investigate-euro-soccer-dataset.html

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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 {
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li.pulse > a.dropdown-toggle,
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/**
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 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
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 **/
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<h1 id="Project:-European-Soccer-Data-Analysis">Project: European Soccer Data Analysis<a class="anchor-link" href="#Project:-European-Soccer-Data-Analysis">&#182;</a></h1><h5 id="Comparing-match-results-&amp;-goals-scored-by-league">Comparing match results &amp; goals scored by league<a class="anchor-link" href="#Comparing-match-results-&amp;-goals-scored-by-league">&#182;</a></h5><h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><ul>
<li><a href="#intro">Introduction</a></li>
<li><a href="#wrangling">Data Wrangling</a></li>
<li><a href="#eda">Exploratory Data Analysis</a></li>
<li><a href="#conclusions">Conclusions</a></li>
<li><a href="#resources">Resources</a></li>
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<p><a id='intro'></a></p>
<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><hr>
<p>In this project, I plan to compare match results across the various European soccer leagues. To complete this project, I will be using the <a href="https://www.kaggle.com/hugomathien/soccer#database.sqlite">European Soccer Dataset</a>, which can be found on Kaggle. This database contains records of European soccer matches that have taken place from 2008 to 2016. This dataset provides good practice with querying a SQLite database and joining tables/dataframes.</p>
<p>The first part of my project will explore the win rates of the home and away teams in each league. For each match, there can only be three outcomes: the home team wins, the away team wins or the match is a draw (tie). Although the match result is not explicitly stated in the database, it can be determined by comparing the home team goals scored and away team goals scored in a given match.</p>
<p>Although it's not officially measured, athletes, commentators and fans constantly mentioned "home field advantage" in connection to match result. Although this exploration will not dive into the causes of home field advtange, I expect there to be a higher rate of home wins against both away wins and draws. Perhaps the breakdown of match result by league will allow us to determine which league matches are most likely to end in a home team win.</p>
<p>The second part of this project will then compare goals scored per match in each league. If the assumption that the home team most often wins a given match proves to be true, then we can hypothesize that the average number of goals scored by the home team in a match will be greater than the average number of goals scored by the away team. After this analysis, I should be able to determine which league matches are most likely to have the most goals scored in a game.</p>
<p>Let's get started!</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import packages for project</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">sqlite3</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
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<p><a id='wrangling'></a></p>
<h2 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h2><hr>
<p>In this section, I will load each table from the SQLite database, and inspect the data for cleanliness. At this point, I will make adjustments for any missing values, unnecessary columns, etc. Taking time to understand the dataset will help me with upcoming analysis.</p>
<h3 id="General-Properties">General Properties<a class="anchor-link" href="#General-Properties">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># read sqlite query results into a pandas DataFrame</span>

<span class="n">con</span> <span class="o">=</span> <span class="n">sqlite3</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="s2">&quot;./database.sqlite&quot;</span><span class="p">)</span>

<span class="n">df_team</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql_query</span><span class="p">(</span><span class="s2">&quot;SELECT team_api_id, team_long_name from Team&quot;</span><span class="p">,</span> <span class="n">con</span><span class="p">)</span>
<span class="n">df_match</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql_query</span><span class="p">(</span><span class="s2">&quot;SELECT match_api_id, date, league_id, stage, home_team_api_id, away_team_api_id, home_team_goal, away_team_goal from Match&quot;</span><span class="p">,</span> <span class="n">con</span><span class="p">)</span>
<span class="n">df_league</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_sql_query</span><span class="p">(</span><span class="s2">&quot;SELECT id, name from League&quot;</span><span class="p">,</span> <span class="n">con</span><span class="p">)</span>

<span class="n">con</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Verify Team table has been saved as df_team dataframe</span>

<span class="n">df_team</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Verify Match table has been saved as df_match dataframe</span>

<span class="n">df_match</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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      <th>away_team_goal</th>
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      <td>2008-08-17 00:00:00</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Verify League table has been saved as df_league dataframe</span>

<span class="n">df_league</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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      <td>Belgium Jupiler League</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check df_team for null values</span>

<span class="n">df_team</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 299 entries, 0 to 298
Data columns (total 2 columns):
team_api_id       299 non-null int64
team_long_name    299 non-null object
dtypes: int64(1), object(1)
memory usage: 4.8+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check df_match for null values</span>

<span class="n">df_match</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 25979 entries, 0 to 25978
Data columns (total 8 columns):
match_api_id        25979 non-null int64
date                25979 non-null object
league_id           25979 non-null int64
stage               25979 non-null int64
home_team_api_id    25979 non-null int64
away_team_api_id    25979 non-null int64
home_team_goal      25979 non-null int64
away_team_goal      25979 non-null int64
dtypes: int64(7), object(1)
memory usage: 1.6+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check df_league for null values</span>

<span class="n">df_league</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 11 entries, 0 to 10
Data columns (total 2 columns):
id      11 non-null int64
name    11 non-null object
dtypes: int64(1), object(1)
memory usage: 304.0+ bytes
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<h3 id="Total-Game-in-Dataset:-25,979">Total Game in Dataset: 25,979<a class="anchor-link" href="#Total-Game-in-Dataset:-25,979">&#182;</a></h3><h5 id="No-null-values-present-in-this-dataset">No null values present in this dataset<a class="anchor-link" href="#No-null-values-present-in-this-dataset">&#182;</a></h5><p>After displaying the info above, it is apparent the same number of data points are present in each column of each table. This means that there are no missing values in any of the tables. Woohoo! Had there been any null values, I would have additional data cleaning at this point.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_match</span><span class="p">[</span><span class="s1">&#39;home_team_goal&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    25979.000000
mean         1.544594
std          1.297158
min          0.000000
25%          1.000000
50%          1.000000
75%          2.000000
max         10.000000
Name: home_team_goal, dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_match</span><span class="p">[</span><span class="s1">&#39;away_team_goal&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    25979.000000
mean         1.160938
std          1.142110
min          0.000000
25%          0.000000
50%          1.000000
75%          2.000000
max          9.000000
Name: away_team_goal, dtype: float64</pre>
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<h4 id="Further-investigation-of-home-&amp;-away-team-goals"><em>Further investigation of home &amp; away team goals</em><a class="anchor-link" href="#Further-investigation-of-home-&amp;-away-team-goals">&#182;</a></h4><p>The outputs of means and percentiles gives a good outline of what the data will demonstrate. The mean of home team goals per game is nearly 0.4 goals greater than the away team goals per game. It is also interesting the 50th and 75th percentile outcomes are identical for both home and away goals scored per game. However, in the 25th percentile, there is one goal per game for the home team and zero goals per game for the away team. In the scenario where both teams under-perform, the home team has an advantage to win the game.</p>

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<h3 id="Data-Cleaning:-Renaming-Columns-In-Preparation-of-Merging-Dataframes">Data Cleaning: Renaming Columns In Preparation of Merging Dataframes<a class="anchor-link" href="#Data-Cleaning:-Renaming-Columns-In-Preparation-of-Merging-Dataframes">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Rename columns in df_team and save titles to new home team dataframe</span>

<span class="n">df_home_team</span> <span class="o">=</span> <span class="n">df_team</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;team_api_id&quot;</span><span class="p">:</span> <span class="s2">&quot;home_team_api_id&quot;</span><span class="p">,</span> <span class="s2">&quot;team_long_name&quot;</span><span class="p">:</span> <span class="s2">&quot;home_team_name&quot;</span><span class="p">})</span>

<span class="n">df_home_team</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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      <td>0</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Rename columns in df_team and save titles to new away team dataframe</span>

<span class="n">df_away_team</span> <span class="o">=</span> <span class="n">df_team</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;team_api_id&quot;</span><span class="p">:</span> <span class="s2">&quot;away_team_api_id&quot;</span><span class="p">,</span> <span class="s2">&quot;team_long_name&quot;</span><span class="p">:</span> <span class="s2">&quot;away_team_name&quot;</span><span class="p">})</span>

<span class="n">df_away_team</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Merge df_home_team with df_match</span>

<span class="n">df_match_combined</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_match</span><span class="p">,</span> <span class="n">df_home_team</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;home_team_api_id&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;home_team_api_id&#39;</span><span class="p">)</span>

<span class="n">df_match_combined</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>match_api_id</th>
      <th>date</th>
      <th>league_id</th>
      <th>stage</th>
      <th>home_team_api_id</th>
      <th>away_team_api_id</th>
      <th>home_team_goal</th>
      <th>away_team_goal</th>
      <th>home_team_name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>0</td>
      <td>492473</td>
      <td>2008-08-17 00:00:00</td>
      <td>1</td>
      <td>1</td>
      <td>9987</td>
      <td>9993</td>
      <td>1</td>
      <td>1</td>
      <td>KRC Genk</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Merge df_away_team with previously created df_match_combined dataframe</span>

<span class="n">df_match_combined</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_match_combined</span><span class="p">,</span> <span class="n">df_away_team</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;away_team_api_id&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;away_team_api_id&#39;</span><span class="p">)</span>

<span class="n">df_match_combined</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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        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>match_api_id</th>
      <th>date</th>
      <th>league_id</th>
      <th>stage</th>
      <th>home_team_api_id</th>
      <th>away_team_api_id</th>
      <th>home_team_goal</th>
      <th>away_team_goal</th>
      <th>home_team_name</th>
      <th>away_team_name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>0</td>
      <td>492473</td>
      <td>2008-08-17 00:00:00</td>
      <td>1</td>
      <td>1</td>
      <td>9987</td>
      <td>9993</td>
      <td>1</td>
      <td>1</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Rename columns in df_league and save as df_league_revised</span>

<span class="n">df_league_revised</span> <span class="o">=</span> <span class="n">df_league</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;id&quot;</span><span class="p">:</span> <span class="s2">&quot;league_id&quot;</span><span class="p">,</span> <span class="s2">&quot;name&quot;</span><span class="p">:</span> <span class="s2">&quot;league_name&quot;</span><span class="p">})</span>

<span class="n">df_league_revised</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>league_id</th>
      <th>league_name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>0</td>
      <td>1</td>
      <td>Belgium Jupiler League</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Merge df_league_revised with df_match_combined</span>

<span class="n">df_match_combined</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_match_combined</span><span class="p">,</span> <span class="n">df_league_revised</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;league_id&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;league_id&#39;</span><span class="p">)</span>

<span class="n">df_match_combined</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[140]:</div>


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    .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>match_api_id</th>
      <th>date</th>
      <th>league_id</th>
      <th>stage</th>
      <th>home_team_api_id</th>
      <th>away_team_api_id</th>
      <th>home_team_goal</th>
      <th>away_team_goal</th>
      <th>home_team_name</th>
      <th>away_team_name</th>
      <th>league_name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>0</td>
      <td>492473</td>
      <td>2008-08-17 00:00:00</td>
      <td>1</td>
      <td>1</td>
      <td>9987</td>
      <td>9993</td>
      <td>1</td>
      <td>1</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
    </tr>
    <tr>
      <td>1</td>
      <td>665353</td>
      <td>2009-08-30 00:00:00</td>
      <td>1</td>
      <td>5</td>
      <td>9987</td>
      <td>9993</td>
      <td>1</td>
      <td>1</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
    </tr>
    <tr>
      <td>2</td>
      <td>838476</td>
      <td>2010-08-01 00:00:00</td>
      <td>1</td>
      <td>1</td>
      <td>9987</td>
      <td>9993</td>
      <td>2</td>
      <td>1</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
    </tr>
    <tr>
      <td>3</td>
      <td>1032694</td>
      <td>2011-07-30 00:00:00</td>
      <td>1</td>
      <td>1</td>
      <td>9987</td>
      <td>9993</td>
      <td>3</td>
      <td>1</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
    </tr>
    <tr>
      <td>4</td>
      <td>1224064</td>
      <td>2012-10-20 00:00:00</td>
      <td>1</td>
      <td>11</td>
      <td>9987</td>
      <td>9993</td>
      <td>3</td>
      <td>0</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h3 id="Cleaned-Data-Initial-Exploration"><em>Cleaned Data Initial Exploration</em><a class="anchor-link" href="#Cleaned-Data-Initial-Exploration">&#182;</a></h3><hr>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">by</span> <span class="o">=</span><span class="s1">&#39;league_name&#39;</span><span class="p">,</span> <span class="n">column</span> <span class="o">=</span><span class="p">[</span><span class="s1">&#39;home_team_goal&#39;</span><span class="p">],</span> <span class="n">grid</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">rot</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">by</span> <span class="o">=</span><span class="s1">&#39;league_name&#39;</span><span class="p">,</span> <span class="n">column</span> <span class="o">=</span><span class="p">[</span><span class="s1">&#39;away_team_goal&#39;</span><span class="p">],</span> <span class="n">grid</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">rot</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
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<h5 id="Outliers-within-the-dataset">Outliers within the dataset<a class="anchor-link" href="#Outliers-within-the-dataset">&#182;</a></h5><p>Relying on <code>.describe()</code> to summarize the dataset, does not provide enough context. The boxplots are a good demonstration of outliers while exploring goals scored by home and away teams.</p>

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<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2><h3 id="Initial-Question:-Across-European-soccer-leagues,-is-the-most-frequent-match-result-a-home-team-win?">Initial Question: Across European soccer leagues, is the most frequent match result a home team win?<a class="anchor-link" href="#Initial-Question:-Across-European-soccer-leagues,-is-the-most-frequent-match-result-a-home-team-win?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create function to determine winning team in each row of df_match_combnined</span>

<span class="k">def</span> <span class="nf">determineWinningTeam</span><span class="p">(</span><span class="n">row</span><span class="p">):</span>

    <span class="k">if</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;home_team_goal&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;away_team_goal&#39;</span><span class="p">]:</span>

        <span class="n">result</span> <span class="o">=</span> <span class="s1">&#39;draw&#39;</span>

    <span class="k">elif</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;home_team_goal&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;away_team_goal&#39;</span><span class="p">]:</span>

        <span class="n">result</span> <span class="o">=</span> <span class="s1">&#39;home&#39;</span>

    <span class="k">else</span><span class="p">:</span>

        <span class="n">result</span> <span class="o">=</span> <span class="s1">&#39;away&#39;</span>

    <span class="k">return</span> <span class="n">result</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Run function and set match_result for each match</span>

<span class="n">df_match_combined</span><span class="p">[</span><span class="s1">&#39;match_result&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">determineWinningTeam</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># Verify match_result column displays</span>

<span class="n">df_match_combined</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>match_api_id</th>
      <th>date</th>
      <th>league_id</th>
      <th>stage</th>
      <th>home_team_api_id</th>
      <th>away_team_api_id</th>
      <th>home_team_goal</th>
      <th>away_team_goal</th>
      <th>home_team_name</th>
      <th>away_team_name</th>
      <th>league_name</th>
      <th>match_result</th>
    </tr>
  </thead>
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    <tr>
      <td>0</td>
      <td>492473</td>
      <td>2008-08-17 00:00:00</td>
      <td>1</td>
      <td>1</td>
      <td>9987</td>
      <td>9993</td>
      <td>1</td>
      <td>1</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
      <td>draw</td>
    </tr>
    <tr>
      <td>1</td>
      <td>665353</td>
      <td>2009-08-30 00:00:00</td>
      <td>1</td>
      <td>5</td>
      <td>9987</td>
      <td>9993</td>
      <td>1</td>
      <td>1</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
      <td>draw</td>
    </tr>
    <tr>
      <td>2</td>
      <td>838476</td>
      <td>2010-08-01 00:00:00</td>
      <td>1</td>
      <td>1</td>
      <td>9987</td>
      <td>9993</td>
      <td>2</td>
      <td>1</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
      <td>home</td>
    </tr>
    <tr>
      <td>3</td>
      <td>1032694</td>
      <td>2011-07-30 00:00:00</td>
      <td>1</td>
      <td>1</td>
      <td>9987</td>
      <td>9993</td>
      <td>3</td>
      <td>1</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
      <td>home</td>
    </tr>
    <tr>
      <td>4</td>
      <td>1224064</td>
      <td>2012-10-20 00:00:00</td>
      <td>1</td>
      <td>11</td>
      <td>9987</td>
      <td>9993</td>
      <td>3</td>
      <td>0</td>
      <td>KRC Genk</td>
      <td>Beerschot AC</td>
      <td>Belgium Jupiler League</td>
      <td>home</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_match_combined</span><span class="p">[</span><span class="s1">&#39;match_result&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>home    11917
away     7466
draw     6596
Name: match_result, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Return all rows with match_result of &#39;home&#39; and count number of rows</span>

<span class="n">total_home_wins</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="p">[</span><span class="n">df_match_combined</span><span class="o">.</span><span class="n">match_result</span> <span class="o">==</span> <span class="s1">&#39;home&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="n">total_home_wins</span><span class="p">)</span>
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<pre>11917
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Return all rows with match_result of &#39;away&#39; and count number of rows</span>

<span class="n">total_away_wins</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="p">[</span><span class="n">df_match_combined</span><span class="o">.</span><span class="n">match_result</span> <span class="o">==</span> <span class="s1">&#39;away&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="n">total_away_wins</span><span class="p">)</span>
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<pre>7466
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Return all rows with match_result of &#39;draw&#39; and count number of rows</span>

<span class="n">total_draws</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="p">[</span><span class="n">df_match_combined</span><span class="o">.</span><span class="n">match_result</span> <span class="o">==</span> <span class="s1">&#39;draw&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="n">total_draws</span><span class="p">)</span>
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<pre>6596
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Count total number of matches across data set</span>

<span class="n">total_games_played</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>

<span class="nb">print</span><span class="p">(</span><span class="n">total_games_played</span><span class="p">)</span>
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<pre>25979
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate percentage of match results for home wins, away wins and draws</span>

<span class="n">overall_home_win_percentage</span> <span class="o">=</span> <span class="p">(</span><span class="n">total_home_wins</span> <span class="o">/</span> <span class="n">total_games_played</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span>
<span class="n">overall_away_win_percentage</span> <span class="o">=</span> <span class="p">(</span><span class="n">total_away_wins</span> <span class="o">/</span> <span class="n">total_games_played</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span>
<span class="n">overall_draw_percentage</span> <span class="o">=</span> <span class="p">(</span><span class="n">total_draws</span> <span class="o">/</span> <span class="n">total_games_played</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Overall Home Win Percentage: &#39;</span><span class="p">,</span> <span class="n">overall_home_win_percentage</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Overall Away Win Percentage: &#39;</span><span class="p">,</span> <span class="n">overall_away_win_percentage</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Overall Draw Percentage: &#39;</span><span class="p">,</span> <span class="n">overall_draw_percentage</span><span class="p">)</span>
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<pre>Overall Home Win Percentage:  45.87166557604219
Overall Away Win Percentage:  28.738596558759
Overall Draw Percentage:  25.389737865198814
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">match_results</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;match_result&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>

<span class="n">plt</span> <span class="o">=</span> <span class="n">match_results</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;pie&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Results For European Matches (2008 - 2016)&#39;</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Away Win&#39;</span><span class="p">,</span> <span class="s1">&#39;Draw&#39;</span><span class="p">,</span> <span class="s1">&#39;Home Win&#39;</span><span class="p">],</span> <span class="n">autopct</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%1.1f%%</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">shadow</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">startangle</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>

<span class="n">plet</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
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<h3 id="Across-all-European-leagues---the-home-team-wins-the-match-45%-of-the-time!"><em>Across all European leagues - the home team wins the match 45% of the time!</em><a class="anchor-link" href="#Across-all-European-leagues---the-home-team-wins-the-match-45%-of-the-time!">&#182;</a></h3><p>Now, let's explore the breakdown of match results by league.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create data set of individual league home win, away win and draw percentages</span>

<span class="n">leagues</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">league_name</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>

<span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">league</span> <span class="ow">in</span> <span class="n">leagues</span><span class="p">:</span>
    <span class="n">home_wins</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df_match_combined</span><span class="p">[</span><span class="s1">&#39;league_name&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">league</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df_match_combined</span><span class="p">[</span><span class="s1">&#39;match_result&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;home&#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">away_wins</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df_match_combined</span><span class="p">[</span><span class="s1">&#39;league_name&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">league</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df_match_combined</span><span class="p">[</span><span class="s1">&#39;match_result&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;away&#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">draws</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df_match_combined</span><span class="p">[</span><span class="s1">&#39;league_name&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">league</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df_match_combined</span><span class="p">[</span><span class="s1">&#39;match_result&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;draw&#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    
    <span class="n">total_league_games</span> <span class="o">=</span> <span class="n">home_wins</span> <span class="o">+</span> <span class="n">away_wins</span> <span class="o">+</span> <span class="n">draws</span>
    
    <span class="n">home_win_percentage</span> <span class="o">=</span> <span class="p">(</span><span class="n">home_wins</span> <span class="o">/</span> <span class="n">total_league_games</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span>
    <span class="n">away_win_percentage</span> <span class="o">=</span> <span class="p">(</span><span class="n">away_wins</span> <span class="o">/</span> <span class="n">total_league_games</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span>
    <span class="n">draw_percentage</span> <span class="o">=</span> <span class="p">(</span><span class="n">draws</span> <span class="o">/</span> <span class="n">total_league_games</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span>
    
    <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">league</span><span class="p">,</span> <span class="n">home_win_percentage</span><span class="p">,</span> <span class="n">away_win_percentage</span><span class="p">,</span> <span class="n">draw_percentage</span><span class="p">])</span>
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<h3 id="Match-Result:-Home-Team-Wins">Match Result: Home Team Wins<a class="anchor-link" href="#Match-Result:-Home-Team-Wins">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create dataframe with percentages by league with specified columns</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;league&quot;</span><span class="p">,</span> <span class="s2">&quot;Home Win Rate&quot;</span><span class="p">,</span> <span class="s2">&quot;Away Win Rate&quot;</span><span class="p">,</span> <span class="s1">&#39;Draw Rate&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Prepare dataframe to be displayed - sort values by Home Win Rate</span>

<span class="n">df_win</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Home Win Rate&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot df_win and display European League average home win percentage for comparison</span>

<span class="n">plt</span> <span class="o">=</span> <span class="n">df_win</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">x</span><span class="o">=</span><span class="s1">&#39;league&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Home Win Rate&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">df_win</span><span class="o">.</span><span class="n">league</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Home Team Win Rate by European League&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;European League&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Percent&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">40</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">overall_home_win_percentage</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;European League Average&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<pre>&lt;matplotlib.legend.Legend at 0x11a965790&gt;</pre>
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<h3 id="Only-4-out-of-the-11-leagues-have-a-home-team-win-rate-greater-than-the-45%-average-across-all-leagues"><em>Only 4 out of the 11 leagues have a home team win rate greater than the 45% average across all leagues</em><a class="anchor-link" href="#Only-4-out-of-the-11-leagues-have-a-home-team-win-rate-greater-than-the-45%-average-across-all-leagues">&#182;</a></h3><hr>

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<h3 id="Match-Result:-Away-Team-Wins">Match Result: Away Team Wins<a class="anchor-link" href="#Match-Result:-Away-Team-Wins">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Prepare dataframe to be displayed - sort values by Away Win Rate</span>

<span class="n">df_away</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Away Win Rate&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot df_away and display European League average home win percentage for comparison</span>

<span class="n">plt</span> <span class="o">=</span> <span class="n">df_away</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">x</span><span class="o">=</span><span class="s1">&#39;league&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Away Win Rate&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">df_away</span><span class="o">.</span><span class="n">league</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Away Team Win Rate by European League&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;European League&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Percent&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">overall_away_win_percentage</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;European League Average&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<pre>&lt;matplotlib.legend.Legend at 0x11a7759d0&gt;</pre>
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<h3 id="If-you're-looking-to-see-the-away-team-win,-I-recommend-attending-a-Scotland-Premier-League-match!"><em>If you're looking to see the away team win, I recommend attending a Scotland Premier League match!</em><a class="anchor-link" href="#If-you're-looking-to-see-the-away-team-win,-I-recommend-attending-a-Scotland-Premier-League-match!">&#182;</a></h3><hr>

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<h3 id="Match-Result:-Draw">Match Result: Draw<a class="anchor-link" href="#Match-Result:-Draw">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Prepare dataframe to be displayed - sort values by Draw Rate</span>

<span class="n">df_draw</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Draw Rate&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot df_draw and display European League average draw percentage for comparison</span>

<span class="n">plt</span> <span class="o">=</span> <span class="n">df_draw</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">x</span><span class="o">=</span><span class="s1">&#39;league&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Draw Rate&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">df_draw</span><span class="o">.</span><span class="n">league</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Draw Percentage by European League&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;European League&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Percent&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">overall_draw_percentage</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;European League Average&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<pre>&lt;matplotlib.legend.Legend at 0x119a690d0&gt;</pre>
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<h3 id="Matches-from-the-Spain-LIGA-BBVA-league-are-least-likely-to-end-in-a-draw"><em>Matches from the Spain LIGA BBVA league are least likely to end in a draw</em><a class="anchor-link" href="#Matches-from-the-Spain-LIGA-BBVA-league-are-least-likely-to-end-in-a-draw">&#182;</a></h3><hr>
<p>With a better understanding of match result, let's see if there is any correlation to goals scored per league.</p>

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<h3 id="Initial-Question:-How-do-goals-scored-by-the-home-&amp;-away-teams-per-match-compare-across-the-European-leagues?">Initial Question: How do goals scored by the home &amp; away teams per match compare across the European leagues?<a class="anchor-link" href="#Initial-Question:-How-do-goals-scored-by-the-home-&amp;-away-teams-per-match-compare-across-the-European-leagues?">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[160]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Refresh original df_match_combined info to see columns</span>

<span class="n">df_match_combined</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 25979 entries, 0 to 25978
Data columns (total 12 columns):
match_api_id        25979 non-null int64
date                25979 non-null object
league_id           25979 non-null int64
stage               25979 non-null int64
home_team_api_id    25979 non-null int64
away_team_api_id    25979 non-null int64
home_team_goal      25979 non-null int64
away_team_goal      25979 non-null int64
home_team_name      25979 non-null object
away_team_name      25979 non-null object
league_name         25979 non-null object
match_result        25979 non-null object
dtypes: int64(7), object(5)
memory usage: 2.6+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">axarr</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">column</span><span class="o">=</span><span class="s1">&#39;home_team_goal&#39;</span><span class="p">,</span> <span class="n">grid</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#86bf91&#39;</span><span class="p">,</span> <span class="n">zorder</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">rwidth</span><span class="o">=</span><span class="mf">0.95</span><span class="p">)</span>

<span class="k">for</span> <span class="n">ax</span> <span class="ow">in</span> <span class="n">axarr</span><span class="o">.</span><span class="n">flatten</span><span class="p">():</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Home Team Goals Scored&quot;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Goals Scored&quot;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Number of Matches&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate average number of goals scored by home teams across all European matches</span>

<span class="n">overall_average_home_goals_per_game</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">average</span><span class="p">(</span><span class="n">df_match_combined</span><span class="o">.</span><span class="n">home_team_goal</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="n">overall_average_home_goals_per_game</span><span class="p">)</span>
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<pre>1.5445937103044767
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">axarr</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">column</span><span class="o">=</span><span class="s1">&#39;away_team_goal&#39;</span><span class="p">,</span> <span class="n">grid</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">4</span><span class="p">),</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#86bf91&#39;</span><span class="p">,</span> <span class="n">zorder</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">rwidth</span><span class="o">=</span><span class="mf">0.95</span><span class="p">)</span>

<span class="k">for</span> <span class="n">ax</span> <span class="ow">in</span> <span class="n">axarr</span><span class="o">.</span><span class="n">flatten</span><span class="p">():</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Away Team Goals Scored&quot;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Goals Scored&quot;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Number of Matches&quot;</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[164]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate average number of goals scored by away teams across all European matches</span>

<span class="n">overall_average_away_goals_per_game</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">average</span><span class="p">(</span><span class="n">df_match_combined</span><span class="o">.</span><span class="n">away_team_goal</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="n">overall_average_away_goals_per_game</span><span class="p">)</span>
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<pre>1.1609376804341969
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate average number of goals scored per game across all European matches</span>

<span class="n">total_goals</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">df_match_combined</span><span class="o">.</span><span class="n">home_team_goal</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">df_match_combined</span><span class="o">.</span><span class="n">away_team_goal</span><span class="p">)</span>

<span class="n">overall_average_goals_per_game</span> <span class="o">=</span> <span class="n">total_goals</span> <span class="o">/</span> <span class="n">total_games_played</span>

<span class="nb">print</span><span class="p">(</span><span class="n">overall_average_goals_per_game</span><span class="p">)</span>
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<pre>2.7055313907386735
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<h5 id="As-expected----since-the-home-team-wins-more-often-than-the-away-team,-the-home-team-averages-more-goals-per-game-than-the-away-team"><em>As expected -  since the home team wins more often than the away team, the home team averages more goals per game than the away team</em><a class="anchor-link" href="#As-expected----since-the-home-team-wins-more-often-than-the-away-team,-the-home-team-averages-more-goals-per-game-than-the-away-team">&#182;</a></h5><hr>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create data set of average goals scored for home and away teams by European league</span>

<span class="n">data</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">league</span> <span class="ow">in</span> <span class="n">leagues</span><span class="p">:</span>
    <span class="n">league_rows</span> <span class="o">=</span> <span class="n">df_match_combined</span><span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">df_match_combined</span><span class="p">[</span><span class="s1">&#39;league_name&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">league</span><span class="p">)]</span>
    
    <span class="n">average_home_goals_per_game</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">average</span><span class="p">(</span><span class="n">league_rows</span><span class="o">.</span><span class="n">home_team_goal</span><span class="p">)</span>
    <span class="n">average_away_goals_per_game</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">average</span><span class="p">(</span><span class="n">league_rows</span><span class="o">.</span><span class="n">away_team_goal</span><span class="p">)</span>
    
    <span class="n">home_goals</span> <span class="o">=</span> <span class="n">league_rows</span><span class="o">.</span><span class="n">home_team_goal</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
    <span class="n">away_goals</span> <span class="o">=</span> <span class="n">league_rows</span><span class="o">.</span><span class="n">away_team_goal</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
    <span class="n">total_games</span> <span class="o">=</span> <span class="n">league_rows</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">average_goals_per_game</span> <span class="o">=</span> <span class="p">(</span><span class="n">home_goals</span> <span class="o">+</span> <span class="n">away_goals</span><span class="p">)</span> <span class="o">/</span> <span class="n">total_games</span>
    
    <span class="n">data</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">league</span><span class="p">,</span> <span class="n">average_home_goals_per_game</span><span class="p">,</span> <span class="n">average_away_goals_per_game</span><span class="p">,</span> <span class="n">average_goals_per_game</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create dataframe with average goals per match by league with specified columns</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;league&quot;</span><span class="p">,</span> <span class="s2">&quot;Average Home Goals&quot;</span><span class="p">,</span> <span class="s2">&quot;Average Away Goals&quot;</span><span class="p">,</span> <span class="s2">&quot;Average Goals&quot;</span><span class="p">])</span>
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<h3 id="Home-Goals-Per-Game-Comparison">Home Goals Per Game Comparison<a class="anchor-link" href="#Home-Goals-Per-Game-Comparison">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Prepare dataframe to be displayed - sort values by Average Home Goals</span>

<span class="n">df_home_goals</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Average Home Goals&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot df_home_goals and display European League average goals per match for comparison</span>

<span class="n">plt</span> <span class="o">=</span> <span class="n">df_home_goals</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">x</span><span class="o">=</span><span class="s1">&#39;league&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Average Home Goals&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;y&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">df_home_goals</span><span class="o">.</span><span class="n">league</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Average Goals Scored by Home Team in European Leagues&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;European League&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Goals Scored&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">top</span><span class="o">=</span><span class="mf">1.9</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">overall_average_home_goals_per_game</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;League Average&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<pre>&lt;matplotlib.legend.Legend at 0x11a775b90&gt;</pre>
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<h3 id="Away-Goals-Per-Game-Comparison">Away Goals Per Game Comparison<a class="anchor-link" href="#Away-Goals-Per-Game-Comparison">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Prepare dataframe to be displayed - sort values by Average Away Goals</span>

<span class="n">df_away_goals</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Average Away Goals&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot df_away_goals and display European League average goals per match for comparison</span>

<span class="n">plt</span> <span class="o">=</span> <span class="n">df_away_goals</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">x</span><span class="o">=</span><span class="s1">&#39;league&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Average Away Goals&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;y&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">df_away_goals</span><span class="o">.</span><span class="n">league</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Average Goals Scored by Away Team in European Leagues&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;European League&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Goals Scored&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">top</span><span class="o">=</span><span class="mf">1.4</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">overall_average_away_goals_per_game</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;League Average&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
</pre></div>

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    <div class="prompt output_prompt">Out[171]:</div>


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<pre>&lt;matplotlib.legend.Legend at 0x11981ef50&gt;</pre>
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<img 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jaZUH9Xnp8DjxLqjjMOJ9zEszQWIM8SGqqdc85VQwVtM4ld1QYReick7UTJm5Iyl2/OOeeqoULftHgLoTvlWqnEfVRl3VRVZn2cpBGErnE0adJkn/bt21d5Jp1zrraaNm3aV2ZW5qCnG6PQhUl3YGwsSFoQRn1dQ7gS6Zd4XStCH/sNmNkowphTdO/e3aZOnZpidp1zrnZRGD0kZwUtTMysXea5pHsIA8X9OzbA/z72mYZwN+uVBciic865Ski1MJE0hnCF0UJhytWrCXflYmal20mKmdnS2J3zzbjqWovzfTjnnKt+Ui1MzGzoRrz2tFLLownjQDnnnKvmCt1m4pyrAqtXr2bhwoWsXJltMGRX1zVs2JBWrVrRoEGDVLbvhYlztcDChQtp1qwZbdu2pVTPSOcwM5YsWcLChQtp165dxW/YBD42l3O1wMqVK2nevLkXJK5MkmjevHmqV65emDhXS3hB4sqT9u/DCxPnXJVo2nRjZ6vNv4suuoiddtqJdeuyz/HkNo0XJs65OmHdunWMHz+e1q1bM3ny5IrfUAlr1qypku3UBl6YOOdSs3jxYgYPHkyPHj3o0aMHL7/8MgBvvPEG++23H3vvvTf77bcfs2bNAmDFihWceOKJdO7cmSFDhtCzZ08yo1okr3weeeQRTjvttHJjlPbCCy/QqVMnzj33XMaMGQOEAqZt27YsW7as+HW77bYb//3vf7Nu95prrmHEiBEcdthhnHrqqcybN48DDjiAbt260a1bN1555ZXibZ933nl07NiRgQMHctRRR/HII48AMG3aNA488ED22WcfDj/8cL74Iu/Tj1S9ykwXWlMe++yzjzlXF73//vuFzoI1adJkg3VDhw61l156yczM5s+fb+3btzczs6KiIlu9erWZmT377LN23HHHmZnZn/70JxsxYoSZmb377rtWv359e/PNNzfY/sMPP2zDhw8vN0ZpZ555pt13331WVFRkO+64o61atcrMzC688EIbPXq0mZm99tprdvDBB5e73auvvtq6detmK1asMDOz7777zr7//nszM5s9e7ZljkMPP/ywHXnkkbZ27Vr74osvbOutt7aHH37YVq1aZb1797ZFixaZmdnYsWPt9NNPr9RnnKuyfifAVKuC4693DXauFup3T78N1p3Y8UTO63EeK1av4KgHjtog/bSup3Fa19P4asVXHD/u+BJpk06btEn5mDhxIu+//37x8vLly/nmm28oKipi+PDhzJkzB0msXr0agClTpnDRRRcB0KlTJzp37rzJMZo1a1a8btWqVTz55JP89a9/pVmzZvTs2ZNnnnmGAQMGMGTIEK699lpOP/10xo4dy5AhQ8rdLsDRRx9No0aNgHCPzwUXXMD06dOpX78+s2fPLt6XE044gXr16rH99tvTv39/AGbNmsXMmTM59NBDAVi7di077LDDRn6y1Y8XJs651Kxbt45XX321+MCb8fOf/5z+/fszfvx45s2bR79+/YBQU5JNsjdSsotrthhJTz31FEVFRey1115AqE5r3LgxAwYMoHfv3nz00UcsXryYf//73/zmN7+pcLtNmjQpfv7Xv/6V7bbbjnfeeYd169bRsGHDcvfFzOjYsSOvvvpq1vzWRF6YOFcLlXcl0bhB43LTWzRusclXIqUddthh/O1vf+PSSy8FYPr06XTt2pWioiJ22ilMUXTPPfcUv75Pnz6MGzeO/v378/777/Puu+8Wp2233XZ88MEH7LHHHowfP774yiNbjKQxY8Zw5513MnRoGOHpu+++o127dsWFyqBBg/jlL3/JnnvuSfPmzSu9XYCioiJatWpFvXr1uPfee1m7dm3xvtx7770MHz6cxYsXM2nSJE4++WT22GMPFi9ezKuvvkrv3r1ZvXo1s2fPpmPHjjl/3oXkDfDOuSqxYsUKWrVqVfz4y1/+wq233srUqVPp3LkzHTp0YOTIML7rZZddxpVXXsn+++9ffPAFOO+881i8eDGdO3fmj3/8I507d2arrbYC4MYbb2TgwIEcdNBBJaqFssVI5uvpp59mwIABxeuaNGlCnz59eOKJJwAYMmQI//rXv4qruCqz3WSe7733Xnr16sXs2bOLr1oGDx5Mq1at6NSpE+eccw49e/Zkq622YvPNN+eRRx7h8ssvp0uXLnTt2rW40b4mS3UO+Hzz+UxcXfXBBx+w5557FjobOVu7di2rV6+mYcOGfPzxxxx88MHMnj2bzTffvNBZ2yTffvstTZs2ZcmSJey77768/PLLbL/99gXLT1m/E0nTzKx7rtv2ai7nXLWxYsUK+vfvz+rVqzEzbr/99hpbkAAMHDiQZcuWsWrVKq666qqCFiRp88LEOVdtNGvWjNpUuzBp0qRCZyFvvM3EOedczrwwcc45lzMvTJxzzuUstcJE0mhJiyTNzJJ+jKQZkqZLmiqpTyJtbVw/XdLjaeXROedc1UjzyuQe4Ihy0p8DuphZV+AM4M5E2vdm1jU+jk4xj865KjR+/Hgk8eGHHxY6K5VWiGHp58yZw8CBA9l1113ZZ5996N+//yaPZDxp0iQGDhxYxTnceKn15jKzyZLalpP+bWKxCVB7bnhxrsAmTaraiZD69avcv+eYMWPo06cPY8eO5Zprrsk57tq1a6lfv37O28mm9LD0mWFd0rRy5UoGDBjAzTffzNFHh3PlmTNnMnXqVPr27Zt6/LQUtM1E0iBJHwL/S7g6yWgYq75ek3RsgbLnnNsI3377LS+//DJ33XUXY8eOLV4/ZMgQnnzyyeLl0047jUcffZS1a9dy6aWX0qNHDzp37swdd9wBhDPt/v37c/LJJxePpXXssceyzz770LFjR0aNGlW8rbvuuovdd9+dfv36cfbZZ3PBBRcAuQ1LD7DXXnuxbNkyzIzmzZtz3333AXDKKacwceLErMPOn3LKKfznP/8p3s6wYcN4/PGSNfUPPPAAvXv3Li5IIAxqmRlSf+nSpRx77LF07tyZXr16MWPGDCD7sP1JL774Il27dqVr167svffexQNT5kVVDD2c7QG0BWZW4nV9gYmJ5R3j312AecCu5bx3BDAVmNqmTZuNGo7Zudqi9NDiL7xAlT4q4/7777czzjjDzMx69+5t06ZNMzOzxx57zE499VQzM/vhhx+sVatWtmLFCrvjjjvsuuuuMzOzlStX2j777GNz5861F154wRo3bmxz584t3vaSJUvMzGzFihXWsWNH++qrr+yzzz6znXfe2ZYsWWKrVq2yPn362Pnnn29muQ9Lf84559iECRPs3Xffte7du9tZZ51lZma77babffPNN1mHnZ80aZIdc8wxZma2bNkya9u2bfFQ+xm/+MUv7JZbbsn6OV5wwQV2zTXXmJnZc889Z126dDGz7MP2v/DCCzZgwAAzMxs4cKBNmTLFzMy++eabDWLX+iHoLVSJ7SqphZl9ZWafx/VzJU0C9gY+zvLeUcAoCMOp5CvPzrmSxowZw8UXXwzASSedxJgxY+jWrRtHHnkkF154IT/88ANPPfUUffv2pVGjRjzzzDPMmDGjeMKooqIi5syZw+abb86+++5Lu3btird96623Mn78eAAWLFjAnDlz+PLLLznwwAPZdtttATjhhBOKh3/PdVj6Aw44gMmTJ7Pzzjtz7rnnMmrUKD777DO23XZbmjZtSlFRUZnDzh944IGcf/75LFq0iMcee4zBgwez2WblH2YHDRrEnDlz2H333XnssceYMmUKjz76KAAHHXQQS5YsoaioiOXLl5c5bH/S/vvvzy9/+UuGDRvGcccdR6tWrTbuS8xBwQoTSbsBH5uZSeoGbA4skbQNsMLMfpDUAtgfuKlQ+XTOVWzJkiU8//zzzJw5E0msXbsWSdx00000bNiQfv368fTTT/PQQw8Vj9xrZtx2220cfvjhJbY1adKkEkO8T5o0iYkTJ/Lqq6/SuHFj+vXrx8qVK8sdrj7XYen79u3L3//+dz799FNuuOEGxo8fzyOPPMIBBxwAZB92HkJV1wMPPMDYsWMZPXr0BnE7duxYorF9/PjxTJ06lUsuuaT4cylNEldddVWZw/YnXXHFFQwYMIAnn3ySXr16MXHiRNq3b5/1M6hKaXYNHgO8CuwhaaGkMyX9TNLP4ksGAzMlTQf+DgyJl1x7AlMlvQO8ANxoZu+XFcM5Vz088sgjnHrqqcyfP5958+axYMEC2rVrx5QpU4BwpXL33Xfz0ksvFRcehx9+OLfffnvxGfbs2bP57rvvNth2UVER22yzDY0bN+bDDz/ktddeA2DfffflxRdf5Ouvv2bNmjXFZ/Owfvj4jOnTp2+w3cyw9PPmzWPevHl88sknPPPMM6xYsYLWrVvz1VdfMWfOHHbZZRf69OnDzTffXFyYFBUVscMOO1CvXj3uv//+EiMfn3baadxyyy0AZQ4rf/LJJ/Pyyy+XaEtZsWJF8fO+ffvywAMPAKEgbdGiBVtuuWXWYfuTPv74Y/baay8uv/xyunfvntdedakVJmY21Mx2MLMGZtbKzO4ys5FmNjKm/9HMOlro/tvbzKbE9a+Y2V5m1iX+vSutPDrnqsaYMWMYNGhQiXWDBw/mwQcfBMLBffLkyRxyyCHFAzeeddZZdOjQgW7duhUP075mzZoNtn3EEUewZs0aOnfuzFVXXUWvXr0A2Gmnnfj1r39Nz549OeSQQ+jQoUPxcPVVMSx9z5492X333QE44IAD+Oyzz+jTJ9wOl23YeQjzruy5556cfvrpZX5WjRo1YsKECYwcOZJddtmF3r17c/311xdPynXNNdcU5/2KK67g3nvvBbIP2590yy230KlTJ7p06UKjRo048sgjy3xdGnwIeudqgdoyBP3GygzxvmbNGgYNGsQZZ5yxQaGWbytWrGCvvfbirbfeKi7cqos0h6D34VScczXWNddcQ9euXenUqRPt2rXj2GMLeydBpo3i5z//ebUrSNJWLXpzOefcprj55psLnYUSDjnkED799NNCZ6Mg/MrEOedczrwwca6WqE3tn67qpf378MLEuVqgYcOGLFmyxAsUVyYzY8mSJSXuh6lq3mbiXC3QqlUrFi5cyOLFiwudFVdNNWzYMNU74r0wca4WaNCgQYnhR5zLN6/mcs45lzMvTJxzzuXMCxPnnHM588LEOedczrwwcc45lzMvTJxzzuXMCxPnnHM588LEOedczrwwcc45lzMvTJxzzuXMCxPnnHM5S7UwkTRa0iJJM7OkHyNphqTpkqZK6pNIGy5pTnwMTzOfzjnncpP2lck9wBHlpD8HdDGzrsAZwJ0AkrYFrgZ6AvsCV0vaJt2sOuec21SpFiZmNhlYWk76t7Z+AoYmQOb54cCzZrbUzL4GnqX8Qsk551wBFXwIekmDgD8APwIGxNU7AQsSL1sY15X1/hHACIA2bdpkjTNpkjY5j/36+YRDzjlXnoI3wJvZeDNrDxwLXBdXl3XkL/OIbmajzKy7mXVv2bJlWtl0zjlXjoIXJhmxSmxXSS0IVyKtE8mtgM8LkjHnnHMVKmhhImk3SYrPuwGbA0uAp4HDJG0TG94Pi+ucc85VQ6m2mUgaA/QDWkhaSOih1QDAzEYCg4FTJa0GvgeGxAb5pZKuA96Mm7rWzLI25DvnnCusVAsTMxtaQfofgT9mSRsNjE4jX84556pWtWkzcc45V3N5YeKccy5nXpg455zLmRcmzjnncuaFiXPOuZx5YeKccy5nXpg455zLmRcmzjnnclbwUYPrAh+x2DlX2/mViXPOuZx5YeKccy5nXpg455zLmRcmzjnncuYN8LWYN/w75/LFr0ycc87lzAsT55xzOfPCxDnnXM68MHHOOZezrA3wkm4DsrbCmtmF5W1Y0mhgILDIzDqVkT4MuDwufguca2bvxLR5wDfAWmCNmXUvfzecc84VUnlXJlOBaUBDoBswJz66Eg7yFbkHOKKc9E+AA82sM3AdMKpUen8z6+oFiXPOVX9Zr0zM7F4ASacRDuyr4/JI4JmKNmxmkyW1LSf9lcTia0CrSuXYOedctVOZNpMdgWaJ5aZxXVU6E/i/xLIBz0iaJmlEFcdyzjlXxSpz0+KNwNuSXojLBwLXVFUGJPUnFCZ9Eqv3N7PPJf0IeFbSh2Y2Ocv7RwAjANq0aVNV2XLOObcRKrwyMR2pLdcAACAASURBVLO7gZ7A+PjonakCy5WkzsCdwDFmtiQR8/P4d1GMuW85+RtlZt3NrHvLli2rIlvOOec2UoWFiSQBhwBdzOw/wOaSsh7cK0tSG+Ax4BQzm51Y30RSs8xz4DBgZq7xnHPOpacy1Vz/ANYBBwHXErrsPgr0KO9NksYA/YAWkhYCVwMNAMxsJPBboDnwj1BeFXcB3g4YH9dtBjxoZk9t7I4555zLn8oUJj3NrJuktwHM7GtJm1f0JjMbWkH6WcBZZayfC3SpRL6cc85VE5XpzbVaUn3iDYySWhKuVJxzzjmgcoXJrYRG8B9JugGYAvw+1Vw555yrUSqs5jKzByRNAw4GBBxrZh+knjPnnHM1RrmFiaR6wIw4ttaH+cmSc865mqbcai4zWwe8E7vxOuecc2WqTG+uHYD3JL0BfJdZaWZHp5Yr55xzNUplCpPfpZ4L55xzNVplGuBflLQd629SfCMOc+Kcc84BlRtO5UTgDeAE4ETgdUnHp50x55xzNUdlqrn+B+iRuRqJNy1OBB5JM2POOedqjsrctFivVLXWkkq+zznnXB1RmSuTpyQ9DYyJy0MoOZGVc865Oq4yDfCXSjqOMHmVgFFmNj71nDnnnKsxKixMJLUDnjSzx+JyI0ltzWxe2plzzjlXM1Sm7eNhSo4SvDauc84554DKFSabmdmqzEJ8XuF8Js455+qOyhQmiyUVD50i6Rjgq/Sy5JxzrqapTG+unwEPSPoboQF+AXBqqrlyzjlXo1R4ZWJmH5tZL6AD0MHM9jOzjyp6n6TRkhZJmpklfZikGfHxiqQuibQjJM2S9JGkKzZmh5xzzuVf1isTST8hzGUyP676JTBY0nzgIjP7pIJt3wP8DbgvS/onwIFxTvkjgVFAzzhF8N+BQ4GFwJuSHjez9yu7U66wJk1STu/v18+qKCfOuXwp78rkBmAxgKSBwE+BM4DHgZEVbdjMJgNLy0l/xcy+jouvAa3i832Bj8xsbmzsHwscU1E855xzhVNeYWJmtiI+Pw64y8ymmdmdQMsqzseZrL+rfidCu0zGwrjOOedcNVVeYSJJTePUvQcDzyXSGlZVBiT1JxQml2dWlfGyrPUekkZImipp6uLFi6sqW8455zZCeYXJLcB0YCrwgZlNBZC0N/BFVQSX1Bm4EzjGzJbE1QuB1omXtQI+z7YNMxtlZt3NrHvLllV9weScc64ysjbAm9noOMDjj4B3EklfAqfnGjjOK/8YcIqZzU4kvQn8OA7j8hlwEnByrvGcc86lp9z7TMzsM8IBPbmuUlclksYA/YAWkhYCVwMN4jZGAr8FmgP/kASwJl5hrJF0AfA0UB8YbWbvbcxOOeecy6/K3LS4ScxsaAXpZwFnZUl7EngyjXy52i2XbsneJdm5TeeTXDnnnMtZZeaA31XSFvF5P0kXSto6/aw555yrKSpzZfIosFbSbsBdQDvgwVRz5ZxzrkapTGGyzszWAIOAW8zsF8AO6WbLOedcTVKZwmS1pKHAcGBCXNcgvSw555yraSpTmJwO9AZuMLNP4v0f/0o3W84552qSCrsGx9F6L0wsfwLcmGamnHPO1SzlDUH/LuWMiWVmnVPJkXPOuRqnvCuTgXnLhXPOuRqtvLG55mdLc84555Iqc9NiL0lvSvpW0ipJayUtz0fmnHPO1QyV6c31N2AoMAdoRBhP67Y0M+Wcc65mqdRAj2b2kaT6ZrYWuFvSKynnyznnXA1SmcJkhaTNgemSbiJMjNUk3Ww555yrSSpTzXVKfN0FwHeEWRAHp5kp55xzNUtlblqcH69M2hAGfZxlZqtTz9kmmLVkFv3u6Vdi3YkdT+S8Huexci1c8e6G7zli+/AoWg1XlzEF19E7hhm+FhQt4JTxp2yQ/qvev+Ine/yEWV/N4pwJ52yQ/pu+v2Ez4KNv4W8fbbj9s9pBp61gZhHc+cmG6fe0n07X7bsyce5Erp98/Qbpdwy8gz1a7METs57gz6/+uUTasmXw6/bwo4bw/CJ4vIzJj3/XEbZqAE99GR4ZW8/rB8CTw56kcYPG/OPNfzDuvXEbvH/SaZMAuPmVm5kwe0JxXIAt6sEf491I982Ht74u+d4tG8C1HcPzf86F95aXjN1qy1b867gw2MLFT13M9C+nl3j/7s13Z9RPRgEw4okRzF4yuzg2wG5N4YLdwvMbPoDFP5SM33FLOHuX8Py370G9GDfj4HYHc9WBVwFw5ANH8v3q70ukD9x9IJfsdwnABr87WP/bW7F6BUc9cNQG6ad1PY3Tup7GVyu+4vhxx2+Qfm73cxnSaUhOv71DdjmE6V9O5+KnLt4g/fcH/579Wu/HKwte4dfP/XqD9FuOuGWTf3sA9w+6n9ZbteahmQ9x+9TbN0h/5MRHaNG4BfdMv4d7pt+zQfqm/PYyGjVoxP8N+z8ArnvxOp775LkS6c0bN+fREx8F4MqJV/LqwldLpG/Kby+p6/ZdueWIWwD46WM/ZeHyhSXSe7fqzR8O+QMAg8cNZsmKJSXS8/nbqyoVFiaS+gH3AvMAAa0lDTezyVWWC+ecczWazMqfXU7SNOBkM5sVl3cHxpjZPnnI30bp3r27TZ06tcy0Qs7AV6jYNTFuIWPX1H12LheSpplZ91y3U5k2kwaZggTAzGZTiVGDJY2WtEjSzCzp7SW9KukHSZeUSpsn6V1J0yWVXTo455yrNirTm2uqpLuA++PyMGBaJd53D+EelfuypC8lDCB5bJb0/mZWdRV6zjnnUlOZK5NzgfcIB/6LgPeBn1X0ptimsrSc9EVm9iZQLRvznXPOVV5lenP9APwlPvLFgGckGXCHmY3KY2znnHMbKeuViaRjJJ2fWH5d0tz4OCHlfO1vZt2AI4HzJfUtJ58jJE2VNHXx4sUpZ8s551xZyqvmugx4PLG8BdCDcNtFhdVcuTCzz+PfRcB4YN9yXjvKzLqbWfeWLVummS3nnHNZlFeYbG5mCxLLU8xsiZl9SorDqUhqIqlZ5jlwGFBmjzDnnHPVQ3ltJtskF8zsgsRihZcAksYQrmJaSFoIXE3sUmxmIyVtD0wFtgTWSboY6AC0AMZLyuTvQTN7qrI75JxzLv/KK0xel3S2mf0zuVLSOcAbFW3YzIZWkP4l0KqMpOVAl4q275xzrvoorzD5BfBvSScDb8V1+xDaTrLdG+Kcc64OKm/a3kXAfpIOAuJwfPyvmT2fl5w555yrMSpzn8nzgBcgzjnnsqrUTIvOueqrkIOYOpdRmeFUnHPOuXJ5YeKccy5nXpg455zLmRcmzjnncuYN8M65TeIN/y7Jr0ycc87lzAsT55xzOfPCxDnnXM68MHHOOZczb4B3ztU43vhf/fiViXPOuZx5YeKccy5nXpg455zLmRcmzjnncpZaYSJptKRFkmZmSW8v6VVJP0i6pFTaEZJmSfpI0hVp5dE551zVSPPK5B7giHLSlwIXAjcnV0qqD/wdOBLoAAyV1CGlPDrnnKsCqRUmZjaZUGBkS19kZm8Cq0sl7Qt8ZGZzzWwVMBY4Jq18Ouecy111bDPZCViQWF4Y1znnnKumqmNhUtbdSFnvMpI0QtJUSVMXL16cYracc85lUx0Lk4VA68RyK+DzbC82s1Fm1t3Murds2TL1zDnnnNtQdSxM3gR+LKmdpM2Bk4DHC5wn55xz5UhtbC5JY4B+QAtJC4GrgQYAZjZS0vbAVGBLYJ2ki4EOZrZc0gXA00B9YLSZvZdWPp1zzuUutcLEzIZWkP4loQqrrLQngSfTyJdzzrmqVx2ruZxzztUwXpg455zLmRcmzjnncuaFiXPOuZx5YeKccy5nXpg455zLmRcmzjnncuaFiXPOuZx5YeKccy5nXpg455zLmRcmzjnncuaFiXPOuZx5YeKccy5nXpg455zLmRcmzjnncuaFiXPOuZx5YeKccy5nXpg455zLWWqFiaTRkhZJmpklXZJulfSRpBmSuiXS1kqaHh+Pp5VH55xzVSPNK5N7gCPKST8S+HF8jABuT6R9b2Zd4+Po9LLonHOuKqRWmJjZZGBpOS85BrjPgteArSXtkFZ+nHPOpaeQbSY7AQsSywvjOoCGkqZKek3SsfnPmnPOuY2xWQFjq4x1Fv+2MbPPJe0CPC/pXTP7uMyNSCMI1WS0adMmnZw655wrVyGvTBYCrRPLrYDPAcws83cuMAnYO9tGzGyUmXU3s+4tW7ZML7fOOeeyKmRh8jhwauzV1QsoMrMvJG0jaQsASS2A/YH3C5hP55xzFUitmkvSGKAf0ELSQuBqoAGAmY0EngSOAj4CVgCnx7fuCdwhaR2hsLvRzLwwcc65aiy1wsTMhlaQbsD5Zax/BdgrrXw555yren4HvHPOuZwVsjeXc87VKJMmldUJtXL69bOKX1SD+ZWJc865nHlh4pxzLmdemDjnnMuZFybOOedy5g3wzjlXA1T3xn+/MnHOOZczL0ycc87lzAsT55xzOfPCxDnnXM68MHHOOZczL0ycc87lzAsT55xzOfPCxDnnXM68MHHOOZczL0ycc87lzAsT55xzOfPCxDnnXM5SLUwkjZa0SNLMLOmSdKukjyTNkNQtkTZc0pz4GJ5mPp1zzuUm7SuTe4Ajykk/EvhxfIwAbgeQtC1wNdAT2Be4WtI2qebUOefcJku1MDGzycDScl5yDHCfBa8BW0vaATgceNbMlprZ18CzlF8oOeecK6BCt5nsBCxILC+M67Ktd845Vw0VenKssmZ7sXLWb7gBaQShigzgW0mzNjEvLYCvyk7a9ElpcotbyNi+z/mLm2ps/6yrTexqu887V0UGCl2YLARaJ5ZbAZ/H9f1KrZ9U1gbMbBQwKteMSJpqZt1z3U5NiVvI2L7PtT9uIWP7PhdGoau5HgdOjb26egFFZvYF8DRwmKRtYsP7YXGdc865aijVKxNJYwhXGC0kLST00GoAYGYjgSeBo4CPgBXA6TFtqaTrgDfjpq41s/Ia8p1zzhVQqoWJmQ2tIN2A87OkjQZGp5GvLHKuKqthcQsZ2/e59sctZGzf5wJQOJ4755xzm67QbSbOOedqAS9MnEuRpCYFjt9Q0gmFzEMhSGpQ6DzUNXW6MJHUR9Lp8XlLSe3yELOhpPMl/SOOXTZaUl7ahiQ1lnSVpH/G5R9LGlhb48ZYu0t6LjM+nKTOkn6Th7j7SXof+CAud5H0j7Tjxlj1JR0p6T5gPjAkT3EvkrRl7J15l6S3JB2Wj9gxviQdJOlOwu0FtZqkAZIuk/TbzKOQ+amzhYmkq4HLgSvjqgbAv/IQ+n5ge8KQMS8S7qH5Jg9xAe4GfgB6x+WFwPW1OC7APwnf8WoAM5sBnJSHuH8lfMdLYtx3gL5pBpTUV9JIYB5wFqFLfTszOz7NuAlnmNnyGLcloXfmjWkHldRT0v8jFJyPAy8B7dOOW05+3s1DjJGEk4SfE+5IPIEquvlwUxX6psVCGgTsDbwFYGafS2qWh7i7mdkJko4xs3slPUj+7qHZ1cyGSBoKYGbfS0r1ttwCxwVobGZvlAq3Jh+BzWxBqbhr04oVu95/Shgs9VIz+0bSJ2a2Iq2YZWUj/j0KuNvM3knze5Z0A3AiYb/HANcCU83s3rRiJmIfly2JcLKYtv3MrLOkGWb2O0l/Bh7LQ9ys6nJhssrMTJJBXuu2V8e/yyR1Ar4E2uYp9ipJjYhD00jalXDFUFvjAnwV42ViHw98kYe4CyTtB5ikzYELiVVeKXkUOJZwtrpW0n/IMgRRiqZJegZoB1wZT87WpRhvBDCLUIBOMLOVmf/nPHgIeICyP+OGeYj/ffy7QtKOhCvg1Kvpy2VmdfIBXALcAcwFzgZeBX6eh7hnAdsAB8bYi4Cf5WmfDyVUrS0m/CPMA/rV1rgx9i7ARMJNsZ8BU4C2eYjbIu7rf+N3/C+gecoxBRxEqNr7jFB9eiLQNE+fdT2gG7B1XG4OdE4xXn3CNBb3EapO7yecKGyWh32dBnTKkrYgD/GvArYGBhNOSL8ArsvH95ztUafvM5F0KKF+V8DTZvZsgbOUOknNgV6EfX7NzMoZHK7mx03EbwLUM7N8tU8VVOzNdAQwFDjMzFrkIaaAYcAuZnatpDbA9mb2Rh5iNwQGEva3D/CcmZ2cYrwDgPlm9mkZad3NbGpascuItwXQ0MyK8hWzzHzU5cKkECT9sozVRcA0M5uecuwyG4AtzDtT6+LG2GX2cDGza1OOezdlVIGY2RkpxbsEeMjMFpSR1sjMvi/jbVWdh9sJ1VoHmdmecVy9Z8ysR9qxS+VjS2CQ5aHtpFBid++nLLSN/YZwRXidmb1dqDzVuTYTSVPMrI+kbyj5zy7CCC9bppyF7vHxRFweQBiD7GeSHjazm1KMfWnieUPCLJbTCFUjaSpUXIDvSsUeSLptFxkTSsUdRBgROy07Aa9I+oTQGP1w5uovHwVJ1NPMukl6O8b9OrYX5ZWFHmW1tiCJrjKzhyX1IfQavBkYSZidtiD8yiTPJD0NDDazb+NyU+ARwsFmmpl1yGNeWgM3WQVjqNWWuDH2FsDjZnZ4nuPWAyaaWWoFaKxm6kvo+nwM8A6hYBmfj+o9Sa8D+wFvxkKlJeHKZO+0Y9c1kt42s70l/QF418wezKwrVJ7q8n0mu8YDC5L6SbpQ0tZ5CN0GWJVYXg3sHM8e89XDKWMh0CnPMQsZF6AxoVE+335M+O5TY8GLZnYuYZ6gW4BfEDoB5MOtwHjgR7Hb7hTg93mKXdd8JukOQgeLJ+OxrKDH8zpXzZXwKNBd0m7AXYSbnR4k9JFP04PAa7HrJsBPgDGxgfj9NANLuo31VXv1gK6Es9dUFSpujP1uInZ9ws10qbaXxLiZalTFv18SbpJNnaS9CFcnQwhdRn+dj7hm9oCkacDBhP0+1sxSr1KU1Bj4FdDGzM6W9GNgDzObUMFbqyL2doQCc0czO1JSB6C3md2VcugTCR0sbjazZZJ2oGR1ct7V2WouSW/FS/FLgZVmdlu+LhMl7UPocSJgSr56fkganlhcA8wzs5dra9wYO3lX8Brgv2aWl5sW8ykeQE8i9GZaC4wFxpjZ3DzFrwfMMLO8X3FKeojQBneqmXWK9zS9amZd8xD7/wgjPPyPmXWRtBnwtpntlXbsGP9HJO5rKat3Wb7U5SuT1fGO7OGEqwOIE3elQdKWZrZc0rbAJ/GRSdvW8jD5V6F6txS4V03ptoItJX1jZqvLfHUVkdStjNVFhO6kaRRmTxPaR4aYWerDeZRmZuskvSOpTQEOaIUcYaGFmY2TdGWMvUZSaiMdZEg6GvgzsCPhPqY2wIdAx7RjZ1OXC5PTgZ8BN5jZJwqDPKY5NteDhJ5E0yijFxl5qMcvVeWTUQRMBa43syW1KW70FqH94GvCZ7018IWkRcDZZjYtpbj/IHTXnBHj7kWo2msu6Wdm9kxVBjOzDX4/kloASyx/1Q87AO9JeoNELzozOzrluIUcYeG7eA9VJnYvwm87bdcR7tuaGBvi+xOuSgumzlZz1UWSbiJUgTwYV2UGPFwO9DGzn5T5xhoaN8YeSejN9HRcPoxQ1zwO+H9mlkpXSkljCf3+34vLHQh12tcBj1V1FUw8iN0ILI0x7ifchV+PUP3zVFXGy5KHA8tab2Yvphz3UOA3QAfgGWB/4DQzm5Rm3Bi7G3AboUPJTEKb3PEWBhRNM+5UM+su6R1g73hl+IaZ7Ztm3HLzVNcKE0njzOzELGfLmFnnlOKWVe2RjPtWGnFL5eFlM9u/rHWS3k2rnrdQcWOcqWbWvax1kqanVa9e1rYz69KIK2kqoaF9K8IUrkea2WuS2hPaTmp191wVcISF2E6yR4w9K+0q1BhzImEstj8QThoWAT3MbL+0Y2dTF6u5Lop/8zKfRsKfy0kz8nMDX1NJPc3sdQBJ+wJNY1qajdKFiguwVNLlhAZpCD2cvpZUn3QHIZwV7whPxp0du3CmcbDZLFN1JulaM3sNwMw+zFfzQRk3AsP66sxfVXVnAEnt4/5lTtQyA3i2iW03+ThBO7XUqm6SMLP7Ug59DLCS0PV7GOEkIvVeiuWpc1cmGZJ+AYwzs88KnZd8kdQDGE04kItQzXQW8B4wwMzG1aa4MXYL4GoSveeA3xEOcm3M7KOU4jYCzisV9x+EA0DjzE2rVRjvLTPrVvp5WctpkfQ7wl3+DxL2+STCcOyzgHPNrF8VxxtlZiMkvVBGsqV5g2giD7clFhsSukW/ZfmbQ6baqMuFydWEvtpLCWePj5hZ6jd3qRqMqSNpK8J3vyxfMQsZty6IPYi+IxzEGxFGSSYuNzSz1KexlfR66TYoSa+ZWS9J75hZlxRi1iPc15GXruYVib/x+9PqdFDG/UvFSeRnOKis6mI1FwBm9jvgd5I6E6ogXpS00MwOSTl0QcfUkTSA0H2wYab6w1Ie9LDAcVsCl2ViZ9anfdYa7/v4A6FROBk3lV57ZlY/je1upHWSTiQMDwSQPDtP5aw1NjzfzPpZPAttBWG0g1SYWT4m8NskdXY4lYRFhLuTlwA/ykO8TB/0AcDtZvYfIC+D4alAU30WKm70AKH/fTtC9dY8wsCaabubMGnTGqA/Yc6N+/MQFwh3hUvqHqv58mUYcArhf+q/8flPY5XfBSnGfUbS4DzeW1JM0hOSHo+PCYQqvf9U9L4qiHtmGetSnyK5XFbAyVQK+QDOBSYR6u1/B3TIU9wJhEm5Pibc87AF8E6eYs8o9bcpYSC+Whk3xpqWjB2fv5jHuO8m1r2UYryjCQXlW4QhgT4BXiOcKA3Px2ddqAfhxtR1hI4Ny+Py8jzFPjDx2B9olae4/wcMSyz/AxhdyO+hzlZzEc6ML7aU5xApQyHH1CnUVJ+FnGI003Pqi1jV9jnQKg9xV8b6/DmSLiDMfJjmle91hInetgJeIMxwOFdhuI3nyMOQ7AoTVJ3JhlWKqczhkth+wap+LOV7aMpxHPC4pHWE2SaXmtl5BcoLUAeruRQmzgG4CfhU0rbJR9rxzWwFoRqgT1y1BpiTdtxogsLIyH8inMHOY33X1doYF+D62Cj6K8JUzXcSulOm7WLCCMUXAvsAPyUM3ZOWdWY228zeBD6x2A3XzBaRfvfrjPsJvbcOJ0zT3IoNh7Opcgp+KumquNw6dj9PnaRvJC0v9VggabykKm8fSxynGhF6RF5GuBq7Nh/Hr3LzFi+R6gxJE8xsoMIkQpleERlmKTWQJuJfTZgcaw8z2z2eqT9spW7qS5sKNNVnoeIWiqQmZvZdxa/MOc47QD/CCeLz8Xnmt/2CpdCTqow8ZObYmGFmnRWmDn7a0u/sULAZHgvQHTp53Mr78as8da6ay8wGxr/5qmYpbRCwN+EMHTP7XFJeLtO14VDdbSQdYCkP1V2ouDH27oSG8O0sjCjbGTjazK5POW5vwtQGTQk30XUBzkmxKmIrwrhvmYNL8oa9fJ0xZqoUl0nqRGivaZuHuIWc4fEIK9kdelTsDn2tpCof+r+Ax60K1bnCRIUf1mSVmZmkzMBwTVKOl3Q34YCT6Ua5EHiYklPM1qa4AP8ktEndAWBmMyQ9CKRamBAmpjqcME8OZvaOpL5pBTOztmlteyOMilcFVxH2u2l8nrbVCiMaZP6nWpLu6AZJee8OnREL7NJdz9O+8z6rOleYsH5Yk4aE6qZ3CGdznYHXWd+WkZZxCjOkbS3pbOAMwgEvHwo1VHchhwhvbGZvlAqXlzYEM1tQKm7qQ5MXkpndGZ++SH5nsyw9w+PxhIEf82EY8P8IvamM0IMu9e7Qsbq8H6EweZLQCD+F0AW9IOpcYWJm/aF4VNcRFud+iKX8JXmIf7PCKKfLCYPD/dbMnk07blSooboLOUT4VzFeJvbxrB/DKU0LJO0HWKxyuRBIfdbBQpD0E0LX6/lx+bfAYGA+cJGZfVLe+3NlJWd4hDzN8Bhjz2X9fEilTUkx9PFAF8JEXKcrzPh4ZwXvSVWdK0wS2ltiEiEzmykp9ZnZYqxngXwVIElXA08BrSU9QByquxbHBTifMIpue0mfEe6/GJaHuD8jnLHuRKjWe4YwVldtdANhxF4kDST0XBtKaBscSajuq3KxLW61ma22MOCjEe6x2ZOUC25Jl5nZTSo5JXUxM7swzfjA9xbu/l8Te6guIr9Xgxuoy4XJB5LuJEyIZYR/gNR+gCp7RNVilocxdczsWUlvsX6o7ovIw933hYobY88FDoltU/UsjImWOWtOM+5XlCq0JF1MaEvJi7jPg4ChZjYgxVAWu7xDuP/hLguTjk2TlGYB+hThvpY5knYDXiWMeDBQUg8zuzLF2JljRVlTbuejw8PU2N3+n4T2yG+BN/IQN6s61zU4I95gdS6QaRSdTBjeZGXKca8l9HK5n3BgHQY0M7Ob0oxbTn4+NbM2dSVuIWPnI26sUjsKOJlwc+yjhMm4nkgx5gxgP8K4VJ8Ag81sakx738w6pBS3eC4cSdcB25rZ+fEzmGZ5moe9jHzdbGapVZnH9sZWZrYgLrcFtrSUJ+SqSJ29MjGzlQpjRj1pZrPyGPrwUl0Jb5f0OuEmykLI+3hGBY5byNipxY3tcEMJVUovEE5W9jWz09OKmXALMJ3QDvhBoiDZm3Tbp5JnwgcRborFzFYp3BleKCeSYvtr7A36b8LNsJjZvLRibYw6dwd8hqSjCf8AT8XlrpIez0PotZKGSaovqZ6kYRS2l0+hLk0LeUlcG/f5aWBXwjTIP41XInk5oJrZaMLYVGcSrooyvgTSLMxmSLpZYW6i3QjtUsTqn0LKx8nKawrzBFUbdfbKhNAovC9hsEfMbHq8XEzbyYSG2f9HOLi8HNelJlsjIeFHn9o/XqHixthlTsscY2+XYtxsbWOZeUbSsg/h7uuJkuYShqvJ27D0FiaZ+6zUurR7zZ1NaH9rCxyWaLfpQJjaITXKPnSJyE9h0h84R9J81s9jY5bStOOVUZfbTF43s56ZWhZlFQAAIABJREFUISDiuhmF/DLSIqncMaHMLJVBAAsVN8Yud4j7TDfW2kjS/oQqr8GEq+/xZjaqsLmqXVT2cEwZ+RiWqczfdyF/13W5MLmLMJrqFYR/uguBBmb2s5TjtiScUbUlcWVoKY+s6uoehVGLDyH05spH24nLE0n3m9kpFa3La57qcGHSGPgfwrDdEOqcr89Db65XgJcI3fmK20rM7NE047raLQ4n0sji3PKSerG++/XbZpb66L0ufyS9ZWbdEsv1CXPnpNJzrlJ5qouFSfzgbzSzfM0jkow93czycnOkqzsUpq5dlOliHqthZhKGDZpmZlekGDvZTpSp9jHClffmZpZq26ykTmY2M80Y1YWkK4FfE9rfMm1EAlYBo1K+t6ZcdbI3l5mtJXarK4AJko6q+GVVK/Yey8c8HtUibiL2vwoUd2Kewx4M/CWxvMzMfkK48k51vDkza2ZmW8ZHM2BHwl3xXxI6mqRtpKQ3JJ1XDXpypcrM/hA/4z8lP3Mza17IggTqaGESva0wb/Mpko7LPPIQ9yJCgfK9wkQ630hannbQWIAek3ac6hI3Ebul8jcceTLuCoVJufKlnpklB7C8PObFCKP3pk7S1pKuIQye2gzoYWa/SjuumfUh3PzbmnBn+IPxvpu8kNRH0unxeUtJ+RgmfkIc4QCFicH+UlGnk7TVyWouAEl3l7HaanNDuMKIqlsBDxG6EwLpD7tfqLgx9h1AN8KQ6MnYf8n6pqqJO44wfMyzpeKmMmaTpA8INyl+U2r9VsDrZtY+jbgxRgvCfDVDgNHAbVaAyc9i9fWxhFGElxOqf35tZo+lGPP/t3feYZJV1dr/vTNkELkkP1CSZCToBSSLgOFDARFBQBRQ4icqiAoqXh2CXsAEEhUBAQGFj4sSFJBwiZKHYUBAAQlXkkpS8ozv/WPtmqmuqe4BZvY+TZ39e55+us45Xb12dVedtffaa72rkWZ3SXVgNULt/DSid85WtjfMaXfEMbXVmTSFhulpYfuqArav6G86eye8Ruwm29/qd972gZnt9k2LzpiGvS+RubWn7YfSuSWIxmCX2f7+SM+fQdvPAX8l+tZMs9FfwHGvShRHfphw3ifavjXd2H9vO9uMXdJtpGZ3JUsMOhvwCoXmv9g+sXdTvjStK1qUdJbtj6fHh9nev+vaJbY/MPyzZwrdm/5zEIWTtxByEFlxkt8vTVN2k+0DgWLtc7vsnqKQ3V+8hFyP7R9Ieh64RlMbrv2TSDQ5LrP57zJ1A75I19Aejibk179u+4XOSUcX09x9TZpqdvePtBn/SeA9aVU2ayHb/bHdqi8iTbLz+NbhrhUcz2LAmYVsvYVYDv82Ha8E7DKodpOtdYA/AA+l49WAYwvY3ZzoA/7ndPxO4LxCr3keQjw0u622fxEaXD8G7ifqx34PfL6A3f8D7AtskI4XB3Zs8m/RupUJI+sjNRHz+x9g5UK2fkaEIg5Ix38k9jFOHFC7ULh9bhfjmFauJ9vGbApz9Z6b8tj5Q02bAl8jJgomHPhhtn+T0eZIkjl2ATULN9fs7l3d/1PbD6XaucZoozOZS6FmOgaYMz3u6Onk1E4CptGrGkPMWCfktptY0PZZaXmM7UmSSohMNmWXZK+J9rmTbD/TYzfnZGWk8FLuXuS7AXsA+zG1v8cawKGS3uZ8Ui6bZfq9r5o0Qbi640AkzSlpSedX8v0PSS/ZvjzZ3Z9o43t8ZrvD0kZn8ihT8/EfY2hu/mMF7Hc305lEhLiuLWAX4DlJCzC1he3aQImsm6bsQnPtc++Q9AlgrKRlk93rchnzCAkFiqZcOfkioVb8ZNe5y9Nq5Rqi0+VMx6NDX+1sopdLh8npXG5F3y2I9OCvEH1rVkjnGqNmc7UISf8OHEWE1e4AFgK2duamOk3ZTbYXJArn3kesPi8h+pL/PbPdbrkeEXI9BzuzXM8wY8nalEvSXbZXfK3XZqL9tYn314qEhMxY4DkX6F7aT9FC0gTbqxWwvTBwKZHA8xk3fDOvzqQQaXZ6APAksRo6AdgAuA/Y1fZNhcYxCxHbFXCP7VcG2W4FJD1se7GMv/8GYHfbE3rOrwacYPvduWwnOzcT8vtnE+G1HYFlbB8w4hNnju3fEXU156XjjwBfsL1JJnu9LQ5mIyIcJvaJsjvQ4WhjmKspTgZOBeYFbgD2Ifpzb0CkNq41/FNnDopWxZ8l5DUMXC3p+FyzZUkb2768j7LAcpJw3mKy4XqpAFmLB4+wvY+k8/vZt91EKCL3jPFLwHmpEPiWZG9NYCcidTU7tu+VNNahPnCyQlC1BHsCp0s6mpgoPUw4syw4pFRGJdWZlGOezkakpD1tn53O/07SdwuN4VSiqOyodLw9UT27TSZ7GwKXE2myvRjI5kwYujdVktPS96zNmXrpM2OdconMiSW2r5G0FjFR2TnZvBNY23aJfcjn037YbZIOJ/ZFi9R72L4PWFvSPESkJ6s6s6RP2v55erxe936rpM/ZPjqn/RHH1tYwl6KB0G22n5P0SUJy48hcm3rd1am9laqlKlf7xXJLxXcrg4uk5T1MYWbvDS+T/SWAx4mQzxcJ6Z5j0o0+K5JmJ/ohLcnQ/kQHZbLX+H1kONq8MjkOWC3Fdfcjah5OJWbTOVgh6ekIWDo9Jh1n7crWxXhJa9u+HiDNJrNnkimUXHdk2g9cllBTstlouEnSZsDBwBLEa+7UPjQW087IXZJOAz7raVUGjiImajnZ0vaRwItAR/Fgb8ooFv+ayEy8BXipgD0N87jfcVHa7Ewm2XbaMDvSoW0zYpvZGSRrRsurZC1gR0kPpePFiRvBRPIWef0GuB6YCPwrk41eGgk3dXEEsBXRsGjQl/93EsW34yXt2JmsJErc4HZiWsexc59zOXib7f9bwE4HD/O433FR2uxMimrbjJKc+JJv+m7msD1NhXZObN+Svl+Z4ukrEB+2e2y/XGAIDwN3tMCRALxi+wBJFwM/l3Qq0bX0X2S8wUnaHvgEsJSk87ouvQnImvrdxXWSVrE9sZC90RDh6Eubncm2xBtxF9uPSVqcEKwbZPp+sJ1UZjNyWqqSvoCuUEBPkVsWJH2YqAq+j/jALSVpD9u/zWx6P+A3kq5k6GvOKmvSJLavkrQGcCyRKbhDZpPXEZvtCwLdqsj/ALLXMCXWB3ZWdLZ8ifxSLqMhwtGX1m7At5EuLSMRisVLETP1d2S2uxfRee9ppjo0284+k5J0N7CZ7XvT8dLAhc7Y3yPZuYRQ7R0S2hupUn0m2d0KOAxYmKkyQVn3aiSNd5Jf7zq3E3AIMJftBXLZbhoN05BqlEQiitK6lckIKZQADOgGKQC2V+k+TpXpexQwvS9RRPa3ArZ6eaLjSBL3A08UsDu/87cz6MfhwOa2S0jGdDih94RDgv9qYoWWhemkQxdJdug4jVSNPkdue6OZ1jmTTtGPpIMILa7TiDffDjTTiwFJ42yPK23X0UAot4YQxAbt8wXs9LUt6TfAWcSNZxvgpk4hZcbCyUslfcD2JZl+/3A8XtiRYPvYYc7fTxT15bLbeAGfpC2IENuixCRlCUL7LetqfzTS2jCXpBtsrzW9c4XGsrnt8wvY6d4EH0OkbC5g+4OZ7Z5LfLiuYOj+QbbU4C7b/dozdw0hT5vmNGueG3g5fRWZLUs6kuh18SuG/q1zFoi2FkkTiMZ2l9p+l6SNgO1t797w0IrTupVJF5PTBuEviBnr9pSRJp+GEo4k0T2TmwRcCJxTwO6v0ldxbH+6IbtNzZrnJVaB3SG23GoDbeYV23+XNEbSGNtXSDoslzEN38MFgIwb/9OlzSuTJYk89PWIf861wD7O34eg31i+matidgSb/wY8XSp1VQVb2PbYPZn+RYtZViRddjuh06VsHyxpMWAR2zfmtFspi6RLgS2B/ySyyp4A1rS97ohPfP32Ohv+e6XvnXqqHYDnS99HummtMxlNKL9E+DeBs2zfneQffks05ZoEfML2pblsJ/ubE8WDs9leStI7gYNyV6En2x/rOpyDENd8JHeITdJxRBbXxrZXTM77EttZ9qgk7Wf78OEELguFFJclbqor0bUZXSJrrykUPd9fIMLGOxBSLqc7f4uDa22vN71zJWltmEvSQkTP5iUZKvGRK4b+7HCXyN/hcVtC2gOiWngM0VNkOeAUoidCTsZRsIVtN7aHhPEknUn+1wuwlu1/lzQ+jeOpVDyZi86me1MClxDK2N8CfghsBHyahiU+cpIKnX9t+33ExOGUgubnlrS+7WvSWNalkLjlcLTWmRCaOlcTN5YSeyVPE8vfx3svSHo4s+2Xu8JZHyS6O04mpFRKvAdKt7AdiWUJGZncvJJuNp3ukguRUUqms+9mu+QNrZc5bV8mSSlldlxKD/5Wg2PKhu3Jkp6X9GbbpTqHdtgFOEnSm9Px00DW0O30aLMzmcv2/gXtnUqkDU7jTIAzMtt+SdLKyfZGwJe7rs2V2TYUbmHbTVctgtL3x4AS//cfAecCC0v6NrA18I3cRpPT2p9pQ00b57YNvChpDPAnSZ8D/kIUTw4yLwITFU2ypohc5g4rJrmg1STNS2xXlHZm09DaPRNJhwDX2f5N02PJTVIHPoUIbR1h++B0/kPAp2xvn9l+dwtbiBa2h7iBFrYlkbQCsAnhyC4rUf+RKu9/SUwY9iTCmn8tMXFKNUt3AfMRYdU3A4f3CD8OFMOJw+ZeIaqw9P2rGlOLnUmnDuAl4BUGWyK8MVKo51DbXylsdyTZ85eAh5ypkVGand9ue+Ucv386tm+xvbqk2ztpopKutJ2rtUIrkbR4AU27kexfxFTp+ylhetvfH/ZJmWltmGs0VM+2gRRXXr0B0yN9qGYBFpd0jO3DZ7Zh2/+SNKGhG84r6fujSeTyEeBtJQyrf++YZ4ikgB8P2Er0V6Q+LZLOsf2x6fz8zKa09P10aa0zgSm1FssyNLZ8VXMjGljGKyTCz2ZoXDlbIZ3tjUa6nsIE4wktqxwsQki53MjQ15w7HfqQtCn7JaIx1bxE98ES3E+EUs9Mx9sS+3TLEfpdnyo0jhJ0Z5M0kfpcWvp+urQ5zLUrsDcxa7sNWBv4fe6NSknfA062fWdOO6OJYSRNskmZvFokrZ42MnP87r5hJdtX5rA3GpB0le339Dsn6U5nVqcuiUZon1vI/h+AZYBS0vfTpc0rk72BNYHrbW+UNkuzyoMn7gZ+klJyTybSdLNmYnREDYejgG7TV9yMYvCIZHQkWxIf9Im2L85hYwTbbyeUHdYhUpF/D3wxiS7mZqHu0J6iR9CC6VqJhmQlWS3VjgmYs6uOrNTe66aZf/9rps3O5EXbL0pC0uypOnz53EZt/xT4abL1aeB2SdcCJ9i+IpPZzdP3hYF1gcvT8UZEIWEWZ5Iq308iai7+BXzcdpGU4KaQdCwhankdcLCkd3ey5wpxBnAMUekPsB0RdiohYPol4BpJUxqRAZ9NVeJN1r/MdGyPbdj+qJO+b3OY61ziZr4Pofr5FDCr7Q8VsD0W2CzZX4yQR18feM72dhntXgDsZvvRdLwIcIztEVcuM2DvdsKB3J3Skw9vIqtI0qpMm0KZy4HeAayWEg/mAq62XSwBQf3VsK+3vXYh+7MTLZIF3D1gm+6jBg0jfd9kKLG1KxPbnZnbOElXEDnxF+W2K+kHwBbAZcB3uoT/DpOUWwRxyY4jSXQ2R3MxyfbdALZvkFQ8g07SScCqRE+VTgV6ThXdl5O6ALafV0/ZfwGukPRVpqphbwtcKGn+NKaZ3ipZ0sa2L+8TTn27pCp/n4eDiX3eIdL3TQ6odc6k86HqoZMRMQ+Quy/5HcA3bPdrFvXuzLb/W9LFRNjDRAgkV2gNovp73+GOXaYf+tq2Vypgp8MKaUUGMTtfOh2X2iDdNn3v7aD5GeJ/niPzaEMidLp5n2tV/j4PRaXvXw2tC3NJ+jNT5TU6TJHbKKFwKumtxLK0O+xSJCU5zR43SIdX2T43o60RNZmcuR96GsOJwPdt/yG3rWSvb0/wDm5Zb3BJH+sV26zMOCosff+qxtQ2ZwJTek0s1kQFq6RDiRXBH5haueoC9QetRNJ7gPMJTa5RkUKZgyRl8rDtx9LxjoTcxoPAuBzhrVc5rqztFdpKSmp4Eaa0HC8ifT/imNroTGCq7EQDdu8BVrX90nR/eObb3go4jMjqEi2QkJF0L7AvEcqcoto7aCsESbcC77P9ZHKgvwA+T/StWdH21g2N62HbizVhu1KW1u2ZdHG9pDVt31TY7v3ArHT15y7I4cDmJQQHRxEP2T6v6UEUYGzX6mNb4CcpvHSOpNsaHFc7Z6uZ0FQV7CmnGBqmb2xi2GZnshGwp6QHCLmLUuGP54HbJF1Gl0NxgU54wOMtcyQAd0s6gwh1df+9B21TeKykWWxPIpSKd++6lvVzruH7kgt4S07bbWM0awq22Zk0VUF6Xvpqgpsl/ZIQqct+Y+3J5JqGQtlccxKv9QNd57JlGI1wYw3D+SYrZwJXSvob0Ub26jSeZQixxZxslvn3V/ogaTWGJtPcPtLPZx9PW/dMACStDyxr+2RFU6F5bP+56XHlorRGVlc21/KEdE3HiW5OvPl3zWG3SbqyufZK309L33cAnnfGfhOS1iYEJi+x/Vw6txzxvr41l91KeSTtTbQd70yKPkqENo9qbExtdSbpRrcGsLzt5SQtCpxte73Mdpcl0vl6O+E1oTxaBEXDpo859Q9JxYtnu4CEdnKg07zJc4tMSrq2973U71yl8npItUvrdE0a5iaEaqvQYwN8FHgXcCuA7UcKVWifTPTE/iGxb/Nphta8ZEPSHETv6Hcw1JHlVu9dnKFCfy8T8iYluKDr8RzE//2RAnbnlrS+7WsAJK1LNGOrVGYGoqspVnpcWm1hCG12Ji/btiTDFM9egjltXyZJKT11nKSrCQeTm9MI1eIPAgcRoZcSG/KnATcmPTQTN/RTC9ilt2BO0pnApQVM7wKcpOgtAvA0UYVeqcwMTgZuSJ8piALGExscT6vDXF8mGmO9nwg7fQY4I3fMMSkEbwD8f0KC4i9EW9vsisWSxicdn9ttryppVuBiZ+7hkmyvTohZQuyXjM9tc5hxLA9caHuZQvbmJT5nuTfBG2M62VwDVyA6WlC0pl6f+Ds39pnq0NqVie3vSXo/8CyxQfxN278rYHofYC7gC4RY28bATgXswtSWrk9LWpmoCl+ykO3bgEdJ7zkVamnblZffycd/DNi/gN3ZiQr0JYFZOnqPOTfgG6RmcxUihar3JPXLAY5N6eCN09qVSRtRdJc8h1DRPZkQtvym7eMz2/08EcZ7nKmx3YGesUq6iEjJvYWu2LbtkXrTVyojklL7XyFSvzcFHrC9T7OjClrrTJqSFpG0BnAA0wo9DvKN9V5grZK6QZJWcPRR6dtONXeqrKQ7bK+c08ZoI6UmHwWsCMwGjCV69AysXE9pJE20vUp6PAtwowu3DB6O1oa5aE5a5HTgK/RoReVkFBQPPkz+wrle9iWqwPutBEyEF3NynaRVbE+c/o8ODEcTIqZnE2n3OxLhmMrMoxOqxvak8u1yhqfNzqQpaZG/NqAV1bQEw/1EL5ULGVp5n82J2d49fd8ol43psD6wc2p5MLBqxb3YvlfSWEeDsJMlDXSb5gbo9J6Hof3nqzZXabq6wRWVFuniW5J+SnRaLGLX9oGKVsFfsP3DXHZG4KH0NVv6Kkaf7n8Qq6SJtp/IaLopuZ4meV7SbIT23OFEwkWtrZmJuOHe8yPRuj2TYSRFOmSTFumy/3OiR/aQNrIFCgeRdEWDM/VGSKuhdZjaUfK9wPVEu+KDbJ82zFNnlv2FGVogWryHTimSlMwThCr2F4keG8favrfRgVWK0Dpn0kHSeravnd65DHanbKCVRtK3iQ/4LwmlZKDIZvRCwH5MW3lfor7lfGBX24+n47cAxwG7Ern5WTbJJW1B7NcsStxglwDusv2OHPYqlaZpXZiri6OA3iyIfudmNtdLWsmF2sj20Gnp2V3rUGIz+nTCgW1G5MjvBPw1s80OS3YcSeIJYLnUROqV4Z40EzgYWBu4NBWKbgRsn9Fe4wxTvPgMcDNwSMlsvkp5WudMJK1D3FQX6slympdIZczN+sBOTWzMNhjiWsD2iZL2tn0lIZV+ZSHbV0u6gMgwgigkvCrJ5zyd0e4rtv8uaYykMbavkHRYRnujgd8SNTVnpOPtiPf3M8DPCLXoyoDSOmdCbADPQ7z27iynZ4ESrU2zK+UORwrxfAdY1PamklYilEdza/p0VgCPSvowIbT4tsw2O+xFOJD1iBvbqcA5jvhuTuf6tKR5gKuA0yU9AYyKSuWMrNejijyxo5Qs6ZONjapShDbvmSxh+0FJc3dknAvYHAPc3lQxm6TfEpXvB9heLRU9jc+9hyNpM6JidzEilDgvcGADKdLFSCufFwkHtgOxV3X6IId6JE0Adrd9Qzp+N3BCeq+Nt/2uZkdYyUkbVyYdFk0313mAxVPXsj1sfzaXQdv/kjShlC5VHxa0fZakr6XxTJI0eXpPmlFsd2TgnyHvamAKmrZX9pRLFMjH75mgnJLT1ihiV0IpeR7i7/wssGtyrP/Z6Mgq2WmzMzmCkGI/D8D2BEnvKWB3EeBOSTcyNKNqiwK2n5O0AOkmm+QvslWmSzqK/jd0IG/fezfUK7tpJ9Yktm8CVkmy+7LdvSd1VkPDqhSizc4E2w/3yBFkn6UDBxawMRxfIpzn0kkKfyFgm4z2bs74u181GtqeeUHgTc7UnrkpJzYakPTNnmNgYJWSKz202Zk8nLrfOVXtfoECjaJsX5mKu5a1famkuSiTRYbtWyRtSEjuC7jHdrb0WNunAEjaxvbZ3dck5XRi3XamtGcm9otmA35ObMjntDt/n9P/yPn3HgV0h/bmIFLBm5AsqjRAmzfgFwSOBN5H3FgvAfbOvUEqaTdCgHB+20sresIfb3uTnHaT7fuA73ZLzku6wHbWfhSSbu1VNu13LpPt20jtmTsbwErNwTLbfYBIOHiKeH/NR8iLPAHsZvuWnPZHA6mny3m2P9j0WCr5ae3KxPbfiCyb0uwFvBu4IY3jT0lyowSvABtJWotINngZeGsuY5I2BT4EvFXSj7ouzUu5NNmm2jNfBJxr++Jk9wNEWvhZwLHAWoXG0SRzAW9vehCVMrTOmfTGdXuw7YMzD+El2y934skpPbfU8vB529tK2o8o5vt4ZtuPEPsmWxBNojr8g9BuKsFZkn4MzJdWhZ8BTihgdw3be3YObF8i6Tu2900z9oGjpwJ+LLEnl/vzVBkltM6ZMDSu22FuYBdgAfK/+a+U9HVCOvr9wGeB8zPb7CAA24dLugW4GOgX258p2J4ATJB0RrK9XLqUda+mZwxNtWd+UtL+wC/S8bbAU0m9uUgfmwboDpdOIto8DHqhZiXR2j0TAElvAvYmHMlZwPczy5J3Chd3AT5A3GAvBn7qAv8ISZvbPr/reAlgp9zZNmnT/1TgAeI1L5bsXpXTbp9xLAj8vdDfekGiVfH6xGu+hsjkewZYfBCVdCWdZvtT0ztXGUxa6UxSps2+xJ7JKcCRtp9qdlT5kXRZ70Z/v3MZ7N4CfML2Pel4OeBM26tntLk2cCjwJLHaPA1YEBgD7Gj7oly220pvUkUK4d5ue6UGh1UpROvCXJK+C2wF/ARYxfY/C9n9CPA228ek4xuImDLA/r2pszPZ9hzEZuiCkv6NFO4iNsIXzWW3i1k7jgTA9h8lzZrZ5tHA1wkZk8uBTW1fL2kF4ExigzwbyWF+GViSrs9ZCdn90iRFhU7otrsL4MvE56zSAlq3MpH0L0KtdxJDN5+zViinIsHtbD+cjm8DNiH2a07OuTqQtDewD+E4Hum69CyhnXR0LtvJ/knE37rTiGoHYBbbn85o8zbb70yP77K9Yte17DpRSafqeCLxYEox7KCmBKfw7U9doMlbZXTSupWJ7TENmZ6t40gS16Salr/nTle1fSRwpKTP2z4qp61h+H9ESvQXCKd9FZEem5PuTe4Xeq6VmEFNsn1cATujgqQ7t1rT46g0R+tWJk0h6V7bywxz7T7bS2e0vbHty9W/H3r2vvcdBV3bk9PxWGB2289ntDmZyNwTMCfQsSVgDttZw2ySxhEFiucSK2EAbD+Z026TSDoG+FnS6Kq0jNatTBrkBkm72R5S4yBpD+DGzLY3JPYN+jUnMpDVmQCXEUoDnf2pOQnFgXWHfcYMYruIRM0I7JS+f6XrnBnsIr6NgD0kPchUR+7cagOV0UFdmRQiVbn/ipildnqurw7MDmzpoa1lB4ru/YuRzlXe2KRU82mw/WDpsVTK09T+Qeuw/YTtdYk01QfS10G21ynlSCTdJ+l0SXsquiyW4jlJ3SmjqzPtPsZAkNQFOo+36bn2nfIjKkdyGvMRK+DNgfmqI2kPdWXSIpKMx1rABoRq7grABNsfzWx3TaISvJNJtgiw7SBmNnXXWvSpuygibtkUKWtwN6aGTT8K/KShpI9KYeqeSbuYTIg9TiaynR4nNomzYvumVN/Rkb6/e4Cl2DXM437Hg8YuwFpOXSYlHQb8nmjVXBlwqjNpF88CE4EfEPUlueX21wQetv2Y7VdSqOtjwIOSxg1oZpOHedzveNAQQxvMTWbwHWglUcNcLSJV4a9PSOC/DFwHXGX7skz2bgXeZ/tJRUvkXwCfB94JrGh76xx2m6TplOQmkbQvkcV2bjq1JZEqfERzo6qUojqTFpJCTpsSVfEL254zk50JtldLj48B/mp7XDqu2VwDSFp9dsQtr7I9vuEhVQpRw1wtQtI5xKrgXkLFdkdSk65MjJU0S5Ih34ToMNmhvvcGhKT9tiewDBFGPbZKz7eP+oFuF4cS7WsnT/cnZw5nEv1b/kakAl8NIGkZQoq9MhicQiR2XE2seFckVr2VFlHDXC2geyM8He9I2ggHsm4MDZIBAAAD9klEQVSEJyn4RYBLurJ8lgPmsX3riE+uvCGQNNH2KunxLMCNg5wCXelPLVpsBz8mNtxJG+GHEs2qniGzRLjt622f23Ek6dwfqyMZKKakedfwVnupK5MWUDfCKznpymCDoVlsWds6VEYXdc+kHdSN8Eo2RoGoZmUUUG8k7aBuhFcqlazUMFdLqBvhlUolJ9WZVCqVSmWGqdlclUqlUplhqjOpVCqVygxTnUnlDYukyZJu6/r6atNjej1Ieq+kC5oeR6UyI9RsrsobmRdeb41MV6p0pVKZCdSVSWXgkPSApAXT4zUk/Xd6PE7STyRdApwqaQ5JJ0uaKGm8pI3Sz+0s6deSLpJ0j6Rvdf3uT0q6Ma2EfixpbDp/nKSbJd0p6cCesRwo6dZkZ4XX8DpWl3SlpFskXSxpkXR+N0k3SZog6RxJc6XzS0u6Pl07SNI/0/khKx9JR0vaeSQblcprpTqTyhuZOXvCXNu+iuesDnzE9ieAvQCSrtT2wClJARei58sOhMryNskprQhsC6yXVkST088AHGB7DWBVYENJq3bZ/FvSqjoO+PKreWGSZiU6FG5te3XgJODb6fJ/2V4zqRrcRXQ4BDgSONL2mkxtkfx6bVQqr4ka5qq8kXk9Ya7zbL+QHq9Pailr+25JDwLLpWu/63SilPRf6WcnEc7oJkkQsiGdtscfl7Q78ZlaBFgJuD1d6/REvwXY6lWOc3lgZeB3ydZY4NF0bWVJhwDzAfMAF6fz6xANqQDOAL43AzYqlddEdSaVQWQSU1fdc/Rce67r8UgtZfu13BVwiu2vdV+QtBSx4ljT9lOSftZj96X0fTKv/jMn4E7b6/S59jNgS9sTUrjqvdP5Xd1/D7rGNpKNSuU1UcNclUHkAWIFASG1PxxXkcJUSQ1gceCedO39kuaXNCcx278WuAzYWtLC6TnzS1oCmJdwUs9IegvR02NGuQdYSNI6ydaskt6Rrr0JeDSFqXboes71TH2923WdfxBYSdLskt5M6LNNz0al8pqoK5PKG5k5Jd3WdXyR7a8CBwInSvo6I3eSPBY4XtJEYva+s+2XUsjnGuA0onvgGbZvBpD0DeASSWMI6fW9bF8vaTxwJ3A/4XheK5tI+p+u422ArYEfJQcwC3BEsvEf6XU9SHQ2fFN6zj7AzyV9CbiQpLtm+2FJZxFhtz8B49P5lyUNZ6NSeU1UOZVKpYcUOlrD9ueaHstrIWV1vWDbkrYDtrf9kabHVWkHdWVSqQwOqwNHK5ZWTwOfaXg8lRZRVyaVSqVSmWHqBnylUqlUZpjqTCqVSqUyw1RnUqlUKpUZpjqTSqVSqcww1ZlUKpVKZYapzqRSqVQqM8z/AqcNh9YlA3IBAAAAAElFTkSuQmCC
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<h3 id="Total-Goals-Per-Game-Comparison">Total Goals Per Game Comparison<a class="anchor-link" href="#Total-Goals-Per-Game-Comparison">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[172]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Prepare dataframe to be displayed - sort values by Average Goals</span>

<span class="n">df_avg_goals</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Average Goals&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[173]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot df_avg_goals and display European League average goals per match for comparison</span>

<span class="n">plt</span> <span class="o">=</span> <span class="n">df_avg_goals</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">x</span><span class="o">=</span><span class="s1">&#39;league&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;Average Goals&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;y&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">df_avg_goals</span><span class="o">.</span><span class="n">league</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Average Goals Scored in European League Matches&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;European League&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Goals Scored&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">top</span><span class="o">=</span><span class="mf">3.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="n">overall_average_goals_per_game</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;European League Average&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
</pre></div>

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    <div class="prompt output_prompt">Out[173]:</div>


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<pre>&lt;matplotlib.legend.Legend at 0x1197e2f50&gt;</pre>
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<img 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<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><h5 id="Home-Teams-Win-&amp;-Score-More-Goals">Home Teams Win &amp; Score More Goals<a class="anchor-link" href="#Home-Teams-Win-&amp;-Score-More-Goals">&#182;</a></h5><p>My initial hypothesis that the home team wins more often than the away team and averages more goals per game, proved to be correct. Through this analysis, I can confidently state that each European league has a greater percentage of home team wins than away team wins. In addition, the home team averages more goals per game in each league than the away team.</p>
<h6 id="But...-the-most-likely-outcome-is-that-the-home-team-does-not-win...">But... the most likely outcome is that the home team does not win...<a class="anchor-link" href="#But...-the-most-likely-outcome-is-that-the-home-team-does-not-win...">&#182;</a></h6><p>One aspect of this analysis that I found interesting was the home win rate compared to any other match result (away win or draw). In this case, no European league home win rate exceeds 50% - meaning that a home win is not necessarily the most likely outcome of a match. In fact, it would appear as though it is more likely for an away team to win or the match to end in a draw than for the home team to win.</p>
<h6 id="There's-always-more-to-do!">There's always more to do!<a class="anchor-link" href="#There's-always-more-to-do!">&#182;</a></h6><p>This exploration should not be relied on to make conclusions about the probability of a match resulting in a win, loss or draw. I chose to explore match results and goals scored across <em>all</em> European League matches. The focus of this analysis could be narrowed by analyzing results of a single team. Drilling down to the team level would enable additional conclusion about how likely that a team's home match - for example - would end in a win.</p>
<p>There are many questions yet to be answered through this analysis - here are a few that come to mind:</p>
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<li><p>Does opponent difficulty affect the result's of a team's home match win/loss/draw record?</p>
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<li><p>How are team records affected when their roster is changed year over year?</p>
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<li><p>Are matches ever played at 'neutral' locations?</p>
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<p>These questions would be a good starting place if exploring this dataset in the future.</p>
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<h2 id="Resources">Resources<a class="anchor-link" href="#Resources">&#182;</a></h2><p><em>European Soccer Data: <a href="https://www.kaggle.com/hugomathien/soccer">https://www.kaggle.com/hugomathien/soccer</a></em></p>

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