsYrYtenIyN1QDxvPYUg7C/297e7vjdvAozd+uIjo6ODs9jNr0yBs/15mzba++9qU/EmOqbgse7Ap1TJappb1/r+H38yV3A7HRprz3Xs3R6FLb5r5EViyewGwtXrVlD+7LZF+Dx2Ci82Jd37NI169mnJZrK3W3Dg/Bqbrvb29u5qm8AyC2x0rxoCe3tTaHPpbuX031T8Fju/Vmzdh23b58AZtfQemk0lnNszcM7GLeF8gd9toKwWI1AR+6sv7mlFXbk++xUomrm+RnbPQlPdOftE2taRHt7S3EaWyK83s3mkUHY6vxOtLe3U//gjjyLQDHvYxiy/WxOjgDOPrIVa/egvS36ivo1L3TBcO5aWsW4Rn7G2jBEYezYDlhH5DWZbdp9RCQBtAC7Izh3wbiZ+MKEH3utB6UrFpsIHCSRv81ujnRqe9BAiUe6Jjnwmp0su2p7Xl0vJ3SVGYrhBHYy8XmZWas1OUTFjEDU3Qqn01l9L06XrFgmvvFpxa2vjrOhd+4XB/QTWVk7j5aO8DTxFckROt9NfFEIqEeAdhHZU0SqgfcAN9j2uQG4IPP3O4E7Valjkh3QvQcF+aCC5kERPIrPT6kjp2i2oPX4vv7EIDtGU0ym4JJHBzzrBIK+tt1kEWzsut+cTqlQwtCpVloUaIMkHPbNDTN38EEVIUhCKcVbbunm3bfv5oQburh+61jk5wiCn/qI9UFndnOI18S1aFF8Lmk084GCBZRSahr4JHAr8DxwrVJqg4hcKiJnZ3a7ElgsIpuAzwIzoegishX4LvAhEdmmiQAsKlFH8XlF4+Qv+S6BqwLommXPe3LWoIINbnftmA1umEzhK9hBN/stpQbldQ9016aYDvYgxWKtQreUeVAPdk3yaHdac0op+Og9vR5HFJcpH4NonU8B9dTuSZ7ePbc5Ul7PV7Gi+HTP+nyqGR2JD0opdRNwk23bVyx/jwPnORy7Poo2hGHTwBQfvjv/RZzJgwpxI8Ms+R5cg3KOXsviNLgVmgvl50XSvRRhC7ImU4ofPDvMzZtreMfUMB8/oGGmLIzTy+clDHUCY2QqRVtNccL7tJU/nEx8HsVioTiVJJ7syTXrzXXZRj/1EWs0L04ypYhbJnxfe3yQf3sq7cv64uFNfOGw5sjaGAQvE16xNCidZWAiqaiaJ6WyKrqSxIfu7nNduiKMBjWt3I/TLlgY8GHRPXR5CxY6zEALFVDWF8nRj6ITUCFfwJteHedfHxvk4f44X3hogHst1QJ01yGlvE18umsTZfi9HV1VD+dq5pbnz+ECF0ODaq4urwHLT33ElGafwSnr86lmhBPAN54YmjPzlrcGlf7//l0TfPiuXr7+xOCMP1Ipxf92jPDp+/u4c3uwjBzdxLDYielRMq+i+KKkZzzJsw7O4NkgiXC/PZZUNDkIHXv+SzxEJQndAJyXqOuoQRU2uPkZOHS+obACKpuUmeXR7klOXFnj2JakDw1KdwmKKaB0P+3WxKkU1MSdzbSdYym6xpIsq4trvw+DLuBgZCpFQ6mTxjL4CZLQDb79E7OasFOx3daa0gtjL8vKWFLRN5Hi3Ft7ZvpeExP++dAm/vTKOH9/XzoC8OqNozx07jL2a/UX8ad77+ZTGl3FalBuhVML8UGBuzqvWw8qqK9X9+v5Jr7CNShd//0UnNWa+EIGIdiDMqy/rZsJTqfchaFSSisciimgdNdDZ6bNkm2/W5DOvr/ZxS82RldaSifUu+ewYoWfd0/3TPVbJFs5LVfiJaAmkoorXxjJEcyXPZ5Olfj0/bnpIt8NsGy77r7OJw2qYgWU2yw7+4wUokE5YR+X0rX4Cp/R2V9op/dheErxhy1jvPnGbj55Xx+9Linsun5YBwCnXjoFSQxPpbj88UE+c38fHQP+Qpn7bPlK1kFbd56kUq6DQSkqbPg5p1vNwOzA6hVFevEj0VXB1g32naNzVzrIl6buoEEBPNY9yS2v5JvDds+R0PVTi2+Xw/Xum8g9dkOf/yRtnTCaTKVLnv33c8N86r4+HuqMvspLVFSsic9VQBVRg9L7oEKdJgd7d5zavqFviiteGGYiCQ91TdJWE+Oyo/RJn7p+fPfpYa7dPMb3Xtfq2BbdzHUyqbjk0UGuzBSU/fO2cZ45b4VnBKNdg5r2oUG53Vsnv85IMU18LiWZdGQFr1ce3uCkimwtId0A2jk2dxqUn7QEnabcP5niiueHc+pCWukJUVNIKcWt28YZnFS8bX0d1SHyr/xoUH6fQL+WXaWUtoTSRBJ+/uIoX8gs8/HrTaM89+4VkZqMo6JyNSiXB2Z2uY1wv+02W7KbdsIk6urI06Acxpa7dkzkzJZ/+Kxz8q1TP7aNJPnnB/odVSid4BjPmDCy7BxN8VCXd+hvvonPch6H4APdS/mP9/ex/lc7OO82fX54sTSoZ3uneKQ7v59uk58ZE5+PJkWVv6V7H7qLVSDOB36S5HVCbHBScfXGUcdjdocw8X39iSHec3svH/9LH+ffEa6+gJdfdDypfC+N4TdBecjBHP/j54b5rKWe4bTCdxJ+qalYDcpNiMya+IqvQcVFAkfx6chfbsN/251m4W6zvpeHkww62Mt0Y4BOAAz48IT32faxakBOJj7dYPDzzKB1v8OaQaNhsrI9+N7TQ3z1sUHtd+5BEirnfzdGp1PUJgqf+ZabBuVlXk8ppY9QSymecamEESbJ2RoJeNv2CbYOTbO+KdjQ6TUBGndYaUAXdegn/yuZUpx0g75M2y878gX49jKtBF+xGpS/IIlwv+3HfJglKg3K7tMI0nanWaWXWaLLYQDTVQF4eTjfbu4VsKGU0pj4Zv/Wmvh8RPHpKIYG5SScwCtIIq052tc70vE/L45GsoSKblLVFaEPatdokl9vGuXFfn++Ry8f1Ni00obqe815ovBBvTIc/Lr40aB0LdNpQX7mnrdtH2fLkP92RjFJLgYVq0G5DUjZ9z3MiroAn/lrP+/eu55PH9yYF6arT9SNQoOa/eFtw9NcEWDxwK1DSZbU5s/CvV6qToe1lnSDi93RC95RYqPTKm/AyfFB6Xw7KRUqpN1LQE0kFffsmGCPprivEF+vcH4vDeo7T/mL1Lrs8UHGphVffm1hCai6e90VUUBB91iSo6/rZHBSUROHm89YilfZYC/t0cln6FUiKYyJL+/cIaKnvH1Q+rzCbs0k0E8k7vVbg+VLlWvVqIrVoFxNfJmvwkbxbR1K8q0nh/jSw7mOWqXyHaHFCJL48iPOM3cdWxzWdfISUF0OAsrvdevxWExQVzHB+m46alAhtKFRl5c+mVKcdmM377p9N8f/oYubX/GuU9c56n4R3DTciaTiPwL4BL6jCTsemkrxTO+Ub2Gtex+6xpJMpxTffGKQM27q5vvPDIXS1v7tqSEGM9GYE0l3v2cWryAJp0F6MqVornIebZ00qG3D0/zf5lFeHsp9F3Qmtuy5b9g6xkk3dPGe23ez00Pb9FOLT9eyH2meAyfTepDz2SnXyhIVK6BcTXz49wG4cZXNWWv/OQFEJHCirg6rZvGHgIU+tw7pBVRYE5+fEGGAHo8Zev+kRgDlaFD5xyRTwQviAvz2pTHHwfz27RM8tTttmppWcPnj3hOAXR7C100795Ok6sTAZIr/7Rhh31/v4oTru3j99V2+fH06od45luLGV8b55pNDPNA5ySWPDnJviIUn/9fm87hu6xgp5a5lekXQOh07mXIPLumdSDE8leK6LaM80ZP2R24dmuaY67r42F/6OOH6LjYPzL4PutP0T6boHU/yt/f28dTuKW55dZxLXcy54D3Zm0jqTZY/ezHfEuIU/GDFKWTdiUSZSoIybVbxcTPpZB8Ut1wVv1hnYPafy05agq6oq6OQ3DsnW7XXS6V7UZRSvhMBvUx8Og3Kywc1PJ3yZaO3s300yRk3dWs1hNu35ZpL/OSheOUQuT1bYRMpe8eTHP+HLv7+vv4ZjahjYJr/fs5bY9FpUN1jSf7xr7lJohc6hG+7oZswvO+JWtb8cifn37GbIY0U8JKpbiY+t4ll11iS0/7UzYfv7uONf+zmui2jXPzwwMzvDU4prnhh9nrprsvu8RS/2jSaM4b8epNz5KBSytOEPJZUvtNahiZTDE2lHLU2pRQv+PT1ZTECqsxwi9oqZD0oOwMWLSA/gi/9fxQPR1CV3spjmjDosL+ZVAFMfB5hzFoBlRPFl9++QY3W5ZfHe6a4TxPlFyboYpdHBJxbkIRfDdRKSin+67kRtmmisb7xhLc/S6dBjSfzfYfbQgQI6Ng8mn7ob3xlnHfftjvvffS6Bk4mvomUcn3+tgwlea4/PcFQwN/c08eNtoTeazfPWiB0WvXuiVSgNbMmU97rMk0k3RPMrfRPKg65dhcHXLMrr8oEpCd+OuuDG/+5YSTHMvBi/5TvZPpiUrECyi0xc0ZARRDYZR2EdTlQELwWn46rNo6ErrP34sC0dsYfJg0mqaI08Wl8UB6VJPyYs9x4WJObpRukdLN+K14alNtYFGbtrNFpxdUOpY/83A2/y40EDRzyU5z1r52TnH9Hb46Q9JocOj3rQSdVutMsr5sdFnWTk97xFJsd/LZh2zSeVIGWfMkKoKs3jrLJJkhe6PffNivfeWqIrUPTfOvJQY65roujft/F9wKUVSoGFSug3B6a7KMftpKEFasZS5cDBdGEeO4cTXHOLT2hi7LeuyvftxBmjaQpjxmslR4PLUO3OGL/RIrLHhvgA3fu5tZX8yOVChVQuqRaXf22/X+zKy9kOplS/Pi5YS56qJ/7PcrHuJr4Qjx3I1MqdFrE9pEkD3T6Wy8p6Dn8Rs3dtWOCD93dO2Pe9HqGnPwwUaQLLK+fjWh10qA2BRFQPt6jiaS3GdCJv9ru3caA5j0rv9w4mqNxf//ZuRVQJsxcw+xyG4WfxxomqsuBgmg0KIDHeqZCFxD9y84J3rlXfc62MNFwt2/z70Qfnk6bNZwSD3Ua1F87J/NeSCsDBZj4AB7tmkQpRedYiv/cMExdQtg4kD8YjUwrfv7iCN84Zrbk0/eeGZ4p8OmFmyYSZpIxMq1CpUUopXjrzd3+9wf++PIYmwemeftedaxrdB9CXg6Qi3PLq+N87sF+vn98m6eQdgpyiqJk1bIcDSr/+23DSW3ahBN+3qPxZPgJsf2wF0NqUADP9Oa+W30T6bQN3dpbpaBiNSi3Bzn7nkfhg9rtokFJhEESWa7Z7OysdUO3Um4YDepDmgUg3XDKpYJwC/MVqkHtnkjx0mCS992xmx88O8y3nhxyTMz8r+dyJwN+hRO4J1uGsdQOTqZchbPTILmhb5qXAggRgA/c2ctXHxvklD92e5qv7GHbXvyyY5QdI0nPBQud3t8oNKgmS+6ibrKg054EZ3OmvU0HtCb4/WmLc7YF8UHZsb9DL2omVH55Yne+9hUm7ysqKlZA+Ynii0SDskzB7BFi8Yg1KIBHusOp91uHkrxiq/YQRoMKiltWfpBZapbBAgUUwP9uGuHxnuI6iN2eLSft4dvHtHDc8mrtd6f8yV0L2uHgEytk6YXu8RTvu2M3lz424Ohz2+ojqGJJ7ewwlFRpAeAdJKG/gIhE/hQAACAASURBVG75bH6xajJ+hYbCOfLQ7seqTQh7N+dqnmPTitGQ98Ke7uG3Woef34LZKEylFL/eNMo7/tzD5Y8PRuIC8aJyBZRrHlSasJUkrOT4oGzfxcj6oML//pLqFK9zGLSCYs9xKdYy1FasQvGV4Wm+/eQgv9k0ynRKaU18XhRq4gP4laZWWdS4RvE5XPfquHDu+jqH33M/36sOgqJQ5f2uHRN89+lhzrm1B6UUD3dN8I4/9/DRe3rZNZr01KAEOHZZ7vO7azTp2R9nE1/hExSrTApibnUSZvbJcF1c8szahWhQ1pyn/olUTg3Fqhgc1FaYJ2d4Kh26/5m/9vN39/Zxx/YJvvPUUE7x52Kx4H1Q2QXqplJpk11tXKiOi+tsJavpRKHZWk18dsf4rA8q/CgRA96zT72rX8aJvZriOeadv+yc4Pz2hpnPxVwjKUtWg5pIKk77U/dMePbVG0cCJxtCNBqUV4h4luoCJhZul9ZpUIwL1LtUSXBj28g0w1NVfPvJIR7rmWRVfZxPHdwY2STkhf5pOgam+eCdvTPXbyqlPCcMrTXCyvrcMlt+Cpc6RVFG8cxaTftBro/TfbP/Rl1C8nw6Tom6frBWdLFrT/s0JzhtTS0b+sJXK98+kuSLDw1wz8781a0/EfpX/bHgBdT77+zNyXO4+g2LOHt9HaMu0ifKPKhuy8NjP2MUeVAicPYedXzuwf7ASy+8eW1tjh/l3p0TOZXNS6FBZWfYj3VP5giGMAIX0omWpaLR4qsIau5IuuzvJCCrYhJaKG4fSXLRQwM5lawf6prk28fq1wILww0vj+e0/fqt4+zZ5F5pvbU6lhOUAGhzuew4+aCiCJLYPDBNMqWIxySYBuWwr11o1saFepsGNTTlfz0oO490T3H+HbtJKtirOfd679daxccPbOTKF0ZCvxtOS9SUYnxY8CY+++CfHUh8VZKI4Ppbw2ztg9JsJYnwvx8HWmtinLFWb/px44SVNdRZZnI7RnPzOwpJ/vVLVoOay+XFw2L1g/gpP2PF7dJ2ODi5q2KFaFDJvBnwK8NJbgsQdemFPQIse1432mpiOWHdkK6L54WTiS8KH9RjPVOccVM6ZSPIIOy0r317fUKoigmt1bP3stBW3/jKOLe8Os5/bsg1u+3bmmBlfZy/nLOM/3dca06OV6GUYun4BS+g7EUQs8+vq4AiLUw2FhCumcVqEs8vdZTxQRVg4sse+u69gwuo1uoYx9r8V3/ZOTvIlGKGlPWNzNVS3IUwmZoNJAkaPejmKnHKY0nEhPqQ6vYrw0mtyfS6LcHqNrrRoXlfvMzkbTXhNCinShJRrYz8cPck12weDWSVcAoqsm/PLjhYihVs929JG8nWNyX48P4NnLUu+DjhRASF4T2JRECJyOki8qKIbBKRizTf14jINZnvHxKR9ZbvvpjZ/qKIvDmK9lixaydTqfQy2W4P8kRScdbNPTwdoJyJE1ZnuGMeVAF3IXvoqWtqWVwT7IfqE8LrV9TkbHtqd1pApZTSJqhGzfaRJJNJFWop7nIgW1k6qO/LLUjCycSXEGgIqW7fvWNCKyyivMfPh5jQtVbHWG4bqH0JKAcJH+WU6l8fHQw0SfNr4ssGSFijF4vFvralYdY1hheK9kcvbFGAIBR8hUQkDvwIOAM4EHiviBxo2+1vgD6l1D7A/wO+lTn2QOA9wEHA6cB/Zn4vMuwa1HQqbY5xu7bXbh7lQR/LkfshR4NyTNQtIEgic2hVTDgwYLROXUI4eFHuA7xxYJqByRTn39E7U8E7SlqrJUeQKuDiRwZ4OaIab6UmK5iC2vfDFCKuiuU718uJMMNVWoPKfeX9RGI+56Ngb6HsnkjlLZnjhlVTUmo2Ki8vSCJzD5cGNLc1Vwe79zFJB0lYKURArWrIPXa+mPiOBjYppV5SSk0CvwHOse1zDnBV5u/fAqdI2hN/DvAbpdSEUmoLsCnze5GRZ+JLeWsG12wOZvZwGzOy9zClFN94IjeRMx6BD8p6A4MOXnUJYb/W3Af4gc5J3vjHLm7WlBGKgjWNCRptfpQrnh8JFdp9+traqJrlmz1sL3i2OG1wDSr4uVPolwWfz7TWxFhaAk2iFGQF0dBUitNv6mHlL3bwqWdr8szXWQ1qmWaRUDcuP6qFj+7fwFFLvRfMBFjbEKfWNrisC7hUfc7v2Z79x3qmeCSiibwTUUTxrQZetXzeBhzjtI9SalpEBoDFme0P2o5d7XSijo6OwI0bGewHZm/ojs5unhpLAdENbg1xxeC0XjiMT03R0dHBL7Yl+L+tuf6e6cx3fVMA9drjvRCZvS6TY9UEuaWdr2yhKQHVUsekmm3/5sHiaTNtjDGeihHF3Oi1NQMcvg98Y1ON984RUBtTLIlP8jKzL+pzW1+lqT9FR1cc8N+OqVQKmL3ma2tTvDrufk1e3raTtYuSNMbrGE6WryYVhOnB3bz8UictiToGHN6h+cKWbTvpmEhyxSsJHupKv+sP9sfZPDqI9Xkf6d9NR0cnMpoA/Ocwxvp38YklKVgC/5ao4tqd7oKqkcm8MXNqEsKONa2pUezjy5tv7OJnh05wUFO48Rmgvb3d8bt5FWbu1hEdHR0dLFnUBjtncwAWLV5CQ1sVoA+dDENLbYJBp0TIWIKWNXvxg/t25X1XW11Ne/vadFHUh3aGOnec2evStm039OZrPh87oIErns9Pqjto372pT8Rof67TcY2jwxZX8U+vaeKCu4KVMHJi/2UtTPZOsWm08JnX/utWpoMTNvVH0DJ4w6oa7trhHNW2prGK5S0JGJi9xk1LV9G+vo7aqWHAvzkoRe5gvP/iOl7d7h5Rt2jZCg7au55/i4/yd/fmL7MQFeesrw28ZHhYDt1jOe171rNmQycDJTDbFZPWpctpb2/gJ/dtz9nePZk78VizfCnt7Y3snxyBV/w/u4fts472jEl+v9Eh2OleWmtVSz3t7etytu2jFDy8w/c5rRy0qo0bu3KLx6YQfri9iR/vPxB4fPZDFLr1dmCt5fOazDbtPiKSAFpISwg/xxZEla2HUypaxzC4O66nleK2bfqXPWuRK6SYudV9Va35oUMWVfGuvfQzpmw00b4t+pnYuevruOXMpXlmwEKoTUhoR7+d5qpYZHUM37V3HX97YKPrPqsb4nnLic/4oAKa+Oz+yD2bva9x1oT03n3q+Z2tlltUfOnwppKUuMqSLTa7l4/+lzvjSdjhI8Aja+IL6oOyRjvaIx91LNKYTqWA92Vtg94k+VgRy4JFIaAeAdpFZE8RqSYd9HCDbZ8bgAsyf78TuFOlKyveALwnE+W3J9AOPBxBm2ZIhPBBBcXN95NMORc9nSkWG0EUH+T727K/bff5QNpRmw1z37tFPzi8Y6+6SAUKQHtLvg8qLE1VUnAdw08c0MCm967gJycu8rTtr26I02zLlM0GRxSaIGyvzabj8CWz5qAVBYYoOyXQ1saFcxzKKRWDrNPeT/91BA0ciJJG23sxlnSejFqZCZII6HuzBhetqPe+/4sCRvV6UUiARVgK7oFSahr4JHAr8DxwrVJqg4hcKiJnZ3a7ElgsIpuAzwIXZY7dAFwLPAfcAvyDUipSB0ieBpWKXoOqjjlrQdPKOeclKyAK0QJiMjsw1mienyoRWjTlB6whsa0OL3lWkDTaL2JIqmNwxtpaGiL6vcYIBNTQlGJJxlm9qDbOiSud/UhaATWZQinFD58NX0oGvDWIM9fV5kRcHtCW4IACNNuLj2jWbq+JC2euq3McPKMc9OoTMhNqHVaDOnFFafyPOk6wPSsXPzzAtS95B/vMBEkEnGRY143zk3DrdK8+tK+7D8ppLFvrsbRKMYjkaVNK3aSU2lcptbdS6muZbV9RSt2Q+XtcKXWeUmofpdTRSqmXLMd+LXPcfkqpm6Noj5X8MHNFb8RJoYmYOEbiJZVyrMwcRTVza/d0GlQ8BivrY3mC2op90M2SFUz2sixBOL+9nm8e08IF+9Zz4xlLWVoXj0yDaqyKFbzYY7dtqYIfn9DGR/Zr0GqNaxritGhMfFdvdB6U1nuU+smyR2MccQjUbqsRfvnGRTnbYiLcfOZSvntcK78+ZRG/sH3vxnHLq3n7nnXagag2LrTWxLj/bcvyvtu3JcGvTvF/Hi/WNcZnTE57howuO35FTUEm8rCsa4xzyOJ8jfv+Xd6+1ayAWt0Qp61mtvGLamL8zf4NToflYM8d06Ez8QH802uaXI+zF++F9Bhlr5lYChZGfKcL9rGwGBpUQvJNiVmmU87Z9NlDCvJBWf7W+aCqYoKIcNlRuTXXDrHMxpscBEZ2kC6kKOr4tOJvD2zk+8e3cVTmwXc6X1Ci0KC6bJOVVQ1xvvu6Vq48uS1v39UNcZpsF2NkWrkGVhy5tJq9m71f7Jq4sLxGL6COW14zo21baa2J8ZH9GzhjXR2nr63ltDXe2kRrtXD9m5cQE9HehxqXKgej0yqnNJaVhMCFr2niPQ4VTawDcZY1Fp9GWA3quOXV1JRYQh3UluC/TmijPuTD15p5hmriwncz5Yf2aorzm1MX8eUjmh2vsZUltTHPccNJg9qjKcEjb8+fgGTR+WKX1cUIGBUfCQteQJXCB+WuQTkntGWfw0Icl9ZnuVpn4svc4Y/u38DrV8zOjN7fPqvmO5nwspqOiOTl//hlq2a5hYZCnG4WGqukIP8d6F/G9G/n//CqhnjeMglj08qxsjZAW3WMK0/y1jpiAqtrHZbZ8DEAV8WEa071Dpw4b696qjMPjU5z1pmJswxNpfLyaiBttt303pV8+bXNWvNtbRx+qrkG1tV4V9YHHwAbMonmVSUcOG88Ywn3v205x6+o0V4LP1gTXs/ds54X37OSx9+5gqOX1dBWE+OOty71/I14TDx9WG7mWKd38FMHN3L4knzN8A2rahEJX6w4LAteQNnfl+kUkZv4qmLu5YqcyqXoZsVBsf6CNkhiJhBDuPZNi/nFGxdx4xlL+IRlYHbSaKyD9LeObaG5WqiNkyPovNiiWa1VZ+L79MGN3HzmEt+/25hIB3mEqcKRnbkfsqiKs9bp8+HsDnBIa1D22e3otHIsXArQVC0ctqSa1yxyD8CIibDGUUC5HjqDiOB1NayPopsGpWN4Ss1EflpZUhujtcbZHPypg5t4w6oaTrA9NwctmhVQaY0u2HB01LJqEjHxJcCjwtp/P5qOnbjAMg/BcmBbFT96fWvOto9pTH9eZr42FwGlu9SHLKrisqNaaK3J187+8ZD0eOH0fBRr0d0KEFCl0qCcH1ZnAVX4uXM0KG0U3+y2+kSMt+5Rx/E2x7KTBmX1w5y+to4t713J9vev4jOHuNuwrXziwPwXq0EzMC6tjXHc8hpW+Ay9zQq5MFaWB89dxoPnLuO2s5Y6+t9096alOpY3AI9Nu9d1zF5br3ud1qAcltmIsLyR9VnUBc9YB+B2W3Tnfi0J7aBs1SrtGiakZ/IxEf77xEUzi+ft35DiXXvnOuuDasNZX0kpZ/XW7ofRoJbX+fObnr2+jsMyPq49GuN85pB8Td8rUMJNg9JNZlfWp/dvqorxNksk5ycPapyp6eckoAaLlMI2/5MPPLA/9EURUOL+cjktW+H2nNbE8VVJOccHpZlQ+XnpdTPp6hgzpqAs2RfLTw4GpMNi3713fsSQbqac9e34HYyzA38YDaqxKsb+re592L+1irYamVl2/pTVaaGeZ+JLKkZcpo9NM2ZS9zbFcDPxuR9rRQTcqiFZ74c9pwtyB6B/P66Vs2/pmfl8yZEt2kHZKrR1wSVZZ/2qhjh3n72MztEkwzu25D0HQe/lcZlK/LrBtlhYlwbRaZNe2OvZOdFUFePPZy1l20iSFfUxbRV7+zIldpyCJEA/LlgnuFec2MY56+toSMjMsw84+vuGilQFZMELKPvDOzylIl8ptirmbmpyqnLsNu40V8Xo9lFR1No9pyAJL3RahFtoeavHiPnzkxdRlxAOXVylzdfQmfiyA7lfh/eMBlWk2XN1XPjvExbxr48N0FId4+tHp4NM7BrUqIsGlRBmcoq8munmgyp0AM4K2hNWVHPCylkzm+6+WwfdE1ZU873XtXLrq+O8YVUNp62p0ZpycjQozaBtzd+piglrGhN0aLoUtJuvXZrRoIpYQPdrR7dwcaZg7Nl71OZEsrlNTJwIEglXHRfX4BEvDcptaRbdM2W9jvGYPh9ONwkGHEu9FUoFCKjcz10+l/MOQjymt+lmccrMd/NBtVTHfC3i5yWg/FghdAJDZ4bz8x2kNazXueSn6GbZ2cHS6QWwk21zUCtLkIrvp62t5TRbQVpdkITdB7W8LsbwlOJLRzTPRMN5alAuJr4gRYC/ckQzX31stgTOxYc38dEDGtk1mmTflkTOM6fTZK3nEhE+tF8DH9pv1kxbFct/lq3PnW5BRb+5U0HvZXYSVYiJryEhtLckeFJTuf8vZy/lNYurOXV1Db0TKY5emutD00XufvHwJg5uq+L8O/WlwaIM1XbzQVm1Hh268cqPC9CY+CLG/hB1jkVfCLUqJo5h5gCjHlF8OvxmyOdUktCa+PxFgNlxa5tXXpTXjF+nnc1oUD4H46aQJr6vHVXYEud2DWFkKl+Deu5dK/L8DDGP8IW4CC2J9HWwr84bZAC+YL8Gfr9ljKd7pzh4URUf2b+BtpqY1mGue8a8Iul0EafWLbrQazdTk5UgOW2XHTWbaFyIBrX9A6uYTCqWXZ1fn26fjA9uv1Z9gMtpa2qpjqUXroR0BNwXDmtGKUVM8stZAayKUkBpfishaeF0+dHuz7lucuznXXIKSDEaVEhKoUFVifvsz1mDcj7GyXlvJ8cHpTXx+fqZPBxyi4H0IC04r//jdU69iS+TG+JzkGoKESRx2ZHNvGF1YVXs7cK5dyKVcx3q4qIdaL3efZH0v/VNCZ6xLZQZxMTXVhPj9rcspWssybK6uOvgrQ8zDz7QWPvmFCThB78a1L8e2cwnDpgNGig0is/JEuZ13VtrYlz7psX854Zh1jcluPDQdPCQSLo8mH2iAbDSpw/KDzoT361nLZ0xfQbFz1zPKQ3B+KBCYn/InPxBhZCI6Qclr3O6Pf9+617Fc0od6Ux84R4ct6skItQnxNn34qlB6Ux86W1+Z8MzQRIBBLC9NE0YdEESVpzMn36i+CBdecIuoIJqCNXxtJ/HC12QRBjHv/UI3czcb2K2Hzlz4Wua8qJI/U7CVtXH2DGaP0F1MrX7EZgnr6rl5FX5k556BwHlVHA1DDr/biFVX/wcqXsWLz68if1VV+jzurHgw8yjqnbteo5YWA1q9qBPHDBr5z+wNcGRPmdB1u7pXtSwiaxe6+LpZspu7bDSqGnUrAbl2bT0b8xoUP7vbxSr0XrlvoQtrJvt9npNyZ+IShfmYa+KASE1KMvfupQKv4nofu6lV/SZG3ZBEsac6RcnQRFl1XZdNK3be+mFnyN14+mFhzaxf2NxKuBXgAZV/HPExb2igR8N6vKjW9izOUHvRIqPH9DArT5XtLWeNmwUXxjcZmpe59SZCbICx78GlQmSCHB/w2gHduKxdLLyuIMrM7wGld5BV7uvWImoXmHmvrEcErbiCPi7l7pny29qwtv3rOPBzgleyiSPX3SYvmBuFKQrauQ+JPUJ8VXk1S+6KL1Cyoj5kce6FZ0LEeReLHgNqhQ5EnFx19Sc8qCs71VVTPjbAxv50uHNLKmNa2eT9iWXwbtYbLE0KDdNweucIsKXDp8101x4aNOMWTB4kISv3YHowpHdZqlO18VPmDnoNahiCShdsIof1+d+tgReq2Zy6OIqjrCUyvm6h7Peip/bo2uf3yCSmrhw61lLufTIZq48qU2b/BoVuudgfVM88sH84xbLyymra1hcQME8Py0rUsEIR4wGFQGCuy8kjA9K97Lu25LgVdvKvTkaVMgoPh3K1QtVmAYF8PnDmjljXR0ppTh08aw50+/9CmPii6rYZX08Rh96FcppKRGvgWlGQGl8R35D74Oi0yj9DKDfPraF8+/oZXha8fY963IKD4sIfzpjCX/YMsby+jinBAhK8Wfiy99nic8owUQMltbF+bSPSiiFihHd+7FXyIrtbnzj6BZeu7SasWmlTYoPgi8BVbq1LIEKEFBhB+ggxDw0KKeKEG6hx7pm79uS4A7bsuDW0+oi4MKapL2eQzdtxK+QOURTn86vBpVdjTSIUhSFDwpCalBeJr7M/2sb43khysXSoMJO3k5aVcuT5y2nbyLFPhqfSn0ixvva/S0bYcVPwIuuzW9YVcv/vOi9DlMQa0qhio7uOSjGqsHxmBQsmLL4qQ1aagFVASa+4p9DJJwpLeUiBnSzSd3S7NbJtc4W7/elvNC2RoyXfd5tsC8kMEUnZHVdyCY8BpE5UfigwENAOfgAvM6c7WN1XFhti/QqVqWE/Vqrcq6tV0FbK0tq47S3VEVqsvKjQeme5zeurnGtwp4lyGStYA1K8xyEXfOqVIT1QRWTChBQJdCgcE/UdcJppV3QD8rtmhVUrcqZzhbvV3B+7ICGmRVaj1paxTv2cl/22y3arpBJgW4w1plwsoN4kOselTbtZt7URSiCtwZlHejX23yNfgbfMNQlhO8c20p1DFqqhUuOLF7QgB/8CBDds9VYFeNkHykEQRKBC31S2jQv40mr5m71Xz/46XOJFahKMPEV/xwi4UxpbiUBdZNmXfXpronZHfWljvw1bHl9nHvOXsbuiRRLa2Oeg7nbrL6QGb9uMNZpPtn6bkUsw+ZI1BqUvQ9nrqvj3szKrDVxOGZZ8Qa2j+zfwAf2rSdGsAG8GPi5l04TzjPX1XHrNueFI9PH+m9LoYrhOevr+OkLIyRV+h5eceKiopj4osRPn4uQRupKeV+xCCiFBhXWxJd0Mejqmq0bF3dYBFTY+lpZquPiu1aYm7msgFQMrZDV1czNahxzIqBcThrGB2X/7mMHNCACL/RN8cF9G1zX9YmCUlYDdyMWsiwXwOlra12rm0Cw57LQS/K6FTXc/pal3LRhO+8/Yi17lLl5D0yQxJxQCh9UjHB+F3cNSudPyt+vc2J2o05zKVaQiJuWVIhfQjcATbi8FXMx63cz8YXRoOxdSGRSDioNPwLEaSK4vD7OkUureKQ7v+jr7LGlM/EBHL6kmsZV0/NCOEF5CqgF74MqRSUJkXDLPky7Drz52xIxyYt8W1Ezq17oFywM3i4/+K2ZFxRdSP5ul6ru5Wbic/JBuQltr0KylYK/PCjnnc5c5+43DRYkUXn3xI+mnjRBEtFSzhqUmz1X97ImBL7/OttS0OtmZ4y6fJlimW+KlZszqokcsV8ma7Z8KSYgdtwE1PEr9CWqgmhQlYq/KD7n785c555zFUiDqoB78kVLsnxC0qZlL46ylWBbE2FtQR3zQ/csgJJE8XmUOnLCbT1CXU5CIiYcsbSaHxzfym9fGuO45dWc2TCb/xF2PagwFEuDGtUU2Dx0cRVPWdbrOdkSDVWsBQvd0C0pAfCx/Rtmlsa2E8QHVan4eYfchMy+Le7DWZB3tBJuyacObmRwUrGxf4qPH9joqwrFhYc28etNozNLjPzw+Fb3AwqkAgRU8c+RjuIL44MKFiSR7csH923gg/umZzsdHZ0z3+vGzWINfjVFkny61Y6/fEQz5922G0j35zLLmk66Pq+sj7FfaxV373CP6gqLToM6aWUNXz/GuayP29WqhNm6H/w8q25ljUSE/zm5jY/c3VdwOHQl3JL6RIyvBShFBbC2McGdb13GTa+McfSyam0l9ygpaPgWkUUicpuIdGT+b3PY74LMPh0icoFl+9dE5FURGS6kHR5tLLqfIh2iG/w4tzwoXZu9TCA6P0exnJrF0qDsS2Ls0RjnTWtq+fcDJvjMwY3cdtbSnHp1Ok3zgbct57DF/pNOg2JPpF1VH+OqNyxy1dZdNaioGjbPCZuoa+XcPet5/B3LufXMJXnfBZlEGq3WmYMXVfH5w5qLLpyg8HfjIuAOpVQ7cEfmcw4isgi4BDgGOBq4xCLI/pjZVlSKrUWFz4NyqySRvy1MP4rl0iyWD+qde9XPVMSuisEPjk8/KicuTvKvR7X4WoytLiF8ZP9ce7of+7pf3rpHHQdllo7fqynO9acvodXDwew2NvopMVMJ+DPxee+zZ3OCY5bXcPra2QH0tUuqPO9RDuaWlAWFmvjOAU7O/H0VcDfwBds+bwZuU0r1AojIbcDpwK+VUg9mthXYDHeqYqJdp6a1WuifLHwIjxEunNtNu9HNJsOco1hBN8XSoOoSwl/OWcY9OybYrzXhuNy2lQ/vVz9Ti+1de9dRExfWNSa49MhmfrRhmH1aEnzm4OjCtltrYtz51mVsG06yqiHuaw2eoHUXK5FCEnV1/PiENv7tqSEmU4p/fo13gVgr5paUB4UKqOVKqZ2Zv3cByzX7rAZetXzeltkWmI6OjlDHiKpD98i1xJP0R2Bg6enpySx5HMysNDox6din7cMC5IbNbtm8SfsS5/5GbuHIHbt20ZFyqFZbAEvHY4BexQ9zn+wcANANHd3ev/u3S2BfiZNUcMqSUTo60v6qM2rhjNem9xnb2U/hrcpnm8/9hoercXrdVDI507cort18wd7X4cEqvN6hHa++TKLH/6zrQxlbzdD2boZc98x9b1QqFdm9qJR7Graf7e3tjt95CigRuR1YofnqYusHpZQSkaIGybt1REdHRwft7e3UPLpT6/BZ1VzLy2OTBbdr2bKlVE+kYJv7K2AnlqiivX2t9ruRnkl4sjtn2/775vc/28cZ7tue27blK2jfJ5pqx1bagZ939XDPzvxAhKD3yQ95/bSxX+RnjJaWHb3QM6b9rroqTnt7u2cfFxK6vi7a3Q87R1yP22fP9cVJfLW9N/F4LJJ7USn3tFj99LzTSqlTnb4TkU4RWamU2ikiKwHdwvTbmTUDAqwhbQosGU6+m8URlZBZ7y5NrwAAGkZJREFUUhtjeCr4Ul5uQRJRBTcUs/rw705bzOv+0MXGgeminWOh4JoHZQxKgN/lNkpzrSoxUbccKXSEvgHIRuVdAFyv2edW4DQRacsER5yW2VYynHw3TmVpgtBSLbxtfV3IRF1n4RGVWCnmeliJmJR9heZywe3xMDESafy8Q6VIGwHjgyoXCr3d3wTeJCIdwKmZz4jIkSLyU4BMcMRlwCOZf5daAia+LSLbgHoR2SYiXy2wPVqcHuoo1ge6+cyl1MTDJeoWQ4N6996zfqu6uHCWR3Z9wZS6/v48xVSS8CbqIIlCMPekPCjImKuU2g2cotn+KPBRy+efAT/T7Pd54POFtMEPTg91EAF16uoabretZnvZkc0c2JZ26oaRdW6ljsKa5r58RDO7x1PsGE3yhcOaaSzylDO4YbMycQslN4NhmkJLHUWJ0WrLgwVfSQKczVx+lwBvqhIuPaqF27fnutisRQ9CLVhYBBPf2sYEvz0tP0mxWJyyuoYrX5h1bHuVm6lU3H1QBig3H5ShHKiI0cRp1uUloL50eBMHL6ri4EVVrGvMv1TWauRhEnXfu7dzdF0xfUdR8uY1tRyzrJqHuiZpTAjfe11xa3PNV9xr8c2Pe11s/Jn4inPumOSa1ZfVFbcIqsEflSGgHAYArwTL9U0J1xL+yQI0qOV1MT5ziHPy4OGLq1hWF6NrLG1Ee0uxfUkhiceEP52xhCd7pljdEGdVkasbz1dMsVhv/Jj4ipXU/9MT2/jIPX0zn799bLAadYbiUBECyimAwa3wJOQu66DDauLz64M6dHEVl7y2mUMXV7lWD47HhKvfsIjLHx+kpTrGN1wKkc41VTHhqGXeJYgqGRMk4U2x1i7zw9nr6/ji4DT37ZzgzHV1HGue57KgIgSUdqVZ8dZ6mjwkmHXJdr+28dUNcd642p82dOzyGv50xlJf+xrKG1Ms1pu5FNSJmPCFw5r5wmFz1wZDPhXxbujycavj3lXOGz1MgLlBEv7a4rYiqGHh4pb4GTPPBDA3i08aypuKEFBaDSrmPWNr9tKglDVIwt/LVaowWUN5YTQob4q9LI5h/lER74YuWq86Jp4lZhq9fFCWJCC/60FFkRxsmH8YH5Q3c7E6sqG8qYhHQi+gvAeGJg91JyeKz+cgc0Bb8RbSM5Qv7utBla4d5Ywx8RnsVIaA0owAVTFxHRjiAi5BdoAtD8rnKHP4EiOgKhGjQXljroPBTkUIKN3qr9VxdwHVVCWeORdBNaiYwCGLjICqRNx9UGZkBm8f1OcPC7booGH+UxFh5noNyj2D308NO6sGFfcx/duvJVH02niG8sSY+LzRWSGOXVbNmetqWVYX5117OyfNGxYmFSGgdFF8VTH3MPNmTYDEGWtrufnV8ZnP77UsBOhHgzpsiUn+q1TctCTjekmjex+X1sX4tEvFFcPCpiKm82GCJHRJupcc2cyaTCmft+5RywkrZ9dC8pMHdfhiY96rVIwG5Y1OgzJ5g5VNRWhQukTdqpi4SmddiPn+rVU88vblDE2lWFoby/FR+akkccRSo0FVKm7PWkXMEn2ge4WMRbyyqQgBpTPxpYMknIWKU4h5XUKoS+RHXXjJp4TAQSbEvGJx06D8+C8rAZ2JT/fuGiqHipifhDHxeSXp2vFaMuGAtirP6umGhYupJOGNLg+qVOs/GcqTing3dBWLvPKgvCqZ2/Ha2+Q/VTYmD8obXSUJY+KrbCri9us0KC8BFTQc3FNALTb+p0rGLafOCKg0WhOfuTgVTUUIKK0PKua+QJouzNwNr1Bho0FVNm6PR7EW4Ztv6N5HI6Aqm4oQUNpEXa9KEl6rGdrweo1MDb7Kxu1ZM67JNDoNai4XMTTMPRVx+0sRJBGmDYbKwe3uR/2szVdMFJ/BToUIqPxtXpUkvCqZ21nT6FxZ9sqT2gL9lmHh4R6QUxGvoSe6RF1zaSqbgm6/iCwSkdtEpCPzv3YkFpELMvt0iMgFmW31InKjiLwgIhtE5JuFtMUNp/Wg3FY5DTqrbaqK8blD0yVZEgLfPa6VX5+yiHvPWcY79qr3ONqw0DEalDcmSMJgp9BE3YuAO5RS3xSRizKfv2DdQUQWAZcARwIKeExEbgAmgO8ope4SkWrgDhE5Qyl1c4FtykP3kFd5lToKMWhcfEQz72+vpzourKz3WKvDUFG45ck1GCcUoE9YNnlQlU2hCvQ5wFWZv68C3qbZ583AbUqpXqVUH3AbcLpSalQpdReAUmoSeBxYU2B7tGhNfJ7LbYS7NHs0JYxwMuThFqhnKtyn0WlQ5tJUNoVqUMuVUjszf+8Clmv2WQ28avm8LbNtBhFpBd4KfN/tZB0dHYEb2NHRwc5xAXJL9Q/17WZnKgXUao/r3raF6XkSeBfmusxH5nM/e3cnAH0u3GhvFx0d6ddoPvcxKPa+bhvNf097uzvpkGQJWxU9lXJPw/azvb3d8TtPASUitwMrNF9dbP2glFIiojT7ef1+Avg18AOl1Etu+7p1REdHRwft7e00jybh0V05361cuoR1y6vh6R7tsa/Zdx9q54HpJdvHhc587+ey8SHYOqj9bq81K2jfs37e9zEIur7GBqbh8c6cbetWpa/NfKVS7mmx+ukpoJRSpzp9JyKdIrJSKbVTRFYCXZrdtgMnWz6vAe62fP4J0KGU+p6vFofAuZKEXgBVxfRmQYMhLO5BEsaOBfpSR7rIPkPlUOibcQNwQebvC4DrNfvcCpwmIm2ZKL/TMtsQkcuBFuAfC2yHK/ol352XmG6qipnsfkOkuD1OJkgijU4WmSi+yqZQAfVN4E0i0gGcmvmMiBwpIj8FUEr1ApcBj2T+XaqU6hWRNaTNhAcCj4vIkyLy0QLbo0W/5LtzkLkJ+zVEjduExzxvaXTVzAMWdDEsMAoKklBK7QZO0Wx/FPio5fPPgJ/Z9tmGd4WgSAi63s4i3QqHBkMBuD1RJlE3jTaKz1SSqGgq9s1QLuEc79yrzvlLgyEEriY+o0EB+rp75tJUNhWxoq4OJ/n0m1MX8eY1+tBzgyEsbjNBY+JLo61mbjSoiqZyBZTSz2pPX2u0J0P0OGlQMYE6MwgD+iAJU0misqlcE99cN8BQUTiNs40JMRGjGXQmPhMkUdlU7O1XqNJEaBgM4FiY2Jj3ZtGZ+IwGVdlUrIBKGRXKUEKcxtkGE8E3g6nFZ7BTMbe/uTr36T9qabUxrRhKhsm580YvoMz1qWQqRkD9+IS2GXv26WtrOWxJtTHxGUqG01yo0VSRmEE3YdSVPzJUDhUTxXfmujoeeftyusdTHLFknpQpNywYnMSQMfG5Y65OZVNR93+PpgRHLq12XTzOYCgGTpaqMAtjLmRes2h28rhHY5w2U9Wloqnou7+8rqK7byghxgflj387toUDWhO0tyT4/vGtxk9c4VSMiU/H0ro4b9+zjt9vGQPgX45onuMWGRYqTlp7gy75p4I5ZnkND5yrW/fUUIlUtIACuOLENt69dz0NVcLrV9TMdXMMCxTHIAmjQRkMjlS8gIrHhDevNbX3DMXFSU8yhWINBmeMfcFgKAFOGpRZasNgcMa8HQZDCXB60YyJz2Bwxggog6EEOGlQZrl3g8EZI6AMhhLgFMXXaEx8BoMj5u0wGEqAk55kEnUNBmeMgDIYSoCjic8IKIPBESOgDIYS4BwkYV5Bg8EJ83YYDCXABEkYDMExAspgKAGOS74bE5/B4IgRUAZDCdAt+d6QEFNZ32BwoSABJSKLROQ2EenI/N/msN8FmX06ROQCy/ZbROQpEdkgIj8WkXgh7TEYyhWdBmUCJAwGdwrVoC4C7lBKtQN3ZD7nICKLgEuAY4CjgUssguxdSqlDgYOBpcB5BbbHYChLdKLIrKZrMLhTqIA6B7gq8/dVwNs0+7wZuE0p1auU6gNuA04HUEoNZvZJANWAKrA9BkNZotOgTASfweCOKBVeJohIv1KqNfO3AH3Zz5Z9LgRqlVKXZz7/CzCmlPpO5vOtpDWrm4EPKKWS1uMHBgZmGtjR0RG6rQbDXPJQX4xPbsitmn94c5KfvGZijlpkMJQH7e3tM3+3tLTkTOU8l9sQkduBFZqvLrZ+UEopEQks7ZRSbxaRWuBXwBtJa1harB3xQ0dHR+Bj5huV0EeY//3csWMcNuzO2ba0uZ729nUzn+d7H4NQKX01/SwMTwGllDrV6TsR6RSRlUqpnSKyEujS7LYdONnyeQ1wt+0c4yJyPWmToaOAMhjmL7ooPmPiMxjcKPQNuQHIRuVdAFyv2edW4DQRacsER5wG3CoijRmhhogkgLOAFwpsj8FQluh9UCZIwmBwo1AB9U3gTSLSAZya+YyIHCkiPwVQSvUClwGPZP5dmtnWANwgIk8DT5LWvn5cYHsMhrJEl+5kBJTB4E5BS74rpXYDp2i2Pwp81PL5Z8DPbPt0AkcVcn6DYb6gmwk2mCg+g8EV84YYDCVAp0GZpTYMBneMgDIYSoDuRTMmPoPBHSOgDIYSoNOgTBSfweCOeUMMhhKgKwprNCiDwR0joAyGEqATRcYHZTC4YwSUwVAC9NXMzetnMLhh3hCDoQRoq5kbDcpgcMUIKIOhBOiDJIyAMhjcMALKYCgBuiCJJmPiMxhcMW+IwTBHmBV1DQZ3jIAyGErAZDJ/JZoqXeSEwWCYwQgog6EEjEybxaINhqAYAWUwlIDplBFQBkNQjIAyGErA65bX0GiJ2jtnfa3L3gaDAYyAMhhKQm1C+MlJbRy8qIqTV9Xw1de2zHWTDIayp6D1oAwGg3/OXFfHmevq5roZBsO8wWhQBoPBYChLjIAyGAwGQ1liBJTBYDAYyhIjoAwGg8FQlhgBZTAYDIayxAgog8FgMJQlolR5Z7gPDAyUdwMNBoPBEAktLS05BSqNBmUwGAyGssQIKIPBYDCUJWVv4jMYDAZDZWI0KIPBYDCUJUZAlTkimrXCDYZ5gHl2DYViBFT5M1PQdyG/8CKyn4gs+OdRRN4nIodm/l6w9zPDgr+fhuIyLx8gEXmbiFw21+0oJiJyuojcCnxHRM4FUAvQYSgibxKRh4CPMk+fRz+IyKkici/wPeBwWJj3E0BEzhKRPwGXicjxc92eYpEZh34oIovmui3FZC7H23mz3EZmthkDPgxcBOwhIn9WSt07ty2Ljkwfq4CvA8cB3wLWAOeJyLNKqY65bF9UZPqZAP4FeC/wBaXU763fL4TBO9PPWuAqYBlwOXAOUJ/5Pq6USs5dC6NHRF4LXAJ8FWgGLhCRdqXUz0UkppRKzWkDIyBzX88FvgY0AXeLyHULoW9ZymW8nTczVpUmCWwiPQP9e2BBaVGZPk4CtwAnKaVuAP4KTAFb5rRxEZLp5xSQAn6bFU4icoKIVM1t66Ij088x4FdKqZOVUreSvp8fyHy/oIRThlOBe5VSNwHXA7uAT4tIi1IqtRDMmpnJ00vA64HPAO8nPZFcMJTLeFv2AkpEPi0iV4jIRzOb7lFKDSmlrgAaRORvMvuVfV+csPdRKXW7UmpaRM4Efg/sB3xdRN6d2X9evuSWfn48s+nHwEoR+R8ReQb4PHAl8JHM/vO9nx8DUEpdn9keJz3R2CAia+eyjVFh7ytwF/BWEWnLCOcpYAD4Asxfs6aIXCAib7JselYptVsp9TvSfXy7iFTPUfMio9zG27Ie1EXkQ8D7gN8BHxCRLwJ7WXb5CvDZzMswL9VrTR+/JCL7ZL7uAU5XSh1L+sX/iIisn48vua2f54vIl4EJ4A9ANXAecHbm+7eLyLoF0M/3Z+7nXjCjMQ0ChwL9c9bIiND09WJgK3Ar8IuMz20v4JtAq4g0zFFTQyMibSLyW9J9+PfMJAPAqg1+H3grcLDt2Hk1wSrH8basBRRwCvAtpdQtwD+Ttuefn/1SKXUz8DzwcRFpEpHz5qaZBWHvYzWZPiqlHlZKbczs9zzQDUzPSSsLx97PGuATSqk/AB9XSr2QEUhPkx68p+auqQWhu5/vz36plHoGGAfeMzfNixTd+/lBpdSnSJuELlVKfZh0f+uUUiNz19RwKKX6gD8DBwCPkR6ks9+pzP/3A08CZ4jI/lkLwTycYJXdeFuWAsqiPj4BvAVAKfUo8ACw2hYZ9AXgG0AHsKKU7SwElz4+CKzSRD99iLRzfXep2hgFLv28H9hTRI63DVwXAHVAX0kbWiAe93O1iLw+s5+Q1jBq59sMO4vHPd1XRE5QSr2ilLots99ZwObSt7QwLPfnaqVUP/CfpLX7PTL+tLjlWnwP+CJwD+mAmHmjQZXzeFsWAkpEDhKR2uxni/p4PxATkRMzn58FdgKrMsftQ/qh+QNwhFLqh6VrdTAC9nEHs338oIg8C+wJ/F3Grl+2FHAv3yEiT5E2KfydUmq8hM0OTIj7uTKznyI9gI3Mlxl2iL6uyBx3oojcA7ST9jeWNZp+ZjWk8cz/jwA3k47eQymVzAiq5cB/AHcChymlLrceX26IyPEisnf2czmPt3MqoETkNSJyH+nw28WW7dl2dQAbgHdLOiR3G7AcWJ/5fgD4pFLq7UqpHaVruX9C9nEFaYEEaZPXx5VSFyilOkvY9EAUcC+z/dwI/K1S6oMLsJ8rmH1mAS5USv2sRE0OTQT3dCvw90qpc5VSPaVreTBc+imaYID/APbJCLOlIrInaV/xp5RSZyuldpau5cEQkSNE5M+kBWmLZXvZjrdzrUF9mXSY8blKqe0wkxuSlehDwL2k/RXfkXQIchsZM5dSqluVf25Q2D72ACilnlRK/XUO2h2UQvv5jFLqgTlod1AKemYBVDqVYD5Q6D19RSm1YQ7aHRSnfqqMhlQnIo2Q7hNwHfAM6b63ZTSpV+as9R6ISJWI/DfwE+AHpE3MJ2e+K+vxdk4ElIjEMpFNw0qp72W2vUlEWgHJfL4c+F/SUvtfSF+oezOfr5qLdgehEvoIpp8LrZ9QOX312c/LgF+RiWYTkfeSDgD5DnCIUurxOWl8MGqAvwAnKKX+RDp15QARSWQiSxGRf6UM72fJKkmIyLFAr1JqY2ZW0gOcICJvIV3mpg7oBJ4XkV+TfiC+qJTalDn+I0CDUmqoVG0OSiX0EUw/F1o/oXL6GqKfewOfz/aTdB7byUqpsk6ct/aTtL/zV5av40BSpXMtBTiEtJ/wIqXU5szx5XE/lVJF/Qe0AjeSVh+/TLrT2e++BDwOnJ35fCLp7PPjLPvEit1G00fTz0rsZyX1NYJ+xue6D4X0k7RGGMv8vQ9pIdyW/a5c72cpTHwNpG2en8r8faLluz+RdsBliy0+Sro0yjikVXA1PxJwK6GPYPoJC6ufUDl9LbSf86UslbafKk0qExCxNbPPSdnvoDzvZ1EElKRDo08SkWaVdjr+BLiW9A0/RkRWAyilngY+B/yDiCwhndB4CLNOubK6WFYqoY9g+skC6ydUTl9NP2f6mQ0Tl0xfajKHZgWwQHn2M7Il3zOdXEHa0ZYinZjXAHxGZUJMJZ3w9S7gUaXULyzHfpa0Tbsd+Cel1HORNCpiKqGPYPrJAusnVE5fTT+1/XxEKfXLzLa4UiopIr8ENimlvjoX7fdNRHbPeOb/fYFfZrcBPwR+b9v3n0jnG7QATZbtVXNt76z0Ppp+Lrx+VlJfTT89+1lv2V491/3w868gE5+kS318nXSl7ZNIV91OwkxhzM8Ar8t8l+UKoBG4DdiUVT9VevmFsqMS+gimn7Cw+gmV01fTT9/93GLp57zIxQstoDIX4THS8fKbSK8VMgW8QUSOhhmb5lcz/7KcRTqP4CnSeQRlWQECKqOPYPrJAusnVE5fTT8XVj//f3v3E2JVGYdx/PsgLgLNIXKVNdEukkiiwoUFURBkFEEEgQVt0qB1tCja+GejEAS5iVxEiS0SaxMtStMJhAgSctmA4UYYZ7IsQeZp8Z7JcQgF750z77zn+cDlDpd7Dve5m4c597zvb6lR1kHNA/vdXcOVtIWyxcl7wEfAw90dI0eBJ1XGRExTfph7yvaJkT55P4aQEZKztZwwnKzJ2VbO64xyie8n4IiuzUc5Bdxj+xCwRtJbXaNvoiwKm4YyvG0VfVlDyAjJeYi2csJwsiZnWzmvc8sFZfuy7Su+tj7gacq8Iihz7O+X9DXwOWUR3H+3M64WQ8gIydn93UxOGE7W5AQayrnUyFsddY1uyq63x7qXL1FWZ28GfnO3AaPtKrefv5khZITkpLGcMJysydlWzgXjWKg7D6yl7GD8YNfi7wLztk8ufFmr3BAyQnK2lhOGkzU528oJjGmhrsrGhFPd4xPbH4980soMISMkZ4uGkjU52zOugtoE7AAO2L4y8gkrNISMkJwtGkrW5GzP2LY6ioiIGKeVnqgbERHxv1JQERFRpRRURERUKQUVERFVSkFFRESVUlAREVGlFFTEMpI0LelvSZckzUqakrSz23n6ZsfeK8mSRt6SLGI1SkFFLL/nbK8HJoF9wNtAs6v/I8YlBRXRE9tzto8BLwOvSdos6VlJP0v6Q9I5Se8vOmRhTMKspD8lbQWQ9Lqks5IuSvpG0mTPUSJ6kYKK6Jnt08DvwDbgL+BVYIIy/XSXpBe6tz7ePU/YXmf7R0nPU3aufhHYCPxAGbEQ0ZwUVMTKOA/cYft722dsz9v+hVI2T9zguJ3AXttnbV8F9gAP5b+oaFEKKmJl3AXMSHpM0neSLkiaoxTQnTc4bhL4oLvhYhaYAdSdL6IpKaiInkl6hFIoJ4HPKIPn7ra9AThIKRwog+mWOge8YXti0eM221N9fPaIPqWgInoi6XZJ24HDwKe2zwDrgRnb/0h6FHhl0SEXKAPq7lv02kHgHUkPdOfcIOmlfhJE9CvrKyKW31eSrlLK5lfgAKVoAN4E9kv6EDgOHKHcMIHty5J2A6ckrQWesf2lpHXA4e53pzngW+CLXhNF9CDzoCIiokq5xBcREVVKQUVERJVSUBERUaUUVEREVCkFFRERVUpBRURElVJQERFRpRRURERU6V9SUgzyE4BDKQAAAABJRU5ErkJggg==
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_sp_returns():
    assert sp_returns.equals(benchmark_data[&#39;S&amp;P 500&#39;].pct_change()), \
    &#39;Did you use pct_change()?&#39;
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<pre>1/1 tests passed
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<h2 id="7.-Calculating-Excess-Returns-for-Amazon-and-Facebook-vs.-S&amp;P-500">7. Calculating Excess Returns for Amazon and Facebook vs. S&amp;P 500<a class="anchor-link" href="#7.-Calculating-Excess-Returns-for-Amazon-and-Facebook-vs.-S&amp;P-500">&#182;</a></h2><p>Next, we need to calculate the relative performance of stocks vs. the S&amp;P 500 benchmark. This is calculated as the difference in returns between <code>stock_returns</code> and <code>sp_returns</code> for each day.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># calculate the difference in daily returns</span>
<span class="n">excess_returns</span> <span class="o">=</span> <span class="n">stock_returns</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="n">sp_returns</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

<span class="c1"># plot the excess_returns</span>
<span class="c1"># ... YOUR CODE FOR TASK 7 HERE ...</span>
<span class="n">excess_returns</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>

<span class="c1"># summarize the excess_returns</span>
<span class="c1"># ... YOUR CODE FOR TASK 7 HERE ...</span>
<span class="n">excess_returns</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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      <th>Amazon</th>
      <th>Facebook</th>
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      <th>count</th>
      <td>251.000000</td>
      <td>251.000000</td>
    </tr>
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      <th>mean</th>
      <td>0.000360</td>
      <td>0.000168</td>
    </tr>
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      <th>std</th>
      <td>0.016126</td>
      <td>0.015439</td>
    </tr>
    <tr>
      <th>min</th>
      <td>-0.100860</td>
      <td>-0.051958</td>
    </tr>
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      <th>25%</th>
      <td>-0.006229</td>
      <td>-0.005663</td>
    </tr>
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      <th>50%</th>
      <td>0.000698</td>
      <td>-0.000454</td>
    </tr>
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      <th>75%</th>
      <td>0.007351</td>
      <td>0.005814</td>
    </tr>
    <tr>
      <th>max</th>
      <td>0.100728</td>
      <td>0.149686</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_excess_returns():
    assert excess_returns.equals(stock_returns.sub(sp_returns, axis=0)), \
    &#39;Did you use .sub()?&#39;
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<pre>1/1 tests passed
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<h2 id="8.-The-Sharpe-Ratio,-Step-1:-The-Average-Difference-in-Daily-Returns-Stocks-vs-S&amp;P-500">8. The Sharpe Ratio, Step 1: The Average Difference in Daily Returns Stocks vs S&amp;P 500<a class="anchor-link" href="#8.-The-Sharpe-Ratio,-Step-1:-The-Average-Difference-in-Daily-Returns-Stocks-vs-S&amp;P-500">&#182;</a></h2><p>Now we can finally start computing the Sharpe Ratio. First we need to calculate the average of the <code>excess_returns</code>. This tells us how much more or less the investment yields per day compared to the benchmark.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># calculate the mean of excess_returns </span>
<span class="c1"># ... YOUR CODE FOR TASK 8 HERE ...</span>
<span class="n">avg_excess_return</span> <span class="o">=</span> <span class="n">excess_returns</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>

<span class="c1"># plot avg_excess_returns</span>
<span class="c1"># ... YOUR CODE FOR TASK 8 HERE ...</span>
<span class="n">avg_excess_return</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Mean of the Return Difference&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f1d18fa4ac8&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_avg_excess_return():
    assert avg_excess_return.equals(excess_returns.mean()), \
    &#39;Did you use .mean()?&#39;
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<pre>1/1 tests passed
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<h2 id="9.-The-Sharpe-Ratio,-Step-2:-Standard-Deviation-of-the-Return-Difference">9. The Sharpe Ratio, Step 2: Standard Deviation of the Return Difference<a class="anchor-link" href="#9.-The-Sharpe-Ratio,-Step-2:-Standard-Deviation-of-the-Return-Difference">&#182;</a></h2><p>It looks like there was quite a bit of a difference between average daily returns for Amazon and Facebook.</p>
<p>Next, we calculate the standard deviation of the <code>excess_returns</code>. This shows us the amount of risk an investment in the stocks implies as compared to an investment in the S&amp;P 500.</p>
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<span class="n">sd_excess_return</span> <span class="o">=</span> <span class="n">excess_returns</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>

<span class="c1"># plot the standard deviations</span>
<span class="c1"># ... YOUR CODE FOR TASK 9 HERE ...</span>
<span class="n">sd_excess_return</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Standard Deviation of the Return Difference&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f1d18f0ef98&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_sd_excess():
    assert sd_excess_return.equals(excess_returns.std()), \
    &#39;Did you use .std() on excess_returns?&#39;
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<pre>1/1 tests passed
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<h2 id="10.-Putting-it-all-together">10. Putting it all together<a class="anchor-link" href="#10.-Putting-it-all-together">&#182;</a></h2><p>Now we just need to compute the ratio of <code>avg_excess_returns</code> and <code>sd_excess_returns</code>. The result is now finally the <em>Sharpe ratio</em> and indicates how much more (or less) return the investment opportunity under consideration yields per unit of risk.</p>
<p>The Sharpe Ratio is often <em>annualized</em> by multiplying it by the square root of the number of periods. We have used daily data as input, so we'll use the square root of the number of trading days (5 days, 52 weeks, minus a few holidays): √252</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># calculate the daily sharpe ratio</span>
<span class="n">daily_sharpe_ratio</span> <span class="o">=</span> <span class="n">avg_excess_return</span><span class="o">.</span><span class="n">div</span><span class="p">(</span><span class="n">sd_excess_return</span><span class="p">)</span>

<span class="c1"># annualize the sharpe ratio</span>
<span class="n">annual_factor</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="mi">252</span><span class="p">)</span>
<span class="n">annual_sharpe_ratio</span> <span class="o">=</span> <span class="n">daily_sharpe_ratio</span><span class="o">.</span><span class="n">mul</span><span class="p">(</span><span class="n">annual_factor</span><span class="p">)</span>

<span class="c1"># plot the annualized sharpe ratio</span>
<span class="c1"># ... YOUR CODE FOR TASK 10 HERE ...</span>
<span class="n">annual_sharpe_ratio</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Annualized Sharpe Ratio: Stocks vs S&amp;P 500&#39;</span><span class="p">);</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">nose</span>

def test_daily_sharpe():
    assert daily_sharpe_ratio.equals(avg_excess_return.div(sd_excess_return)), \
    &#39;Did you use .div() avg_excess_return and sd_excess_return?&#39;
    
def test_annual_factor():
    assert annual_factor == np.sqrt(252), &#39;Did you apply np.sqrt() to, number_of_trading_days?&#39;
    
def test_annual_sharpe():
    assert annual_sharpe_ratio.equals(daily_sharpe_ratio.mul(annual_factor)), &#39;Did you use .mul() with daily_sharpe_ratio and annual_factor?&#39;
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<pre>3/3 tests passed
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<h2 id="11.-Conclusion">11. Conclusion<a class="anchor-link" href="#11.-Conclusion">&#182;</a></h2><p>Given the two Sharpe ratios, which investment should we go for? In 2016, Amazon had a Sharpe ratio twice as high as Facebook. This means that an investment in Amazon returned twice as much compared to the S&amp;P 500 for each unit of risk an investor would have assumed. In other words, in risk-adjusted terms, the investment in Amazon would have been more attractive.</p>
<p>This difference was mostly driven by differences in return rather than risk between Amazon and Facebook. The risk of choosing Amazon over FB (as measured by the standard deviation) was only slightly higher so that the higher Sharpe ratio for Amazon ends up higher mainly due to the higher average daily returns for Amazon. </p>
<p>When faced with investment alternatives that offer both different returns and risks, the Sharpe Ratio helps to make a decision by adjusting the returns by the differences in risk and allows an investor to compare investment opportunities on equal terms, that is, on an 'apples-to-apples' basis.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Uncomment your choice.</span>
<span class="n">buy_amazon</span> <span class="o">=</span> <span class="kc">True</span>
<span class="c1"># buy_facebook = True</span>
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def test_decision():
    assert &#39;buy_amazon&#39; in globals() and buy_amazon == True, \
    &#39;Which stock has the higher Sharpe Ratio&#39;
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<pre>1/1 tests passed
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