p5-reinforcement-learning/report.html

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

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

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

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

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

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

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<h1 id="Section-0-&#38382;&#39064;&#25551;&#36848;&#19982;&#23436;&#25104;&#39033;&#30446;&#27969;&#31243;">Section 0 &#38382;&#39064;&#25551;&#36848;&#19982;&#23436;&#25104;&#39033;&#30446;&#27969;&#31243;<a class="anchor-link" href="#Section-0-&#38382;&#39064;&#25551;&#36848;&#19982;&#23436;&#25104;&#39033;&#30446;&#27969;&#31243;">&#182;</a></h1><h2 id="1.-&#38382;&#39064;&#25551;&#36848;">1. &#38382;&#39064;&#25551;&#36848;<a class="anchor-link" href="#1.-&#38382;&#39064;&#25551;&#36848;">&#182;</a></h2><p><img src="default.png" width="20%"></img></p>
<p>在该项目中，你将使用强化学习算法，实现一个自动走迷宫机器人。</p>
<ol>
<li>如上图所示，智能机器人显示在右上角。在我们的迷宫中，有陷阱（红色炸弹）及终点（蓝色的目标点）两种情景。机器人要尽量避开陷阱、尽快到达目的地。</li>
<li>小车可执行的动作包括：向上走 <code>u</code>、向右走 <code>r</code>、向下走 <code>d</code>、向左走 <code>l</code>。</li>
<li>执行不同的动作后，根据不同的情况会获得不同的奖励，具体而言，有以下几种情况。<ul>
<li>撞到墙壁：-10</li>
<li>走到终点：50</li>
<li>走到陷阱：-30</li>
<li>其余情况：-0.1</li>
</ul>
</li>
<li>我们需要通过修改 <code>robot.py</code> 中的代码，来实现一个 Q Learning 机器人，实现上述的目标。</li>
</ol>
<h2 id="2.-&#23436;&#25104;&#39033;&#30446;&#27969;&#31243;">2. &#23436;&#25104;&#39033;&#30446;&#27969;&#31243;<a class="anchor-link" href="#2.-&#23436;&#25104;&#39033;&#30446;&#27969;&#31243;">&#182;</a></h2><ol>
<li><p>配置环境，使用 <code>envirnment.yml</code> 文件配置名为 <code>robot-env</code> 的 conda 环境，具体而言，你只需转到当前的目录，在命令行/终端中运行如下代码，稍作等待即可。</p>

<pre><code>conda env create -f envirnment.yml</code></pre>
<p>安装完毕后，在命令行/终端中运行 <code>source activate robot-env</code>（Mac/Linux 系统）或 <code>activate robot-env</code>（Windows 系统）激活该环境。</p>
</li>
<li><p>阅读 <code>main.ipynb</code> 中的指导完成项目，并根据指导修改对应的代码，生成、观察结果。</p>
</li>
<li>导出代码与报告，上传文件，提交审阅并优化。</li>
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<h1 id="Section-1-&#31639;&#27861;&#29702;&#35299;">Section 1 &#31639;&#27861;&#29702;&#35299;<a class="anchor-link" href="#Section-1-&#31639;&#27861;&#29702;&#35299;">&#182;</a></h1>
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<h2 id="1.-1-&#24378;&#21270;&#23398;&#20064;&#24635;&#35272;">1. 1 &#24378;&#21270;&#23398;&#20064;&#24635;&#35272;<a class="anchor-link" href="#1.-1-&#24378;&#21270;&#23398;&#20064;&#24635;&#35272;">&#182;</a></h2><p>强化学习作为机器学习算法的一种，其模式也是让智能体在“训练”中学到“经验”，以实现给定的任务。但不同于监督学习与非监督学习，在强化学习的框架中，我们更侧重通过智能体与环境的<strong>交互</strong>来学习。通常在监督学习和非监督学习任务中，智能体往往需要通过给定的训练集，辅之以既定的训练目标（如最小化损失函数），通过给定的学习算法来实现这一目标。然而在强化学习中，智能体则是通过其与环境交互得到的奖励进行学习。这个环境可以是虚拟的（如虚拟的迷宫），也可以是真实的（自动驾驶汽车在真实道路上收集数据）。</p>
<p>在强化学习中有五个核心组成部分，它们分别是：<strong>环境（Environment）</strong>、<strong>智能体（Agent）</strong>、<strong>状态（State）</strong>、<strong>动作（Action）</strong>和<strong>奖励（Reward）</strong>。在某一时间节点 $t$：</p>
<ul>
<li>智能体在从环境中感知其所处的状态 $s_t$</li>
<li>智能体根据某些准则选择动作 $a_t$</li>
<li>环境根据智能体选择的动作，向智能体反馈奖励 $r_{t+1}$</li>
</ul>
<p>通过合理的学习算法，智能体将在这样的问题设置下，成功学到一个在状态 $s_t$ 选择动作 $a_t$ 的策略 $\pi (s_t) = a_t$。</p>

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<p><strong>问题 1</strong>：请参照如上的定义，描述出 “机器人走迷宫这个问题” 中强化学习五个组成部分对应的实际对象：</p>
<ul>
<li><strong>环境</strong> : 迷宫</li>
<li><strong>状态</strong> : 机器人所处的位置</li>
<li><strong>动作</strong> : 机器人向上下左右四个方向移动</li>
<li><strong>奖励</strong> : 撞到墙壁：-10；走到终点：50；走到陷阱：-30；其余情况：-0.1</li>
</ul>
$$T(s^{'}, a, s) = P(s^{'}|a,s)$$<hr>

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<h2 id="1.2-&#35745;&#31639;-Q-&#20540;">1.2 &#35745;&#31639; Q &#20540;<a class="anchor-link" href="#1.2-&#35745;&#31639;-Q-&#20540;">&#182;</a></h2><p>在我们的项目中，我们要实现基于 Q-Learning 的强化学习算法。Q-Learning 是一个值迭代（Value Iteration）算法。与策略迭代（Policy Iteration）算法不同，值迭代算法会计算每个”状态“或是”状态-动作“的值（Value）或是效用（Utility），然后在执行动作的时候，会设法最大化这个值。因此，对每个状态值的准确估计，是我们值迭代算法的核心。通常我们会考虑<strong>最大化动作的长期奖励</strong>，即不仅考虑当前动作带来的奖励，还会考虑动作长远的奖励。</p>
<p>在 Q-Learning 算法中，我们把这个长期奖励记为 Q 值，我们会考虑每个 ”状态-动作“ 的 Q 值，具体而言，它的计算公式为：</p>
$$
q(s_{t},a) = R_{t+1} + \gamma \times\max_a q(a,s_{t+1})
$$<p>也就是对于当前的“状态-动作” $(s_{t},a)$，我们考虑执行动作 $a$ 后环境给我们的奖励 $R_{t+1}$，以及执行动作 $a$ 到达 $s_{t+1}$后，执行任意动作能够获得的最大的Q值 $\max_a q(a,s_{t+1})$，$\gamma$ 为折扣因子。</p>
<p>不过一般地，我们使用更为保守地更新 Q 表的方法，即引入松弛变量 $alpha$，按如下的公式进行更新，使得 Q 表的迭代变化更为平缓。</p>
$$
q(s_{t},a) = (1-\alpha) \times q(s_{t},a) + \alpha \times(R_{t+1} + \gamma \times\max_a q(a,s_{t+1}))
$$
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<p><img src="default2.png" width="20%"></img></p>
<p><strong>问题 2</strong>：根据已知条件求 $q(s_{t},a)$，在如下模板代码中的空格填入对应的数字即可。</p>
<p>已知：如上图，机器人位于 $s_1$，行动为 <code>u</code>，行动获得的奖励与题目的默认设置相同。在 $s_2$ 中执行各动作的 Q 值为：<code>u</code>: -24，<code>r</code>: -13，<code>d</code>: -0.29、<code>l</code>: +40，$\gamma$ 取0.9。</p>
$$
\begin{align}
q(s_{t},a) &amp; = R_{t+1} + \gamma \times\max_a q(a,s_{t+1}) \\
 &amp; =(-0.1) + (0.9)*(40) \\
 &amp; =(35.9)
\end{align}
$$<hr>

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<h2 id="1.3-&#22914;&#20309;&#36873;&#25321;&#21160;&#20316;">1.3 &#22914;&#20309;&#36873;&#25321;&#21160;&#20316;<a class="anchor-link" href="#1.3-&#22914;&#20309;&#36873;&#25321;&#21160;&#20316;">&#182;</a></h2><p>在强化学习中，「探索-利用」问题是非常重要的问题。具体来说，根据上面的定义，我们会尽可能地让机器人在每次选择最优的决策，来最大化长期奖励。但是这样做有如下的弊端：</p>
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<li>在初步的学习中，我们的 Q 值会不准确，如果在这个时候都按照 Q 值来选择，那么会造成错误。</li>
<li>学习一段时间后，机器人的路线会相对固定，则机器人无法对环境进行有效的探索。</li>
</ol>
<p>因此我们需要一种办法，来解决如上的问题，增加机器人的探索。由此我们考虑使用 epsilon-greedy 算法，即在小车选择动作的时候，以一部分的概率随机选择动作，以一部分的概率按照最优的 Q 值选择动作。同时，这个选择随机动作的概率应当随着训练的过程逐步减小。</p>

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<p><strong>问题 3</strong>：在如下的代码块中，实现 epsilon-greedy 算法的逻辑，并运行测试代码。</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>

<span class="n">actions</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;u&#39;</span><span class="p">,</span><span class="s1">&#39;r&#39;</span><span class="p">,</span><span class="s1">&#39;d&#39;</span><span class="p">,</span><span class="s1">&#39;l&#39;</span><span class="p">]</span>
<span class="n">qline</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;u&#39;</span><span class="p">:</span><span class="mf">1.2</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">:</span><span class="o">-</span><span class="mf">2.1</span><span class="p">,</span> <span class="s1">&#39;d&#39;</span><span class="p">:</span><span class="o">-</span><span class="mf">24.5</span><span class="p">,</span> <span class="s1">&#39;l&#39;</span><span class="p">:</span><span class="mi">27</span><span class="p">}</span>
<span class="n">epsilon</span> <span class="o">=</span> <span class="mf">0.3</span> <span class="c1"># 以0.3的概率进行随机选择</span>

<span class="k">def</span> <span class="nf">choose_action</span><span class="p">(</span><span class="n">epsilon</span><span class="p">):</span>
    
    <span class="n">action</span> <span class="o">=</span> <span class="kc">None</span>
    <span class="k">if</span> <span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">()</span> <span class="o">&lt;</span> <span class="mf">0.3</span><span class="p">:</span> <span class="c1"># 以某一概率</span>
        <span class="n">action</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="n">actions</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span> 
        <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">qline</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
            <span class="k">if</span> <span class="n">action</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
                <span class="n">action</span> <span class="o">=</span> <span class="n">k</span>
            <span class="k">elif</span> <span class="n">qline</span><span class="p">[</span><span class="n">action</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">v</span><span class="p">:</span>
                <span class="n">action</span> <span class="o">=</span> <span class="n">k</span>
    <span class="k">return</span> <span class="n">action</span>

<span class="nb">print</span><span class="p">(</span><span class="n">choose_action</span><span class="p">(</span><span class="n">epsilon</span><span class="p">))</span>
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<pre>l
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<h1 id="Section-2-&#20195;&#30721;&#23454;&#29616;">Section 2 &#20195;&#30721;&#23454;&#29616;<a class="anchor-link" href="#Section-2-&#20195;&#30721;&#23454;&#29616;">&#182;</a></h1><h2 id="2.1.-Maze-&#31867;&#29702;&#35299;">2.1. <code>Maze</code> &#31867;&#29702;&#35299;<a class="anchor-link" href="#2.1.-Maze-&#31867;&#29702;&#35299;">&#182;</a></h2>
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<p>我们首先引入了迷宫类 <code>Maze</code>，这是一个非常强大的函数，它能够根据你的要求随机创建一个迷宫，或者根据指定的文件，读入一个迷宫地图信息。</p>
<ol>
<li>使用 <code>Maze("file_name")</code> 根据指定文件创建迷宫，或者使用 <code>Maze(maze_size=(height,width))</code> 来随机生成一个迷宫。</li>
<li>使用 <code>trap_number</code> 参数，在创建迷宫的时候，设定迷宫中陷阱的数量。</li>
<li>直接键入迷宫变量的名字按回车，展示迷宫图像（如 <code>g=Maze("xx.txt")</code>，那么直接输入 <code>g</code> 即可。</li>
<li>建议生成的迷宫尺寸，长在 6~12 之间，宽在 10～12 之间。</li>
</ol>

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<p><strong>问题 4</strong>：在如下的代码块中，创建你的迷宫并展示。</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">Maze</span> <span class="k">import</span> <span class="n">Maze</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="o">%</span><span class="k">config</span> InlineBackend.figure_format = &#39;retina&#39;

<span class="c1">## todo: 创建迷宫并展示</span>
<span class="n">m</span> <span class="o">=</span> <span class="n">Maze</span><span class="p">(</span><span class="n">maze_size</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">trap_number</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
<span class="n">m</span>
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<pre>/Users/Arestolus/Works/GitHub/mlnd/p5-reinforcement-learning/Maze.py:163: FutureWarning: arrays to stack must be passed as a &#34;sequence&#34; type such as list or tuple. Support for non-sequence iterables such as generators is deprecated as of NumPy 1.16 and will raise an error in the future.
  maze = np.vstack((np.hstack((grid_images[i] for i in row)) for row in self.maze_data))
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nt3Lew/rZhZIFiWsunFuFxLRVdHNxagaHTBYZ+TQ1HQFRERERkmTjp5NACvbGyNVxUj4ANMXzQRcOxtyPSETIDFZ40jP+vt3KKDV0vLx8HCBUZ7i+OBZb5Pf63hLZ4P7IFl0NYKixbA+PEHXlEtGMwp6O3dDeb6hdz6unhE3PRFE3seg4NXcoPQTp5bdARn5eAUdEVERESGiRlTiwgGjdX7CCE/nRiMq4oD4qZNzb0BEpg/rxSAV17poDL5KvueFifXEIynVwRqdgdaWqFmNzy9Ml5lzWFUTesdoJaXb3OwABWpPvucPpq+y/5u2NwKwNipRViI+3/x0LAjDrpV04rjBw7SmDQFXREREZFh4tprp2IB1j9WG9+QC4TnvG0mAN/97rZ+j//Qh04F4K/+3xoWFfVpKTjAWDIz47olgapp0NAIa9fB754OrHk+0NAIs2fD9Vd7LNfW4H1vGu07n25VAXz+9hcB+Oyn5/VpfoD/+Z+thBA49w9m9TuGDY+9DMB111XGNwxSq+6rZHsRERERGSqmTyuirCxF3fY20h2eguI4RM5cOB6zwONP1BMisNwgtIpJhVx0/mQeebSeuj3dWKKQBBB5MBe3H4T81GABEinH6QuhwAX2Nhld3YHiYqNiYmDubCOB66nP9q0cu0Dc4oCRzgR+8pNqSopTXH/dlHjBCBxRFPjt8gacg6p543taH9IdWfbuaGPcmBRV00YBcSC3/ZuAD5squiIiIiLDhcHHPnYSURR47Bsv9izUkCpOcsMnFtHcnOZvP/N7oPfT/7t+ci5ZHzj7/Id4Q2m8Klro0xuQ8KHP7Ajx7fPmG1deBNdeaVxyvjF3toHrX7nN51Cz+PYExtvKAuee9xC1ezpZev+llOQGwwF85jPP09TUzQ2fWESqxOWOIPD4Nzfhs4GP//UpPY+1QSrpKuiKiIiIDBOeiMsunEKIPFtWNsTVVYuX311wzVRCMH78ixpyNxNCxOjSFLiIlvaIGaNgZm6wWL71wGM9g896B5Hllgmm93YL/cNnviKbv5w/CiYWGDuq42WKFy0so3caXc9Pfh63Wyy4prKntxiMLc/UEyLPpRdX9Dx2sFoXFHRFREREhglHgjPOGIOZUfP7BiyX5CzA2MpiIEtLQ3efXty4h+FfvnA64Jm/8DecG6VJ0qf1oE+o7J0W7MCjwcJBbh9lcEYi4uzzHyIYvP99c8Diam8cuI2mpk4AxlbGM0fkB7DtfL4eXIJFp43JtVAMXjxV0BUREREZpgbmzvFTxhAM7v5Vbb/b/+y9s7nwvHJq93Tzrj95huvLINfG23/2BJdf3eHAJdX4/v5SBjeMgT9777Ns2dLBSSeV8nefXtjvMfnjmZALuX3Fgbt3ZoYwWFMuoKArIiIiMnwEAM9HPnwyAD/60LP9qqwfX3oNk+aU8Z7bVvKv/74xd6snmXT85v5LSSXg6acb+Og7n+JdJRkm5AakmcXtCj6C/ZYyI77PhT4zLeQuJifgXaM9H3vvCh58aA/OwXNPX01JSaLnub/0bxt5z23PMmluKR9ddk3PPr3BDz/8LACf/Ot4dogQokEZhJanoCsiIiIyXBiA4323zaEg5Xhh2W7qtrflpgcDVwBv+Ng8Qoj48pc2xyG4TyvA1//zLCILPPRILVddt5y3jYdziuOwm8jNxAB9enVzIToZ4pqrcxbfZoHziwJvHgfX3PA49y3dhXfw5X9e1HusIT7Wf/vyJkIIvOFjC3F91geu297G+qU1FI1K8b73npx73gSDSUFXREREZLjI5cQpFUU8/dsrAfjqTQ9DriIbDE69rJLR5YV0ZbO8/4OrwPJtAZ5b3z6d1rpbmDChmHUbmhg76Zf8zZt+x19OhPeUw/TCONTmNzEzXIgHpiUtniP3z8qNv5xo/M0bn2DcxF+y5vlmysoKaam7hT/905m9tWCDv/jAc3Rls5ROKOLkyyog1xoRPHzlxkfAGSufuZoJ5Un6ti8MFgVdERERkeGiT1fBnJPHAPFArxDikmuIAj5h3PrPi3EEfnrXLr72XztyG/fGvicev5zLLpgEwbF6zV4uW/I4P/7BDm4shT+bCEvGwEUlgfOKA+eXeq4uhT8rhxvHwE9+sIPLljzKyt/XA3DR4gk88dgVxDOUuZ4ZHL769S38+KfVWHC8/V8Wx1ViH3KP8nifJRhUTRu1X+V50E7XwUbPvZrFixeH5557bpAPR0RERETg4DMcxInWEQz+7T9e5Au3b6R0bCF/dc+VlE4q6vfIT837JQBf+4+z+JN3zuwzzixexKGtLcO3/2cbn799fb/tzOwAzx9vk/d3f7uAP79tNqWlqX6PCsD3f7CdD390DfjAv2x8S7/5d9v2dvLVNz3KvqZu/v1fz+C9fzr7oOdg8eLFAKxateqIGndV0RUREREZJuLo6QgEDPir95/CrJmjaWvu5qcfjwuQ+bFcwWDBVVOAeAngf7x9fdzikNsHQGlpio995BTu+O65XHtVZa7iCt7HbQRx2M0t4pCruF5zdSXf+/a5fPyjp+wXcgG++MUX45ALLLx2Sr+QGwx++vHnaG/sYtFp43jPu2cO4hwL+1NFV0RERGQIek0ZzQe8g/ET7iYYvOebl3DyZRPj7S0eYJbB85n5vyIYzKoq4zvfPJNzzx3f8xxmoadCnG876GmRsD5V3IPPOgbAypVN/OlfrGZndQsW4B/X34JLxM/hnBE8bPrtK9zx/icBR0vdm/rv/wBU0RURERE5UTnDYZx/4UTMjB995Emq18W9swkfr5iWwnH9JxaSBHbsbOGaG35LQ30ayM+u4MB8HHJzA9ryq5OFPlGxZ2G0fBjuM3asoT7NVdc/xs7qFpyD6z65iFRuAgXnDB9B9Qv1/OSjK/AE3vzmqfH+jkFfbl+q6IqIiIgMQYeb0da90Mwllz0KzvjIr5Yw8aQxPRXYfLX2V59dw8pfVBNF8Xy1H/zgybzrD6o45eQyME9+qNjAftz+/44T7qZNbfzwx9V87etbAIdZYPHbZvLWvz+zX7uCC/Dylla++sZlgGPj89dRUVn0agVi4Ogrugq6IiIiIkPQIQej4XJtB/GqYiEYZkb55F+RiTzFYwt497cupOqM8T0zHeR7D2rXt/Cfb32k3x4/95mFXHbpBM4+axwH+8A//3yrVjfwuyca+fsvrMNCb6X3Qz9bQsVpZb3tDzk165r4/m1P0t6SZuzYAqq33Ni7Tw4ddhV0RUREREagI81ov1m6h3f88VMAXPm+U1nyofm4Aesw5Aes3f33a3hxaQ1tzZme53TO9Tx3T5j2ITcHLuSDdunYQuZfN4U3fe7M3mPOVY5dgKyHZV97kce/Ha/Q9syTV3HqKWNetYrbl4KuiIiIyAh0OBmtpzKauzJt1r20tWUAz+xzJvO+Oy7u0w5rmA+EXHAN2cD9//4CO1bUsXt984A9O4JlcaQIIQJg2vxxzDp3Itd/bAEkwDAC8YAzogCJeODZ9979Ozav3IsFx5zZY1i94qo+VejXRkFXREREZAQ6rIw2YH7cEAKtrVmmz7mHfCvCtIXj+MDProiXC+5ZnyHgghG53p0kcyuh5Xk8idxCEN56q7b547M+Xb0WAv/1jofZua6VJI6QMBpfvhHnkrm9H3qWhYE064KIiIjIic48+EDINcyaGWPKUnzhs2dQWBD3Lexa18j3//Jpdr7QhE+EONcGI7g4uFrYP+QCOByBOORafgqyEM+m4JyBxbM77F7XxB0ffIaadW0kgjF9RjH3/PxCnMvNw+tDv1kcXg+q6IqIiIgMQUea0Q7k/360g899/kUaGroAhwVPyYQC3vPtS6icP4YE1hNk+z7twH8PPL6XX2zmf9/3JO2N6Z7bL7uknC/+4+ksXFDW7+s4nJaFvOPaurBy5cojOmgRERERObRBCbp9JlzY1xFx2lkP5sIu5NsciscWcM2H5zPjrAlUnFzWs+nBQm7t5mZ2rW7ioa+up6M53e++Sy6axH33XHz0x51ztEE3OWhHIiIiIiJDSiBgIW4vKClJsG3TGwDP75Y38MMf7uTOn2+noznNr/5hLfHAM48jkRt4Fv+773RhfacTAzAL3H776dx6yzTKywsYal2xRxV0Vc0VERERGZoCgBmeCEeiz+2OSy+eyKUXT+Cmm6by0LKX+cEPqwkhIoHDOx+Xc30W5+PgGixXYTbDExhfWsjn/2ERS5ZMZlplQTyfWN+FJl7LahCvA1V0RUREREagnpwZXO8Kabmwmr/9phsquOmGCv7zK33mwu23Lf22NbP9M2ycqHP3D3zy4+uo6stRNHBcnoiIiIgMJX0/gTez3laEA4bR3laFkEu0AweTGX37hz0YePLz4w6t1oWjOppPf/rTPdcHc2SgiIiIiBwjh6y29lZ/redy/w16b3O5v4dICXeAowq6Dz/8MJ/85CeJokj9uiIiIiIypBx1j+4jjzzCsmXLFHQFAM2t3Cs/JYrodSEHpu8RORC9X8hgOqqgezQTAMvIMHDN6sWLF5/wb1J9f3gf7preMnLlXxchBH2P5M6Fmel7RPRz5BD0vXH05+CoO4b1n3Bi0///q9M5Ejk0fY+c2PT/L8fSUc+ju2TJEm6//XYSicSrbyAjSjabpbq6mltvvfV4H8qQpe8RkUPT98iJTT9H5Fg7qqB75513Mnv2bP02dgLp266STCaZM2cOd955p96kDkLfIyKHpu+RE49+jsjr6aiC7syZM/XmdII50P/3zJkzX/8DGSb0PSJyaPoeOfHo54i8no6qR1cfMwnodXAoOjcy7BxgSvRjOU+6vkcE9DqQY2doLV8hIiKvA3/wuwYU2zQrgogMZ0c9j66IiAw3jnzYDcHo7vLU1rbS3RHhEoHCwgTTZowlmeythSjwishwpKArInICCjiiDKxauZua6mY2btxLdzoi4QopKjIWnjaJqpmlLFxUCWgKKBEZnhR0RUROMNXbG3jqyVpWPLmL6u2teIuruz0LOITA08urITjOOKeCCy+q4urr5x7noxYROXwKuiIiJxDv4f77trPyqV00N3ZBAspKCzltYSWjRieIgmdfazfr1jbQ1dXF86v3UL+nnTPPrqR8UsnxPnwRkcOioCsiMoKFAHHXgad+bye/uX8Ly+7fhJlRUVnCh//mQmbMHEtRcarfdk2NHWza0Mg3vvYsNTXNfOHvHuHmW+az5Jq5BPL7FBEZ2jTrgojICHGgacB6A6lj3Zo9PPPkLoIZlZWlXHndXE6ZV05RcYoQAiFEPduNG1/M2edWcs75UygtLWH3ri6eeXI3wQCi/Z5HRGQoUtAVERkh+g8Y8/0uQ4Bf/nQjNTVtXHBhFR/91CW87R0L+m2b3z4fmFPJBH/+gfO57QNnEkURK1buYfPmRsw056mIDA8KuiIiI5Lrd9na0sGeulYSGKctmsS0qlJgYDh2/acRM0gVGPMXTKag0JEMgZrtjfhchj52y0iIiAwO9eiKiIww3sOuHU08+sh2yicUseD0CnbtaCITGQkXcf7F0ygcFVdlA/3XiDjQNGITJhYz96SJbHhxDy88X8fCRRVMrhz9+nwxIiJHQUFXRGSEqXulnUeW7eSBX2+mdEwBL6zbS2dHGgsZEskUqVRv68FrHVNWXJIghEBLcxfNzV1MrhzdZ1uPPiAUkaFIQVdEZATx2cDXv/IsLzz/Cong6W7M8ORT+wjekXJGd3eGD952P2PHlTBpciE3v2keJy+YRGHBoYNqZWUxiYRRX99Bfd0+TplX3udehVwRGZoUdEVEhrN8o6zF12vr9/HSlkZ8BGe5LHMsyyYS1KUce3yCLoOm1i7aWjLs3BFRNr6EiZNLqJhSesinmTCxmOKiFO1tGZoaOlAVV0SGAwVdEZFhJD8vbs+gsT69B2tX7eaun66ns72bEgLvdm2MwXFrMIwMTZakIRhrQ4oVIclLpNixpZmaXW2vGnQXnF7B+nUNPLeihkeW7eC6m04hqZ8gIjLE6W1KRGQY6ZkQIXfFe09tTSt1eztZet82dmxtjicUc4EHfDEFGBWWpsyPYo5lmWmByZam2zuqA6TTGTo7uw/4XHGYDoCjsrKMOXPHsfKZ3by8q5XaXa1MnzX2dfmaRUSOlIKuiMgQN3BmhLa2DNVb67nv3m3U1jRTs8EmGLQAACAASURBVLMFj8N7jyci4GgOCX4VHM4MQgpwpIDSEHE+nhY8Bbh4cFljV27Pve0IvdOMxc9cXJLgxjefwkNLt9FQ38Y/fX45F11cxa3vWkgqZaiNQUSGIgVdEZGhLPRfbrezI8O9d2/ixXUvs2F9PT6CyBlGNxMwSswzBk/SoAMjE4y64OkCur3RaMajJEiEJGkXUdjdTXtXvqLbG1YHTjNmZpSMLuDccypYvjzLnto2Hl22laqZZcyaPZZpM8biejZX/66IDA0KuiIiQ1muH7c77fn+d9bw/Jq97N7VTORgesgwx2W4LGSoMsdEl4kDagAffJw1A0TO0Wnwgk+xA8eyUEAzgUww6Ao8vnQ7ixdPYfrM8RQWHPrHwns/eA5XXD+bL31xBfV7WvmPLz+FAyaWl1JY7Lj22jlccOkMxpcXvS6nR0TkUPQrt4jIEBZCoKszYs0ztSx/eBu7axpJOM+skOWPrItbQ8TZRJRbBk8ghEBEhJnhIodzjpQFRnu40GV4o3Xzdrq52AUqQkQmZNmzt5u779rM+lV745B8iDXPkknHnDkTuenG2Zx2xiQSZgRLUN/Qzu6d7SxduoW1q/e8jmdIROTgVNEVERnCWpq7+MJnH48HmWUzzHCBj1gnUyyQIgJyPbwBjATgMXO5acd87k4DF3f6Flng+kSa632GrmSWX0RFPBXgyeXVrHxmN+//0GLOu7CKkpKCg64mkUjCzW+bx81vOZXqHc3U1LSy5aVGXtrQyPp1e/n+d1dxwcVVFBXrR4yIHF+q6IqIDFHtbd08+8xutm9pIhMFFjp4o3UzgyxJiw6wRdwba7mCbHBGwPA+4HxugFmILz0RhcFxvUtzs3XjfKA7E/Hg/VtZ8fTOXMj1uT8HFpwxY/Y4Lrp4Om95+0KuuHoGAPvas7y8u3WQz4aIyOHTr9siIkNIfrYD7+ErX3qS36+uw/mIcy3ik6Ed5wIEw8LAuRjy9g+mZrZfM4KZEQzGhcBV1k15Eu73KVZtqmPH9hYmVZQyb8FEnDt4PaTn2Z1RMjrJ5Uvm8uM71tHY2MWKFbVMmTaGUUX6MSMix48quiIiQ0h+toO9e9rYuL6RbMazwHluDPtwzmEhkX9k/Hc48rfxfOU3EYyFIc0NdOHwdGa6WPlULfV79xHCwft1Bx63JQNlE4swM1ob99HZmT7iYxMRGQwKuiIiQ8wLv6/nm19ZQWt7mnLL8PHQweku8NMwio/5Ep7yhaRzgTjYwVsLDiVY/+uFZpxlWd7huhkXeR749Wa+/fVV+00z1ht8fb/LfJ/w+LJRAHR2ZOnsyB7RsYmIDBYFXRGR4y30v1y9eicvba1nFJ4zyVLi0rTiWBaSbCLJBgfdUW9F9kgM3NZ7DyQ4L6RZZJ7uKMtLmxvY196/KtsbfN2Ay/i+KA2YJ5iRTB5kNJuIyOtEQVdE5Hiz3svW1jQP3ruV1rYsN1sn76SLV0KK7/sC6jBGm+c6n6HUBYId/lv4wApt/jYzw4JnBp4/tn0kMZqaO7n/3s19KrP7V49bmrvYU9uGAeluz/bqRgBmzhpD2djiwz4+EZHBpKArIjKE1OxsoqMjjVlgAVlGm6fdjKaQxGGcTERFon/bwOE4UM9t/rZ8O0O5BSpCvPjE1s0N1NbmZ1Bw/bYPIfDgfVv4xV0b6NiXoba2jbbWbgiOSRVjKCxMvOYeXxGRY0HDYUVEhoiGug5++/hOst4z1SJOdxGGMcdn+ItU4JUoMNsgGQKhZzBa/37bI9c7i4PDuMF18zNvrF1Vy+SKMcyZO5Y46BovvtjA0vs2UDV9LHfd9QI+k2X7ljpaW7MEb4yfXMQ5506Jdxd6Z5IQEXm9KeiKiAwRdXVd1O/ZR8KMqQ7wgSh41iYKGBPBIheAiNAn2Q5OyIV8yM2H0mkhy2Q8mzMhnhPXO4IF0t0RW9a/wjO/rWHdmJfxGY/3sGVzC+YCiYIE804qJ5v1JAsUcEXk+FLrgojIcZb/cL++rpW6VzpIEqgKHjPYm0hxR7aIX1sBIWTxPvQMJDuawWgH43Jl2EoLVBHhvad+bwc4j5mRKkhQOHoUmQCtTWmyPtc+YZ4QAkkC9c2tPPTAVqp3aNEIETm+VNEVETnO8jXPjRvqqK1tpsIiTrUsGYMVPsF2UrR48OZwFgjElVwzI3g/qFVT78CCUY5nYSLioWygtraVjn1ZUgUJvvm11eypbcFChkCSUS5LecLoNEdT2tPVFVi/roHaXR1475k5q2zQjk1E5HAp6IqIDBEdrRm8h3E4ykJEBkcbCbDAaOKQ248PDFbGDRawYP2qxGXB412CrnSWfR0ZUumIJx6rJh1lIRieiLMTcImlqU46locUezNZzBIsPm8qi86tHJyDExE5QmpdEBEZCgI0tXZBcEwInvEY+3A04rDgGW/pfqG2dxDa4CRdO0Cz7/hc6rUQ0daapmxsEbf8wclMm1IcL1NM4NpUN5dFnbwhpDmj0AMOC4EX19Wz/NGdg3JsIiJHShVdEZGhwMBnwZunAE+SQJp4MBrOcH4wB569NskQSHggUUg2E/cMV1WVUTS6kBBaSZhjLUkmFBrbSLI1bYQQcM5R90o3G9bXv74HLCIygIKuiMgQ4SyJIw67gQTFZCl1nuCNVpd83afp8gS8eRIh4MwIAe67Zws7XmoheMMl4N5Ox32k8B6SRHjnKC0p5La/PJMZM8v326M+SBSR15OCrojIcZafwTZZEEFwpHGk6WS0GcU+nvKrHTD3+pZ0u3EEi/+kUoaZ5+xzKykuSVBb08ru3a04HAQjYVkgRSp4slnPaWdMZvyEkgF7VMgVkdeXgq6IyHFmxGF23PhizEW8HCWodwVUkuYUy+LMUR9gD46KI1gN7UjV5fp/ExYYN6EYcLz11vnAfP7hbx9n78udjJ9QQCbraWkOVM0Yw4QJRbS0ZzV/rogMCQq6IiJDgJkxdnwhyaSjLTIa4vnDmGweAmQJ1ARHJT7Xq+s4kiWADy4ACcjtPwRoCQ6HMWpUklGjUv0ePX3meBrqu1ly9XS2bWtm+eO7qJo+lpveeDJt7WnKxhYP4rGJiBwZBV0RkSFi3qmTWDenno0bXmEdKS4nzVQ8p4ZuNlohv6SIFN0sCt25GRgGM+zmK7AOfMTLlmQNKZIYs+aMpaAw33YQ99m++30Lec9tC8ASdOzLcMXVM5g6dQwTJ48epOMRETl6apgSERkiJk4tZXLlaNJ4dva8PRsLDIqCZ5tPsDIkMEtgRFgYvIpu3GrgAY8z2EWC2pDAO2PS5L6LPrhcT7EDSwBQXJLi9DMrFXJFZMhR0BUROc5CiOernVpZysWXTaPAFbDJO6p9AsN4s+3jraGLfRZ4wEbxLEnSgzzXWP4YQi7IPhiK2IFj7injuejSqT33Q66neMD26skVkaFIQVdE5DjLV1PNYOaM8aQSEThjvTm6CZQFODeRpdCMrPcsDSmet9SgzqtrlpsDN3g6zagOgWBw0tzxTJ81tifI5gNuPuwODLx9A7GIyPGmoCsiMiTEb8flFcVceMlMCguS3BmK+HUoJBjMtIi/sn2cbBGrQ4ov+mJ+wSiqB+Vt3OXm6IUWc9wTimgmRVEqyY1vnMvEib3ThPXN1sb+67KpsisiQ4mCrojIcdZbBY17bk87q4KKyaU0BWNFSOIJhBBYTJYbXJqEGR7jfl/Az0MRu0OK7GEuBdw3kIYQkZ/N90WfZEWUAPNUThnNxElj9qvaiogMF5p1QUTkOOtpCwiGGVx+xSwmTyric5/4HRtDgu8TcUNIM8k8l4duKp3n8aiAByng8WA8YQWU+SyXuIgr6GYOUU8rwn7Plbsp5OKr+QAuHtxWa/BfVky7GWefXclb/3AeqYL8IDXVRURk+NE7l4jIEJEPp4mEMXvOJCqnFZEk8HQ0ikdzdQkz42Qf8eZEJ+dZxHgC3nsaSfJ4lGJDSBBCOGivbLD4j4Xc8yUduMDLVsBDUYp2H2938WUzmD17Uq4JVz8qRGR4UkVXRGRIiKum+epucUmCv/3c5Tx0/1buvnsTPwnF+GBcbmmmWGBygE9aG2mDNRSwKxgp4KxcNffQHME8BCMbIqop4PaomHrzlE8o4bLLZ3DlNXPiwGz79+GKiAwX+jVdRGRIGPh27KmYMporrp3D+HGFJMx4mELuoYjuPo8tAM4jzU10cZ3LUEk2NxvDgSu6ceuC75npYRUpfuZTNFgCI8F5F87g8mtmx481651dQbMpiMgwpIquiMiQ5HAOZswcw+f/+XKWP7GTn/1oHb8Jo1gbkpxmnrfSQTmBJIFRGAEPZpiP68MBw1mfgGoRgQTVJNkcjOdDActDimDG9KoyLrp4Gre+83TcgMxtAJpNQUSGIQVdEZEhrmrGOK4uKmD983Vse6mZPR3QGDIEK+KkkOUCS1NinhQQSBDMY4ALEQFHfkaFppBiD8Y90Si2W5I6M4I5ikuS3Pzmkznr3Kn7hVwRkeFMQVdEZKgLUD6phH/44lXsqWvnJ//zPBs3v8zjdRkeJvC/IVASslRZljEY5QRSIcIT6AyF7DVjb/DUhhRpC7hEkiSB8WNH8ZY/Oo0zzpzMlKmlcUVYMyyIyAiioCsiMkTFizhYbkCYJ5F0TK0s5i1/MI8X101k6a83UtfYSWfG0+0T1JPEAhSax3B4Z+CzdAePUYA5w1xgemUxU+ZMYN7JY7liSRVFRYUAWHC5zt4Is8Tx/NJFRAaFgq6IyBCVnz0h/jtfZXXMmjuOWXPHcd3Nc2lt6eTF39exd287W7Y10dke0d6eIZ3O4LMRyVSCCeUljB1TxKlnTGDqlFJOOqWcRMLyHQ19njD/T4VcERkZFHRl0OWrUCJybCUSxrjxxVx4+XQymYhX9rTTsS9LW2sXmUyE9+AcTJw8mtGlhUycNJpE366EIfBtqvcLORC9LmSwKOiKiAxzZkZBQZJpVWUKByIifWjEgQw6/aAVeX3l57g1678iWv76UJ4CV+8XciB6XchgUdAVERnm+oaCA11XZhCRE5WCrgy6KIqO9yEcNyfy1y5DwcHe0v2QXdlM3zNyIHpdyGBR0JVB9+lPf7rn+lD94Xqs5L92fewmQ4sbsq/JE/n9Qg5OrwsZLAq6MugefvhhPvnJTxJF0ZD94ToYQujth8xms2zdupWHH3645z4ReXUnyvuFHB69LmSwaNYFOSYeeeQRli1bdkK8QZlZn8FAppArcphOpPeLg3nuueeO9yEMOXpd6HUxGBR0j8LixYt7rp/oL8b8158/JyfSHIgHGuUOek2AvkcOxMxOmO+Ng+n79ff9JfFEMvA98uyzzz7hv0dWrlwJ9P850vfyRDDwdbF48eIT/nVxtNS6ICIix9WJFnLhxPya5dXpdTH4VNGVQaXfPEXkcJgZS5Ys4fbbbyeRODGWHs5ms1RXV3Prrbce70MZkk7UnyN6XRwbquiKiMhxc+edd/JP//RPIz7k9h28mkwmmTNnDnfeeedxPio53vS6OPZU0RURkeNm5syZJ8THtQf6GmfOnPn6H4gMKXpdHHuq6IqIyHEz0iu5hzKsvvYDjAc7kQaJ9XOMz8Wwel0MAwq6IiIiAviD3zWg8DjyZ9bRuRgp1LogIiIixLWvOOCFYHR3eWprW+nuiHCJQGFhgmkzxpJM9tbIRm7I07kYKRR0RUREBICAI8rAqpW7qaluZuPGvXSnIxKukKIiY+Fpk6iaWcrCRZXAyJ4OS+diZFDQFREREaq3N/DUk7WseHIX1dtb8RZXNPMrPloIPL28GoLjjHMquPCiKq6+fu5xPupjQ+di5FDQFREROcF5D/fft52VT+2iubELElBWWshpCysZNTpBFDz7WrtZt7aBrq4unl+9h/o97Zx5diXlk0qO9+EPKp2LkUVBV0RE5AQTAsSftHvq93bym/u3sOz+TZgZFZUlfPhvLmTGzLEUFaf6bdfU2MGmDY1842vPUlPTzBf+7hFuvmU+S66ZSyC/z+FF52Jk06wLIiIiI9iBpr7qDWGOdWv28MyTuwhmVFaWcuV1czllXjlFxancggZRz3bjxhdz9rmVnHP+FEpLS9i9q4tnntxNMIBov+cZanQuTjwKuiIiIiNY/0FSvt9lCPDLn26kpqaNCy6s4qOfuoS3vWNBv23z2+dDYiqZ4M8/cD63feBMoihixco9bN7ciNnQn/9V5+LEo6ArIiJywnD9LltbOthT10oC47RFk5hWVQoMDISu/9RZBqkCY/6CyRQUOpIhULO9EZ/LjcNnGQmdixOBenRFREROAN7Drh1NPPrIdsonFLHg9Ap27WgiExkJF3H+xdMoHBVXIgP910U40NRZEyYWM/ekiWx4cQ8vPF/HwkUVTK4c/fp8MUdJ5+LEoaArIiJyAqh7pZ1Hlu3kgV9vpnRMAS+s20tnRxoLGRLJFKlU78ftr3UcVXFJghACLc1dNDd3MblydJ9tPUP1g2OdixOHgq6IiMgI57OBr3/lWV54/hUSwdPdmOHJp/YRvCPljO7uDB+87X7Gjith0uRCbn7TPE5eMInCgkOHs8rKYhIJo76+g/q6fZwyr7zPvUMz2OlcnFgUdEVEREaafHOoxddr6/fx0pZGfARnuSxzLMsmEtSlHHt8gi6DptYu2loy7NwRUTa+hImTS6iYUnrIp5kwsZjiohTtbRmaGjoYkpVLnYsTmoKuiIjIMJefC7ZnoFSfz9vXrtrNXT9dT2d7NyUE3u3aGIPj1mAYGZosSUMw1oYUK0KSl0ixY0szNbvaXjXcLTi9gvXrGnhuRQ2PLNvBdTedQvI4JwudC+lL/wUiIiLDXM8kALkr3ntqa1qp29vJ0vu2sWNrczyJlgs84IspwKiwNGV+FHMsy0wLTLY03d5RHSCdztDZ2X3A54oDZAAclZVlzJk7jpXP7OblXa3U7mpl+qyxr8vXfDA6F9KXgq6IiMgwNHA2gLa2DNVb67nv3m3U1jRTs7MFj8N7jyci4GgOCX4VHM4MQgpwpIDSEHE+nhY8Bbh4QFVjV27PvR/B906tFT9zcUmCG998Cg8t3UZDfRv/9PnlXHRxFbe+ayGplPF6fXSvcyEHo6ArIiIy3IT+S8x2dmS49+5NvLjuZTasr8dHEDnD6GYCRol5xuBJGnRgZIJRFzxdQLc3Gs14lASJkCTtIgq7u2nvylcxewPawKm1zIyS0QWce04Fy5dn2VPbxqPLtlI1s4xZs8cybcZYXM/mx6hnVedCDkFBV0REZLjJ9aB2pz3f/84anl+zl927mokcTA8Z5rgMl4UMVeaY6DJxKAvgg4/zVYDIOToNXvApduBYFgpoJpAJBl2Bx5duZ/HiKUyfOZ7CgkPHhfd+8ByuuH42X/riCur3tPIfX34KB0wsL6Ww2HHttXO44NIZjC8v0rk4ludC9qNfJ0RERIaZEAJdnRFrnqll+cPb2F3TSMJ5ZoUsf2Rd3Boiziai3DJ4AiEEIiLMDBc5nHOkLDDaw4Uuwxutm7fTzcUuUBEiMiHLnr3d3H3XZtav2hsHw0Os85VMOubMmchNN87mtDMmkTAjWIL6hnZ272xn6dItrF29R+fiGJ8L2Z8quiIiIsNMS3MXX/js4/HAqmyGGS7wEetkigVSRECubzWAkQA8Zi431ZbP3Wng4u7WIgtcn0hzvc/Qlczyi6iIpwI8ubyalc/s5v0fWsx5F1ZRUlJw0BUUEkm4+W3zuPktp1K9o5mamla2vNTISxsaWb9uL9//7iouuLiKouLBjR46F3IoquiKiIgMI+1t3Tz7zG62b2kiEwUWOnijdTODLEmLDrBF3A9quSJkcEbA8D7gfG5QVYgvPRGFwXG9S3OzdeN8oDsT8eD9W1nx9M5csPO5PwcWnDFj9jguung6b3n7Qq64egYA+9qzvLy7VefiGJ0LOTD9KiEiIjLE5Uf4ew9f+dKT/H51Hc5HnGsRnwztOBcgGBYGzj+Qt38YM7P9PoA3M4LBuBC4yropT8L9PsWqTXXs2N7CpIpS5i2YiHMHr5P1PLszSkYnuXzJXH58xzoaG7tYsaKWKdPGMKroyOOHzoUcDlV0RUREhrj8CP+9e9rYuL6RbMazwHluDPtwzmEhkX9k/Hc48h/v+WpnIhgLQ5ob6MLh6cx0sfKpWur37iOEg/eoDjxuSwbKJhZhZrQ27qOzM33Ex5bfJ+hcyGujoCsiIjIMvPD7er75lRW0tqcptwwfDx2c7gI/DaP4mC/hKV9IOhcCgx384/RDCdb/eqEZZ1mWd7huxkWeB369mW9/fdV+U2v1hj3f7zLfGzu+bBQAnR1ZOjuyR3RsfelcyGuloCsiIjIUhf6Xq1fv5KWt9YzCcyZZSlyaVhzLQpJNJNngoDvqrUIeiYHbeu+BBOeFNIvM0x1leWlzA/va+1cie8OeG3AZ3xelAfMEM5LJg4zgOhSdCzlCCroiIiJDkfVetramefDerbS2ZbnZOnknXbwSUnzfF1CHMdo81/kMpS4Q7PB/tA+sSuZvMzMseGbg+WPbRxKjqbmT++/d3KcauX/FtKW5iz21bRiQ7vZsr24EYOasMZSNLT7s49O5kCOloCsiIjLE1exsoqMjjVlgAVlGm6fdjKaQxGGcTERFov9H5YfjQH2m+dvyH+GXW6AixAsubN3cQG1tftYA12/7EAIP3reFX9y1gY59GWpr22hr7YbgmFQxhsLCxGvuaz0QnQs5HBrqJyIiMoQ11HXw28d3kvWeqRZxuoswjDk+w1+kAq9EgdkGyRAIPQOw+veYHrnemQscxg2um595Y+2qWiZXjGHO3LHE4c548cUGlt63garpY7nrrhfwmSzbt9TR2poleGP85CLOOXdKvLvQO3uCzsWRnQt5bRR0RUREhrC6ui7q9+wjYcZUB/hAFDxrEwWMiWCRC0BE6JPmBifYQT7Y5YPYtJBlMp7NmRDPA+sdwQLp7ogt61/hmd/WsG7My/iMx3vYsrkFc4FEQYJ5J5WTzXqSBUce6nQu5HCpdUFERGQIyn+gXV/XSt0rHSQJVAWPGexNpLgjW8SvrYAQsngfegZPHc0ArINxudJjpQWqiPDeU7+3A5zHzEgVJCgcPYpMgNamNFmfaxkwTwiBJIH65lYeemAr1TsOf6EEnQs5UqroioiIDEH5Ot/GDXXU1jZTYRGnWpaMwQqfYDspWjx4czgLBOLqpZkRvB/USqF3YMEox7MwEfFQNlBb20rHviypggTf/Npq9tS2YCFDIMkol6U8YXSaoynt6eoKrF/XQO2uDrz3zJxVpnNxhOdCDo+CroiIyBDW0ZrBexiHoyxEZHC0kQALjCYOdv34wGDlumABC9avMloWPN4l6Epn2deRIZWOeOKxatJRFoLhiTg7AZdYmuqkY3lIsTeTxSzB4vOmsujcyiM+Hp0LOVxqXRARERmqAjS1dkFwTAie8Rj7cDTisOAZb+l+Qa534NXgpDs7QIPr+FzSsxDR1pqmbGwRt/zByUybUhwvzUvg2lQ3l0WdvCGkOaPQAw4LgRfX1bP80Z1HdjA6F3IEVNEVEREZqgx8Frx5CvAkCaSJB2DhDOcHc7DVa5MMgYQHEoVkM3GfbFVVGUWjCwmhlYQ51pJkQqGxjSRb00YIAeccda90s2F9/ZE9sc6FHAEFXRERkSHMWRJHHPACCYrJUuo8wRutLvm6T03lCXjzJELAmREC3HfPFna81ELwhkvAvZ2O+0jhPSSJ8M5RWlLIbX95JjNmlu+3x9f6AfP/b+/Oo+Sq67yPf76/qu5OOiH7QvYmnbAvAlEOgUBWFXBjRNFxPI76MHMGddweNRAfUYcozzNn9NEzZ9SZOT7HUceJIooKqOkERMBRO6IISVgSCJAF0oQkJIR0qn7f5497a+klnaW709W3369zgFpu3bp1qbr16W/97vfHvsCxIugCAFCDSl1b8/VFyYPaFdSuAxpppsaYtLnaJ8nCiS1jHlSQW/JPXZ3JLOrC10xR44ictj27V1u37lVQkNyUs4KkOtV5VKEQdc6rJmvc+BGd1njkYMe+wPEi6AIAUINMSYAbO65RForaXsypLdRritp1mhUULKjNpR0KOvk4ZgA7XjvTMa85c40d3ygp6Jprz5R0pj534z16fvsBjRtfr0OFqD27XTNmjdL48cO1Z1/huKut7AscL4IuAAA1ysw0ZlyD8vmgl4qmF5KeWZpsUXKpINezHjRFMR2fGnQ8094enkvKSen63aU9HhRkGjYsr2HD6josPbNpnF5oO6gly2Zq8+bduu+eZzRj5hi98c2n6qV97Ro9pvG4t4R9geNB0AUAoIadcfok/bm5TRs3PKc/q04L1a5pijrdD2qjNeg2DVedDupcP5h2HejLgFeqOgYpFrXd8npQdcrLdErzGNU3lH5qT8aW/vXfnK33XneWZDm9vP+QFi2bpWnTRmni5JF9sjXsCxwrBoMAAFDDJk47SZOnjFS7op4uf22bzjJpuEdtjjn93nMyy8lUlHnfVTGTn9ejpKhg0jPKaZvnFINp0uTqiQ5COo42SJaTJDWOqNN550/p02DHvsCxIugCAFCD3JMerdOmnKRLL5+u+lCvR2PQlpiTyXS17dc1/or2m+tOG6bfKq/2Pu6vVdoGT8PbL3y4nlLQnNPG6ZLLppXvl9JxtJ0e31fjUNkXOF4EXQAAalCpgmgmNc0ap7pcUQqmRyzooFyjXXpNrqAGMxVi1M+9Tg9ZXZ/2kjVL+7561AEzbXGXmzR3zjjNPGVMObyVQl0p4HUOedUh8Hi3g32B40HQBQCgZiVf0xNObtT8BU1qqM9rlQ/XT7xBblKTFfUh269Trag/eJ2+EBv1Qw3Tlj75eg9pX1ppjwXd7sO1W3UaXpfXG948RxMnVlpjVedJ63Rd6qtqJvsCx46gCwBADapU/pJxpudccLJOnnySXnTT7zyvKJe7a54Kuiq0K2emKNMdsV63+nBtSMm7xgAAHU5JREFU9ToVjnH62+oQ5l5UqYPt+pjX74o5yaKmTB2piZNGdalU9if2BY4XXRcAAKhB5Z/C3WQmLVx0iiZPGq6bPnWvNnpO31JRV3m7JlnUQj+oKSHqnmK9fqF63eOmX1u9RseCFoSiFumgmlUs//ze5bnSmzyNbBZdCskJXdtM+mdr1D4zXXjhFF3zl2eorr50YtaJqZexL3C8+L8CAEANKwWyXM40u3mSpkwfrrxcvykO09q0XmVmOjUWdXXugC6yosbJFWPULuV1T7FOGzwndz/s+FC35B/z9PnyQQqu7VavXxbrtC8mj7v08lmaPXtSOvD0xEcI9gWOFRVdAABqVlIpLFU0G0fkdONNC/XLOzbpRz96VN/zRkU3LbR2TTXXZJeW20tqN+lB1esZN9VJuiCtYPYsyC1Kbip4UVtUr5XFRrVZ1ITxI3T5wlla/NrmJCRa17Gn/Y99gWPHnyAAANSszl/TUSdPHalFr2vWuLENypmpRQ26XcN1sGrZekkXqV1v1Ct6fTikKSqkHQi6r2ImP9fHcneDdarTD2KdXrCcTDldNH+WFr52drKsWaWjwAntIMC+wLGjogsAwKARFII0q2mUPn/LQt3366f1g+/+WXf5MP3R8zrHoq7Ry5ogV16uYTK5omQmi0lN1GUKVhXKrChXTluU12NuesjrdZ/Xyc00c8ZoXXLpdF377vMUOuVMk6QB7SDAvsCREXQBABiEZswaq2XD6/XIQzu1+fHd2vGytMsPyW245npBF1u7RlhUnSRXTm5RJil4Ua6gUheBF71OO2S6vThMT1peO83kFtQ4Iq83XX2qLnjNtC7BrtawL3A4BF0AAAYjlyZMGqHPfWGpduzcp+/9+0Pa+Nh23bPzkFrk+n/uGuEFzbCCRsk0Qa46LyrKdcAb9LyZnveobV6ndnOFXF55ucaNGaa3vuscver8yZo67aSkClrrXQXYFzgMgi4AAINIMnGBpSdBReXyQdOmNOqt7zxD6/88UT//yUbt3HVABw5FHYw5tSkvc6nBokxBMZgUCzroUaZ6WTBZcM2c0qipzeN1xqljtGjJDA0f3iBJMg/paNaizHID+dK7YF/gSAi6AAAMIqWOAcm/S5XFoFPmjNUpc8bq9W+ao717Dmj9n3bq+ef36YnNL+rAvqL27Tuk9vZDioWi8nU5jZ8wQmNGDdfprxqvaVNP0tzTJiiXs9Kv+FVPWLpae8GOfYEjIegCwAlWqkIB/SGXM40d16j5C2fq0KGintuxTy/vL+ilva/o0KGiYpRCkCZOHqmRJzVo4qSRylX/Ep+htyb7AgRdAAAyyMxUX5/X9Bmjh/wfVuyLoYvR1ABwgvFFixOh1NfVrOMsYKXLQ6ntK/ti6CLoAgCQQdV/UHV3eSj9vcW+GLoIugD6RbFYHOhNqFlDed8M5dc+cA73VR+H4Gxe7IuhhqALoF+sWLFCEj/Td6e0b6ShN20o74taEvj/UMa+yCqCLoBec6+MeysUCtq0aZNaWlrK96GjlpYWLV++XMViMdNfrrwvAAw0ui4A/WTevHkDvQknnJlVnfRhhJkerFmzRqtXr8500C3hfQFgoBB0gT5WHXCHWr/U7s5mlqTW1taB2JyaUtoHF154oaTqs72zH/oO975Yt27dQGxOTTKzIXWs6E71sXOoHzOG+nuhLzF0AehnHLAAABgYVHSBfmRmWrJkiVauXKlcjikjQaUKAE4kgi7Qj1atWqXZs2dT1QUAYAAwdAHoR01NTYRcAAAGCBVdoB8xXAEDzd0lM93+k616z/t+W77dPMot6FvfvEhvedO09NYo6h8AsoQjGgBkmJnJFLXl2f1KDvkxafFlQVLQ08/slyS5JC99JWS/EQSAIYKgCwAZlmTWoA9ff6p273yLpJC2+Aras/Mt+vsPzCkva6UHmAi7ADKBoAsAGeXu6jBCvMOVmF4vVXG94zIMLQeQAQRdAMio6hMh3XvOrpw0CSCLOBkNADJs+0uuu580Pbvb9diLVp6tz016749dc8ZGzRgTtLjJNG1UMm6BzAsgKwi6ADAoxfS/ocOw2g07pc+siTrQnoRZSXKPacW2NCV1kHnUcy9Jz70k6emo/3ooyE0ydzXkTJ9d5DpvSiUYl58EAAYRgi4ADDYuyZKRZ8k4XJPc9T9/4dq4M8jN5OnAtJyZFjWZpp7kOmOS6XJJ5gW5Bd2yzLThedOzL0lrt5hUTMbpHiy6blxjmjPe9ZUrqsJup/ZjZF8AtY6gCwCDTVq+dYva3256x61SjJIUJCvqs4uk86eZ6kzyaGkmro6keUlR554snXtyElw/dolkchWia922nD53t+vxXaYrv+1SNH3n7VFjh4eOwdaLcssRdgHULE5GA4BBJR2yYFEPPxd03R1SjC4pauFs19felNOrp+dUZ0GKJgux/DhPH+vW9TZLq7X5kNNF06O+9ibTwiaXW5TnXB/4WVDr1o5dx4yQC6DGUdEFgEElqBCLuuW+oAe2JLHzo/NNS2cndYsOJ5IFU1KnTeq5pqCmWSP01Jb9OqVpZLJ8ud5RNRTCpFmjpU9eYvrE/KCWzaYv/cZ101pp3jTXDQukYXmjUwOAmkdFFwBqWHfzNty4xvSbp5LLc8abljWnM6AdJngmtyaH+7vuuEwf/uBc3fmzBeruK6B0slr19WXN0txxyVpat5o+3aI0UccujweAWkJFFwBqWDm6RldBUZ9eE/TIc1KU6a53H/v6pp48XJ+76WyZedVJZkf2lSslUzJmd/0Lpk/8IurmJaZhfIsAqGFUdAFgMAim/3NfTg/tkLwoXXdhQVHFdDrfo7d+/V6993/8XuvX75PZER7raUXZS2N4o667UAoetWFn0Bfui8f8/ABwIvG3OADUOHfX+p3Sr582maQ7321SCMdUkS25+LIWSdKPf7xNu194S88LW1pRTqcKdnddfabp6jNzuvJbUeueDnpoR1HnTeGrBEBtoqILADXMFXWgIN1yXzKZw5zxJg/ppA/KHfv60lwcw9GNry1XbL0yTbC7a87EZIKJf3wgp/3tx7wZAHBCEHQBoIaZB739+1LbPtdH55u+emXVuN3qYm4PIwge3iF990/S+38cZWlgNZc+cId0+0bXlj09PH86vMGrnsAs2Y6Pzjftell6+/eP++UBQL/i9yYAqGXphGVBpqWze5iLrHRz1XzAe9tdP3ss6jt/THreelrOjcnsEnpyl+sbu5IHXX+RtKzZ1FAqf1iUK5Tbj3U3RGLpbNeXH4gqenVluePsaQAwkDgaAUDNirqhRQpyLW5Op/rtTqdq7ra9UR+9M+qdP3B9549BjY1BpzRLVyyLck/akIUQdOUSV3Ozq7FR+pffSm/+z6ib1rhePOiSV2ZB63DCWdVFk2nh7OSL5MY1yfbytQKglnBEAoAatWlX0EPbi1I0XXN2KI+v7aJTNfcjvwx6dJfJ3TRmlGnxZaazm115C1Ioyi2dGCJvOvPUoEULpDGjTDk3te5wfegulZfpMiTCqm4y6Z1n5WTu+sO2gh5v64+9AADHj6ALADXq02tcrqDPLE5mKjtSf4VnX3K9bZVr3wFXQ4PrqtdJl85P7ovphBIjRjUqyNQ4pl5mJncpJ9Ol86WrrjDV1Qft2ie969aonfv9iE86Y7R00+KooJz+19pKOzLajgGoBQRdAKhRuw8mKfPV046uhdjKX7n2t0sN9aaLL0pnSqsedRCkd/7fV2vqmaP13n+9pDxdcKxa/SWvcTXUm3YfMN1yb3JH5/G51unKhVOTMbp7D1q5HRnTAwOoBQRdABgQyQlh7t6p+llp+1WazyFYx9u78/y+qGd2J4f0ZYtdIxstWW9V3oxFae7FE/XBWxdr+jlj1bno6iaNGGFatji5vvEFqe3lI1dmc0HqWvqt2l6KuwAGCEEXAAZEpZtBpfqZnMzlkl58xSW5QtVRuqe8+F/rXTFGjRptCm4KLoVgHcbZhpwUo3cY61sdss29XOUdMyq58MP1R1eZDbkk2O4+2PH1SVK0Upg/ut69ANBXCLoAcKK5uqbWDt0MpHufSgLw5bPTcOhBh5uxd+2TUT9/VBo5wnTZJclQhNJwBDPr0AO38kTeZRIIyWTp011ycdKN4fZHpbVPHvklLZqVrGPtk+mqK/NMlHv3AsCJRtAFgBPN1OGX/n/++pP6ytceU/Uh+Zk9LveiZoy0bh9Tbd32IPOcJk83hWKSoj2WwmZlmuAYXc+3BT3xuPR8WyUAd3fimJlpyhSXClEPbi8e8SVNH20yC9q+29MxupIU9bZ33Kf3/826dCm+cgCcWEwYAQADbMWnH5SZ6cPXnyopqYJu2iVJQWdNsvJt3eVcd9c9m01uRc2daSqGpPJr5UyZnJC2/2XX3b9O1lTqtiBJV73OO1Rbo0nBk0EGc5ukTZtMazcHfXx+zz1yz5iQ3P/Ei9W3Bq1uaZMU9c1/m3dsOwUA+gBBFwAGWJQruDR6wm1d7ru00/W5c8ao9b8X608P7daCJWvLwxncXfengXX2qyfqfd+8VLl8pRq84fHKciXm0gsvmCZMUDlJx6L0ret/o433bu+w3OiPJJfv/9UynX3WSfrpHdt03d/+XgdeKZaXcZPul/RNVZ6LIQsABhK/IwHAAKgeLJCzoO5O1Eqm7fX0skmKevyJ3ZKkf/ynjR3G7IYQylP8bmp9To/du6PDs+zem5yEZlUPinK17U6vp3n08ft36NFfJSHX3RVVOXnNXLp55cOSpM9+fr1eOeDlNcXQKUSbdXguOi8AGAgEXQAYAB3qnNElr+9U/QxyP6QQQnrZJAVNm9IoSfrEx0+vrMvTdYSks8HpF0/X3Msmqnoas5lTLK26lg77yTTAE8akz5kuN/eSk3Xa5VPK1dhQlVDdpE998jRJ0mc/c6YaGkvbG2QekyERpdW5J7eXukpQ2AUwABi6AAADzC1KKujF568uh92P3lXUo205fXGp69yTq7oWpLnz3HNGa0/bX0iSrvpOcuLZ65dI+bwULSpnQUlnMZdJmjPb9PhmycrtxYqK0TR+fLk9g6SkBdl7vn5xMozhUNQda4OCpDv+Kn36tGr7xiun6rmn31wOsH/a7lq+xnT6eNeXrkgmjnB3jZn4Q1FTATBQCLoAMMBW/sOrFGOhQ0V39ljTo22uDW2u86ZUBcWqtmEli0+JWrPZ9PhTpjPmSqEqWJpMHpMAe+VrXS+8YGrb7ZowJqeJ41ze3Rja9KZHn0p66y6enVRnOzyvqcNwhA1tLvOo5nEhSd1pJfcfPneuZs4Y0Yu9AwDHj6ALAAOi0sXgg383p8u9M0cFSa6tezvd0U37hfOnSms2R23fHnTG3FJf3PTOtNVXcClacuLZhAmm4K5oJjPJYtJtwa0yG5tF1/btybpeNa3rNieb4kon/U23M2j6KJNZLG/k33/g1GPbLQDQh/g9CQAGRFVgTFNp9flal81Ort39VKdU200BdlGT6YrTTfsPmH71QMezvrzc07YSeKtX5J6GXPdkDG+6PWsfiHr5Zen1p0UtnlUZi1uRjslNr5W2c0lT5+UAYOBwNAKAAVaqilZn2LHDkhkiYmlitJ4eb6Zrz0gO6Pv2VM/vKym6YvQ0zFZmTCtY7LIOi1GmZOrg/fuS299xZmWK4o4TS4QO2+wxytw0cpjTYQFAzSDoAsBAK6fFyk3VNd5i185jXUwaGTRjTLL8L1qi9r2kdNiCdRjP6+7a/MAOxegdKr3JRBJBu/a6fr5GcjedMs40aaRUbn1WXk+sDI3wdPs8yM3psACgphB0AaBWVLXmMkWNHpaMmW3dXjyq7HjDAlP9sKjCIdMDrSq3+qr2Hx/4b/3b+x/Qf37o9+Ww6i7JTcUg/fZ30qF217CGoE8sULmtmacLJg8Jlcxr0oPbkj66o4eVniVS1QVQEwi6AFATYnl8bFKBDbp5SdIK7PNrgrbsOfIaZo2WfvR2aViDqf2g6467kml/Y4wKSSMEbbx7q8xMG9ZuK2fRQ4WolnukO+5yFQvS8HrTj66VmkZVuiyY0upw9RO69Oxe1033JNMO37zEy/1zqeoCqAUEXQCoCaEcJkuaxwVdcHISdm99+OjW4gr60uulGWOS6/v3u1ruNj34iGvPXpeUL4+13f2iq/WPrtVrTa8cTG5rGiv90xVHuckmfe/hJNyeP8XVPC4cZjwvAAwM2osBQA27eVnQld92tWyK+vglodxdrJsuY5IkU9Ss0UFff4PUts/1/Q3SnRtNT2+Vnt4qVU81fP9vYzq8IegNp7nedrpr4klVwxKOwtonooJyWrk0rZt4qdMDJV0AA4+gCwA1LgTJPahlk7R0tpKTzBTlbp0CZZRXTeww4STT9a92nTHR9eC2oLVPVoZGuBdlltPSJumCaVGXN5nMkiCdrKX7oJoE7KSf7t1PuULIy6yqemtRxo+FAGoEQRcAapgr6vtvc/3tz4K+9EDUTx8L+soV6fAA61zd7RhPTZLMtPgU06Im18cvNo3+SDrm1kx3/FUp+AYllV7rPOFZF6Xn+fhdURvaTONHuL5xVfXUEel2l8caA8DA4c9uAKhhpqDGfNDySyUp6PG2JES6QodY6+7djov19F9m1umIn6/crmTdnnZVOFw1t9qGNpObafmlUmND9SPSJyHkAqgBBF0AqHXBdNYk04Km5OpV3zH9ZGMl1FY6InRtuGvlfyX+/evzFORa/rGuU/N26apQUtUzd/UTriu/ncyitqDJddak7gMtMRdALWDoAgDUuFLO/MR8ad9B07rtUV//nfTmUyWFqqqu5SQvKulz233UfNs1M7V40WSNG1ffcaKK8uLJ+NvKSWtB5YEJJn35N8mt5041fWp+371GAOgPVHQBoMYlE5e58sG0cql0/tSk+nrld6WP/TyqeoIGU67nsbEujR/f0HEZqy7alr4WglR1YtsNLdJV/5Esdd4U0xeXSrlAGzEAtY2gCwCDQGVq3aibFybDGMyljTtN9z6Z9Nq1tLVXT2eTvdJ+SN//wRYdfKXYcf1K1t1dRP79VumP26QYohY0STcvrjwFJ5wBqGUMXQCAGta1X25QLifdsCDq4VOl/32/65b7gm65z3XFaaZ3nBU1ccThaxiTpv9U5tJ1f7dOe9r+InmOqtnYSu3Ddh8Muu0R162PJEMZxp8k3XBJ0FkTrUMFGABqGRVdAKhhh6+XBp09OegbV5lCeiS/8zHX+35seuS5nocUWNXJZVKlKlsK1Zt3Se+5Tbr1keT+XJD+9cr0xDOrbFe50wOpF0CNoqILAINYY0PQz94lyaUVa6L+sC3qk6vzcpfcXMPz0lVzTDPGFnX2RKsMb5C04+Wo9c9Lz+413fmoae9BT+83uUddMFVauTSXBuCukZthCwBqHUEXALLApJVLpU278rpxreulA5J7UQfapR9uSIYllBc1k7vrfbd1mOJBUjIr2phhQTcvcTWPDaVVA8CgRNAFgEGuPI7Xg5rHSauusXToQk4vvuK6+ynX1r3Spl2m+1UZ1nDaBGnOWGnaaNOiU6TRwyRPY60pdBiS0HWsMADUPoIuAAxypY4JslAOpKVhBeOGm956emXZb5mVg+6Xr0hmWLOqFJtcTnvppl0ejm6uNACoPZyMBgCDXBJbS8MMOs6OVj4pzZJ/Ok8VXJo5zTvcEKoeW/ma4JwzAINNr4IujcKBnvEZwYnQuf1Yh/vMOi0Qk6l+PV22Kgd3WW+nk82o6uJE4diJvkJFFwCyzJPQ8NWvParRE24r3xxV1OgJt+qr//LYAG4cAPSvXo3RpbUM0DM+IxhwlrQGM8+ns6eV6ht5mUkhUO9A7eHYib7CyWgAkHEu6UPXN+tD1zcrJqef0UUBwJDQqz/li8XikRfKqKH82nH0eJ+gJlSNdwzl9mFA7RrKx86h/Nr7Q6+C7ooVK8qXh9rA8dJr5+cV9GQof0ZQOzhOYbAZysdO8kXf6lXQbWlp0fLly1UsFjP9P6S6HU+hUNCmTZvU0tJSvg84nKHyGQGAvjRUjp3ki/7X6zG6a9as0erVqzP9Riyxqkbr1ZeBngylzwiOjONGxbp16wZ6E1DDhtKxk3zRf3oVdKv/pwwFpdfLGxA9aW1tlSTNmzdPUvJ+GSqfERzZUH4vdP4szJs3r/x5AYbysZN80X963VdmqLwJqw3F1wwAvcWxE+gZn5G+1+s+ukuWLNHKlSuVy+X6aptqWqFQ0JYtW3TttdcO9KagxlGpAio4duJoDdVjJ5+R/tGriu6qVav0xS9+MfMht3qweD6fV3Nzs1atWjXAWwUAtY1jJ9AzPiP9r1cV3aampiFRZu/uNTY1NZ34DQGAQYRjJ9AzPiP9r1cV3axXcnsylF87ABwvjp1Az/iM9C0mOQcAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXT7iLsP9CYAwKDDsRNAfyLoAgAAIJMIun3EzAZ6EwBg0OHYCaA/EXQBAACQSQTdPlIsFgd6EwBg0BnKx86h/NpxeLwv+hZBt4+sWLGifJmTKwDg6AzlY2fptTN8A9V4X/Qtgm4faWlp0fLly1UsFnlzAsBRGirHTncvB/lCoaBNmzappaWlfB+GJt4X/S8/0BuQJWvWrNHq1aszfbAG0Dutra0DvQk1ZygdO82sHGCqL6Ni3rx5A70JJxzvi/5DRbcXWltbO3xpufuQOFADQG8M5WNndYCpvswfQEMb74v+Q9AFAABAJjF0oQ/wFxcAHDuOnegO7wv0JSq6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgkwi6AAAAyCSCLgAAADKJoAsAAIBMIugCAAAgk3oVdN29r7YDAAAA6FNUdAEAAJBJvQq6ZtZX2wEAAAD0KSq6AAAAyKReBd1isdhX2wEAAACU9UXO7FXQXbFiRfkyJ6YBAACgr5RyZm+GyvYq6La0tGj58uUqFouM1wUAAMBxcfdy0bRQKGjTpk1qaWkp33e87HgfPG/ePJeSlB1jJOgCAACgV8ysHGyrL7e2th5X0DzuoAsAAADUMrouAAAAIJMIugAAAMgkgi4AAAAyiaALAACATCLoAgAAIJMIugAAAMgkgi4AAAAyiaALAACATCLoAgAAIJMIugAAAMgkgi4AAAAyiaALAACATCLoAgAAIJP+P2O2A+ogRXYiAAAAAElFTkSuQmCC
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<pre>Maze of size (6, 10)</pre>
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<p>你可能已经注意到，在迷宫中我们已经默认放置了一个机器人。实际上，我们为迷宫配置了相应的 API，来帮助机器人的移动与感知。其中你随后会使用的两个 API 为 <code>maze.sense_robot()</code> 及 <code>maze.move_robot()</code>。</p>
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<li><code>maze.sense_robot()</code> 为一个无参数的函数，输出机器人在迷宫中目前的位置。</li>
<li><code>maze.move_robot(direction)</code> 对输入的移动方向，移动机器人，并返回对应动作的奖励值。</li>
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<p><strong>问题 5</strong>：随机移动机器人，并记录下获得的奖励，展示出机器人最后的位置。</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rewards</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1">## 循环、随机移动机器人10次，记录下奖励</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span>
    <span class="n">action</span> <span class="o">=</span> <span class="n">actions</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">random</span><span class="o">.</span><span class="n">random</span><span class="p">()</span> <span class="o">*</span> <span class="mi">3</span><span class="p">)]</span>
    <span class="n">rewards</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">move_robot</span><span class="p">(</span><span class="n">action</span><span class="p">))</span>

<span class="c1">## 输出机器人最后的位置</span>
<span class="nb">print</span><span class="p">(</span><span class="n">m</span><span class="o">.</span><span class="n">sense_robot</span><span class="p">())</span>

<span class="c1">## 打印迷宫，观察机器人位置</span>
<span class="nb">print</span><span class="p">(</span><span class="n">rewards</span><span class="p">)</span>
<span class="n">m</span>
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<pre>(2, 9)
[-0.1, -10.0, -0.1, -0.1, -10.0, -0.1, -10.0, -10.0, -0.1, -0.1]
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<pre>Maze of size (6, 10)</pre>
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<h2 id="2.2.-Robot-&#31867;&#23454;&#29616;">2.2. <code>Robot</code> &#31867;&#23454;&#29616;<a class="anchor-link" href="#2.2.-Robot-&#31867;&#23454;&#29616;">&#182;</a></h2>
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<p><code>Robot</code> 类是我们需要重点实现的部分。在这个类中，我们需要实现诸多功能，以使得我们成功实现一个强化学习智能体。总体来说，之前我们是人为地在环境中移动了机器人，但是现在通过实现 <code>Robot</code> 这个类，机器人将会自己移动。通过实现学习函数，<code>Robot</code> 类将会学习到如何选择最优的动作，并且更新强化学习中对应的参数。</p>
<p>首先 <code>Robot</code> 有多个输入，其中 <code>alpha=0.5, gamma=0.9, epsilon0=0.5</code> 表征强化学习相关的各个参数的默认值，这些在之前你已经了解到，<code>Maze</code> 应为机器人所在迷宫对象。</p>
<p>随后观察 <code>Robot.update</code> 函数，它指明了在每次执行动作时，<code>Robot</code> 需要执行的程序。按照这些程序，各个函数的功能也就明了了。</p>
<p>最后你需要实现 <code>Robot.py</code> 代码中的8段代码，他们都在代码中以 <code>#TODO</code> 进行标注，你能轻松地找到他们。</p>

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<p><strong>问题 6</strong>：实现 <code>Robot.py</code> 中的8段代码，并运行如下代码检查效果（记得将 <code>maze</code> 变量修改为你创建迷宫的变量名）。</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">Robot</span> <span class="k">import</span> <span class="n">Robot</span>
<span class="n">robot</span> <span class="o">=</span> <span class="n">Robot</span><span class="p">(</span><span class="n">m</span><span class="p">)</span> <span class="c1"># 记得将 maze 变量修改为你创建迷宫的变量名</span>
<span class="n">robot</span><span class="o">.</span><span class="n">set_status</span><span class="p">(</span><span class="n">learning</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">testing</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">robot</span><span class="o">.</span><span class="n">update</span><span class="p">())</span>

<span class="n">m</span>
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<pre>(&#39;u&#39;, -0.1)
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CI+/MEyPvKhCSS9Y3ebpSl0hFgsjkJrmZATjdH9+S9284tf7+aeb2zi6/du4qorhvHT/5jDqJG5+GhZNT70gTLq6lN89WsbuHva7/nwv1/B5KuG4z0UDs/lK8/dzN0XPsSdH1pBXfXtp+14qZkSETmHtBdESP/gnKOivJ6qQy0sfvQ1du+sjfparecxl0cWhpEmwWCXw0STosx4RpgEbc6yx0MikaSlpa3H54rCtAcspaWDmThpCKtX7OfAvnoq9tUz7ryiHrcTkdMr8/nfX9GK9wYbgDHRRfrQRsMN/u/vVuOc433vGcdnP30+kF70IV1y8E3zllJbm8Baw5xZw3hqydW0OXikDipbLUkL3au3xBphdBze+8EyPvLhMq5dsIy162p47vlqrpr3J17bdnO6zYj277OfmsSWLbX8ZuFefvvlNXxl+U3tK6oZC1iPx1Bd1UbJsOzTcqwUdEVE+rjuCwk1NCTZs7OaRx95jYryWsr31uGwOOdwhHgstT7g995ijQEfByxxoNCHXI6jDkcWNppcVtOafuSOdeg7xsxFz5yXH3DrO6bw5OLXOFzdwLe+vpwrrxrLHR+cRjxu0Eg4kTPr8OE25s59EoDPPfKW9s+s8bBt2UEaDifIzgr48Y8vbd/GAP/5X7v5wt+uB2DWzGKWLp3Phmb4UVWnBz/GxzkF7EnCz6qj5/rO7+czOw+unr+UTZvrKBr2MP/xozm8592jowcx8JMfzuH3D+2n4XAL25YdZMr8Ee2P9/lF1/ODm5cye+4SNr58M4MG2aMbvFOklklEpC/zXdv8luYkjzy8jQf+ZxOrX9zLvt31pDB42hhKijITMtOkmG1TXBg4JhrHIBxZOBLOU4PhaQLW+yyaTEhbWxuNrZke3Y5TQvcxc8YY8guymHvpSAoLc6msaODpJTt54dl97N1V315bN6LxuyKn28/+axdNLQmmLRjN8AmDoiENJlrO9/HvbcB4y99+8YKjagj+9ZdeBuCWm0ax5LF5/KEGVrz+MP0evdQCv62BJYvnseAtI/E+5FN/uQbvbcfUAe/5/BcnYzEs/v5GXEj7PpVMKGTaglJqGxL8/Oc70yG3d9sP9eiKiPRl6fG4bQnHL3+6jg3rDrF/Xy2hhXE+yUSbZJ5PMtZYhtlk+xg9512UWz2E1tJiYJOLsxvLEp9FLZ6kN9DqWbZ4F3PmjGJcWTHZWcc/LXz0Ly/l2psm8N1vrqK6sp77vvcCFhhWUkh2nuWGGybypmvGU1ySe0YOj8hA9e1/3obD84F/uYzQeEy0PjffvX4JdQca+flP53L7O8a0r2zW1BRyzXVLAbhxwUh+8F+X8Ys6Q+ok1mqwPrOUr+Gwh/9uivEvv7yCP3/nM6xYcZibb1nGo4/MIwgMxhi+9PmpTJ4wmI/ctZLvLXiCv1l6fTRW2MMH/uUyvnThQ3z16xv43Ocmgrfq0RURGSi897S2hKxbUcHyp15jf3kNgXWc51O8z7Ryhw+ZTUiJSeLweO8JCTHGYEOLtZa48RQ4uMImeZtp4z20cZX1jPQhSZ+i8lAbDz+4nc1rDkUh+ThrnsVilokTh/HWWycwfdZwAmPwJqD6cCP79zayePEO1q+tPINHSGRgCn0Ca7MILQTpga+Bg/qKegBuv70j5AJ84xsb2LGjkYkTc/nPn83hsTpDGPr0kIcTe25vLZk0an20SM2iBnjg11cwemQ2L64+wk9/thOfvrrjreEdbx8NOGorGwkwWA+BB5cu6x2VMOs8wbZ3enbVoysi0ofV1bZyzz8siyaZpZKMt57PmxZGGU88vaK8J13rkgBw0aQUD+DSfzTR2QhDrvHcFCS4ySVpjaX4XZjLCx6eX76H1Sv28xefncNlV4wlPz/rmL0qQQxue/dUbnvnBezZXUt5eT07Xq3h1a01bN54iF/+5xredNVYcvN0ihE5HV7eUAtYxkwbDNA+waumshmwDC3KTg91te01c3/0010ArFlxI881QMJFAdQQ5WF/gmE3AMJOz+2850UbY8umWxhc8nv+9u838MlPTGr/2myMY8iQXGprE9QcaKVoVDaky46NnV7M3k01bN3SwEUXDkpv0Tt9serRFRHpoxob2li5Yj+7dhwhGXqmWXibaWM8KWIm7GGLqPcms1SntwaPwTmPdekJZulalo6QbG+5ySa4zbRhnactGfLEop2senFvOuQ6jter4q1h/IQhXHnVON75nmlcu2A8AE2NKQ7sr+/loyEiGc++UI0xAZMuH9b+eQfY/OR+vIH3vGcMho6auxs31QOOsrF5VCdhY2tHQLW+4+cTEXa78GO9YXfC8FobDC4IMB7q6xNRU+Kj6i13vnsM3ns2L9lHFHKjNinzOpYv75gR13UFtpOnoCsi0odkGnfn4P7vPs/PfrgG60LmmgRf8/XMN9HEMXPMk8DRwTQzSaWn3w3B8xbTxt/Hmplj2nhlWxU/+bd1bN54MD3B7NinifaHtIb8ghjzr5tEcXEOYcqzalUFrS2pE3rtIvLG/OC7rxAEnvmfnEJm1ZhEc4rH/3kjQ4Zkc+89M6I7GkNLU8iNtzzLyNJ81qy6kQdrM48StSFh+tZ2a1K27YTnVsBjSxzLlns2vtL176Zb0+BMtEDF4np4aeX1xKzhzveuTO9G1Frce880hgzJ5rHvbKStKT2nAM+1n5xMLGb55ne2Zh6t1xaRUNAVEelDMo37ocoGXtlcQyrpuMg6bvVN0apEPsjcM/q3P/lmPNMTFHjDNJ/gFlqxOFqSrax+oYLqQ01vuFfFGIOJeQYPy8UYQ31NEy0tiZPeNxHp2b7yZmrqEgyfNJh4rsWnywDu21hD6B3zry4hCNLtA/DY4gqampO8/46xBHFoX07RR192g3Rbkh5Ni/eera/Cq6966mpDvLM0Nhr27Yb1mz3JVPqeXZoGj3cGn07Lw0dkc92bh/P8iioOHWxrb0eCIODaa4bhHOzfXJvO2oZYbpySCYXU1iYo399Cb8ZTBV0RkT5m08vV/OT+VdQ3JigxSb7om5lpPQ/4HP7a5fOCyyaRDsT+JEvxdO7h9QayjeESk+JO28aQ0PHYH7fzHz9cc1SvSkfwdV1uM+OEiwfnANDSnKKlWT26Ir1t8eIDAEydNxJIF1fxnpUP7AIsH/3ohC7TSb9+71aMt3z17y+kPBENMQADxuNduic2zXvPoiccO3fC0GKYOcNyxRUwayYUD/GU74PFS6Ne2C6TVr3BWDDp8Pxys+ff7puF9577/217l/3/849NAFy0v6Zj+wvnjcYYz+OP9+5kVgVdEZGzzXe9Xbt2L6/urCYHx8WkyLcJ6rEs8TG2EWOrhbaQLmPzTlT3bZ1zQMBlPsEM42gLU7y6/TBNjV17ZTuCr+12G/0tTADG4Y0hFjt969eLDFRRjyeUnFcYTTbz0WevrqIVcEw9f1CXeaR79tbjrMNjOZB0ncbjmnRFgsxSZbCv3EYDdoOQyy8zjC81DCmAsSM8l11uMCYaU7tnj8FieqzQEjioDA0jSvMxJmDzltpoqFR6zP+Fkwox3lKbfh3eewIDJRPycc6yZ38jvVmLW0FXRORsMx239fUJnnhkJ/UNKW4zLXyAVg76OL90WVRhKDCOG12SQuvx3QfJvZGn6mHcmzEmvaKSYzyO95smYhiO1Law6JHtnXpmjz751NW2UlnRgAESbY5de2oAKDtvEIOL8k54/0Tk+LZtawBgxAWDuvx+74bDGG8pKcnuEj+9semqLLCzrWubEeLbr+7U1MCGzZ7CIsPNC6JtMr293kYrrt18vWFwIWzc6qmq8dhOITnDGdjR4nHpnXhp7ZH2ChBgGVqSDdawd8PhaFNjCPEMn1KIMZ5XtzeioQsiIv1U+d4jNDcnMMZzESkKjKPRGI74GBbD+YSMDLoOGzgRPY25zfwuc8IrMZ6RPpoosnP7YSoqMhUUbJftvfc88egOfvfgVpqbklRUNNBQ3wbeMnzkILKzg16bOS0ikab0F8/svKA9YNbsa+pylaZ9RICPKq5ktHRrMjJLBgMcPuLAecaOpCPApuNpJjkbYxg1Kvr5SE1P7Y9vv19rusRha6vrWqnQdLQ5zbXRFaMAQ05+FElbGnt3yJOKHIqI9BGHq5p5ZtleUs4x2oTMtCEGw0SX5JNxz8HQM8FAzHt8+2S0E69/2bOOBeYthltsG791hvVrKhgxchATJxURBV3Dli2HWfzoVsaOK+LBBzfhkil27aiivj6Fd4biEblcOndU9HDpcma9NYNaZKBLpNKLQ8RiGAMPfvkl1v5xH0NKsnl68bwu942qqziMiYMnHT571tJq8MZTUNDxefXtpccyNQsNgwrA+5DWtqCHR8ls50ilJ8pac3QbsOr565i34BnuedNjfPjfL2fKNSMI4lEkTaYMmVKJvUE9uiIifURVVSvVlU0ExjDaAs4ThiHrbBb1oWWGtRSYjpALvRVyoeMEFZ3QxvgUI3Akkz6qieui3txEW4odmw+y4plyHvvDVlzS4Rzs2F5H1aFGbBZMnVxCKuXaT24KuSK9JzcefZ5SbQm8hzUP74GU43/+ay4TzivooU2I4X0SDBxv2HxudvRZbWyMxv36dHEGly71ZX20allDg8GYgNzsnh4s2shaS5AOx7l59qg2YMqUwfzzPRdhjOeP/7gOvCFMRj3E2dlRzd3eoqArInKWZTpZqqvqqTrYTAzPWO8wBg4FcX6RyuWPJgvvUzjn2y81nspktGOx6W7YUuMZS4hzjupDzWCjk108KyC7IIekh/ojCVIuffnSRME2hqe6tp4nH9vJnt1aNEKkt2Wng2NbC9RVRWUHiVmuuHJY9OWS7kObUmQu4OccJ+gOLY5u91V6XGZbA4GxOOdx6Z7ZvQd9+/2P+g7ro0DsnCcviHpmiwb1NFbf8aEPTQTnqTnQAgbamkO8gZycrBM/KMehoCsicpZlzhWvbK2ioqKWkSbkApMiaWCVC9hFnJddgPO2faEHbwBren0MrLPRHpXgmBaEeO+pqKinuSlFMhnyo/tf4rmlr2F8Eo8lx3pGxWFIVnQ6aW31bN54mIf+bwvrVpX36r6JCFxwfiHee5b/bBvfvuYJsrMCNqy8PlrK1xiOrohiyYTeicfJkMXFMGO6oaHe8diSru1KZmGHx5dAYx3MuCi6f9f7ACYa6jA5x7QPhLru2qFHPZdPdzvff9/FAPzq0y9w8NV6jIcpUwrf8LF4IxR0RUT6iOb6JM7BECyDfUjSWxoIwHgKsNijaoL5o3tUTpJPP3bnpxjsHc4GtCZSNDUnaWpM8Nyf9rB5SzXeG0JCZgRwh0lwbSzB8LgBk8IYw5zLRjNjbmnv7JyItBszOhfvPesf3wfAF/5qEuPPywcyV4e6ThIbP64Ak/5gl75OZ+m40QAWQsuqtZ6qKk8y4ag+4lj3MmQu4IwdE62k1vl7duefR8bhYGUrANOnFx31PJmhDB94XxkXnD+YrU9XsvWpA+nXl/26x+BEKOiKiPQFHo7Ut4K3DPWOYgxNWGqwGO8oNokuobZjElrvJF3Tw2Df4vbwG9JQn2BwUS63/9n5jBmVhzFRDc0b4m3MC1u42SeYlR1NIDHes2VjNcuf3tsr+yYiHW64YVSXMa9f+psL23/O9KJ29g93T8V7wwML93Je9tFL/Xb/6N9yA0ydYqiqMqxcEy0Q8eIqQ8UBxwXnR383xrQPZejJjFz4zF+to3REDn/+kfOO+VpsYFj5wnUAbHwyugJ0442jj38ATpCCrohIX2DApcAZR5ZxxPCEeELvwBqs677k5ukX857AATabVDIaMzx27GByC7LTRd4t64nxWnYO6002OxOmfQJa1cE2tm6uPrM7LDIAjBuTy5AhUa/nRVOP7i3t7sYbSsnPi/M/v9mHAcJM8uthrL/zRJVeymD6hSFjRnuKSwxjSw3TpxsmTeiaijsHbus91kdDGA4dbOHppRW8/W2jj1oQBzoCcua5CwvjGA9DhmQzZnS6DnAvtXcqLyYi0kdYE4tG0xmHJyCPFIXW4Z2h3sbOeJkuh8cZR+A91hi8h0f/sIPdr9bhncEG8EiL5VHiOAcxQpy1FOZnc9enLmZ8WclRj6j+FZFTZBy/+vnl/OaB3fz4Xy953bsXFMR4bNE85r/5T7zjXRkj8L8AACAASURBVM/zb7+5kj/W+qNmknkDxkdlBp3xjB8bMH60x5kowBJEk9ICOgZHGEN6ZTZwGKyHmwfBnPOfJOEs3/7mzPSD0+XiU3s7ZqLFhPftuoXP//UG3nfn2PQwC9NbF6sUdEVEzrbMOSCWFYK3JLAkaKHAGPJc1PvRCBh7Zst0tWHxJvonHjcY45g9t5S8/ICK8nr276/HYsEbApMC4sS9I5VyTJ81guKh+d0eUSFXpDdcc9VQrr5y6BsMg45Z0wvwPsnTyw4yOuY5Pwu2JzLhNrpXlC+jSWdB+ostNgqcLv33aMhSh8xVpsztmBzP+CxPfUOYztHpL7fH2M/oy3vULtz3vZmdvsirjq6ISL9hiBr8IcV5GBtywAdUmyyy8UwxKay1VBNQeYab7Kr02SkwniFD8wDLu+64kK9+fT4jRw4ibuMMG5ZPUXE2xgSMLRvEzNmljBpfpNq5IqdN1A688Y9YtPTuX3x8MgDvfM+LXDfIEfPHKlGYqeYS/XHtWk8q+fqZOgCuSCWZOu0JvIGnHp/Xvq89DUPofoWqa5uhOroiIv2KMYai4mxiMUsDhsM+qtUzwkT9Jyk85d52OjH1dvPdUaTdp3tw6rzFYsjJiZGTE+9y73FlxYweW8Stb7uAmRePwpo4Y8cVccd7p/Nn772IwUU91c4UkV5xVHDsWmmhfVnvTr/76t3TmDy5kKV/quTLX9nITUUQmGMtIx61P97AgYNw4ICnvcO323MABN5zSxG898MvUFHZwifvmsCllw7t+nDdn6F7Uj9NcxA0dEFEpI+YesFwNk6s5pWtB9lInPkkGI3jAt/GKyabh8glThszfFv6hNNRH/PUZU46FlzIARNjHXFiGM6bWERWdiZYR5cUP/zxaXzkrovABDQ3Jbl2wXhGjx7EsBEFvbQ/ItKjdMWVvXubmXHJYu5893j+/ccXd7lLJkR2RElHfn7ASy8uoGjYw/zkp6+Bj/Gtb17I/9VCddj+0FFFFzxYg3Fw01sgiHUsCZy5pzFRz++wONyaleKDH1jNiudrGD4sm29/a9Zx5xREk81CjDF89OPr+O3De1jyx2u47PKSXhubm6EeXRGRPmLY6EJGlBaQwLG3vXk2XGQg1ztecwGrfYAxAYYQ43sr5GZOjA5wWAP7CKjwAc4aho8Y3OmeNj2m2IKJ1rrPy48z8+JShVyRMyE9T6uwIEZW3PLb/9vDa7uaj7+N7/ii+t3vRBPEfvSzrbzjXS9yezFcFo1MijKmSS/dnZ48EMQMxnSUJctMQLPec3m+4V1FhgU3P8uSpyopGBTnN/99JbzOxNlocYuAnbtaeej3e8iOWSZMLOgScntrMRwFXRGRsyzToI8uLeSqeWPIsllsc5Y9LsBgeIdp4l2+lSbjeczksJIYiR7q3vbGPvh0kH3C57Iby6QpxVx5zeguJ51oukpXGpMrcmYNKc5i9YoFhB7mzH3y2Jf+2yeMRT/c9ZEJ1FXfTnFRDn965hBDSx7in96/nE8NhY+WeMZkGWJ0BNvOC0PEcIzNgo+VGD453PPFty+jePgf2LS5jgnnFVC+663MmVPU6YvzsUR/u3TuYpyDNS8uYNjwnC7721ttioKuiMhZljkpGANl44uJByFYw2ZjacMz2MPcIEW2MaScY7GPs8HEjyr0fqr74L3HekeLMezxHm9g8qRixp3XMbkscy7NhN3u59beXpJYRHrgAe8pGx9VNgk9cKzxtumleY0xnXp2YfmyBVxx+RDA8cxzh7jhpmdZ+D+7uW0QfKwE3lzouTLfM7sgur220POxEsutg+B/f7Wba97yLGvX1eB9yNtvHcOzT1/b7YmPFzFtx35jGVvWqUJL++vonStWGqMrItInRA1/ycg8rri6jOXL97KwLZdmLO8ybZSZkM/QxCMmm7U+zgYf4722jTkkGH/KJwSL91HQrsPymM+mlji5ccOtb5vEsGEdJ6HO2bqnnK2eXZHTLyoLFn3WvnnvRXzl7o2UTX6cVcvfwvDh2R0fzm71azv/PHZMDosXzaehIcm//+xV7rn3FVasruazn1uHo2PoQfQl2GB8Cm86h1fHd755MR/+4Hlk55xYv+mhg21ceuUSAO69Z1q3tsR2uz016tEVETnLOnpBo8A6/ZKRjBxRyBFvWOVjODzee+aQ4habIDAGh2GRy+L/fC77fZzUCc7g6BxIvQ/JnBG3uBirwgCMo3RUAcOGDzpdk6FF5CQZXPsVnU9+7HzmXFzCkSNtfOav1rz+t9F2Du+jVcm++PkL+cVPL+OGt5RGIbpTyG2/b6eQe/ONI/j1L97EJz4+8Q2G3K5fxj/3hXXU1iaYfclQ/uLjE9/A9idPPboiImdZ+7AAH036mH/teYwYnsvXvvQsr/iAXxJyi08w3Djm+zZKrWNZmMUTZLHMG54zWQx2Ka62IdfSxkTC9qEIRz1XZrxeOr4a58FGk9sqDPw/k0ejMcyeXcq73juVeFZmrJ36RUT6ikxbAY7AWpYumU9hye9YvKSSpc8c4Lp5pcfels7j7NP/5eEdbx/N298xOsrG3XuCu2+MA2ePebeO/cz0DHe0H08vO8BjT1TgDTz95DzSy1G80Zd+wtRyiYj0EZlwGgSGCROHUzomlxieF8Mcnk73SxhjON+FvCNo4TITUozHOUcNMZaFcbb6AO/9McfKetOxGpIxBh+zYD0HTBZPhnEaXbTdVfPGM2HC8PTZUKcKkb6k85fjTEa8411jMMbw5x9ax4aNdV3u39EauE7LmdlOY++jMfmZxWuc8bhOk9jSQ4Lbn8t7i7fudeOp6bIihWPDxjo+8uF10f7ePvaMtC/q0RUR6ROiXtPMiScvP+ArX5vPk4t28vDD2/iNz8N5w3yTYJTxjPDwZdNAwsA6stjnDXHgknRv7vFZvHHgDSkfsocs7g3zqDaOkqH5zJs/njdfPzE6wfXekvMi0ss6f9Z/9pPLuPcfW5ky/XGuvnYpL628nkkTCzJz0dJsp0UfOpJr+xUgY6LSYsCGg57/t8pTXmcYPRg+cglcMSbzvOmHcFG93WPyHcv/7tjRzNXXLgEs2zfdzIiROZ3ux2lraPQ1XUSkT+jeHDtGjirg2hsmUjwkm8AYniKbP5BLW6f7ZgGXkeCttHKjTVJKKj12r+ce3aiDxbVXelhDnN+6OIdNgCHgsivGM//6CdF90ye8qDdHI3VF+oxjfByHj8xhyNBsAG659Vk2ba45etP0Z/moL8TG4AGX/vdXnzKU10Wro1XUer7xp44njSquWLA9D5HqeMzoZvOWem5+67OAZejQnK4ht9P9TgcFXRGRPslirWV82SC+/u35vOf906izlsfJ4bO+gP9HAZXY9kloORiy0wHWpq9Ouu71x0yIN7CHGE/6GN/3+XzbFbDCZDNu3GD+7L3T+finZ1N23pCum6FqCiJ9yjE+jgbY9crNrF21gINVCa6at4wf3L+9Wx3s9Lj7TvnUe58em+vTX4YtCZfqWDiCaMjT1oO+/Xkyu3C8tsF7+MH927ny6qeoPNTC2pU38Nq2m0/qJZ8sDV0QEenjxo4fwoLcLDZvqOK1V2upbIYan8SbXCb7FG8yCfKNIw54AryJxs5ZH0a9Lunrgkd8nEoMfwhz2GViVBmDN5a8/Bi3veN8Lpk7GqvuD5Fz3sTzCpk1s4j1L9fwT9/YxDPPHuT3v7uqUyi1XYYlZYYuRLV2wTmHtbF0QHaExhA4Q1Po8ASv2wGbHgXB225/lmeeq8bjmT17CBMn5nOmJ7cq6IqI9HUeSobn80/ffAuVVY385mcbeGX7AZZVJXkKz8+9J9+nGGtSDMJQgifuQxyeFp/NIWM45B0VPk7CeGwQI4anuCiHd75vOrMuHsGo0YX49BLAutgnco7KjHU18MzS+YCjdOyjPPPMQYqGPcxlc4by5OPz8B688VEt3vQCDcZYwIGx6V7faKhT5sKQN445pUHXp/NgTIoucdJ5brj5WVatPow3joKcLPaX39apA/nMti9qzURE+qj2ZXkzZYRiMLo0j3f+2VTecfsMRpfmk5cT0BZYakzAOnJ41meziCz+QD5/sIU8iWWl9+wmi6S1mMAyblQec64ex23vPJ9rrxvLqNGFABhvo9nUPjx7L1pETt5RXa2WPy2dx8xLhuKNY+VLh3nfh1ayZWt9pxBr6b5IgzGGi0ZEtXq9DwgMTCnpKEvY/nQGOofczVvqef9HVrNqdRUOz8WXlPCnp98c/fEsjfNXj66ISB/VXrQd6HwiOm/SEM6bNIQbb5tEfV0LW16u4tChRna8doSWxpDGxiSJRBKXConFA4aW5FM0KJcLZg1l9KhCJk8pIQhMj6smRf/ZtddGRM5dF5w/mGVLruVwVRvf/f42fvKzHTz62H4g+uL837+ay8Wzhhy1iMw/Lwg61dS1PVZG8N6zbl0dH/jgCsorm9O/dXziron87V9fSMmw7PbhD8acnb5VBV3pdR0FokXkdAoCw5DiPK6YP45kMuRgZSPNTSka6ltJJkOcA2th2IgCCgqzGTa8gKDzuaYPfEzVXkhP9L7oXQZHybBs/vnbM0iEjgce2EtzS4r9B5q5dsEyRgzL4e6vXMismUXMnF6EMUHnjbveAhtermXdhlq+/s3NVFe14b3HYsjNi3HnneP4zrdndWxuuhY4O9MUdEVEznHGGLKyYowZO1jhQER60PEN977vzuK+784CHOvW1/GxT6xh5456PvOFtVjXdalfiIY3WDzOdbrK5DsWnpl8fiE/+8mlzJpZdCZf0BumoCu9TidakTMr0/tljE9PDjFdfp+ZAd0Xqb2Qnuh9cfp0jECwXDxrCGtWvpnyAwm+/90tvPxyAy+tr8YSVWTBhVExMkP0u/RjXHxJCTNnDOKLX7yAMSOye1g0ou9MalXQFRE5x3UOBT39rMwgIh2iEBrVzjVgLKNH5nDfD2bhMB3Lg3swmW/JmZVj2pcAPt7Qkr4TcqEv7Yn0G2E4cGdsD+TXLn3BsZp012dXNtNnRnqi98XpYzpVVvCZOanp6gtRYTHT/jtvTY9jdI0xHLtF6VvRsm/tjfQLd999d/vPffXkerpkXrsuu0nfYvvse3IgtxdybHpfnBk9ThPrOdv2uO25QEFXet1TTz3Fl7/8ZcIw7LMn197gvW9vgFOpFDt37uSpp55q/5uIvL6B0l7IidH7QnqLxujKabF06VKWLFkyIBqozNKJ3X8WkTdmILUXx/LSSy+d7V3oc/S+gNWrV5/tXTjnKeiegjlz5rT/PNAbqczrzxyTgVQDsXOw7fzzQH9PgD4jPYmqIwyMz8axdC1M74/63UDQvY2cPXv2gP+MZEJd5/NI59uBoPv74tJLLx3w74tTbRs0dEFERM6qgRZyYWC+Znl9el/0PvXoSq8a6N88ReTEGGO47rrruPfeewmCgbH0cCqVYs+ePdxxxx1ne1f6pIF6HtH74vRQj66IiJw1Cxcu5Fvf+la/D7mdJ6/GYjEmTpzIwoULz/Jeydmm98Xppx5dERE5a8rKygbE5dqeXmNZWdmZ3xHpU/S+OP3UoysiImdNf+/JPZ5z6rX3MB9sIE0S6+I0H4tz6n1xDlDQFREREaKlW4+hW8dj/6+so2PRX2jogoiIiBD1fUUBz3tDW6ujoqKetuYQG3iyswPGjC8iFuvoI+u/IU/Hor9Q0BUREREAPJYwCWtW76d8Ty2vvHKItkRIYLPJzTVMmz6csWWFTJtRCvTvclg6Fv2Dgq6IiIiwZ9dhXni+glXP72PPrnqciXo0Mys+Gu95cfke8JZZl47kiivHsuCmSWd5r08PHYv+Q0FXRERkgHMOFj26i9Uv7KO2phUCGFyYzfRppeQUBITe0VTfxsb1h2ltbWXD2kqqKxu5eHYpJcPzz/bu9yodi/5FQVdERGSA8R6iK+2O6kMtPL5oB0sWbcMYw8jSfD73t1cwvqyI3Lx4l+2O1DSzbWsNP/7XlZSX13LPV5dy2+0Xct31k/BkHvPcomPRv6nqgoiISD/WU+mrjhBm2biukhXP78MbQ2lpIW++cRJTppaQmxdPL2gQtm83pDiP2XNLufTyURQW5rN/Xysrnt+PNwDhUc/T1+hYDDwKuiIiIv1Y10lSrsut9/DQA69QXt7Am64Yyxf+7mrefedFXbbNbJ8JifFYwCc+fTl3ffpiwjBk1epKtm+vwZi+X/9Vx2LgUdAVEREZMGyX2/q6Ziqr6gkwTJ8xnDFjC4HugdB2LZ1lIJ5luPCiEWRlW2LeU76rBpfOjefOMhI6FgOBxuiKiIgMAM7Bvt1HeHrpLkqG5nLRzJHs232EZGgIbMjlV40hOyfqifR0XRehp9JZQ4flMWnyMLZuqWTThiqmzRjJiNKCM/NiTpGOxcChoCsiIjIAVB1sZOmSvTz2x+0UDspi08ZDtDQnMD5JEIsTj3dcbn+j86jy8gO899TVtlJb28qI0oJO2zr66oVjHYuBQ0FXRESkn3Mpzw/vX8mmDQcJvKOtJsnzLzThnSVuDW1tSf7yrkUUDcln+Ihsbnv7VM6/aDjZWccPZ6WleQSBobq6meqqJqZMLen0174Z7HQsBhYFXRERkf4mMzjURD9XVDfx6o4aXAiX2BQTTYptBFTFLZUuoNXAkfpWGuqS7N0dMrg4n2Ej8hk5qvC4TzN0WB55uXEaG5IcOdxMn+y51LEY0BR0RUREznGZWrDtE6U6XW9fv2Y/Dz6wmZbGNvLxfNg2MAjLHd5gSHLExDjsDet9nFU+xqvE2b2jlvJ9Da8b7i6aOZLNGw/z0qpyli7ZzY1vnULsLCcLHQvpTP8LREREznHtRQDSPzjnqCivp+pQC4sffY3dO2ujIlrW85jLIwvDSJNgsMthoklRZjwjTII2Z9njIZFI0tLS1uNzRQHSA5bS0sFMnDSE1Sv2c2BfPRX76hl3XtEZec3HomMhnSnoioiInIO6VwNoaEiyZ2c1jz7yGhXltZTvrcNhcc7hCPFYan3A773FGgM+DljiQKEPuRxHHY4sbDShqqY1/cgdl+A7SmtFz5yXH3DrO6bw5OLXOFzdwLe+vpwrrxrLHR+cRjxuOFOX7nUs5FgUdEVERM41vusSsy3NSR55eBtbNh5g6+ZqXAihNRjaGIoh3zgG4YgZaMaQ9IYq72gF2pyhxhieJiDwMRI2JLutjcbWTC9mR0DrXlrLGEN+QRZzLx3J8uUpKisaeHrJTsaWDea8CUWMGV+Ebd/8NI1Z1bGQ41DQFREROdekx6C2JRy//Ok6Nqw7xP59tYQWxvkkE22SeT7JWGMZZpNRKPPgvIvylYfQWloMbHJxdmNZ4rOoxZP0Blo9yxbvYs6cUYwrKyY76/hx4aN/eSnX3jSB735zFdWV9dz3vRewwLCSQrLzLDfcMJE3XTOe4pJcHYvTeSzkKPo6ISIico7x3tPaErJuRQXLn3qN/eU1BNZxnk/xPtPKHT5kNiElJonD470nJMQYgw0t1lrixlPg4Aqb5G2mjffQxlXWM9KHJH2KykNtPPzgdjavORQFw+Os8xWLWSZOHMZbb53A9FnDCYzBm4Dqw43s39vI4sU7WL+2UsfiNB8LOZp6dEVERM4xdbWt3PMPy6KJVakk463n86aFUcYTJwTS41Y9GALAYYxNl9py6T8asNHo1lzjuSlIcJNL0hpL8bswlxc8PL98D6tX7OcvPjuHy64YS35+1jFXUAhicNu7p3LbOy9gz+5aysvr2fFqDa9urWHzxkP88j/X8KarxpKb17vRQ8dCjkc9uiIiIueQxoY2Vq7Yz64dR0iGnmkW3mbaGE+KmAl72CIaD2rSnZDeGjwG5zzWpSdV+ejWEZLtLTfZBLeZNqzztCVDnli0k1Uv7k0HO5f+p2feGsZPGMKVV43jne+ZxrULxgPQ1JjiwP56HYvTdCykZ/oqISIi0sdlZvg7B/d/93leXluFdSFzTciXfSPWevAG47vXH8g4OowZY466AG+MwRsY4j1vMW2UxGCRi7NmWxW7d9UxfGQhUy8ahrXH7idrf3ZryC+IMf+6SfzvLzZSU9PKqlUVjBoziJzck48fOhZyItSjKyIi0sdlZvgfqmzglc01pJKOi6zjVt+EtRbjg8w9o3/7kz+9Z3o7A2+Y5hPcQisWR0uyldUvVFB9qAnvjz1Gtft+m5hn8LBcjDHU1zTR0pI46X3LPCboWMgbo6ArIiJyDtj0cjU/uX8V9Y0JSkySL/pmZlrPAz6Hv3b5vOCySaRDoDfHvpx+PN50/TnbGC4xKe60bQwJHY/9cTv/8cM1R5XW6gh7rsttZmxs8eAcAFqaU7Q0p05q3zrTsZA3SkFXRESkL/Jdb9eu3curO6vJwXExKfJtgnosS3yMbcTYaqEt7OiFPBndt3XOAQGX+QQzjKMtTPHq9sM0NXbtiewIe7bbbfS3MAEYhzeGWOwYM7iOR8dCTpKCroiISF9kOm7r6xM88chO6htS3GZa+ACtHPRxfumyqMJQYBw3uiSF1uPNiZ/au/dKZn5njMF4x3gc7zdNxDAcqW1h0SPbO/VGHt1jWlfbSmVFAwZItDl27akBoOy8QQwuyjvh/dOxkJOloCsiItLHle89QnNzAmM8F5GiwDgajeGIj2ExnE/IyKDrpfIT0dM408zvMpfwS4xnpI8WXNi5/TAVFZmqAbbL9t57nnh0B797cCvNTUkqKhpoqG8Dbxk+chDZ2cEbHtfaEx0LORGa6iciItKHHa5q5plle0k5x2gTMtOGGAwTXZJPxj0HQ88EAzHv8e0TsLqOMT15HZULLIZbbBu/dYb1ayoYMXIQEycVEYU7w5Yth1n86FbGjiviwQc34ZIpdu2oor4+hXeG4hG5XDp3VPRwvqN6go7FyR0LeWMUdEVERPqwqqpWqiubCIxhtAWcJ/SO9UEWg0KYYT0Q4julud4JdpAJdpkgNsanGIFje9JHdWCdxRtPoi1kx+aDrHimnI2DDuCSDudgx/Y6jPUEWQFTJ5eQSjliWScf6nQs5ERp6IKIiEgflLmgXV1VT9XBZmJ4xnqHMXAoiPOLVC5/NFl4n8I53z556lQmYB2LTXc9lhrPWEKcc1QfagbrMMYQzwrILsgh6aH+SIKUSw8ZMA7vPTE81bX1PPnYTvbsPvGFEnQs5GSpR1dERKQPyvTzvbK1ioqKWkaakAtMiqSBVS5gF3HqHDhjscbjiXovjTF453q1p9BZMN5QgmNaEPJkylNRUU9zU4p4VsBP/nUtlRV1GJ/EEyPHpigJDC3GciThaG31bN54mIp9zTjnKDtvsI7FSR4LOTEKuiIiIn1Yc30S52AIlsE+JImlgQCMp4Ao2HXhPL2V67zxGG+69IwO9g5nA1oTKZqak8QTIc/9aQ+JMAXe4AiZHcDVJsGemGW5j3MomcKYgDmXjWbG3NKT3h8dCzlRGrogIiLSV3k4Ut8K3jLUO4oxNGGpwWK8o9gkugS5jolXvZPuTA8DXIvTSc/4kIb6BIOLcrn9z85nzKi8aGlePDfE25gXtnCzTzAr2wEW4z1bNlaz/Om9J7czOhZyEtSjKyIi0lcZcClwxpGFI4YnQTQBC2uwrjcnW70xMe8JHBBkk0pG42THjh1MbkE23tcTGMt6YgzNNrxGjJ0Jg/ceay1VB9vYurn65J5Yx0JOgoKuiIhIH2ZNDEsU8DwBeaQotA7vDPU2dsZLUzk8zjgC77HG4D08+ocd7H61Du8MNoBHWiyPEsc5iBHirKUwP5u7PnUx48tKjnrEN3qBWcdCTpSCroiISB+UqdoaywrBWxJYErRQYAx5Lipz1QgYe2a7MduweBP9E48bjHHMnltKXn5ARXk9+/fXY7HgDYFJAXHi3pFKOabPGkHx0Pxuj/j6wU7HQk7W/2/v3qPkKst8j/+et6q7k07I/ULuTTrhLghEWQQCuaqAN0YUPY7Lox5m1qCOt6MG4hnUIco5s0aPrlmjzszyLEcdJ4ooKqCmExABR01EEZJwSSBckkCakISEkE7V+5w/9q5LX9K5dHeqevf3s5ZYl127du1U7fr1U+9+XoIuAAB1yJQEuLHjmmWhqO3FnNpDo6aoQ6dZQcGC2l3aoaCTj2MGsOO1Mx3zmjPX2PHNkoKuvuZMSWfqczfcree3H9C48Y06VIjas9s1Y9YojR8/XHv2FY672sq+wPEi6AIAUKfMTGPGNSmfD3qpaHoh6ZmlyRYllwpyPeNBUxTT8alBxzPt7eG5pJyUrt9d2uNBQaZhw/IaNqyh09IzW8bphfaDWrJsprZs2a17735aM2aO0Zvecqpe2teh0WOaj3tL2Bc4HgRdAADq2BmnT9KfW9u1aeNz+rMatFAdmqao0/2gNlmTbtVwNeigzvGDadeB/gx4papjkGJR2y2vB9SgvEyntI5RY1Ppp/ZkbOl//6uz9b5rz5Isp5f3H9KiZbM0bdooTZw8sl+2hn2BY8VgEAAA6tjEaSdp8pSR6lDUU+WvbdNZJg33qC0xp997TmY5mYoy778qZvLzepQUFUx6Wjlt85xiME2aXD3RQUjH0QbJcpKk5hENOve8Kf0a7NgXOFYEXQAA6pB70qN12pSTdMll09UYGvVIDNoaczKZrrL9utpf0X5z3WHD9Fvl1dHP/bVK2+BpePuFD9eTCppz2jhdfOm08v1SOo62y+P7axwq+wLHi6ALAEAdKlUQzaSWWePUkCtKwfSwBR2Ua7RLr80V1GSmQoz6uTfoQWvo116yZmnfV486YKat7nKT5s4Zp5mnjCmHt1KoKwW8riGvOgQe73awL3A8CLoAANSt5Gt6wsnNmr+gRU2Nea3y4fqJN8lNarGiPmz7daoV9Qdv0Bdis36oYdraL1/vIe1LK+2xoNt8uHarQcMb8nrjW+Zo4sRKa6zqPGldrkv9Vc1kX+DYEXQBAKhDlcpfMs70VeefrJMnn6QX3fQ7zyvKZolVpgAAHWFJREFU5e6ap4KuDB3KmSnKdHts1C0+XM96gwrHOP1tdQhzL6rUwXZDzOt3xZxkUVOmjtTESaO6VSoHEvsCx4uuCwAA1KHyT+FuMpMWLjpFkycN142fvkebPKdvqagrvUOTLGqhH9SUEHV3sVG/UKPudtOvrVGjY0ELQlGLdFCtKpZ/fu/2XOlNnkY2iy6F5ISubSb9kzVrn5kuuGCKrv5vZ6ihsXRi1ompl7EvcLz4VwEAoI6VAlkuZ5rdOklTpg9XXq7fFIdpbVqvMjOdGou6KndAF1pR4+SKMWqX8rq72KCNnpO7H3Z8qFvyP/P0+fJBCq7t1qhfFhu0LyaPu+SyWZo9e1I68PTERwj2BY4VFV0AAOpWUiksVTSbR+R0w40L9cvbN+tHP3pE3/NmRTcttA5NNddkl5bbS+ow6QE16mk3NUg6P61g9i7ILUpuKnhRW9WolcVmtVvUhPEjdNnCWVr8utYkJFr3sacDj32BY8efIAAA1K2uX9NRJ08dqUWvb9W4sU3KmalNTbpNw3WwatlGSReqQ2/SK3pDOKQpKqQdCHquYiY/18dyd4P1atAPYoNesJxMOV04f5YWvm52sqxZpaPACe0gwL7AsaOiCwDAoBEUgjSrZZQ+f/NC3fvrp/SD7/5Zd/ow/dHzepVFXa2XNUGuvFzDZHJFyUwWk5qoyxSsKpRZUa6ctiqvR930oDfqXm+Qm2nmjNG6+JLpuuY95yp0yZkmSTXtIMC+wJERdAEAGIRmzBqrZcMb9fCDO7Xlsd3a8bK0yw/JbbjmekEXWYdGWFSDJFdOblEmKXhRrqBSF4EXvUE7ZLqtOExPWF47zeQW1DwirzdfdarOf+20bsGu3rAvcDgEXQAABiOXJkwaoc99Yal27Nyn7/3bg9r06HbdvfOQ2uT6f+4a4QXNsIJGyTRBrgYvKsp1wJv0vJme96ht3qAOc4VcXnm5xo0Zpre9+1V69XmTNXXaSUkVtN67CrAvcBgEXQAABpFk4gJLT4KKyuWDpk1p1tvedYY2/Hmifv6TTdq564AOHIo6GHNqV17mUpNFmYJiMCkWdNCjTI2yYLLgmjmlWVNbx+uMU8do0ZIZGj68SZJkHtLRrEWZ5Wr50rthX+BICLoAAAwipY4ByX9LlcWgU+aM1SlzxuoNb56jvXsOaMOfdur55/fp8S0v6sC+ovbtO6SOjkOKhaLyDTmNnzBCY0YN1+mvHq9pU0/S3NMmKJez0q/4VU9Yulp/wY59gSMh6ALACVaqQgEDIZczjR3XrPkLZ+rQoaKe27FPL+8v6KW9r+jQoaJilEKQJk4eqZEnNWnipJHKVf8Sn6G3JvsCBF0AADLIzNTYmNf0GaOH/B9W7Iuhi9HUAHCC8UWLE6HU19Ws8yxgpctDqe0r+2LoIugCAJBB1X9Q9XR5KP29xb4Yugi6AAZEsVis9SbUraG8b4bya6+dw33VxyE4mxf7Yqgh6AIYECtWrJDEz/Q9Ke0baehNG8r7op4E/h3K2BdZRdAF0GfulXFvhUJBmzdvVltbW/k+dNbW1qbly5erWCxm+suV9wWAWqPrAjBA5s2bV+tNOOHMrOqkDyPM9GLNmjVavXp1poNuCe8LALVC0AX6WXXAHWr9Uns6m1mS1q1bV4vNqSulfXDBBRdIqj7bO/uh73Dvi/Xr19dic+qSmQ2pY0VPqo+dQ/2YMdTfC/2JoQvAAOOABQBAbVDRBQaQmWnJkiVauXKlcjmmjASVKgA4kQi6wABatWqVZs+eTVUXAIAaYOgCMIBaWloIuQAA1AgVXWAAMVwBtebukplu+8mzeu/7f1u+3TzKLehb37xQb33ztPTWKOofALKEIxoAZJiZyRS19Zn9Sg75MWnxZUFS0FNP75ckuSQvfSVkvxEEgCGCoAsAGZZk1qCPXHeqdu98q6SQtvgK2rPzrfrbD84pL2ulB5gIuwAygaALABnl7uo0QrzTlZheL1VxvfMyDC0HkAEEXQDIqOoTId17z66cNAkgizgZDQAybPtLrrueMD2z2/Xoi1aerc9Net+PXXPGRs0YE7S4xTRtVDJugcwLICsIugAwKMX0/0OnYbUbd0p/tybqQEcSZiXJPaYV29KU1EHmUc+9JD33kqSnov7zwSA3ydzVlDN9dpHr3CmVYFx+EgAYRAi6ADDYuCRLRp4l43BNctf//IVr084gN5OnA9NyZlrUYpp6kuuMSabLJJkX5BZ08zLTxudNz7wkrd1qUjEZp3uw6LphjWnOeNdXLq8Ku13aj5F9AdQ7gi4ADDZp+dYtan+H6Z23SDFKUpCsqM8uks6bZmowyaOlmbg6kuYlRZ1zsnTOyUlw/fjFkslViK7123L63F2ux3aZrvi2S9H0nXdEjR0eOgdbL8otR9gFULc4GQ0ABpV0yIJFPfRc0LW3SzG6pKiFs11fe3NOr5meU4MFKZosxPLjPH2sW/fbLK3W5kNOF06P+tqbTQtbXG5RnnN98GdB657t3HXMCLkA6hwVXQAYVIIKsaib7w26f2sSOz8237R0dlK36HQiWTAlddqknmsKapk1Qk9u3a9TWkYmy5frHVVDIUyaNVr61MWmT84Patti+tJvXDeuleZNc12/QBqWNzo1AKh7VHQBoI71NG/DDWtMv3kyuTxnvGlZazoD2mGCZ3Jrcri/8/ZL9ZEPzdUdP1ugnr4CSierVV9f1irNHZesZd2zps+0KU3UsdvjAaCeUNEFgDpWjq7RVVDUZ9YEPfycFGW68z3Hvr6pJw/X5248W2ZedZLZkX3lCsmUjNnd8ILpk7+IummJaRjfIgDqGBVdABgMgun/3JvTgzskL0rXXlBQVDGdzvfobdiwV+/7H7/Xhg37ZHaEx3paUfbSGN6oay+Qgkdt3Bn0hXvjMT8/AJxI/C0OAHXO3bVhp/Trp0wm6Y73mBTCMVVkSy66tE2S9OMfb9PuF97a+8KWVpTTqYLdXVedabrqzJyu+FbU+qeCHtxR1LlT+CoBUJ+o6AJAHXNFHShIN9+bTOYwZ7zJQzrpg3LHvr40F8dwdONryxVbr0wT7O6aMzGZYOIf7s9pf8cxbwYAnBAEXQCoY+ZB7/i+1L7P9bH5pq9eUTVut7qY28sIgod2SN/9k/SBH0dZGljNpQ/eLt22ybV1Ty/Pnw5v8KonMEu242PzTbtelt7x/eN+eQAwoPi9CQDqWTphWZBp6exe5iIr3Vw1H/DeDtfPHo36zh+TnreelnNjMruEntjl+sau5EHXXSgtazU1lcofFuUK5fZjPQ2RWDrb9eX7o4peXVnuPHsaANQSRyMAqFtR17dJQa7FrelUvz3pUs3dtjfqY3dEvesHru/8Mai5OeiUVunyZVHuSRuyEIKuWOJqbXU1N0v//FvpLf8RdeMa14sHXfLKLGidTjirumgyLZydfJHcsCbZXr5WANQTjkgAUKc27wp6cHtRiqarzw7l8bXddKnmfvSXQY/sMrmbxowyLb7UdHarK29BCkW5pRND5E1nnhq0aIE0ZpQp56Z1O1wfvlPlZboNibCqm0x611k5mbv+sK2gx9oHYi8AwPEj6AJAnfrMGpcr6O8WJzOVHam/wjMvud6+yrXvgKupyXXl66VL5if3xXRCiRGjmhVkah7TKDOTu5ST6ZL50pWXmxoag3btk959S9TO/X7EJ50xWrpxcVRQTv9rbaUdGW3HANQDgi4A1KndB5OU+ZppR9dCbOWvXPs7pKZG00UXpjOlVY86CNK7/u9rNPXM0Xrfv1xcni44Vq3+4te6mhpNuw+Ybr4nuaPr+FzrcuWCqckY3b0HrdyOjOmBAdQDgi4A1ERyQpi7d6l+Vtp+leZzCNb59p48vy/q6d3JIX3ZYtfIZkvWW5U3Y1Gae9FEfeiWxZr+qrHqWnR1k0aMMC1bnFzf9ILU/vKRK7O5IHUv/VZtL8VdADVC0AWAmqh0M6hUP5OTuVzSi6+4JFeoOkr3lhf/c4MrxqhRo03BTcGlEKzTONuQk2L0TmN9q0O2uZervGNGJRd+uOHoKrMhlwTb3Qc7vz5JilYK80fXuxcA+gtBFwBONFf31Nqpm4F0z5NJAL5sdhoOPehwM/aufSLq549II0eYLr04GYpQGo5gZp164FaeyLtNAiGZLH26iy9KujHc9oi09okjv6RFs5J1rH0iXXVlnoly714AONEIugBwopk6/dL/T19/Ql/52qOqPiQ/vcflXtSMkdbjY6qt3x5kntPk6aZQTFK0x1LYrEwTHKPr+fagxx+Tnm+vBOCeThwzM02Z4lIh6oHtxSO+pOmjTWZB23d7OkZXkqLe/s579YG/Wp8uxVcOgBOLCSMAoMZWfOYBmZk+ct2pkpIq6OZdkhR01iQr39ZTznV33b3F5FbU3JmmYkgqv1bOlMkJaftfdt3162RNpW4LknTl671TtTWaFDwZZDC3Rdq82bR2S9An5vfeI/eMCcn9j79YfWvQ6rZ2SVHf/Nd5x7ZTAKAfEHQBoMaiXMGl0RNu7XbfJV2uz50zRuv+a7H+9OBuLViytjycwd11XxpYZ79mot7/zUuUy1eqwRsfqyxXYi698IJpwgSVk3QsSt+67jfadM/2TsuN/mhy+b5fLdPZZ52kn96+Tdf+9e914JVieRk36T5J31TluRiyAKCW+B0JAGqgerBAzoJ6OlErmbbX08smKeqxx3dLkv7hHzd1GrMbQihP8bt53XN69J4dnZ5l997kJDSrelCUq313ej3No4/dt0OP/CoJue6uqMrJa+bSTSsfkiR99vMb9MoBL68phi4h2qzTc9F5AUAtEHQBoAY61TmjS97YpfoZ5H5IIYT0skkKmjalWZL0yU+cXlmXp+sISWeD0y+arrmXTlT1NGYzp1hadS0d9pNpgCeMSZ8zXW7uxSfrtMumlKuxoSqhukmf/tRpkqTP/t2ZamoubW+QeUyGRJRW557cXuoqQWEXQA0wdAEAaswtSiroxeevKofdj91Z1CPtOX1xqeuck6u6FqS585xXjdae9r+QJF35neTEszcskfJ5KVpUzoKSzmIukzRntumxLZKV24sVFaNp/PhyewZJSQuy9379omQYw6Go29cGBUm3/2X69GnV9k1XTNVzT72lHGD/tN21fI3p9PGuL12eTBzh7hoz8YeipgKgVgi6AFBjK//+1Yqx0KmiO3us6ZF218Z217lTqoJiVduwksWnRK3ZYnrsSdMZc6VQFSxNJo9JgL3ida4XXjC173ZNGJPTxHEu72kMbXrTI08mvXUXz06qs52e19RpOMLGdpd5VOu4kKTutJL79587RzNnjOjD3gGA40fQBYCaqHQx+NDfzOl278xRQZLr2b1d7uih/cJ5U6U1W6K2bw86Y26pL256Z9rqK7gULTnxbMIEU3BXNJOZZDHptuBWmY3Nomv79mRdr57WfZuTTXGlk/6m2xk0fZTJLJY38m8/eOqx7RYA6Ef8ngQANVEVGNNUWn2+1qWzk2t3Pdkl1fZQgF3UYrr8dNP+A6Zf3d/5rC8v97StBN7qFbmnIdc9GcObbs/a+6Nefll6w2lRi2dVxuJWpGNy02ul7VzS0nU5AKgdjkYAUGOlqmh1hh07LJkhIpYmRuvt8Wa65ozkgL5vT/X8vpKiK0ZPw2xlxrSCxW7rsBhlSqYO3r8vuf2dZ1amKO48sUTotM0eo8xNI4c5HRYA1A2CLgDUWjktVm6qrvEWu3ce62bSyKAZY5Llf9EWte8lpcMWrNN4XnfXlvt3KEbvVOlNJpII2rXX9fM1krvplHGmSSOlcuuz8npiZWiEp9vnQW5OhwUAdYWgCwD1oqo1lylq9LBkzOy67cWjyo7XLzA1DosqHDLdv07lVl/V/v2D/6V//cD9+o8P/74cVt0luakYpN/+TjrU4RrWFPTJBSq3NfN0weQhoZJ5TXpgW9JHd/Sw0rNEqroA6gJBFwDqQiyPj00qsEE3LUlagX1+TdDWPUdew6zR0o/eIQ1rMnUcdN1+ZzLtb4xRIWmEoE13PSsz08a128pZ9FAhqu1u6fY7XcWCNLzR9KNrpJZRlS4LprQ6XP2ELj2z13Xj3cm0wzct8XL/XKq6AOoBQRcA6kIoh8mS1nFB55+chN1bHjq6tbiCvvQGacaY5Pr+/a62u0wPPOzas9cl5ctjbXe/6Fr3R9fqtaZXDia3tYyV/vHyo9xkk773UBJuz5viah0XDjOeFwBqg/ZiAFDHbloWdMW3XW2boz5xcSh3F+uhy5gkyRQ1a3TQ198ote9zfX+jdMcm01PPSk89K1VPNXzfb2M6vCHojae53n66a+JJVcMSjsLax6OCclq5NK2beKnTAyVdALVH0AWAOheC5B7UtllaOlvJSWaKcrcugTLKqyZ2mHCS6brXuM6Y6HpgW9DaJypDI9yLMstpaYt0/rSoy1pMZkmQTtbSc1BNAnbST/euJ10h5GVWVb21KOPHQgB1gqALAHXMFfX9t7v++mdBX7o/6qePBn3l8nR4gHWt7naOpyZJZlp8imlRi+sTF5lGfzQdc2um2/+yFHyDkkqvdZ3wrJvS83zizqiN7abxI1zfuLJ66oh0u8tjjQGgdvizGwDqmCmoOR+0/BJJCnqsPQmRrtAp1rp7j+NiPf2PmXU54ucrtytZt6ddFQ5Xza22sd3kZlp+idTcVP2I9EkIuQDqAEEXAOpdMJ01ybSgJbl65XdMP9lUCbWVjgjdG+5a+T+Jf/v6PAW5ln+8+9S83boqlFT1zF39uOuKbyezqC1ocZ01qedAS8wFUA8YugAAda6UMz85X9p30LR+e9TXfye95VRJoaqqaznJi0r63PYcNd9+9UwtXjRZ48Y1dp6oorx4Mv62ctJaUHlggklf/k1y6zlTTZ+e33+vEQAGAhVdAKhzycRlrnwwrVwqnTc1qb5e8V3p4z+Pqp6gwZTrfWysS+PHN3VexqqLtqWvhSBVndh2fZt05b8nS507xfTFpVIu0EYMQH0j6ALAIFCZWjfqpoXJMAZzadNO0z1PJL12LW3t1dvZZK90HNL3f7BVB18pdl6/knX3FJF//6z0x21SDFELWqSbFleeghPOANQzhi4AQB3r3i83KJeTrl8Q9dCp0v++z3XzvUE33+u6/DTTO8+Kmjji8DWMSdN/KnPp2r9Zrz3tf5E8R9VsbKX2YbsPBt36sOuWh5OhDONPkq6/OOisidapAgwA9YyKLgDUscPXS4POnhz0jStNIT2S3/Go6/0/Nj38XO9DCqzq5DKpUpUtheotu6T33ird8nByfy5I/3JFeuKZVbar3OmB1AugTlHRBYBBrLkp6GfvluTSijVRf9gW9anVeblLbq7heenKOaYZY4s6e6JVhjdI2vFy1IbnpWf2mu54xLT3oKf3m9yjzp8qrVyaSwNw98jNsAUA9Y6gCwBZYNLKpdLmXXndsNb10gHJvagDHdIPNybDEsqLmsnd9f5bO03xICmZFW3MsKCblrhax4bSqgFgUCLoAsAgVx7H60Gt46RVV1s6dCGnF19x3fWk69m90uZdpvtUGdZw2gRpzlhp2mjTolOk0cMkT2OtKXQaktB9rDAA1D+CLgAMcqWOCbJQDqSlYQXjhpvednpl2W+ZlYPuly9PZlizqhSbXE576aZdHo5urjQAqD+cjAYAg1wSW0vDDDrPjlY+Kc2S/3WdKrg0c5p3uiFUPbbyNcE5ZwAGmz4FXRqFA73jM4IToWv7sU73mXVZICZT/Xq6bFUO7rbeLiebUdXFicKxE/2Fii4AZJknoeGrX3tEoyfcWr45qqjRE27RV//50RpuHAAMrD6N0aW1DNA7PiOoOUtag5nn09nTSvWNvMykEKh3oP5w7ER/4WQ0AMg4l/Th61r14etaFZPTz+iiAGBI6NOf8sVi8cgLZdRQfu04erxPUBeqxjuGcvswoH4N5WPnUH7tA6FPQXfFihXly0Nt4HjptfPzCnozlD8jqB8cpzDYDOVjJ/mif/Up6La1tWn58uUqFouZ/gepbsdTKBS0efNmtbW1le8DDmeofEYAoD8NlWMn+WLg9XmM7po1a7R69epMvxFLrKrRevVloDdD6TOCI+O4UbF+/fpabwLq2FA6dpIvBk6fgm71P8pQUHq9vAHRm3Xr1kmS5s2bJyl5vwyVzwiObCi/F7p+FubNm1f+vABD+dhJvhg4fe4rM1TehNWG4msGgL7i2An0js9I/+tzH90lS5Zo5cqVyuVy/bVNda1QKGjr1q265pprar0pqHNUqoAKjp04WkP12MlnZGD0qaK7atUqffGLX8x8yK0eLJ7P59Xa2qpVq1bVeKsAoL5x7AR6x2dk4PWpotvS0jIkyuw9vcaWlpYTvyEAMIhw7AR6x2dk4PWpopv1Sm5vhvJrB4DjxbET6B2fkf7FJOcAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIJuP3H3Wm8CAAw6HDsBDCSCLgAAADKJoNtPzKzWmwAAgw7HTgADiaALAACATCLo9pNisVjrTQCAQWcoHzuH8mvH4fG+6F8E3X6yYsWK8mVOrgCAozOUj52l187wDVTjfdG/CLr9pK2tTcuXL1exWOTNCQBHaagcO929HOQLhYI2b96stra28n0YmnhfDLx8rTcgS9asWaPVq1dn+mANoG/WrVtX602oO0Pp2Glm5QBTfRkV8+bNq/UmnHC8LwYOFd0+WLduXacvLXcfEgdqAOiLoXzsrA4w1Zf5A2ho430xcAi6AAAAyCSGLvQD/uICgGPHsRM94X2B/kRFFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZBJBFwAAAJlE0AUAAEAmEXQBAACQSQRdAAAAZFKfgq6799d2AAAAAP2Kii4AAAAyqU9B18z6azsAAACAfkVFFwAAAJnUp6BbLBb7azsAAACAsv7ImX0KuitWrChf5sQ0AAAA9JdSzuzLUNk+Bd22tjYtX75cxWKR8boAAAA4Lu5eLpoWCgVt3rxZbW1t5fuOlx3vg+fNm+dSkrJjjARdAAAA9ImZlYNt9eV169YdV9A87qALAAAA1DO6LgAAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCTCLoAAADIJIIuAAAAMomgCwAAgEwi6AIAACCT/j+KDYrtG62QKgAAAABJRU5ErkJggg==
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<pre>Maze of size (6, 10)</pre>
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<h2 id="2.3-&#29992;-Runner-&#31867;&#35757;&#32451;-Robot">2.3 &#29992; <code>Runner</code> &#31867;&#35757;&#32451; Robot<a class="anchor-link" href="#2.3-&#29992;-Runner-&#31867;&#35757;&#32451;-Robot">&#182;</a></h2><p>在实现了上述内容之后，我们就可以开始对我们 <code>Robot</code> 进行训练并调参了。我们为你准备了又一个非常棒的类 <code>Runner</code>，来实现整个训练过程及可视化。使用如下的代码，你可以成功对机器人进行训练。并且你会在当前文件夹中生成一个名为 <code>filename</code> 的视频，记录了整个训练的过程。通过观察该视频，你能够发现训练过程中的问题，并且优化你的代码及参数。</p>
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<p><strong>问题 7</strong>：尝试利用下列代码训练机器人，并进行调参。可选的参数包括：</p>
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<li>训练参数<ul>
<li>训练次数 <code>epoch</code></li>
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<li>机器人参数：<ul>
<li><code>epsilon0</code> (epsilon 初值)</li>
<li><code>epsilon</code>衰减（可以是线性、指数衰减，可以调整衰减的速度），你需要在 Robot.py 中调整</li>
<li><code>alpha</code></li>
<li><code>gamma</code></li>
</ul>
</li>
<li>迷宫参数:<ul>
<li>迷宫大小</li>
<li>迷宫中陷阱的数量</li>
</ul>
</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## 可选的参数：</span>
<span class="n">epoch</span> <span class="o">=</span> <span class="mi">25</span>

<span class="n">epsilon0</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">gamma</span> <span class="o">=</span> <span class="mf">0.9</span>

<span class="n">maze_size</span> <span class="o">=</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
<span class="n">trap_number</span> <span class="o">=</span> <span class="mi">2</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">Maze</span><span class="p">(</span><span class="n">maze_size</span><span class="o">=</span><span class="n">maze_size</span><span class="p">,</span><span class="n">trap_number</span><span class="o">=</span><span class="n">trap_number</span><span class="p">)</span>
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<pre>Maze of size (6, 10)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">Runner</span> <span class="k">import</span> <span class="n">Runner</span>

<span class="n">r</span> <span class="o">=</span> <span class="n">Robot</span><span class="p">(</span><span class="n">g</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="n">alpha</span><span class="p">,</span> <span class="n">epsilon0</span><span class="o">=</span><span class="n">epsilon0</span><span class="p">,</span> <span class="n">gamma</span><span class="o">=</span><span class="n">gamma</span><span class="p">)</span>
<span class="n">r</span><span class="o">.</span><span class="n">set_status</span><span class="p">(</span><span class="n">learning</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">runner</span> <span class="o">=</span> <span class="n">Runner</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
<span class="n">runner</span><span class="o">.</span><span class="n">run_training</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">display_direction</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="c1"># runner.generate_movie(filename = &quot;final1.mp4&quot;) # 你可以注释该行代码，加快运行速度，不过你就无法观察到视频了。</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">epsilon0</span> <span class="o">=</span> <span class="mf">0.3</span>
<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">gamma</span> <span class="o">=</span> <span class="mf">0.9</span>

<span class="n">g</span><span class="o">.</span><span class="n">reset_robot</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">Robot</span><span class="p">(</span><span class="n">g</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="n">alpha</span><span class="p">,</span> <span class="n">epsilon0</span><span class="o">=</span><span class="n">epsilon0</span><span class="p">,</span> <span class="n">gamma</span><span class="o">=</span><span class="n">gamma</span><span class="p">)</span>
<span class="n">r</span><span class="o">.</span><span class="n">set_status</span><span class="p">(</span><span class="n">learning</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">runner1</span> <span class="o">=</span> <span class="n">Runner</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
<span class="n">runner1</span><span class="o">.</span><span class="n">run_training</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">display_direction</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">epsilon0</span> <span class="o">=</span> <span class="mf">0.7</span>
<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">gamma</span> <span class="o">=</span> <span class="mf">0.9</span>

<span class="n">g</span><span class="o">.</span><span class="n">reset_robot</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">Robot</span><span class="p">(</span><span class="n">g</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="n">alpha</span><span class="p">,</span> <span class="n">epsilon0</span><span class="o">=</span><span class="n">epsilon0</span><span class="p">,</span> <span class="n">gamma</span><span class="o">=</span><span class="n">gamma</span><span class="p">)</span>
<span class="n">r</span><span class="o">.</span><span class="n">set_status</span><span class="p">(</span><span class="n">learning</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">runner2</span> <span class="o">=</span> <span class="n">Runner</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
<span class="n">runner2</span><span class="o">.</span><span class="n">run_training</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">display_direction</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">epsilon0</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.3</span>
<span class="n">gamma</span> <span class="o">=</span> <span class="mf">0.9</span>

<span class="n">g</span><span class="o">.</span><span class="n">reset_robot</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">Robot</span><span class="p">(</span><span class="n">g</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="n">alpha</span><span class="p">,</span> <span class="n">epsilon0</span><span class="o">=</span><span class="n">epsilon0</span><span class="p">,</span> <span class="n">gamma</span><span class="o">=</span><span class="n">gamma</span><span class="p">)</span>
<span class="n">r</span><span class="o">.</span><span class="n">set_status</span><span class="p">(</span><span class="n">learning</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">runner3</span> <span class="o">=</span> <span class="n">Runner</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
<span class="n">runner3</span><span class="o">.</span><span class="n">run_training</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">display_direction</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">epsilon0</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.7</span>
<span class="n">gamma</span> <span class="o">=</span> <span class="mf">0.9</span>

<span class="n">g</span><span class="o">.</span><span class="n">reset_robot</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">Robot</span><span class="p">(</span><span class="n">g</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="n">alpha</span><span class="p">,</span> <span class="n">epsilon0</span><span class="o">=</span><span class="n">epsilon0</span><span class="p">,</span> <span class="n">gamma</span><span class="o">=</span><span class="n">gamma</span><span class="p">)</span>
<span class="n">r</span><span class="o">.</span><span class="n">set_status</span><span class="p">(</span><span class="n">learning</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">runner4</span> <span class="o">=</span> <span class="n">Runner</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
<span class="n">runner4</span><span class="o">.</span><span class="n">run_training</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">display_direction</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">epsilon0</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">gamma</span> <span class="o">=</span> <span class="mf">0.7</span>

<span class="n">g</span><span class="o">.</span><span class="n">reset_robot</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">Robot</span><span class="p">(</span><span class="n">g</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="n">alpha</span><span class="p">,</span> <span class="n">epsilon0</span><span class="o">=</span><span class="n">epsilon0</span><span class="p">,</span> <span class="n">gamma</span><span class="o">=</span><span class="n">gamma</span><span class="p">)</span>
<span class="n">r</span><span class="o">.</span><span class="n">set_status</span><span class="p">(</span><span class="n">learning</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">runner5</span> <span class="o">=</span> <span class="n">Runner</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">g</span><span class="p">)</span>
<span class="n">runner5</span><span class="o">.</span><span class="n">run_training</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">display_direction</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>使用 <code>runner.plot_results()</code> 函数，能够打印机器人在训练过程中的一些参数信息。</p>
<ul>
<li>Success Times 代表机器人在训练过程中成功的累计次数，这应当是一个累积递增的图像。</li>
<li>Accumulated Rewards 代表机器人在每次训练 epoch 中，获得的累积奖励的值，这应当是一个逐步递增的图像。</li>
<li>Running Times per Epoch 代表在每次训练 epoch 中，小车训练的次数（到达终点就会停止该 epoch 转入下次训练），这应当是一个逐步递减的图像。</li>
</ul>
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<p><strong>问题 8</strong>：使用 <code>runner.plot_results()</code> 输出训练结果，根据该结果对你的机器人进行分析。</p>
<ul>
<li>指出你选用的参数如何，选用参数的原因。</li>
<li>建议你比较不同参数下机器人的训练的情况。</li>
<li>训练的结果是否满意，有何改进的计划。</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">runner</span><span class="o">.</span><span class="n">plot_results</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">runner1</span><span class="o">.</span><span class="n">plot_results</span><span class="p">()</span>
<span class="n">runner2</span><span class="o">.</span><span class="n">plot_results</span><span class="p">()</span>
<span class="n">runner3</span><span class="o">.</span><span class="n">plot_results</span><span class="p">()</span>
<span class="n">runner4</span><span class="o">.</span><span class="n">plot_results</span><span class="p">()</span>
<span class="n">runner5</span><span class="o">.</span><span class="n">plot_results</span><span class="p">()</span>
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<p>(回答区)</p>
<p>epoch = 25 迭代次数太小，导致无法到达目标，太大又回浪费计算资源，这里取默认值 <br/>
epsilon0 = 0.5 epsilon 衰减函数的初始值，如果该值太小回导致，无法有效探索环境， 如果太大，则不能收敛到最佳的结果 <br/>
epsilon 使用指数衰减，使得衰减比较平滑，并且，epsilon 始终大于 0 <br/>
alpha = 0.7 用于权衡当前学习到的知识和需要学习的知识，如果该值太小会导致智体过于关注当前学到的知识，无法进一步学习；如果该值太大，会导致智体忽略当前学到的知识，只关注未来的结果 <br/>
gamma = 0.9 表示当前进行决策使需要考虑的未来的因子，一般设置为0.9，表示充分考虑长期的奖励 &lt;/br&gt;
maze_size = (6,10) 地图大小，增加地图大小，体现在不同参数啊下训练的效果 <br/>
trap_number = 2 增加复杂度<br/></p>

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<p><strong>问题 9：</strong> 请将如下的文件打包，提交文件给审阅者。</p>
<ul>
<li><code>robot.py</code></li>
<li><code>robot_maze.ipynb</code></li>
<li>由 <code>robot_maze.ipynb</code> 导出的 <code>robot_maze.html</code></li>
</ul>

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