output/01_simple_linear_regression__disturbed_line.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>

<span class="c1"># Prints numpy arrays nicer</span>
<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">suppress</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">target_function</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">x</span> <span class="o">*</span> <span class="mf">0.5</span> <span class="o">-</span> <span class="mi">4</span>


<span class="n">num_samples</span> <span class="o">=</span> <span class="mi">30</span>
<span class="c1"># Randomly sampled values in [-10, 10]</span>
<span class="n">xs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="n">low</span><span class="o">=-</span><span class="mi">10</span><span class="p">,</span> <span class="n">high</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="n">num_samples</span><span class="p">)</span>
<span class="c1"># Intended target value plus random noise</span>
<span class="n">ys</span> <span class="o">=</span> <span class="n">target_function</span><span class="p">(</span><span class="n">xs</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">scale</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="n">num_samples</span><span class="p">)</span>

<span class="n">data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">ys</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;data:&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Data&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;y&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="o">-</span><span class="mi">12</span><span class="p">,</span> <span class="mi">12</span><span class="p">],</span> <span class="p">[</span><span class="n">target_function</span><span class="p">(</span><span class="o">-</span><span class="mi">12</span><span class="p">),</span> <span class="n">target_function</span><span class="p">(</span><span class="mi">12</span><span class="p">)],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;target_function&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">ys</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;data&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>data:
[[ 1.03 -3.11]
 [ 1.17 -4.06]
 [ 6.28 -0.39]
 [ 4.09 -2.62]
 [-9.02 -7.49]
 [ 3.99 -1.34]
 [ 5.17 -2.44]
 [-1.34 -4.93]
 [-0.23 -3.73]
 [-7.87 -7.51]
 [-7.47 -9.08]
 [ 5.42 -1.82]
 [ 6.97  0.77]
 [-6.07 -5.3 ]
 [-1.41 -3.83]
 [-7.16 -7.17]
 [ 4.34 -1.71]
 [ 3.54 -3.48]
 [ 4.63 -2.61]
 [ 3.41 -0.77]
 [ 1.81 -4.07]
 [ 6.63  0.  ]
 [ 1.82 -6.16]
 [-8.83 -7.36]
 [ 5.44 -0.83]
 [-1.95 -4.78]
 [ 8.17  1.69]
 [-6.87 -8.2 ]
 [ 3.85 -1.19]
 [ 8.02 -0.24]]
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>
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Hyperparameters</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.005</span>
<span class="n">num_epochs</span> <span class="o">=</span> <span class="mi">20</span>

<span class="c1"># Model Definition</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>

<span class="n">m</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)</span>
<span class="n">b</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="mf">0.0</span><span class="p">)</span>

<span class="n">y_prediction</span> <span class="o">=</span> <span class="n">x</span> <span class="o">*</span> <span class="n">m</span> <span class="o">+</span> <span class="n">b</span>

<span class="n">loss</span> <span class="o">=</span> <span class="p">(</span><span class="n">y</span> <span class="o">-</span> <span class="n">y_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span>
<span class="n">train_op</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">GradientDescentOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="p">)</span><span class="o">.</span><span class="n">minimize</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">tf</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span> <span class="k">as</span> <span class="n">sess</span><span class="p">:</span>
    <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">global_variables_initializer</span><span class="p">())</span>

    <span class="c1"># Training</span>
    <span class="n">losses</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># Storing losses so we can plot them later</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_epochs</span><span class="p">):</span>
        <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
        <span class="n">cumulative_loss</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">_x</span><span class="p">,</span> <span class="n">_y</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
            <span class="n">_loss</span><span class="p">,</span> <span class="n">_train_op</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                <span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">train_op</span><span class="p">),</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">_x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</span>
        <span class="n">average_loss</span> <span class="o">=</span> <span class="n">cumulative_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
        <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Epoch: </span><span class="si">{}</span><span class="s1">, Loss: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">epoch</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">average_loss</span><span class="p">))</span>
        <span class="n">losses</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">average_loss</span><span class="p">)</span>

    <span class="c1"># Introspection</span>
    <span class="nb">print</span><span class="p">()</span>
    <span class="n">_m</span><span class="p">,</span> <span class="n">_b</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">([</span><span class="n">m</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated m:&#39;</span><span class="p">,</span> <span class="n">_m</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated b:&#39;</span><span class="p">,</span> <span class="n">_b</span><span class="p">)</span>

    <span class="c1"># Prediction</span>
    <span class="n">ys_actual</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">ys_predicted</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">_x</span><span class="p">,</span> <span class="n">_y</span> <span class="ow">in</span> <span class="n">data</span><span class="p">:</span>
        <span class="n">ys_actual</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_y</span><span class="p">)</span>
        <span class="n">ys_predicted</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">_x</span><span class="p">}))</span>
</pre></div>

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<pre>Epoch: 1, Loss: 16.24191335042318
Epoch: 2, Loss: 8.349641716231902
Epoch: 3, Loss: 5.01514179315418
Epoch: 4, Loss: 3.569954248574019
Epoch: 5, Loss: 2.4673894226551054
Epoch: 6, Loss: 1.8186974187692007
Epoch: 7, Loss: 1.5814318573082953
Epoch: 8, Loss: 1.4824586591954965
Epoch: 9, Loss: 1.4249634557336928
Epoch: 10, Loss: 1.4986376798284862
Epoch: 11, Loss: 1.4197468786403382
Epoch: 12, Loss: 1.3023495544369021
Epoch: 13, Loss: 1.1176952528437445
Epoch: 14, Loss: 1.3336695882181326
Epoch: 15, Loss: 1.294298605970107
Epoch: 16, Loss: 1.4058516074786893
Epoch: 17, Loss: 1.3389092415648822
Epoch: 18, Loss: 1.2845627878637365
Epoch: 19, Loss: 1.2732790528602587
Epoch: 20, Loss: 1.1292857126953701

Estimated m: 0.5824312
Estimated b: -3.903798
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Loss over Time&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">losses</span><span class="p">)),</span> <span class="n">losses</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Actual Function vs Estimated Function&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;y&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="o">-</span><span class="mi">12</span><span class="p">,</span> <span class="mi">12</span><span class="p">],</span> <span class="p">[</span><span class="n">target_function</span><span class="p">(</span><span class="o">-</span><span class="mi">12</span><span class="p">),</span> <span class="n">target_function</span><span class="p">(</span><span class="mi">12</span><span class="p">)],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;target_function&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">ys</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;data&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="o">-</span><span class="mi">12</span><span class="p">,</span> <span class="mi">12</span><span class="p">],</span> <span class="p">[</span><span class="o">-</span><span class="mi">12</span> <span class="o">*</span> <span class="n">_m</span> <span class="o">+</span> <span class="n">_b</span><span class="p">,</span> <span class="mi">12</span> <span class="o">*</span> <span class="n">_m</span> <span class="o">+</span> <span class="n">_b</span><span class="p">],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#CC241D&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;estimated_function&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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631da31Yozhg8HoYN/ETpV8l42YsvP36mxZ/b37kvZZZkt2jvEv089HchYakNbPp5bpsycDpVQZMu/vlZ8Kw+eOB8bQyjmR1/el+ZzY+9y5z2L7u3O5HyEkiRHCgZ7HaKN7DWPIyxg7j90Yc6qAxd0YrfUJjLlEAKaYLhKyy9zG2F7n9mMYTcHAxqhQpjbNb6cvt2AeLa15Jss/shegk4SYfrZWSlVLv9B04fxYPu17A2n9YT5VWcw6bmb6RtPcJyq3gxX8aPr5tFKqUfqFppm6R5merijgEYwA0FqHYsxTAsZcJOa7MAe01n+nXz8b3ypbdoBOf8cgX+QhJvPfq4t51vRCKKu/9/FY91FJLzufSV+bfrZQSr1oZz2UUj7p/obWWsT4bibVxmLMa1PQzJ87tW19gWH6LOqfHzvWWh8CdpmefmRn5EFbsnPO7DF/7gTaakJpOn/mc7XH9D9PiFyRJEYIxzEnI8uy2ZnyF9PPF9I1M3kDo7NsPeAvpVR38z9uU0fbVkqpL5VSXdNt75Dp55OZdSQ2DfFrHrL2HaXU0+aLMNMdod+xP2yluT/Pu0qpx81xK6VqKaW+x2g/H51pbedYjjEErQfws3lIT6WUu1KqF8YIXflyAa+1TgJew2ij3gnYoJRqa0oWUUp5KKU6K6W+T3dHDtLOZ1/TaGM59TnGPDCewFrT+8i83+YYoxYFYLzX3svF9h3FPAz5sxiTxFqWpddRKXVAKfWmUqqhxfEopVQ7jGMGI3E8nMk2HC23MR0lrcnRi0qpwnhHxvz3/rJSapDFZ0VVpdRnGBNNRtmpb34PP2W6I5KB1nojaef7S6XUdKVULfNypZSnUqqNUmoaxmtY3qJuLDDZ9HSQUuoTpVQ5U73SSqnxwBiMyT4LWjBGvy6AxaY7jUoZozt2JW3eq/zyGsbQ0k2ArUqp+y0+r92UUq2VUt8opTqmq2c+Z09n0bQ4Mz9g3LlTwG+m/zHm/dbFGCSiJaa5jXKxfSHSZDaBjDzkIY/sP4DWpE3+9Ug269xhUeexdMu6YfzjNS9PwGhrnGBR1jNdnY6kzQyfhDEMZRgQlm69Ghgjx1hu2zzXxXWMi23zssB0dQNIm4xMY4xEZhnn26T9c55g45jDyPtkl0G5qDvEIkbzcZpns94KvE7Wk13marJM0/IBFvvTGInDZdN5Mpc1TVenf7pzdMb0+gVZrJPpZJem5c3SneubFudaY9wl6GmjXnYn29xqWidHs9yn20ZF0/vIvL8koHIm63bF+jya/y4s60cDbXMYQ04nu/zZETEBCy3WicG4SA8DPsrOe4u0yS432Dm27Lx/bZ5HjCGXj6U7N9EWz/9rb/sYzYYsP5POmY7vRLr1PIEF6V7HG6TNVm9ZXjldXReMvlXm5cmmeua/rW+z8xpk4/Wz+bedRd0e6d4HMRh/cxojoTVP+mpvsstcTZZpWv4Ixmedvf8j3dPVud9iWaLFOTtqsU6mk12algdgtDSw/LyzfN8kAUMziTk7k23+aFrny9x+7sijeDzkTowQjmG+C3ONbI7Lr43mMuZJCAelW7YO407MZIxvtW5hDGF6DqMJxVBgU7o6fwIPYzRhuooxLGkA6TrMamOOi3uBuaQNgxmD0QfhLm1jgjKLuuEY4/rPI22s/jhgJfCA1vo/2Tn2gqa1/hrjH3oQxsWRG8Y34W9hjLZ2M5/3vwBoiDEh4RGMf+JewGmMu1/PYVwsWtZZiDH79V+m+KpjnMtsz8ehtT6I8U3sJIzmLckYd6ROAnOAJlrrpZlvIf9prS+R9o0/wDqt9cVMVt+OMZnelxgjgEVhdI6OAw5gXPg10lpvy6R+dmRnskvL+SnyEtNLGOfmEMbFuD/GOa5gY90Cp405VlpjvG/DSbsA3Qg8rbUelkX9TRgX8hsxPhurYBxfzXTrxWutB2CM5rYIOIXRL9AHo+P3ZmAicEf694Y2ml72xUj6d2J8VrphNFN8EaOZolNorZdjzG+zCuMi3g3j7uiHGH2JMkwi6+D9rwTqY7wHQzDekyUxBptYjfH6bE1XZz1G89pNGAmQ+ZxZ/R/JYr/hwF0Yd8F2YXyB441x7IuAO7XWX+Xh0IQAQGmtnR2DEEIIIYQQQmSb3IkRQgghhBBCFCmSxAghhBBCCCGKFElihBBCCCGEEEWKJDFCCCGEEEKIIkWSGCGEEEIIIUSRIkmMEEIIIYQQokiRJEYIIYQQQghRpEgSI4QQQgghhChSJIkRQgghhBBCFCmSxAghhBBCCCGKFDdnByAyUkpFAt7AGWfHIoQQQgghhIP4ATe11lXyuiGltXZAPMKRlFLXPT09S9WpU8fZoQghhBBCCOEQJ0+eJD4+/obW2jev25I7MYXTmTp16jQ+fPiws+MQQgghhBDCIZo0aUJoaKhDWhpJnxghhBBCCCFEkSJJjBBCCCGEEKJIkSRGCCGEEEIIUaRIEiOEEEIIIYQoUiSJEUIIIYQQQhQpksQIIYQQQgghihRJYoQQQgghhBBFiswTU8xorZEJTIUQ2aGUQinl7DCEEEKIHJMkpojTWnPjxg2uX7/OzZs3SU5OdnZIQogixMPDg1KlSlG+fHlcXV2dHY4QQgiRLZLEFGEpKSlERkZy7do1Z4cihCiiEhISiIqKIjY2Fn9/f0lkhBBCFAmSxBRh165dS01gypUrR6lSpfD09JTmIUKIbElJSSE2NpaLFy8SFxdHVFQUlSpVcnZYQgghRJYkiSnCoqOjAahUqRLly5d3cjRCiKLGxcWF0qVLA3D+/Hlu3LghSYwQQogiQUYnK6K01sTHxwPg6+vr5GiEEEVZyZIlAaNpmQwMIoQQoiiQJKaIsrzQkDbsQoi8cHFJ+1cgSYwQQoiiQJIYIYQQQgghRJEiSYwQQgghhBCiSJEkRgghhBBCiNtEwoXzxJ066eww8kySGCFuY+vXr6d9+/aUKlWqWMzePmHCBJRSLFy40NmhCCGEEIWKTknh0vffcvjBrpwe8Ro6KcnZIeWJJDGi2AkLC0MpRWBgoLNDcThHXqRHRETQq1cvdu3aRYcOHejXrx/9+vXLe5D5KDAwEKUUYWFhzg5FCCGEKDLiwk5z7PneRIwfR0psDDcPH+Li/G+cHVaeyDwxQtymNmzYQGxsLO+99x6TJk1ydjgOMWzYMHr37k3VqlWdHYoQQgjhdDopiYsL5nJ+1ido09QcAK6+vrhXruzEyPJOkhghblNnz54FoHbt2k6OxHEqVKhAhQoVnB2GEEII4XQ3j4QS/s5obh7626q8TLcH8Z/wAe4Vi/bkxtKcTBQrEyZMoFatWgAEBwen9vNQStG/f38AtmzZwrBhw2jWrBlly5alRIkSNGzYkLFjx3L16tUM2wwKCkqtHxkZyeDBg6lRowZubm58+umnqetdvnyZl19+mWrVqlGiRAmaNm3K559/jtYapRQ1a9a0GfPOnTt56qmnqFq1Kh4eHtSoUYPBgwcTERFhtV7NmjWZOHEiAAMGDLA6tqCgoGy/RubjGT9+fIZtTZgwAYD+/fvb3a6t41m4cGHqNiIiIujTpw8VK1akRIkS3H333axYsSLTmI4cOcKgQYOoWbMmnp6eVKpUiXbt2jF9+nSSkpJSmwgGBwcDUKtWLavjN7PX3C4qKorRo0dTr149vLy8KFeuHN27d2fdunV2jzE5OZmpU6dSv359PD098fPz46233kqdbFYIIYQoTFLi4zk3czpHHn/EKoFxq1CR2rO/pM7nXxX5BAbkTowoZlq0aMETTzzBkiVLqFy5Mt27d09d1r59ewBGjx5NSEgIzZo1o0uXLsTFxbFv3z6mTp3KypUr2bFjBz4+Phm2fenSJVq1akVSUhLt27cnLi4Ob29vwEhg2rZty/Hjx6lWrRo9evQgOjqa4cOHc/z48Uzj/eKLL3jttdcAaNWqFR06dODo0aPMmzeP5cuXExwcTKNGjQB48skn2bBhAyEhIbRr1466deumbqdKlSrZfo2qVKlCv379OHDgQIZttWjRItvbyUxYWBitWrWiVKlSdOnShYiICLZv307Pnj1ZvXo13bp1s1r/l19+4fnnnyc+Pp5GjRrRq1cvrl27xuHDhxk9ejSDBw/Gx8eHfv36sWbNGi5evMgTTzxh8xxl5ty5c3Ts2JFTp07h7+9Pz549uXTpEhs2bGDt2rXMmDGD4cOH26zbp08fVq1aRWBgIA0aNGDLli18/PHHnDt3jsWLF+fptRJCCCEcKWb/XsLfHk3cyRNW5eUff4oab7+HW5kyToosH2it5VHIHsDhxo0ba3uSk5N1aGioDg0N1cnJyXbXvd2cPn1aA7pTp042l69atUpfvXrVqiwuLk4PGTJEA3rixIlWyzZv3qwBDehevXrpW7duZdjmoEGDNKB79OhhtXzv3r26dOnSGtABAQFWdbZv365dXV119erV9Z49e6yWzZ07VwP63nvvtSofP368BvSCBQuyeBWyZm9b/fr104DevHmzzbq2jmfBggWpr9PIkSOt3pczZ87UgO7QoYNVnWPHjmkvLy/t5uamv/vuO6tlKSkpeu3atTouLi61rFOnThrQp0+fztExPfLIIxrQffr00fHx8anlW7Zs0d7e3trV1VXv378/wzECulGjRvrChQup5adOndJlypTRgD5x4oTNOIoa+TwRQoiiLSk2Vkd8MF7vqeev99T1S30c7NRGX/sz2NnhpWrcuLEGDmsHXC9Lc7JiTGtNTFxckXpoI4nLVw8++CClS5e2KvP09OTTTz/Fzc2NZcuW2azn6enJ7Nmz8fLysiqPiYnhu+++w9XVlVmzZlktv+uuuxg2bJjN7X300UckJyfz5Zdf0rJlS6tlgwYNokePHuzcuZP9+/fn5jCdplatWkyZMgUXl7SPl2HDhlG2bFl27NhBQkJCavnMmTOJi4tj8ODB9OnTx2o7Sim6deuGp6dnnuI5deoUK1euxMfHh9mzZ+Ph4ZG6rH379rz00kskJyfz+eef26z/2WefWd3pqlWrFn379gWMpolCCCGEM13/awuhD9/Pv4vmg/k6SikqPt+fxn+sx7dDR+cGmE+kOVkxFhsfz+MzZjk7jBz5bcQb+KRLEvLDuXPnWLFiBf/88w/Xr18nJSUFAA8Pj0ybf911111Ur149Q/nevXuJi4ujdevWNvu9PPPMM0yePNmqLCUlhY0bN+Lt7c0DDzxgc38dOnRg+fLl7Nq1izvvvDOHR+g8gYGBVokCgJubG7Vq1WLfvn1ERUWljh62YcMGAIYOHZpv8WzduhWA7t27U65cuQzLn3/+eWbMmGEzIXF3d6dz584ZyuvXrw/AhQsXHBytEEIIkT1J165y9qPJRP36k1W5Z+061JzyMT4tWzkpsoIhSYy47cyYMYOxY8eSmJiYo3r+/v42y80Xsn5+ftmud/nyZWJiYgAyXPDbWrcoqVGjhs3yUqVKAVh1iD9z5gwAderUybd4zp8/D5DpwArm8nPnzmVYVqVKFVxdXTOU2zoWIYQQoqBEr1tDxIRxJF26lFbo6kqVIa9Q9dXXcPHM/y+EnU2SGHFb2bFjByNHjqR06dLMmjWLwMBAqlSpktpkqVq1apl+u56+GVlemO/8+Pj48MQTT9hdt0mTJg7bryOYY8+MZTOyosBydLP0itqxCCGEKN4SL1/izKT3iV79h1V5icZNqfmfaXg3LlzXDPlJkphirKSnJ7+NeMPZYeRIyTz2f8jK77//DsDkyZMzzE5/69YtIiMjc7xNc9Mo812F9GyVV6hQAS8vL1xcXFiwYIHdC2lnMN8dMt8tspTZceaGn58fx48f5+TJkw4ZGc2WatWqARAeHm5zeVhYGIDNpoJCCCFEYaC15srSJZyZPJHka9dSy5WHJ9VeH07lQUNQbrfXZf3tdbS3GaVUgfQvKWzMF+BJSUkZlkVHRwO2mzz98ssvuRpYoGXLlnh5ebFnzx4iIiIyNB/7+eefM9Rxc3MjMDCQNWvWsHHjRrp27Zqtfdk7NkcyJ2bHjh3LsGz9+vUO20/Xrl05fvw4X3/9NV988UWW6+fm+M1Da69Zs4arV69SJt3wkuZhkjt06JDtbQohhBAFJeH8OcLfe5vrfwZZlfvc3YqAyR/jVTv/mmQXZtJWQhQ7FSpUwN3dnZMnT5LHjHgkAAAgAElEQVScnGy1zNwhe968eVZ9YkJDQ3nrrbdytT8fHx+ee+45kpKSeOONN6z6SYSEhDB79myb9caNG4eLiwsDBgywOalkTEwM8+fP59atW6ll5rsKR48ezVWs2dWpUycA5syZQ1RUVGr5gQMHeP/99x22nzfffBMvLy+++eYbfvrJumOi1pr169dbvZ65Of7atWvz8MMPc+PGDd544w2r8759+3bmzJmDq6srr776ah6PRgghhHAcnZLCv4sXcfihrlYJjEvJkvhN+JD63/1y2yYwIHdiRDHk4eFB9+7dWbFiBc2bN+euu+7Cw8ODdu3aMWDAAD755BNWrFhBgwYNaNWqFVeuXCE4OJiePXuya9euTJsd2fPRRx8RHBzM0qVLqVOnDu3bt+fq1ats2rSJoUOH8t///jdDB/727dvz+eefM2zYMDp37kzTpk2pX78+7u7uhIWFceDAAeLj43n88ccpUaIEAN26dcPLy4uZM2dy6NAhqlWrhlKK0aNH06BBA4e8fgCdO3emU6dOBAcH07hxY9q1a8fly5fZuXMnr7/+OtOnT3fIfurXr8+CBQt44YUX6N27N5MmTaJZs2Zcu3aNQ4cOcebMGaKjo1P7LPXo0YNFixbRp08funXrljpU9ty5c+3u56uvvqJDhw7873//Izg4mDZt2nDp0iWCgoJITk7mk08+ybfmbEIIIUROxZ06Sfi4McTs2W1V7tsxEP9JU/CsbnsQnduJ3IkRxdLcuXN5/vnniYqK4vvvv2fevHkEBwdTvnx5du/eTZ8+fUhISGD58uWcO3eODz74gB9++CHX+6tQoQLbtm1j6NChJCcns3TpUiIiIpg2bRpjxowBoHz58hnqvfTSS+zZs4d+/fpx48YNVq5cydq1a4mJieG5555j5cqVVnPaVKtWjWXLltG6dWu2bt3K/PnzmTdvnsOH+lVKsWzZMl566SWUUqxatYorV64wa9Yspk2b5tB99e7dmz179tC3b1+uXbvGkiVL2Lt3L/7+/nzyySf4+Pikrvv4448zc+ZMatSowYoVK5g3bx7z5s3Lch/Vq1dn9+7djBw5Ejc3N3777Tf27t1Lly5dWLt2LSNGjHDoMQkhhBC5oRMTifzqc0If7W6VwLiWKUPNaTOpO3eRJDAmqiAmFxQ5o5Q63Lhx48aHDx/OdJ2UlJTUJjUNGjSQUZQKsR9//JFnn32Wl156iTlz5jg7HCEykM8TIYRwvpuHDxH2zhhuhR6yKi/70CP4vTcR9woVnRSZ4zRp0oTQ0NBQrXWeh1GT5mRCOMjevXtp2bKlVdmBAwcYPXo0QOos70IIIYQQZinxcVz4/DMiv54DFn153SpWJGDiFMrcb3tS7NudJDFCOEi7du2oUqUKjRo1wtfXl9OnT7N3715SUlIYNmwY7dq1c3aIQgghhChEYvbuJuydMcSfOmlVXv6p3tR46x3cSpfJpKaQJEYIB3n77bdZtWoVe/bs4erVq/j4+NCxY0cGDx7Mc889l6/7Xrp0KUuXLs3WuoMHD04ddlgIIYQQBS85NpZzn0zl0uJFYNG1w6OGHwEffoRvOxn2PyuSxAjhIOPHj2f8+PFO2feBAwdYtGhRttYNDAyUJEYIIYRwkmtbgol4720Szp1NK1SKSv0GUm34aFy9vZ0XXBEiSYwQxcCECROYMGGCs8MQQgghRCaSrl7l7JRJRP3+q1W5V916BEz5GJ87W2ZSU9giSYwQQgghhBD5KHrNKiImvkfS5UtphW5uVB36KlVeHoaLaT40kX2SxAghhBBCCJEPEv+9SMTE97m6brVVuXfTOwj4z3S8GzZyUmRFnyQxQgghhBBCOJDWmqjffuXslIkkX7+eWq48Pan2xkgqDxiMcpPL8LyQV08IIYQQQggHiT97hvB3x3Ljry1W5T6t7iVgysd41azlpMiKF0lickgp5Q10Ax4F2gMBQDJwAlgCzNBaxzgvQiGEEEIIUdB0cjKXvvsf5z6ZSsrNm6nlLiV9qPHWO1R4pg/KxcWJERYvksTkXB/gG9PvR4DlgC/QFpgIPKuU6qS1/tdJ8QkhhBBCiAJ068RxwseNIXbfXqvy0oH34T/pP3hUreqkyIovSWJyLhH4GvhUa33EXKiUqgr8AdwJfIqR7AghhBBCiGJKJyYS+c2XXPjvLHRiQmq5a9my+L87kbKPPoZSyokRFl+SxOSQ1noRkGFWQa31BaXUq8A24HGllIfWOiHDBoQQQgghRJF38/DfhI0dza1/Qq3Kyz7cA7/3JuJevryTIrs9SBLjWCGmn55AeeCCE2MRQgghhBAOlhIXx/nZM7k472tITk4td69cGf+JkynTpZsTo7t9SBLjWLVNPxOBK84MRAghhBBCONaN3TsJH/cW8adPWZVXeOZZarw1DtdSvk6KLPuuxt4kKuYGdSpXdnYoeSJDJDjWG6afa7TW8U6NRBS4sLAwlFIEBgY6O5RCITAwEKUUYWFhud7GyZMn6dWrFxUqVMDFxQWlFEFBQQ6LsaAFBQWhlKJ///7ODkUIIUQOJN+4QcSEdznW5ymrBMbDz596//uBgA+nFvoEJiEpiR+37aD/nK+Y/PtykizuIhVFksQ4iFLqIWAQxl2Y97JZ57CtB1AnP2MVubNw4UKUUkyYMMHZoeRYUYw9JSWFJ598kqVLl1KvXj369u1Lv379qFKlirNDy9SECRNQSrFw4UJnhyKEEMJBrgVv5vDD93Ppu/+lFbq4UHnQEJr8sR7fNu2cF1w2pGjNpsOhDPzyG+YHBXMzIYGzV66w6kBI1pULMWlO5gBKqYbAYkABo7XWRftdIXKlevXqHDlyBG9vb2eHUiyEhYVx4MABOnTowJ9//unscBzinnvu4ciRI5QuXdrZoQghhMhCUnQ0Z6ZM5MrS36zKveo3oOaUaZRs3sJJkWXf3xFn+HrjZo5esO6mXcrLC3dXVydF5RiSxOSRUqo6sAYoizHR5azs1tVaN8lkm4eBxo6JUBQUd3d3GjZs6Owwio2zZ88CULt27SzWLDq8vb3lPSKEEIWc1pro1Ss5M/F9kq5EpZYrd3eqvDyMKkNfxcXDw4kRZu3clSvM3RTMX8eOWZW7ubjQ4+676NOuLb4lSjgpOseQ5mR5oJQqB6wDAoAFwCjnRiTMzpw5w7Bhw6hTpw5eXl6UK1eORx55hG3btmVYd9u2bfTs2ZOAgAA8PT2pUqUK99xzD2PHjiUmJgYw+ncMGDAAgIkTJ6KUSn2Ymw5l1ifGsinXyZMnefrpp6lQoQK+vr48+OCDhIYaQzMmJSUxZcoU6tevj5eXF3Xr1uXzzz+3eXx//PEHAwcOpFGjRvj6+lKyZEmaN2/OlClTiI+37o6VndjNjhw5Qv/+/fHz88PT05PKlSvTu3dvDh8+bDOO5ORkpk+fTsOGDfHy8sLPz4833niD69evZ35yskEpRadOnQBYtGhRarzm1zar5nG2+uNYnp9bt24xduzY1HNet25dpk6ditba5vaioqIYN24cd9xxByVLlsTX15c77riDMWPGcMH07VbNmjWZOHEiAAMGDLB6nc39eOz1iUlKSmL27Nm0bNkSHx8ffHx8uOeee5gzZw7JNtotWx7j0qVLad26NSVLlqRcuXI8++yzqUmgEEI4Q3RMLN//tY2xP/zEG4u+ZewPP/HDX9uJjol1dmh2JVyM5NSrQzj9xqtWCYx3sxY0WrqKaq8NL9QJzPWbt/hi3QYGfz0vQwLTvkF9vhkymJe6dinyCQzInZhcU0r5AKsx7pj8BryoM7sCEgVq+/btPPzww0RHR9OgQQMefvhhLl26xNq1a1mzZg3fffcdzzzzDAArVqygZ8+eaK255557aNu2LVevXuX48eNMnTqVl156CR8fH7p3705SUhJ//fUXzZs3p0WLtFvIdevWzVZcp0+f5p577qFy5cp07dqV0NBQ1qxZw969ezl48CAvvfQSQUFBdO7cmdq1a7N582aGDRuGh4cHL774otW2Bg0axK1bt2jatCnNmjXj2rVr7Nq1i3HjxrFx40bWrVuHq+k2cXZjX7p0Kb179yY+Pp4WLVrQunVrzpw5w88//8yKFStYvXo1HTt2tIqjb9++/Pjjj3h7e9OtWzfc3NxYtGgRf/31F+7u7jk7cRb69etHZGQka9eupU6dOrRv3x7AIXcxEhIS6NatG6GhoQQGBhIbG0twcDBjx47lxo0bfPjhh1brHzlyhG7dunH27FmqVKnCAw88AMCxY8eYNm0abdu2pWfPnjz55JNs2LCBkJAQ2rVrZ/XaZtWPJzk5mccee4xVq1bh6+vL/fffj9aaTZs28corr7B+/Xp+/fVXXFwyfu/0xRdfMGPGDDp06MBDDz3Ezp07+fHHH9m7dy8hISGUKAb/qIQQRUd8YiJfrN/I+oN/k5SSYrVs3+kwvt2ylW7N7uCVbl3xcCs8l6Faa6J+/Ymz//mQ5BtpX8QpLy+qDx9NpX4DUYW4+VVCUhLL9+7j+7+2ERNn/WVmw2pVGdrlPpr41XBSdPlEay2PHD4w5oHZCGiMpmQeDt7+4caNG2t7kpOTdWhoqA4NDdXJyck210lJSdGJ164WqUdKSord487KtWvXdNWqVbWrq6tevHix1bLdu3frsmXLah8fH/3vv/9qrbXu2LGjBvSvv/6aYVu7du3S169fT32+YMECDejx48fb3Pfp06c1oDt16mRVbq4H6LFjx6YeY0pKiu7fv78GdOPGjXXTpk1T49Ja6w0bNmhABwQEZNjX0qVL9c2bN63Krl+/rh955BEN6EWLFtmMwV7sJUuW1D4+Pnr9+vVWy1avXq3d3d21n5+fjo+PTy3/8ccfNaD9/f316dOnU8svXryomzZtmnrMlstyYvPmzRrQ/fr1y7Asq+Pp1KlThn2bz4/5HF27di112e7du7Wrq6v29vbWN27cSC1PTEzUDRo00IB+8803rY5fa60PHTqkT5w4kfp8/PjxGtALFizI0TFNnz5dA7pJkyY6MjIytfz8+fOp+589e7bNY/T29tbbtm1LLY+NjdVt27bVgJ43b57NONLLzueJEEJkJS4hQY/89jt9/+SPsnyM/PY7HZeQ4OyQtdZax4WH6aPPP6P31PWzehzt+4yOCzvt7PDsSklJ0UGHQ/Xzn8/J8Br3/e8cvflwaJ6vrRypcePGGjisHXC9XHhS4CJCKeUK/ADcB2wBHtdaJzg3KtuSb1wnpOUdzg4jR5rv/Rs339x3ep4/fz4XLlxg5MiRPPfcc1bL7r77bt577z1GjBjB4sWLGT58OJcuXQKga9euGbbVqlWrXMdhS+3atZk0aRJKKcBoMjV8+HAWLlxIaGgoGzZsoGLFiqnrd+nShTvvvJP9+/cTFhZGzZo1U5c99thjGbZfqlQpZs6cycqVK1m2bBkvvPBCtmP79NNPiY2NZfbs2Rlei+7du/Pyyy/z2Wef8ccff9CrVy/AuAMAxohclrFVqlSJadOm8eCDD2Z7/wXJxcWFr776Cl/ftKEw7777bh588EFWrlzJnj17Uput/fbbbxw9epQmTZowffr01LtbZk2a2OzWlmOfffYZADNmzKCyxbj9VatWZdq0afTo0YNZs2YxbNiwDHWHDx9OmzZtUp97e3szYsQItm3bxp9//snAgQMdEqMQQmTli/UbORhxJlvrHow4w5z1G3nzoe75HFXmdHIy//5vAednTiPl1q3UchefUvi9/S7ln+qd+j+7MAo9e46vN24i9Nx5q/KSnp48264NPe9uWajudjla8T2y/DMM6GX6/TLwRSZv8FFa68sFFpUAYN26dQA8/vjjNpd36NABgF27dgHQsmVLjhw5wvPPP897771Hy5YtbTbZcYTAwMAMTazMndbd3d1tzi9Tu3Zt9u/fz4ULF6wSBYDjx4+zatUqTpw4QWxsLCkpKal9Oo4fP56j2LLzun322Wfs2rWLXr16kZiYyI4dOwBSm+ZZ6t69O2XLliU6OjpHcRSEgIAAGjRokKG8fv36AKl9XAA2bNgAwODBgzMkMI4SERFBREQEFStWpFu3jLM8P/LII5QpU4YTJ04QGRmZoWmarTq2jkUIIfLTlZgY1h/8O0d11h38m34dO1DWp2Q+RZW5W8ePEv72GGJD9luVl76vK/4Tp+BRiIfzvxB9lXmbg/jzn6NW5a4uLjxyZwv6dmhH6dtgpFRJYnKurMXvvTJdCyZgJDmiAJk7crdrZ3/M9suXjVMzZcoU/v77b1asWMGKFSsoW7Ys7du3p0ePHvTt2xcvLy+HxVa9evUMZT4+PoDRZ8LWRbJ5uWVnfa01o0aNYubMmZl2RL9x40aOYjO/brZitGR+3aKiokhISKBixYqZDikdEBBQKJOYGjVstwkuVaoUYP1anzljfKNYp07+Td10/rzxDVpAQIDN5UopAgICuHr1KufOncuQxNg6HlvHIoQQ+WlNyMEMfWCykpSSwpqQgzzbrk3WKztISkICF7+ew4UvPkMnJqaWu5Urj9/7Eyn70KOF9u7LjVtx/LBtG8v27CMx3YAvberXY3DnTviVL++k6AqeJDE5pLWegJGgFHqupXxpvjdn34o4W15nu00xfYA++eSTlCyZ+Tc75g7ifn5+7Nmzh02bNrFy5UqCg4NTE5qPP/6Y7du3U95BHwj27vDk5O7PTz/9xIwZM/Dz82PmzJm0adOGihUr4u7uTkJCAp6enpkmN5kxv279+vWzu969996bo+06S4qdf6T5dactP9n7h1oUj0cIUfxktxlZeiEREQWWxMQeDCH8ndHcOvqPVXm5Hr3wGzcet3LlCiSOnEpMTmbl3v0s/usvbtyKs1pWt0plhna5j+YB/k6KznkkiSnGlFJ56l9SFNWoUYOjR48yduxYWrZsma06bm5udOvWLbVZTnh4OAMHDmTTpk1MnTqVjz/+OD9DzrHff/8dgDlz5vDwww9bLTt16lSutlmjRg1OnjzJJ598kq2krXz58nh4eHDp0iVu3bplcwSsiIiIXMWSHR6m4S3NQ2CnZ76Dkld+fn4AnDx50iHbs6VatWqA8b7LjHlZVnfKhBDCWW4l5K57cG7r5UTKrVucnzWDiwu+AYsvudyrVCVg0hRKd+6S7zHkhtaav44dZ+6mIM6na9lQoVQpBnbuxH1NGuNSSO8c5Tf5Ck8UK/fffz+QdqGfGwEBAbz11lsAHDp0KLXcfOGclJSUhwjzztxEy1Yzop9//tlmnaxiz+nr5u7unnpXxtY+161bx5UrV7K1rdyoWrUqYAxznN6xY8cclkCZBzmYN2+e3bs7Zrl5j/j7++Pv78+lS5fYuHFjhuV//PEH0dHR1K1bN8uhmoUQwllK5HLulNzWy64bO7cT+ugDXJz3lVUCU+HZvjRZtaHQJjBHz19g5OLvmbTkd6sEpoSHBwM6dWTBSy/StWmT2zaBAUliRDEzdOhQKlWqxMcff8zXX3+d4cIzKSmJtWvXpiYnM2fOJDIyMsN2Vq1aBaR9Ew9p35gfPXo0w/oFydxp++uvv7ZqNrZlyxamTZtms05WsY8cOZISJUowatQofvvttwzL4+Pj+fXXX60mUHz55ZcBGD9+vFXScPnyZUaPHp3Do8qZVq1a4e3tzerVq9m7d6/VvgcPHpythCM7Hn/8cerXr8+hQ4cYM2YMiRbtpwEOHz5sdfcrt++R1157DYARI0akjpgHEBkZmfpavvHGG7k6BiGEKAjN/P2yXsmG5v750wwq+cZ1wt97m2N9nyE+PCy13DOgJvUX/0zApCm4mvoPFiYXr13jP8tW8NrC/3HoTNr/XBeleOTOFix8aQjPtmuDZx7mYisupDmZKFbKlCnDsmXLePTRRxk6dCgffvghTZs2pWzZskRGRrJv3z6uXr3K77//TtOmTZk4cSKjRo2iefPm1KtXD601ISEhHDt2jHLlyjFq1KjUbbdu3ZpKlSrx66+/EhgYSO3atXFxcWHgwIG0bdu2wI7x9ddfZ+HChXzxxRcEBQXRrFkzzp07x9atWxk5ciTTp0/PUCer2OvWrcsPP/xAnz59eOKJJ6hbty6NGjWiZMmSnDt3jn379hEbG8v+/ftT7wA9++yz/P777/zyyy80btyYLl264ObmxqZNm6hduzatW7dOHcHM0Xx8fBg1ahSTJk2iffv2dOrUCaUUO3fupFGjRrRp04bt27fneT9ubm4sWbKE+++/n08++YTvv/+eNm3aoLXm+PHjHDp0iN9//z11lLlu3brh5eXFzJkzOXToENWqVUMpxejRo22OiGY2fPhwNm3axOrVq6lXrx733XcfWms2btzIjRs36NmzJ6+88kqej0cIIfJL9+bNWLzlrxx17ndzcaF782YOj+Xa5o2Ev/c2iRctvqR0caHyoCFUe30ELg4ctMdRYuPi+XH7Dn7btTtDp/176tTmxfs6E1CxgpOiK5zkTowodlq3bs3ff//NmDFj8PX1JTg4mKVLlxIeHk6nTp1YuHBhajOh2bNn07t3b27evMnq1atZs2YNbm5ujBgxgoMHD1KvXr3U7Xp5efHHH39w//33c+DAARYuXMi8efNsNmnKT/Xr12fPnj08+uijXL58meXLlxMTE8NXX32V6Z2Y7MT+2GOPcfDgQV555RWUUqxfv54//viDf//9l0cffZSff/6Zxo0bW233+++/Z+rUqVSvXp01a9awY8cO+vTpw6ZNm/D09MzX12HChAlMmzaNGjVqsGnTJg4dOsTAgQNZv359arMuR2jatCkhISGMGjWKUqVKsWrVKjZt2oRSirfeeovWrVunrlutWjWWLVtG69at2bp1K/Pnz2fevHlZDnXs6urK8uXLmTVrFrVr12bt2rWsW7eOBg0a8Pnnn/Prr79KB34hRKFWzseH+5vlbG66bs3ucOjwyolRUZwe8TonhgywSmBKNGhIw1+XUWPMO4UugUlKTmb53n30n/MVP23fYZXA1K5UiY+efYYPn3lKEhgbVE5HMRL5Tyl1uHHjxo0PHz6c6TopKSmpTVYaNGggFzhCiFyTzxMhhCPEJyYy7qdfsjVSWTN/P6b0ftohkzFqrYn+YwVnJr1PUnRaf0zl7kHVV1+n8osv4ZLPfW9ySmvNjhMnmbtpM2eirPuQlvPxYUCnDnS9oymuxezzuEmTJoSGhoZqrfM8W7Q0JxNCCCGEEHnm6e7O5GeeYs76jaw7+LfNpmVuLi50a3YHr3Tr6pAEJuHCBSImjOPapg1W5SVb3EXAlI8pUa9+nvfhaCciL/LVxk2EhFsPQuPp7s4zre/liXtb5fuAB8WBJDFCCCGEEMIhPN3defOh7vTr2IE1IQcJiYjgVkICJTw8aO7vT/fmzRzShEynpHD55x84O3UKKTFpEzy7lChBtRFjqPR8f5SNSaSd6dL16ywM3sKGvw9h2Q5KAQ80b0a/Th0ob5rkWmRNkhghRL77559/+Oijj7K1bvv27Rk8eHA+RySEECI/lfUpybPt2uTLRJZx4WGEj3uLmJ3WA7iUatuegA8/wtOvcE38eDM+np937GTJzt3EpxuCv2WtmrzYpTO1K1VyTnBFmCQxQoh8FxkZyaJFi7K9viQxQggh0tPJyfy7cB7nPp2Ojkubud61lC813n6P8k8+jSpE86Ykp6SwNuQgi/7cSnRsrNWygAoVGNKlM63q1HZSdEWfJDFCiHwXGBiIDCIihBAit24dO0rY26O4eTDEqrzM/Q/gN/4DPCoXrsmAd588xdcbNxN++bJVedmSJenXsT0PNG9W7DrtFzRJYoQQQgghRKGUkpBA5Jf/JfLLz9EWEw67la+A//hJlOn+cKG6+3Lq33/5ZuNm9p4Osyr3dHPjiXtb8XTre/HO5ykIbheSxAghhBBCiEIn9sB+wt4ZTdxx6/nYyvV6Ar+338etbFknRZZRVEwMi4K3sO7g36RYtDxQQJc7mjKgUwcq+vo6L8BiSJIYIYQQQghRaCTfvMn5T6fz78J5YJEQeFSrjv8H/6F0x0DnBZfOrYQEluzczc87dhJncacIoHmAP0O6dKZelcLV1K24kCRGCCGEEEIUCte3/0X4uLdIOGM9h0rFvv2oPvItXAvJEMTJKSls+PsQC4O3EBUTY7XMr3w5XryvM/fWrVOomroVN5LECCGEEEIIp0q6fo1zUydz+ecfrco9a9UmYPJUSrW610mRZbT/dBhfbdzMqX//tSovXaIEz3dsz0MtmuNWyOaoKY4kiRFCCCGEEE5zdeM6IsaPI/HixbRCV1eqDB5K1dfexMXTy3nBWQi/dJm5m4PYeeKkVbm7qyuP39OK3m1aU9JLOu0XFElihBBCCCFEgUuMusyZD8YT/ccKq/ISjZpQ8z8f493kDidFZi06JpZvt2xl1YEQq077AJ2bNGZgYEcqly7tpOhuX5LECCGEEEKIAqO15srypZyZPIHk6OjUcuXhSdXX3qDKoKEod3cnRmiIT0zkt117+Gn7Dm4mJFgta1qjBkO6dqZhtWpOik5IEiOEEEIIIQpEwoXzhL/3DteDN1mVl7yrJTWnTMOrTl0nRZYmRWs2HQ5lQVAwl67fsFpWrWxZBt8XSLv69aTTvpNJEiNuKxMmTGDixIksWLCA/v37OzscIYQQIl9Ex8SyOiSEgxFnuJWQQAkPD5r7+9O9eTPK+pQs8Hh0SgqXf/iOs9P+Q0ps2mheLt7eVB81lorPvYAqBDPYHwyP4KuNmzkeGWlVXqqEF33bt+ORu+7EXTrtFwqSxAiRQ2FhYdSqVYtOnToRFBTk7HCEEEKIVPGJiXyxfiPrD/5NUkqK1bJ9p8P4dstWujW7g1e6dcXDrWAuA+PCThP+zhhidu+0Kvdt3xH/D/6DZw2/AonDnrNRV/hmcxDbjx23Knd3deWxu+/i2bZtKVWicAwwIAySxAghhBBCFAPxiYmM++kXDkacyXSdpJQUVh0I4eyVK0x+5jj3UdcAACAASURBVCk887HviU5K4uL8bzj/2Qx0fHxquWvp0vi98z7lej3p9CZZ127eZPHWbazct5/kdElfp0YNGRjYiaplyzgpOmGPJDEi2wrbrWkhhBBCpPli/Ua7CYylgxFnmLN+I28+1D1fYrl5JJTwd0Zz89DfVuVluj+E//uTcK9YKV/2m10JSUks3bOXH/7aTqxFggXQqHo1hna5j8Y1qjspOpEdzm98KAq9+MREZq5aw3P//YKFwVvYdzqMI+fOs+90GAuC/+S5/37Bp6vWkJCU5OxQUy1fvpw2bdrg7e1N+fLleeKJJzh27JjNdQ8cOMCYMWNo2bIlFStWxNPTk9q1a/PKK69w/vx5q3UnTJhArVq1AAgODkYplfqw7GOzZcsWhg0bRrNmzShbtiwlSpSgYcOGjB07lqtXr+bbcQshhLg9XYmJYf3Bv7Ne0cK6g38THRPr0DhS4uM5N3M6Rx5/xCqBcatQkdr//Yo6s790agKjtWbz4VAGfTWXuZuCrBKYKmVKM65nDz59oa8kMEWA3IkRdhW2W9PZ8eWXX/Lyyy+jlKJDhw5UrVqVHTt2cM899/Doo49mWP+jjz5iyZIlNGvWjPbt2wNGYjNnzhyWLl3Knj17qGYaQrFFixY88cQTLFmyhMqVK9O9e9o3WOa6AKNHjyYkJIRmzZrRpUsX4uLi2LdvH1OnTmXlypXs2LEDHx+ffH4lhBBC3C7WhBzM0AcmK0kpKawJOciz7do4JIaY/XsJf3s0cSdPWJWXf+Jparz9Lm6lndss6/CZs3y1cRP/nL9gVV7S05Pn2relR8u7CqyfkMg7OVPCrsJ0azo7wsPDGT58OO7u7qxYsYIHHngAgMTERAYMGMDixYsz1Bk6dCizZs2icuXKqWUpKSl8+OGHjB8/nnfffZf58+cD0LNnT1q0aMGSJUto2LAhCxcutBnH+PHjadu2LaUtJr+Kj4/n9ddf5+uvv2bGjBm8//77DjxyIYQQt7Ps/q9OLyQiIs9JTHJsLOdnTuPf/y0Ai8kgParXIOCDj/Dt0DFP28+r89HRzN0UxNaj1i0yXF1c6NHyTp5r1w5f7xJOik7kljQnE5kqLLemc2L+/PnExcXx7LPPpiYwAO7u7syaNQtvb+8MdTp37myVwAC4uLjw/vvvU716dZYvX57jOB588EGrBAbA09OTTz/9FDc3N5YtW5bjbQohhBCZuZVuMsb8rmd2feufhD7SjX8XzU9LYJSi0gsDaPzHeqcmMNdv3eLLDRsZ/NXcDAlMu/r1mTtkEC/f31USmCJK7sSITBWGW9M5tWXLFgB69+6dYVn58uXp1q0bS5cuzbAsKiqK5cuXc+jQIa5evUpycjJg3MGJioriypUrlCtXLkexnDt3jhUrVvDPP/9w/fp1UkyvpYeHB8ePH8+ithBCCJF9JTw8CrRe0rWrnP1oMlG//mRV7lW7LgFTpuLTslWutusIicnJrNi7j++2buNGXJzVsvpVqzCky30083f+sM4ibySJEZly5q3p3DJ3xA8ICLC5vGbNmhnKfvjhB4YMGUJMTEzGCiY3btzIURIzY8YMxo4dS2JiYrbrCCGEELnVzN+PfafDclyvub9/jutEr1tDxIRxJF26lFbo5kaVF1+m6quv4eLpnPlUtNZsPXqMeZuDOB9tPYhOJV9fBnbuRGDjRrg4eVhn4RjSnExkylm3pgtSeHg4/fv3JyEhgU8//ZTjx49z8+ZNtNZorWnTxkjGtEUb36zs2LGDkSNH4u3tzcKFCwkLCyMuLi51m1WrVs2vwxFCCHGb6t68GW45nPHezcWF7s2bZXv9xEv/cvK1lzj16hCrBMa7SVMaLVlB9RGjnZbAHDl3nhHffscHvy21SmC8PTwYGNiJeUMHc1+TxpLAFCNyJ0ZkqqBvTTtC1apVOXr0KOHh4TRu3DjD8vDwcKvnq1atIiEhgVGjRvHGG29kWP/UqVM5juH3338HYPLkyfTr189q2a1bt4iMjMzxNoUQQgh7yvn4cH+zO1h9ICTbdbo1uyNb87xprbmydAlnJk8k+dq11HLl4Um114dTedAQlJNG9Yq8eo35QcEEhR6xKndRiofvbEHfDu0oW1LmsiuOJIkRmSrIW9OO0qFDB4KCgvj555958MEHrZZduXKFdevWWZVFR0cDUKNGjQzb+vPPP7l48WKGcg9TkpaUybw49rb5yy+/5OiujhBCCJFdr9z/f/buPC7Kcv0f+OcZmBk2WUVRWdw3ZHBXREBEiWhfTG0zK62sc46dU5Za2aaV53R+37PpSbOyzDJbTpuShIiA+8IMirvAAO4OKDvDzP37Q0UeZRsYZhA+79erF6frfu7nuaZOOpf3c193DAoMhia9Dq4JDMCc2EmNXldZkA/96/NxOTVFFncbORpBS5bCqVfvZufbEiUVFfhq23b8b/deGK/uY71mbL++eDo6CoGdO9slN7INvk5G9bLF0rS1zZw5E2q1Gl9++SV+//33mrjRaMSLL76I0lJ557T+/fsDANasWSMbKygowLPPPlvnMzp37gylUokTJ07UNACo656rVq2S7YnJysrCK6+80vwPR0RE1AC1UonFU6cgfmhovb9/OyoUiB8aiiXTHmrwTBRhNuPcmtXIumOyrIBRuLoi4M130f/Lb+xSwFSbTPhxz148sXwF1u/YJStg+nbtig8enoa3pzzAAqYD4EoM1as1l6ZbS69evfDhhx/ihRdewG233YbIyEj4+flhx44dKCwsxCOPPIIvv/yy5vq7774bwcHB2LNnD/r27Yvw8HBUVFQgOTkZQ4cOxbhx47Bt2zbZM1QqFeLi4vDzzz8jNDQUw4cPh0qlQnh4OGbOnImZM2fiww8/xM8//4wBAwZg1KhRMBgMSElJwb333otdu3bd9FobERGRNaiVSsyNj8OMyAgkaHXQ6vUor6qCs0qF0MBAxIVqGv19uuLkCeQunIeSPbtlcffICQh65z2outv+NHshBHYcO46Vm7cg32CQjXXu5IYnoiIxKWQI97x0ICxiqEGtsTTd2p5//nn06NED77//Pnbu3AknJydERkbi/fffx9dffy27VqVSITU1FQsXLsTGjRvxyy+/oEePHvjDH/6AN954A/Hx8XU+4+OPP8ZLL72ExMRErF27FiaTCdXV1Zg5cyZ8fHywe/duvPLKK0hJScFPP/2EXr164Z133sFLL72EPn362OIfAxERdWBebq6YHh5mUbdQYTTi7CcrcOqf/wdRVVkTd/D0RMBrb8L77vsg2aFIOHr6DFYmJUOr18viTkolpoaNxQNjRsFJqbR5XmRfEt/Pb3skSTo4ePDgwQcPHqz3GrPZjCNHjgAABgwYAIWFr31ZotJoxPLEJGzSZdZ5boyjQoFYTQjmxE5qcGmaiNomW/56QkRtU9nBA8hZMA/lWQdkca/4OxHwxttQ+tj+9axzly/jsy1b8fsB+fchhSThtlANZkSOh7ebm83zouYLDg5GVlZWlhAiuKX34jdOapQ1lqaJiIio7TFXVuD0v/+BMyv/C9TaX6Ls0gWBby6G5+TbbJ5TWWUl1m3fie927UbVDU10RvbuhVkTo9Gri6/N86K2hUUMNVlzlqaJiIiobSrZuxs5C+ah8uQJWdxnyjT4v7oQju4eNs3HZDZjY4YWn29NQ1FZmWysl68vZsVEY2TvXjbNidouFjFEREREHYippAQFf1+K82tWA7W2Faj8AxC0+AO4jxtv03yEENh94iRWbk5G7oWLsjFvV1fMiIpArCYEDnzVlWphEUNERETUQVxKTYH+tVdRdargelCS0GXGk+j+4stwcHGxaT4nzp7DiqTN2J8j79qpdnTElLGjMWXsGLseok1tF4sYIiIionauuqgI+UvexsUfvpXFnfr2Q9CSv8Jt2HCb5nOxuBifpaRiky4TtVtMSbhyXMOMqAh07tTJpjnRrYVFTDNIkuQMYD6AaQACARgAJAB4XQhR0NBcIiIiIlsq3Pgr9G+9juqLF64HHR3R7dnn4ffsC1Co1TbLpbyqCut37ML6nbtQWetAaAAY1jMIs2Oi0adrV5vlQ7cuFjEWkiTJCcBmAGMBnAbwI4CeAGYCuFOSpLFCiJP2y5CIiIjas8KSUmzUaqHT5zXYLdR47iz0b72Bok0bZfNdQjQIWvJXuAwcZLOcTWYzNukysXprGgwlJbKxQB8fzIqJxug+ve1yDg3dmljEWO41XClgtgOIFUKUAIAkSX8G8CGATwBMaO0kav9HbjKZeK4DETWbudb5T/wCQdR2VRqNWJaYhMQ6zm3bl52DL1LTEKsJwXOTY1D84w/If+9tmC5frrlGUqvRfe5L6PrEU5BseK7b3uxsrExKxslz52VxDxcXzIgcj9uHhnLTPlmMRYwFJElSAXjh6t8+f62AAQAhxN8lSZoBIEqSpBFCiL2tnAvUajUqKytx+fJl+Pj4tObjiKgdKy0tBQCoVCoWMURtVKXRiIXr1kOnz6v3mmqzGdtSU9H3H39Ft5PHZGNuo8ciaMlSOAX1bOVMr8s5fx4rkpKx52S2LK5ydMQDo0fhobAxcLXhq2zUvrCIsUw4AA8AJ4QQ++sY/xaABsBdAFq1iAEALy8vnDlzBufOnUN1dTU6deoEtVrNLyFE1CRmsxmlpaU4e/YsAKATN9EStVnLEpMaLGAksxlhhzMRu3cH1LUOiFS4usH/lQXoPPVhSDZa7SgsKcXqralI0OpgFkI2FjMkGDOjItHFw90muVD7xSLGMqFXf+6rZ/xaXGODXODh4YGKigoUFRXBYDDAYDDY4rFE1A45OTlxRZeojTKUlCBRl1nvuG+RAQ+kJSPo/BlZ3CUiCn0WL4WqW7fWThEAUGE04rudu/HNjp0or6qSjYUEBOCZSdHob6NcqP1jEWOZwKs/8+sZvxYPskEuUCgU8PPzg6urK4qLi1FaWgqTyWSLRxNRO6FSqdCpUyf4+PjAwcHB3ukQUR0StLqb9sAAgMJsQmTmfsRk7IZjrfEStRN+GRuB4U88hUE2KBrMQiDpwEF8umUrLhQXy8b8vb3x9MQJCOvXl2+KkFWxiLGM29WfZfWMl1792aR3MiRJOljPUJ+mJiRJEtzd3eHufmVZVggBccPSLRFRXSRJ4pcKoltAXa+Rdb9wDg+mbUa3QvkJ9xm9++GXMREodXKGQ14eprdybhk5uViRlIzjV19Lvcbd2RmPjg/HncOHwpF/QEKtgEVMO8MvJURERO1L7VezHKurEZOxGxEH9sOh1h9aXnJxxf/ConA4sFed86xNf+EiPk7egh3HjsviEgBfD3dMGjIEUYMGsoChVsMixjLXupG51DN+rTl7cT3jMkKI4LriV1doBluWGhEREbVHzioVAKDnmVN4IH0zOl++JBvf2X8wNo4ah0qVus551lRUWoYvUtPw6/6MmzbtA4AAcO7SZaxN34Zvtu9ArCYEc2InQWXDls7UMfD/UZbRX/3pX8/4tXiuDXIhIiKiDmCorw8C1q7G2MMHZPGLndzxfXg0Tnar+2tJaGBgnfHmqKquxg+79+CrbdtRVtm0FZ5qsxkbMrTINxiweOoUqJVKq+VDxCLGMtqrP4fXM34trrNBLkRERNTOXdqyGQPfWgDTmeudx8yShLTgUPw+bDSMjnUXBo4KBeJCW94s1SwEtmQdwifJKThX6+BMS+j0eViemIS58XEtzofoGhYxlkkHcAlAH0mShgohMm4Yf/Dqz59tmxYRERHd6gpLSrFRq4VOnwdzUSHGJiUgSCs/1eGMpze+Gz8R+b5dG7xXrCYEXm6uDV7TmAN5+fjo9804cvq0LO6qVqO8qqrO18nqs0mXiRmRES3OiegaFjEWEEJUSZL0bwALAfxHkqRYIUQpAEiS9GdcOR8mRQjR6gddEhERUftQaTRiWWISEnWZqDaZEJJzHHfvSIVbRXnNNWYHB2SOj8b6oL4wNbJZXhMYgDmxk5qdT4HBgFXJKUg7clQWd1QocNeI4XBSOuKrbTssume12YwErQ7Tw8OanRdRbSxiLPcugEkAxgE4JklSKq6cCzMGwHkAT9oxNyIiIrqFVBqNWLhuPXT6PHQqK8U921MQrM+WXZPXuQu+Gz8RviEaTPL2RtKBg3WeG+OoULRoI/3lsnJ8mZ6On/buh+mG+48f0B9PRU9AD28vvPrVOovvDQBavZ5FDFkNixgLCSEqJEmKBjAfwMMA7gVgAPAZgNeFEPUdhElEREQksywxCbpcPUYeO4T43elwrtUWucrBEZtGjMG2QRoIhQJn8wsQ2LkzvnxhDhK0Omj1epRXVcFZpUJoYCDiQjXNel2rqroaP+3dh7Xp21BSUSkbG9C9G56JmYghAdebBzS3dXNrtnymjodFTDMIIcoBvHH1LyIiIiKLGUpKsCctDU+lJaHv6QLZ2PFuPfDDuGgY3D1k8Wt7S6aHh7V4VUMIgdTDR7AqOQWni4pkY1093PHkhChEDR4ExQ3nzzW3dXNrtHymjotFDBEREZGNCZMJO5e+hxe+/woqU3VNvEKpwq+jw7Gn3yCgjsOrrbW3JCu/ACuSNiOr4JQs7qJW4eFx43DvqBH1vpKmCQzAvuwci59pzZbPRCxiiIiIiGyo/NgR5M6fhy7a/bJ4VkBP/BgWhcuubg3Ob8nektNFRfgkOQUphw7L4gpJwl3Dh+HRiHB4uNR3pvcVcaEarElNr3NfTn2s1fKZ6BoWMUREREQ2YK6qwpmPluHM8n9BGI018RInZ/w0JgKZvfrWufpyo+bsLSmpqMDa9O34cc9eGE0m2VhYv754euIEBPj4NOle3m5umKwJwcYMbeMXX2WNls9EtbGIISIiImplpTotche8jPIj8hWQ/X3645fR41Hm5Nzke1myt8RoMuGXffuxJi0dxeUVsrG+fl3xTMxEhAZZ/prXnMkxKDAYoNPnNXptS1s+E9WFRQwRERFRKzGXl+PUP/6Os5+uBGq9fqX064bs6Y/jm6ISi+/ZlL0lQgikHz2GVclbUGAolI117tQJT06IxMQhwTdt2m8qtVKJxVOnYHliEjbpMlul5TNRQ/j/KCIiIqJWULxzO3IXzEOlPlcW9334MfR46VX4SxI++vdyq+8tOXr6ND76PRmZefJVEmeVCtPCxuK+0SPhpFQ2/YPUQ61UYm58HGZERli15TNRU7CIISIiolZTWFKKjVotdPq8DvMF11R8GfkfLMGFdWtlcXXPXghavBSdRo8BAHgDVt1bcu7SZXyyJQWbD2bJ4gpJwu1DQ/F4xPhW+Wfu5eZqlZbPRJZgEUNERERWV2k0YlliEhLreNVoX3YOvkhNa5evGhVt/h36NxbAePbM9aBCga5PzUb3P/4ZCicn2fXW2FtSWlmJr7ftwPe7dt+0aX90n96YNTEaQb6dm/eBiNqo9vOrBhEREbUJlUYjFq5b3+AX82qzGRsytMg3GLB46hSorfB6k63Utbo03NMTmg3/Q2nCr7JrnQcOQtCSpXANCa3zXi3ZW2Iym7Fhvxafp6bhUlmZbE7vLr6YHTMRw3v1bPHnJWqLWMQQERGRVS1LTGrSygIA6PR5WJ6YhLnxca2cVcvVubokBEKzj6HrjlSUVl7v/iUpVej2/B/hN/s5SI0UaJbuLRFCYOfxE1i5ORl5Fw2ye3m7uWFmVAQmhQyBg0JhvQ9P1MawiCEiIiKrMZSUIFGXadGcTbpMzIiMaNN7ZOpaXXIvLcG921MwKC9Hdu15/0CELVsBj0GDLXpGU/aWHD9zFiuSkpGRK28WoFYq8dDY0XhwzGiLWjAT3apYxBAREZHVJGh1FnXbAq68Wpag1bXpjeG1V5ckITDyaBbid2+Dk/H6wZNVjo74bcRYbB8YgsPZesy1sIhpyIXiYny6ZSt+zzwAUSsuAbgtVIMZkePh06mT1Z5H1NaxiCEiIiKraeprZDfS6vVttoipvbrkc7kI96VvQZ8zBbJrjnX3xw/jolHYyR2A9VaXyquq8M32nfh25y5UVlfLxob36onZMdHo3aVLi55BdCtiEUNERERWU15V1fhFVpxnCwlaHczV1Yg4qMXk/TuhrNUBrFylxq+jw7G370Cg1sGRLV1dMpnN+E2rw+qtaSgsLZWNBXXujNkx0RjZuxekZh5WSXSrYxFDREREVtPc/RhteR9Hzu5dePbX7xBw4ZwsfiCwN34Ki0SxS92rLc1dXdpz8iRWJCUj5/wFWdzTxQUzoiIQF6rhpn3q8FjEEBERkdVoAgOwLzvH4nmhgYHWT6aFzJWVOPPff2Py8n9BUWufT7GTM34Ki8SBoD6y1ZcbWbq6lH3uPFZuTsaek9myuMrREQ+MHoWpYWPgolZb9iGI2ikWMURERGQ1caEarElNt2hzv6NCgbhQTStmZbnSjP3IWfAyKo4dRe01j719B2LDqHCU3XBoZV2aurp0saQEn29NxW/aTJiFkI1NChmCmVER8HV3tyR9onaPRQwRERFZjbebGyZrQrAxQ9vkObGakDbTXtlUVoZT//c3nPtsFVCroCh0dcMP4dE41qPpK0aNrS6VV1Xhu5278c2OnagwGm+aO3tSNPr5+Vn2AYg6CBYxREREZFVzJsegwGBoUqcyTWAA5sROskFWjbu8LQ25C19BVb48b/epD+MdVSeUOTb9a1NDq0smsxlJBw7i0y1bcbGkRDbm7+2NWTHRGNu3DzftEzWARQwRERFZlVqpxOKpU7A8MQmbap9uX4ujQoFYTQjmxE6C6mpxUFhSio1aLXT6vAZPrLe26suXUPDBYlz45mv55+jdBz0XfwC3kaMRtSHBKqtL+7NzsGJzMk6clTcJ8HB2xmOR4xE/NBSODg7N+yBEHYgkbnj3kuxPkqSDgwcPHnzw4EF7p0JERNQihSWlSNDqoNXr6y1MKo1GLEtMQqIFBY+1FP2+CfpFC2A8V6uocHCA36xn0e2FP0GhdqrJceG69U1eXVoy7SFZrvoLF7By8xbsPH5Cdq3SwQH3jx6JaWFhcHXipn1q34KDg5GVlZUlhAhu6b1YxLRBLGKIiKijsLQ4WDx1CtRKZYufa7x4AXnvLELhrz/L4s6DgtHzvaVwCQ6pM1eLV5dKS/FFajo27M+4adN+9OBBmDkhCn6eHi3+PES3AmsWMXydjIiIiOxmWWJSkwoYANDp87A8MQlz4+Oa/TwhBAw//YC8d9+EqaioJi6p1Oj2hz/B76lnINVTJKmVSsyNj8OMyIgmrS59v3sP1m3bgbIbWi0P8ffH7EnRGNi9e7M/B1FHxyKGiIiI7MJQUoJEXaZFcxK0OtwzcgR6dfG1+HlVpwqQ+8YCXE5JlsVdR4xEz8VL4dSnb5Pu4+XmiunhYXUeZGkWAskHs/Dplq04d/mybKy7lxeejo5C+ID+3LRP1EIsYoiIiMguErQ6i86TAa4UCc+t+hRxoZom75ERZjMufPUl8v+6BObS0pq4wsUFPV56Fb6PPA5JoWjgDk2j0+dhRdJmHD19Rhbv5OyER8PDceeIYVBy0z6RVbCIISIiIrto6mtkNzILgQ0ZWuQbDI3ukanIPoncBfNQsmeXLO4eEYXAd96Duod/s3KoLf+iAR8nb8G2o8dkcUeFAveOGoHp48ahk3Pjh2MSUdOxiCEiIiK7KL9hr4ilGtojI6qrcfaTlTj1z79DVFbWxB08PBCw4A143/dgi1/pulRWhjVp2/DLvv0w3bCiFDlwAJ6KnoBuXp4tegYR1Y1FDBEREdmFs0rV4nts0mViRmSE7EyWskNZyJ3/EsoOHpBd6xkXj8A33obSt0uLnllVXY0f9+zF2vTtKK1VIAHAoB7dMTsmGsH+LV/hIaL6sYghIiIiu9AEBmBfdk6L7lFtNiNBq8P08DCYKytxetm/cGbFMqC6uuYaR19fBC56F1633d6iZwkhkHLoMFYlp+DspUuyMT9PDzw1IQqRgwZy0z6RDbCIISIiIruIC9VgTWq6xZv7b6TV63GXsxK58+eh4uRx2ZjPAw/Bf/5rcPRo2WtdB/PzsSIpGYcKTsnirmo1Hg4Pwz0jR1j9IE4iqh//ayMiIiK78HZzw2RNCDZmaJt9D5WxCkN+/h5HFu0Aah0mqfIPQNA778F9fGSLcjxVWIhVySlIPXxEFndQKHDX8GF4ZPw4eLi4tOgZRGQ5FjFERERkN3Mmx6DAYGhWp7K+BXm4b1syvEuKrwclCV0eewLd/zwPDq6u9U9uRHF5Bdamb8OPe/betFIU3r8/noqOgr+Pd7PvT0QtwyKGiIiI7EatVGLx1ClYnpiEBK0O5lqrKfVxqqzAHbvTMfLYYXm8d18EvbcUbsNHNjsfo8mEn/fuw5dp21BcUSEb69/ND7NjJkITGNDs+xORdbCIISIiIrtSK5WYGx+Hu0cOx5xVnzVYyAzOPYl7tqfAvbzsetDREX6z56DbnBegUDfvPBYhBNKPHMXHySk4VVgoG/N174QnJ0QhOngwFNy0T9QmsIghIiKiNqF3ly64LVRT5x4Zt7JS3L0zFSE5J2Txy/6BMMx+HuuhQPnX6+GsUiE0MBBxoRpZ2+WGHD51Cit+T8aB/HxZ3EWlwrRxYbhv1IgGD9QkIttjEUNERERtxk17ZITA8ONHcMeuNLhUXT+TxejggG1jxmPzgCGoytbL7rEvOwdfpKYhVhOCObGT6u0advbSJXySnILkrEOyuEKSED9sKB6LCIdXC/bVEFHrYRFDREREbUbtPTI709Nxd3oy+hfIi5Scrt3x+6R4nFCp671PtdmMDRla5BsMWDx1imwlpbSiEl9t244fdu+B0WSSzRvTtw9mTZyAwM6drfq5iMi6WMQQERFRm6JycMDDF88g8uf1ELX2vhhVahimPYrjQ4bixKHDDdzhOp0+D8sTkzA3Pg7VJhM27Nfii9Q0XCovl13Xp2sXzJ4YjWG9ejZ6z8KSUmzUaqHT56G8qqpZr7ARWQyxxAAAIABJREFUUcuwiCEiIqI2o+LkCeQseBmle/fI4u5R0Qh6ewlK3D3w738vt+iev2l1CPb3x1fbtiPfYJCNde7khieiIjEpZEijm/YrjUYsS0xCoi7zprbLTX2FjYisg/+FERERkd0JoxFnVn2E0//6B0StvS8OXl4IWLgI3nffB0mSkJC+7aYCojEmIfDXX36VxZyUSjwUNgYPjhkNpyZs2q80GrFw3foGz7Np6BU2IrIuFjFERERkV2UHDyBn/ssoP3RQFve64y4EvP4WlD7X96c051DM2hSShNtCNXg8cjx83NyaPG9ZYlKTn137FTYiah0sYoiIiMguzJUVOP2v/8OZjz8Cam2wV3bpgsC3lsBzUuxNc8qrqpr9vJG9e2HWxGj06uJr0TxDSQkSdZkWzdmky8SMyAjukSFqJQp7J3ArkSRpoCRJr0iSlCxJ0gVJkoySJJ2RJOl7SZIi7J0fERHRraJkzy5k3RWHMx8tkxUwnR+ahsEbk+osYADAWaVq1vP6du2KJdMesriAAYAErc7iV9iqzWYkaHUWP4uImoZFjGV+B/A+gJEA9gP4HsB5APcBSJEkaa4dcyMiImrzTCUl0L/1Oo5MfxCV2Sdr4ir/APRbvRZBi5fC0d2j3vmawIBmPTdi4IBmzQOa/wqbVq9v/CIiahYWMZY5DOBxAL5CiMlCiKlCiBAAzwKQAPxNkqTBds2QiIiojbqUmoKsOybj/JrV14MKBbo8OQuDf02E+7jxjd4jLlQDR4VlX18cFQrEhWosTbdGc19ha8mrb0TUMBYxFhBCTBJCfCGEqLgh/hGATQAcAEyxS3JERERtVHVREbLnvYjjTz6GqlMFNXGnvv0wcN0PCJj/OhxcXJp0L283N0QMGmjR82M1IS3am9LcV9iaO4+IGscixnq0V392t2sWREREbYQQAoUbf8XBuIkw/PDd9QFHR3T7w1wM+t8GuA4d1uT7lVdV4YvUNGw7erTJczSBAZgTO8mStOu8R3OEBga26LlEVD92J7Oe3ld/nrFrFkRERG2A8dxZ6N98HUWJCbK4S4gGPd/7G5wHNH01xWQ2IzHzAD5LSYWhpKRJcxwVCqsdPBkXqsGa1HSLNve39BU2ImoYixgrkCSpD4A7r/7tTxbMO1jPUJ8WJ0VERGQHQghc/G498t97G6bLl2viklqNHi++jC4znoRkQVGxLzsHK5I24+S587K4h4sLHo8Yj7B+fZGYeQBavR7lVVVwVqkQGhiIuFCN1dobe7u5YbImBBsztI1ffFVLX2EjooaxiGkhSZIcAXwGQA1gnRBir30zIiIiso/KPD1yX3sVxdvSZHG30WMRtGQpnIJ6NvleOefPY+XmLdh94qQsrnRwwANjRmFq2Fi4qtUAgOnhYZgeHtbi/BsyZ3IMCgyGJnUqs8YrbETUsA5VxEiS9AOAQRZOe1wIsauB8X8CGA/gJIA5ltxYCBFcV/zqCg27nBER0S1BmEw4v2Y1Cj78AOby8pq4wq0T/F9ZgM4PTYfUxI5ihSWlWL01FQlaHcxCyMZihgRjZlQkuni4WzX/plArlVg8dQqWJyZhky6zzlfLrPkKGxE1rKP9F9YLgKWN4uttlyJJ0kIAzwE4C+A2IYShBbkRERHdcsqPHUXuwldQul/+IoJHdAwC31oCVbduTbpPhdGI73ftxrrtO29qTRwSEIBnJkWjfxPv1VrUSiXmxsdhRmQEErS6Vn2FjYga1qGKGCHEUGvdS5KkZwG8C+ASgDghxHFr3ZuIiKitE0YjzqxYjtP/+SeE8XrR4ejljYDX34LXnXdDkqRG72MWApsPHMQnW7biQnGxbKyHtxeejp6Acf37NeletuLl5mqTV9iIqH4dqoixFkmSpgH4D4AyAHcIITLsnBIREZHNlB7QIXf+yyg/fEgW977rXvgvXASlj0+T7qPN1eOjpM04fuasLO7u7IxHx4fjzuFD4ejgYLW8iaj9YBFjIUmS4gF8DqAawH1CiHQ7p0RERGQT5ooKnPrn33F21Qqg1p4QZVc/BL61GJ4xk5t0n7yLF/Hx5i3Yfkz+EoPSwQH3jByBh8PD4ObkZNXciah9YRFjAUmSwgF8C0AC8JAQYpOdUyIiIrKJ4l07kbtwHipzsmXxztMegf+8+XDo1Phm+6LSMqxJS8cv+/bftGk/atBAPBkdhW6enlbNu7kKS0qxUauFTp/HfS9EbRCLGMv8AsAZQDaAeyVJureOa9KEEB/bNi0iIqLWYSouRsHf3sf5tV/I4urAIAQtWYpOYxrfF1JVXY0fdu/BV9u2o6xSvml/sH8PPBMTjUE9elg17+aqNBqxLDEJiXV0INuXnYMvUtPYgYyoDeB/fZa59sdDva7+VR8WMUREdMu7tGUzcl+fD+OZ09eDCgW6zpyF7n/6MxTOzg3OF0JgS9YhfLIlBWcvXZaNdfP0xFPRUYgYOKDNbNqvNBqxcN36Bs+CqTabsSFDi3yDAYunToFaqbRhhkR0DYsYCwgh2savskRERK2o2mBA3uK3YPjpB1ncecBABC35K1w1oY3e40BePj5K2owjp07L4m5OajwcPg53jxje5lYyliUmNekwSwDQ6fOwPDEJc+PjWjkrIqpL2/rVg4iIiOxGCIHCDT8j7+1FqDZcrIlLSiX8nvsD/J6ZA4VK1eA9CgyFWJW8BWlHjsrijgoF7hoxHI+MHwf3RlZw7MFQUoJEXaZFczbpMjEjMoJ7ZIjsgEUMERERoersGegXLcSlpERZ3DV0GILeWwrnfg2fFX25vBxfpm3Dz3v33bSXZPyA/ngqegJ6eHtZPW9rSdDqbsq7MdVmMxK0Op4XQ2QHLGKIiIg6MCEELq7/GvnvL4ap+Pq+FcnJCT3+PA9dHp8JqYGzWqqqq/HT3n1Ym74NJRWVsrEB3bphdkw0QgIDWpxnc7uFNXVeU18ju5FWr2cRQ2QHLGKIiIg6qEp9LnJfewXF27fJ4p3CxiHo3Q+gDgyqd64QAqmHj2BVcgpOFxXJxrp6uOPJCVGIGjwIihZu2m9utzBL55VXybumNVVz5xFRy7CIISIi6mCEyYRzn3+Kgr8vhaioqIk7dHKH//zX4PPg1AY7hh0qKMBHScnIyi+QxV3UKjw8bhzuHTXCKpv2m9strDnznBvZ61Of5s4jopZhEUNERNSBlB89gpz5L6NMlyGLe0yKReCb70LV1a/euaeLivBJcgpSDh2WxRWShDuHD8Oj48Ph6epitVyb2y2sOfM0gQHYl51jcY6hgYEWzyGilmMRQ0RE1AGYq6pw5qP/4Mzyf0MYjTVxR28fBCx6G16331nv6ktJRQXWpm/Hj3v2wmgyycbC+vXF0xMnIMDHx6r5Nrdb2D0jhjdr3r+fnIE1qekWbe53VCgQF6qx6FlEZB0sYoiIiNq5Up0WOfNfQsXRI7K49z33IWDhm3D0qrtrWLXJhF/2ZWBNWjoul5fLxvr6dcXsidEY2rP+fTMt0dxuYR8lJTdr3s5jJzBZE4KNGdomz4vVhLC9MpGdsIghIiJqp8zl5Tj1jw9x9tOPgVpf7JXduiPo7SXwmDCxznlCCGw7egwfJ29BgaFQNta5kxtmTohCzJDgFm/ab0hzu4UdO3OmWfO0ej3eevB+FBgMTXq2JjAAc2InNetZRNRyLGKIiIjaoeKd25G7YB4q9bmyuO8jj6PHX16BQ6dOdc47evo0ViQl3/RF3lmlwtSwMbh/9Cg4KZWtlvc1ze36VX3D626WPE+tVGLx1ClYnpiETXV0NQOuvEJWVzc0IrIt/tdHRETUjpiKLyP/gyW4sG6tLK7u2QtBi5ei0+gxdc47d+kyPk3ZiqQDB2VxhSTh9qGheCwiHN5ubq2W942a2/XL0cEBqLXnx9LnqZVKzI2Pw4zICCRoddDq9RadS0NEtsEihoiIqJ0oSkqEftECGM+evR50cEDXp2aj+x9ehMLJ6aY5pZWVWLd9B77ftQdV1dWysVF9emPWxAno6evbypnfrLndwvr5+WFfjuXzbuwy5uXmiunhYTzIkqiNYhFDRER0izNevIi8d99E4S8/yuLOAwcj6L2lcB1ycwctk9mMDfu1+Dw1DZfKymRjvbv4YlZMNEb06tWaaTcoLlTTrG5hz8RE4/lPV7PLGFE7xyKGiIjoFiWEQOHPP0L/7iKYCq9vwJeUKnR74U/wm/UspBv2rwghsOvESaxMSob+4kXZmLebG56IisDkkCFwUChs8hnq4+3m1qxuYb26dmGXMaIOgEUMERHRLajq9GnoFy3ApeQkWdx12AgELVkK5779bppz4uxZrEhKxv4c+WZ/tVKJKWNGY8rY0W3qBPo5k2Oa1S2sufOI6NbBIoaIiOgWIsxmXFi3FvkfLIG5tKQmrnBxQY+/vALfRx6H5OAgm3OhuBifpWxFou4ARK24BCA2NARPREbAp55uZfbU3G5h7DJG1P5JQojGryKbkiTp4ODBgwcfPHiw8YuJiKjNKywpxUatFjp9Xos6XVXk5iB34Sso2bldFu8UHoGgd9+H2j9AFi+vqsL6HTuxfuduVN7QsWtYzyDMjpmIPl27NP+D2VBhSWmzuoU1dx4RWV9wcDCysrKyhBDBLb0Xi5g2iEUMEVH7UGk0YlliEhJbuBogqqtx9rNVOPV/f4OorKyJO7i7w3/BIvjc/yCkWgdPmsxmbNJlYnVKKgylpbJ7BXX2wayYaIzq3Vs2h4iotVmziOH6KRERUSuoNBqxcN36BvdlVJvN2JChRb7BgMVTp0BdxyGSZYcPIXfByyjL1MninpPjEPjmO1B26SqL7zl5EiuSkpFz/oL8ehcXPB4ZgduHauy+aZ+IqKVYxBAREbWCZYlJTdpYDgA6fR6WJyZhbnxcTcxcWYkz//03Tv/3P0Ct81scO/sicNE78IqLl90j+9x5rNycjD0ns2VxlaMjHhg9ClPDxsBFrW7BJyIiajtYxBAREVmZoaQEibpMi+Zs0mViRmQEvNxcUbJ/H3IXvIyK48dk1/jc9yD8F7wBR09P2bNWb03Db1odzDe8Ij5pSDCemBCJLu7uzf8wRERtEIsYIiIiK0vQ6iw6bBG48mrZb7t2IXxHKs59tgqoVZCouvdA4LvvwyMiqiZWYTTi25278M32nai4YdN+aGAgZk+KRj8/v5Z9ECKiNopFDBERkZU19TWy2vqcykO3V7/CuULD9aAkwffRGejx53lwcHMDAJiFwO+ZB/BZylZcKC6R3cPf2xuzJk7A2H59uWmfiNo1FjFERERWVl5V1eRrnSorEb87HaOOHZLF1b37oOfiD+A2cnRNbH9OLlYkbcaJs+dk13o4O+OxiPGIHxYKxxvOiCEiao9YxBAREVlZU0+9H5R7EvduT4F7edn1oIMD/GY9i24v/AkKtRMAQH/hAlZu3oKdx0/I5isdHHDfqJGYPi4Mrk7ctE9EHQeLGCIiIivTBAZgX3ZOveNu5WW4a0cqNDnHZfGKwJ4Y9s9lcAkeAgAoLC3FF6np2LA/46ZN+9GDB2HmhCj4eXpYPX8ioraORQwREZGVxYVqsCY1/ebN/UJg6MmjuGtnKlxqHVppdHBA8rDReGbZR3Dx8kSl0Ygfdu/F19u2o+yGV9OC/XtgdsxEDOrR3RYfhYioTWIRQ0REZGXebm6YrAnBxgxtTcyjpBj3bduCAQV62bXZXbvh+/BojI6aAE9PDyQdOIhPt2zFucuXZdd19/LE09ETED6g/y27ab+wpBQbtVro9Hkor6qCs0qF0MBAxIVq4OXmau/0iOgWwiKGiIioFcyZHIMCgwGZuXqMOXwAcXu2Q119vRVypaMSCSPDsHPgEIQEBSJy0ED86bMvcOT0adl9Ojk54ZHx43DXiOFQ3qKb9iuNRixLTEKiLvOm1al92Tn4IjUNsZoQzImdBJUjv5oQUeP4KwUREVErUCuVeGPMSOxZswoeJ+SHVh7tEYgfxkWhxN0TEf37w2iqxqtfrZNd46hQ4J6RIzA9PAzuzs62TN2qKo1GLFy3vsG209VmMzZkaJFvMGDx1ClQK5U2zJCIbkUsYoiIiKxMVFfj7KoVOPXP/wePqut7X6qcnbFr8h04PWI0bu/eHUWlpdiUeQCmG1YnIgYOwFPRUeju5WXr1K1uWWJSk8/N0enzsDwxCXPj41o5KyK61bGIISIisqKyQ1nInf8Syg4ekMW9br8DAW+8jRGeXvhxz16sTd+O0lqb+wFgUI/umB0TjWB/f1um3GoMJSVI1GVaNGeTLhMzIiO4R4aIGsQihoiIyArMlRU4/Z9/4czK5UB1dU3c0dcXgW8uhufk27D10GGs+uY7nCm6JJvb1cMDT0VHIWrQwFt2035dErS6mzu0NaLabEaCVofp4WGtlBURtQcsYoiIiFqoZN8e5M6fh4qT8nNffB6cCv9XF+JocSne/HwNDhWcko27qtV4ODwM94wc0S43tDf1NbIbafV6FjFE1KD29ysmERGRjZhKS1Hw4Qc4v2Y1UOswSpV/AILefR+lg0PwftIWbD18RDbPQaHAncOH4dHx4+Dh4mLrtG2m/IYzblp7HhF1HCxiiIioXWuts0kup25F7uuvoqog/3pQktDl8Zlwf+4P+DpDix9XfAyjySSbN65/PzwdPQH+Pt7Nfvatwlmlsuk8Iuo4WMQQEVG71Fpnk1RfKkL+kndw8fv1srhTn77o8e4HSDZLWPP5GhSXV8jG+/n54ZmYaGiCApv/oW4xmsAA7MvOsXheaGDH+WdERM3DIoaIiFqVPU5pb62zSQp/2wj9W6+h+vz560FHR/g9MwfZMbfhr2nbcaqwUDbH170TnpwQhejgwVC0o037TREXqsGa1HSLNvc7KhSIC9W0YlZE1B6wiCEiolZhz1ParX02ifH8Oejfeh1Fv22UxV2GhEC8OA8f5ubjwM8b5GMqFaaOG4v7R43ssIc3eru5YbImBBsztE2eE6sJYXtlImoUixgiIrI6e57Sbs2zSYQQMPzwLfKWvA3TpettkSW1Gu7PPI9ve/TE5rQdsjkKSUL8sKF4LCIcXq78Mj5ncgwKDIYmFZWawADMiZ1kg6yI6FansHcCRETU/jRnJcRaWnI2SW2V+Xk4/uRjyHnlL7ICxnnEKGS99jb+VFaNzTd0HRvTtw8+evpJ/DEulgXMVWqlEounTkH80FA4Kur+2uGoUCB+aCiWTHuoXbaaJiLr468URERkVfY+pb2lZ5MIsxnn16xGwYcfwFxWVjOucHXDxWmP4n2VKy6d1Mvm9u7SBc/ERGNYr54tyLz9UiuVmBsfhxmREUjQ6qDV6222P4qI2ierFjGSJC0CsEoIkd/oxe2EJEmvA3j76t8+JoRYY898iIjszd6ntLfkbJKKE8eRs3AeSvfukY2ZR47G58PH4pDRBFRc7zrm4+aGmRMiETMkGA71rDLQdV5urpgeHsaDLImoxay9ErMIwGuSJCUAWAngFyGEZb+T3UIkSRoAYCEAAaBjtZwhIqqHvU9pb84ZIwqzCcO2pyLrg7cgjNeLIMnDA9tibsdP7t6A8fp5L05KJR4KG4MHRo/imSZERHZg7SLmNQBPAbgDQDyAM5IkfYIrqzM5Vn6WXUmSJAFYAaAIwA4A99g3IyKitsHep7RbejZJt4vn8WDaZnQ3XICoFT8zbCRWDQhBibNLTUwhSbgtNASPR0bAx82t2Tlao+20PVpXExG1FVYtYoQQSwAskSRpEoCnAdyLKysV8yVJ+h1XVmd+FEJUW/O5dvI0gEgAjwKYbOdciIjaDHuf0t7Us0kcq6sRk7EbEQf2w0FcL1+Mnl74dvR46HrID1wc0asnZsdMRK8uvs3OzRptp+3ZupqIqK1olV/dhBC/A/hdkiQfADNwZXUmFle+7J+XJOkzXFmdOdYaz29tkiT5AVgKIEkI8aUkSSxiiIiusvcp7U05myTo7Ck8kJYM38tFsrh2sAb/GzoaFWp1Taynb2fMjonGyN69W5SXNdpO27N1NRFRW9KquxCFEBeFEH8XQgQDGA/gKwBdALwM4LAkSUmSJN3Xmjm0kn8CcAbwnL0TISJqa+JCNfW20q2PtU9pnzM5BprAgJviKmMV7t6+Fc9u+EFWwFzy8MLK2+7B12MiagoYL1dXzL39Nix/amaLCxjAOm2n7dm6moioLbFJKxVJkvoAuAtATK1wPoBoAN9KkrRLkqSbf7dpgyRJuhPAFABLWrqSJEnSwbr+AtDHKskSEdnBtZUQS1j7lPa6zibpn5+LuT98hbDD19s/myUJqcGh+PCuKTjZ3f/KXEdHPBI+Dp8+Owvxw4ZapetYc9tOF5aUWvUeRETtRasVMZIkKSVJmiZJUhKAowBewZXX1/4OYKAQIghAOICNAEYC+Hdr5WItkiS5AViGK5/nAzunQ0TUZtW3ElKX1jql/drZJJ8/Oh2vHs3EzMRf4FVaUjN+1tMb/73jfmwYPR5GpRISgFjNEHzy7CzMiIqAS61XylrKGgdwWusQTyKi9sDqe2IkSRoEYBaAxwB440rr4W0A/gtgvRCi8tq1QojtAO6UJGkHgChr51JHbj8AGGThtMeFELuu/u8lAAIAxNT+HM119TW7m1xdjRnc0vsTEdnLtZWQ5YlJ2FTHBnTgyitkrbkBXQiBooRfUfDWG/C4eKEmblIokKwZgS2aETA5OAAAhgYFYXZMNPr6dbV6HoB12k7bu3U1EVFbYu3DLtMAhOFK4XIZwHIA/xVCHGhk6kEAo6yZSz16ARhg4RwXAJAkaTSA5wF8IYTYbO3EiIjaG3ue0m48dxb6N19DUeJvsnhe5y74Lnwiznr7AAACfLwxa2I0xvTtgyud81uHNdpO27t1NRFRW2LtP/oaB2Afrqy6rBVClDVx3scAtlo5l5sIIYa2YHo8rrx+FyJJ0pYbxgZe/blQkqSnASQIId5vwbOIiNoNW57SLoTAxW+/Qf5778BUfLkmXuXgiMTho5E+OBRCoYCHiwsejxiP24dq4Hh1NaY1WaPttL1bVxMRtSXWLmJGCSH2Wjrp6mtl262cS2tpqBAaePWvHNukQkRE11Tm6ZH72qso3pYmi5/w64EfwifgorsnlA4OuH/0KEwLGwtXJ+vteWmMNdpO27t1NRFRW2LVjf3NKWBuFUKIN4UQUl1/AVh99bLHrsaesGOqREQdijCZcPazVci6Y7KsgKlQqvD9uAlYFXcPLrp7YmLwYHzy7Cw8FR1l0wIGsE7b6bbQupqIqK3gUb5ERHTLKj92FLkLX0HpfvmfoWUF9MSPYVG47OqGIQH+eCZmIgZ072anLJt2AOeNbmw7bY17EBG1FyxiiIjolmOuqsLZlf/F6f/8E8J4feN6idoJP4+NhK5XX/Tw8caL0RMwrn+/Vt2031RzJsegwGBoUpex+tpOW+MeRETtAYsYIiK6pZRmapG7YB7KDx+SxTN698PPYyLg4OWF58aH487hw6C0wab9prJG2+m20LqaiKgtkIQQ9s6BbiBJ0sHBgwcPPnjwoL1TISJqM8wVFTj1jw9x9pOVQK0v75dcXPG/cRNwomcf3DNyBKaPC0MnZyc7Ztq4wpLSFredtsY9iIhsKTg4GFlZWVn1nZVoCRYxbRCLGCIiueKdO5C94GUY9bmy+M4Bwdg4MgxjQ0Px5IQodPPytFOGRETUGGsWMVxnJiKiNstUXAz9B4thWLdWFr/QyQPfh0fDeeQofBAzEYP9e9gpQyIisgcWMURE1CYVJSfh2PyXobh4oSZmliSkBg/FgQmT8ETsZEQMHNAmNu0TEZFtsYghIqI2pdpgQObCeTD/vkl2mNlpLx9snHgbou+7Hy+MGM5N60REHRh/ByAiojZBCIGT33yFs++9A3VpaU28WqHAlqGj4PHEU3gvKgruLs52zJKIiNoCFjFERGR3hpwc7PvLH+Gly4C6Vlzv2xXZj87Eo9OmoYe3t93yIyKitoVFDBERNUlhSSk2arXQ6fOs1tK3qroayX9bCrcvPoFX1fVDK6scHZExIRbh817Ffb16WucDEBFRu8EihoiIGlRpNGJZYhIS6zhccV92Dr5ITbP4cEUhBNK3bMGFd95AQJ68bbI+oCc8Fy7CMxMnQsFN+0REVAcWMUREVK9KoxEL162HTp9X7zXVZjM2ZGiRbzBg8dQpUCuVDd4zS5+HtPcXI2TzJgSYqmviFSo1Lj02E/F/ebnRexARUcfGIoaIiOq1LDGpwQKmNp0+D8sTkzA3Pq7O8TNFl/DN118hcPXHGHHhnGzMoBmKYX/7Bzr36tXinImIqP1jEUNERHUylJQgUZdp0ZxNukzMiIyQ7ZEpqajA11tTUbhqBSIzdsOx1itpFa5u6DL/DQx/aCrPeyEioiZjEUNERHVK0Opu2gPTmGqzGQlaHaaHh6HaZMIv+zKQ9N23iEvaiGFFBtm1x4eEAs/+AYPDw1nAEBGRRVjEEBFRnZr6GtmNMnJzEeTbGZ/9lohBSQl4PEsLhRA140Wubvhh3AQc9Q8C9u7H6v1aixsDEBFRx8bfLYiIqE7ltVoeW+LIqdP4/F//xIPpyfApviwb2z4wBAkjx6JKqaqJWdoYgIiIiEUMERHVyVmlavyiG6irKhGbnowxR7Nk8QvuHvgufCJy/LrXO7exxgBERETXsIghIqI6aQIDsC87p8nXD9Rn497tKfAoK62JmSQJqUOGIWnoKFQ34VWxuhoDEBER3Uhh7wSIiKhtigvVwFHR+G8TrhXlmLZlE2YkbZAVMBUBQVh254P4bWRYkwoY4HpjACIiooawiCEiojp5u7lhsiak/guEQOiJo3jx+7UIzT5WE5aUKnT/8zz88uRzONW5i8XP1er1zUmXiIg6EL5ORkRE9ZozOQYFBsNNnco8Sopx7/YUDMzPlcVdho1AzyVL4dy3H8pWf9GsZza3oQAREXUcXIkhIqJ6qZVK/PmO2+Hv7QUAkITA6MMHMPeUd3TYAAAgAElEQVR/X8kKGJNKjW4LF2Hg19/BuW8/AM1rDNCSeURE1HFwJYaIiOpUXlWF9Tt2Yv3O3ag0GuFzqQj3b0tG7zOnZNc5jx2HPu/9FWr/AFnc0sYA14QGBrYkbSIi6gBYxBARkYzJbMYmXSZWb02DoaQECrMZEQczMHn/LihNpprrHNzd4b9gEXzufxCSJN10n7hQDdakpqPabG7ysx0VCsSFaqzyOYiIqP1iEUNEdlFYUoqNWi10+jyUV1XBWaVCaGAg4kI1bK9rR3uzs7EyKRknz50HAPgZLuCB9GT4Xzgnu84z9nYEvvkOlL71b9y/1hhgY4a2yc+P1YTw3z8RETWKRQwR2VSl0YhliUlI1GXe9Cf0+7Jz8EVqGmI1IZgTOwmqJrblpZbLPnceKzcnY8/JbACAg8mEaO0eTNDtg4O4/u/JsbMvAhe9A6+4+Cbdt77GAHXRBAZgTuyk5n0AIiLqUPgNgYhsptJoxMJ16xv8QlttNmNDhhb5BgMWT50CtVJpwww7HkNJCVZvTcNvWh3MQgAAAs6dwQPpm9G1qFB2rc/9U+A//3U4eno2+f5qpRKLp07B8sQkbKqjcAWuvELGwpWIiCzB3y2IyGaWJSY16U/kAUCnz8PyxCTMjY9r5aw6pgqjEd/t3I1vduysaWmsNBoRu28nwrN0kCBqrlX18EfQO+/DPSKyWc9SK5WYGx+HGZERSNDqoNXr+QohERG1CIsYIrIJQ0kJEnWZFs3ZpMvEjMgIfsG1IrMQ+D3zAD5L2YoLxSU18T6n8jBlx1Z4XCq6frEkwffRGejxl1fg4Nryfwdebq6YHh6G6eFhLb4XERF1bCxiiMgmErQ6i7pUAVdeLUvQ6vil10oycnKxIikZx8+erYk5VVbi3n07EHr4gOxade8+6LlkKdxGjLJ1mkRERI1iEUNENtHU18hupNXrWcS0kP7CRXycvAU7jh2XxUPycjBldzqUtVdfHBzgN/s5dHv+j1ConWycKRERUdOwiCEim7i278JW8wgoKi3DF6lp+HV/Rs2mfQBwKy/DU1kZ8NPtl13vPHgIer73V7gMDrZ1qkRERBZhEUNENuGsUtl0XkdWVV2N73ftwdfbtqOsdhEoBO4sPI/w5N+Ay5drwpJKje5/fBFdn5oNid3BiIjoFsDfrYjIJjSBAdiXnWPxvNDAQOsn006ZhcCWrEP4JDkF52oVKQDQ30HC4/t3wWHvblncbeQoBC1eCqfefWyZKhERUYuwiCEim4gL1WBNarpFm/sdFQrEhWpaMav2I1OfhxVJyThy+rQs3kmtxjMVxfBduxbmstKauMLVFT1eng/f6Y9CUihsnS4REVGLsIghIpvwdnPDZE0INmZomzwnVhPC9sqNKDAY8PHmFKQfPSqLOyoUeMi/G0b99B0q9u9F7dLRPXICAt9eAnUPf9smS0REZCUsYojIZuZMjkGBwdCkTmWawADMiZ1kg6xuTZfLyvFlejp+2rsfphtWtyL79cVDBdkoee8tVFRV1sQdPD0RsHARvO+5H5Ik2TplIiIiq2ERQ0Q2o1YqsXjqFCxPTMImXWadr5Y5KhSI1YRgTuwkqLjJ/CZV1dX4ae8+rE3fhpKKStnYwO7dMCvIH47/+BuKD8rPffGKvxMBr78FZWdfW6ZLRETUKvgNgYhsSq1UYm58HGZERiBBq4NWr0d5VRWcVSqEBgYiLlTDV8jqIIRA6uEjWJWcgtNFRbKxrh4eeCo8DH2TEnD2/UWoMplqxhx9fRH01hJ4Tr7N1ikTERG1GhYxRGQXXm6umB4exoMsmyArvwArkjYjq+CULO6qVmN6eBgmOwCnXnkRZ0/KD7P0mTIN/q8sgKOHpy3TJSIianUsYoiI2qjThUX4ZEsKUg4dlsUdFArcOWwoHh4xFMXL/oWTa1YDtQ6zVPkHIOjd9+EeHmHrlImIiGyCRQwRURtTXF6Br7Ztw4979sFY69UwAAjr3w9PR0fBI+sgch+8B1UF+dcHJQldZjyJ7i++DAcXFxtnTUREZDssYoiI2gijyYRf9u3HmrR0FJdXyMb6+flhdkw0gj3ckf/eOzj2/XrZuFOfvgh6769wGzbClikTERHZBYsYIiI7E0Ig/egxrEreggJDoWzM170TZk6IwsTgwbj020YcfOt1VF84f/0CR0d0e+Z5+D33AhRqtY0zJyIisg8WMc0kSdK9AJ4FMAJAJwDnAewB8KEQIs2euRHRrePIqdNYkZSMzDz52TkuKhWmjhuL+0eNhKKoENl/eBZFv22UXzMkBEHv/Q0uAwfZMmUiIiK7YxFjIUmSFABWAngSQCmANABFAAIBxAPYezVGRFSvs5cu4ZMtW5F8MEsWV0gS4oeG4rGI8fB0dcHF779F/ntvw3TpUs01klqN7n/6C7rOfBoSz9IhIqIOiL/7We4NXClgfgbwhBDCcG1AkiQvAJ3tlRgRtX2lFZX4evsOfL9r902b9kf36Y1ZE6MR5NsZlfl5OP6HZ3A5bavsGrdRYxC0ZCmcevayZdpERERtCosYC0iS5A9gPgA9gKlCiPLa40KIQgCFdc0loo7NZDbj1/0Z+CI1HZfKymRjvbt0weyYaAzv1RPCbMa5zz9FwYcfwFzrOoWrG/znzUfnaY9AUihsnD0REVHbwiLGMjMAqAB8fGMBQ0RUFyEEdh4/gZWbk5F30SAb83FzwxNREZgUMgQOCgXKjx9D7sJ5KN23V3ade9REBL2zBKpu3W2ZOhERUZvFIsYyE6/+3CZJUjcAjwDoC+ASgGQAvwlR68Q5IurQjp85ixVJycjIzZXFnZRKPDR2DB4YMwrOKhWE0YjTHy3D6X/9H4SxquY6By8vBL72FrzuugeSJNk6fWrjCktKsVGrhU6fh/KqKjirVAgNDERcqAZebq72To+IqFWxiLHM4Fo/vwPgUWtsHoD/396dh0dV3X8cf5/JThL2HZKwKCpIwib7FoKIWttaaylWxd3W1mr9VRRQBBFQbG1rW624L9XaWrW1VQqGsCMgYAK4s2RhhwRIQvY5vz8SQi4QyCSTmUzyeT1PnjHfM/feL0+T2/nk3nPuMmPM1dbaIzXZmTFmWzVDPWvfooj426HcXF5etoKPt2yl6l81XMZwWUJfbhw9ijZRUQAc37aFXdOmUvCF83TQ6srvEvPwbELatPFh5xIIikpKeGZJMkvStlDqdjvGNu3cxesrVzEhvi93TRhPqBZ+EJFGSmc3z7SqeH0KWAvcA3wLDKZ8xbKxFa/X+qM5EfGv40VF/OOT9byzbj1FpaWOsYHdu3F7UiI92rcHwF1YyN4//Z59LzwHVSb4h3ToQOzsubRMmuDL1iVAFJWUMOPtf5CWkVnte0rdbj78LJWs7GzmTrqWsJAQH3YoIuIbTSrEGGPeAzx9oMKN1tr1Ff99YjZtDnC5tTa/4vtkY8x3gTTgh8aYXtbar8+1Y2ttn2r63MbJqz4i0sCVud38LzWNV1esIic/3zEW17YtdyQlcknPHpW13A3rSJ/xAEU7dzje23bSZLo+MIOg6OY+6VsCzzNLks8aYKpKy8jk2SXJ3HvFxHruSkTE95pUiAG6Axd4uE2zKv+dR/nVmH9UCTAAWGu3GmM2UH5VZjRwzhAjIoFvw/YdPL80hV0HDznqrSIjmTJ6JJclxBNUsZpYWV4eu3/zOAf/+prjvaExscTNfYLmw0b4rG8JPNl5eSxJ2+LRNovTtjBl9CjNkRGRRqdJhRhrbb867iKd8hCzq5rxXZSHmPZ1PI6INHA7DxxkYfJSNu7c5aiHBQdzzZBL+NHQITQLC6usH12eQvrD0yjZu+fkm10uOtx8G53v+T9cERE+6lwC1aLUtNPmwJxLqdvNotQ0Jo8YVk9diYj4R5MKMV6wGejHybkxp2pd8Zrnm3ZExNcO5+Xx2oqV/C91C+4qixEaYHzfi7lpzCjaNT95O1hpTg6Z82aT/f67jv2E97qAbvOeJDKhrn9bkaaipreRnSo1I0MhRkQaHYUYz/wbuBkYc+qAMSYKGFDx7WZfNiUi9a+guJh/rtvA3z9ZR2FJiWMsIS6WO5PGcV7HDpU1ay1HFv2XjNkzKT188lYzExJCx5/9go53/hxXaKjP+pfAV1BcfO43eXE7EZGGTCHGMx8AXwDDjTF3WWufATDGBFG+YllrYCuwyn8tiog3lbndJG/dxsvLVnA4z3mRNaZNa24fl8iQ83o6nuNSvH8fmbMf5siS/zne3yy+H93mP0lEL0+n5olARC1Db223ExFpyBRiPGCtLTPGXAcsB/5sjLmD8iWW+wM9gMPAdXrgpUjjsHnnLhYuTWH7/gOOeouICG4YPZIr+iUQHBRUWbfWcvidt8ma/xhluccq6yY8nC6/up/2U27BVHm/iCfiY2PYdMocrJpIiI31fjMiIn6mEOMha+1nxph+wCxgAuVLIe8HXgAes9amn2VzEQkA6QcP8ULKMtZ9u91RDwkK4geDL+HHw4YSGR7mGCvKSCf94QfJXbPaUY8eOpy4xx4nLK5bfbctjdzEhHjeWLnao8n9wS4XExPi67ErERH/UIipBWvtTmCKv/sQEe/Kyc/n9RWr+PCzVMekfYDEPr25ZexoOrRo4ajbsjIOvPYye373JO6Cgsq6Kyqarg/OoO2PJjtuNROprdZRUVwa35ePPkut8TYT4vtqeWURaZQUYkSkySsqKeHdDZ/y9ppPOH7KJOiLY7pyZ9I4Lujc6bTtCr75mvTpU8n/bJOj3mLceGJnzyO0Y8d67VuanrsuTWJ3dnaNViqLj43hrgnjfdCViIjvKcSISJPltpal2z7n5WXLOXgs1zHWuVUrbhs3lhG9zj/tSoq7uJj9C59l7zN/xJacDD3BrdsQM3M2ra64SldfpF6EhYQwd9K1PLskmcVpW854a1mwy8WE+L7cNWE8ocH6v3kRaZx0dhORJiktI5OFyUv5eu8+Rz06IpzrR47gOwP6E3KGSfj5W1JJnz6Vgi+/cNRbf/dqYmY8QnDr1qdtI+JNYSEh3HvFRKaMHsWi1DRSMzIoKC4mIjSUhNhYJibE6xYyEWn0FGJEpEnJOpzNCynLWPP1N456SFAQ3xs0gMnDhxMdEX7adu6CAvY8/RT7X3oeqvz1O6RjJ+IenUeLxKR6712kqlZRkUweMUwPshSRJkkhRkSahKPHj/PGqjX8Z9Nmyk65BWfMRRdyy9gxdGrV8ozb5q77hPQZUylK3+Wot518PV3vn0ZQdHR9tS0iIiJnoBAjIo1acWkp73+6kbdWryW/qMgxdlGXztyZNI7eXbuccduy3FyynpzPobfecNTD4roRN3cB0UOG1lvfIiIiUj2FGBFplKy1LP/iS15MWc7+o0cdYx1btuC2xLGMuvCCaifgH01JJn3mdEr27T1ZdLnocOsddP7lfbjCT7/lTERERHxDIUZEGp1tWVk89/FSvtyz11GPCg/juhHD+e7AAdWu2lSanU3m3Nlk//s9Rz3igguJm/8kkX0T6q1vERERqRmFGBFpNPbk5PBiynJWfvmVox7kcvHdgf35yYgRNG8WccZtrbXk/PcDMh+dSWlOdmXdhITS6ee/pMPtP8UVGlqv/YuIiEjNKMSISMDLLSjkzdVr+NenG097bsaIXr24bdwYupxl6ePiffvIeGQ6R5d+7KhH9htA3LwFRJzfq176FhERkdpRiBGRgFVSVsYHGzfx11VryC0sdIz16tSRO5LGER8bU+321loO/f0tsh6fizvv5MMuXRERdL5vKu1vuAlzhmfFiIiIiH8pxIhIwLHWsuqrr3kxZRl7co44xto3b84tiWMY2/siXNVM2gcoSt9F+kMPkvvJGkc9evhI4h57nLCY2HrpXUREROpOIUZEAsqXe/aw8OMUtmZlOerNwkKZPHwY3x80kLCQkGq3t2VlHHj1JXb/7klslas3QdHN6TrtYdr88EfVrlgmIiIiDYNCjIgEhH1HjvLSsuUs+/wLR91lDFf278cNo0bSMrLZWfdR8PVX7Jp2P8fTPnPUW156GTGPzCG0Q0ev9y0iIiLepxAjIg1afmERb61Zy3sbPqWkrMwxNvT887gtcQyxbduedR/u4mL2/eVP7PvLn7ElJZX14DZtiX3kUVpOvFJXX0RERAKIQoyINEilZWV8uDmV11eu4mhBgWPsvA4duD0pkf7d4s65n/zUz9g17dcUfvO1o9766muImTaT4FatvNq3iIiI1D+FGBFpUKy1fPLNtzy/dBlZ2dmOsbbRUdw0ZjTj+1581kn7AO6CAnb//jcceOVFqLLscmjnLsTOmU+L0WPro30RERHxAYUYEWkwvt67j+eTU0jNyHDUw0NCmDRsKNcMuYTws0zaPyH3kzXsmj6V4kznftpdP4Uu//cAQVFRXu1bREREfEshRkTIycvno9RU0jIyKSguJiI0lITYWCYmxNMqKrLej3/g2DFeWbaCj7duc9RdxnBZQjxTRo+kdQ2CR1nuMbKemMuht99y1MO69yBu7hNEXzLEq32LiIiIfyjEiDRhRSUlPLMkmSVpW0570v2mnbt4feUqJsT35a4J4wkN9v7p4nhREW+vXcc/12+guLTUMTaoR3duH5dI9/btarSvI8mLyXhkBiX7958sBgXR8bY76XT3vbjCwr3ZuoiIiPiRQoxIE1VUUsKMt/9BWkZmte8pdbv58LNUsrKzmTvp2rM+f8UTZW43H32WxmsrVnLk+HHHWPd27bg9KZFBPbrXaF8lhw+ROecRcv77gaMecVEfus1fQLM+fb3Ss4iIiDQcCjEiTdQzS5LPGmCqSsvI5Nklydx7xcQ6HdNay4YdO3g+OYX0Q4cdY60jI5kyZhQT4vsS5HLVaF/Z/36fzLmzKMvJqaybkFA63X0vHW+7E+Ol0CUiIiINi0KMSBOUnZfHkrQtHm2zOG0LU0aPqvUcme37D7AweSmbd6U76mHBwVw7dDDXDh1CRGhojfZVvHcPGTOnc3TZUkc9csBAus17kvCe59WqRxEREQkMCjEi9cDfE+XPZVFq2mlzYM6l1O1mUWoak0cM82i7w7m5vLJiJYtTt2Cr1A0wIb4vU8aMom10dI32Zd1uDv3tr2QtmI87P6+y7mrWjC6/fpB2P7kRU4OrOCIiIhLYFGJEvMjfE+Vrqqa3kZ0qNSOjxiGmoLiYf3yynn+sW09RSYljrH+3OO5ISqRnhw41Pnbhrp2kz3iAvPWfOOrNR44mds58wrrG1HhfIiIiEtgUYkS8xJ8T5T1VUFxcb9uVud0s2bKVV5avJDsvzzEW26YNdyQlcknPHphzPKzyBFtayv6XX2DPH36LLSqqrAe1aEHM9Jm0vvqHNd6XiIiINA4KMSJe4o+J8rVV07knnm63cedOnk9OYceBg456i2bNmDJ6JJf3S6jRpP0Tjn/xOenT7+f4Vuf8nZaXXU7sI3MIade+5s2LiIhIo6EQI1JHOXn5/HPDBhZ9lurRdnWdKF8X8bExbNq5y+PtEmJjz1jfdfAgzy9dxobtOxz10OBgrhl8CT8aNoTIsLAaH8ddVMTeZ/7IvoXPQJXnxwS3bUfsI3NoNfEKj3sXERGRxkMhRqSWzjb/pSZqO1G+qtouIDAxIZ43Vq72qO9gl4uJCfGnHf/VFStZlJqG21rHWNLFfbh5zGjat2ju0b8pb/NG0qfdT+H2bx31Ntf8iK4PPkRwy5Ye7U9EREQaH4UYkVqoyfyXmvBkovypx6/LAgKto6K4NL4vH3lw9WhCfN/KYFRYUsK76zfw9tp1p82T6RsTw53jE+nVqZNH/6ay48fZ89QCDrz2MlQJRKFduhI353Gajxrt0f5ERESk8VKIEakFT+a/nE1tJth7awGBuy5NYnd2do3+HfGxMdw1YTxua0neuo2Xl63gUG6u4z1dW7fmtnFjGXb+eR5PtD+2eiXpDz1IcVaVXoyh/Q030fm+qQRF+n9ZahEREWk4FGJEPFSbB0VWpzYT7L21gEBYSAhzJ13Ls0uSWVzNLXHBLlflFZ0vdu/hueSlfLtvv+M9zSMiuGHUCK7s34/goCCP/i2lR4+Q9fhcDr/ztqMe3uM84uY9QdTASzzan4iIiDQNCjEiHqrNgyKrU91E+erUJkCdbQGBsJAQ7r1iIlNGj2JRahqpGRmnza3JLSzksff+xSffOOeohAQF8f1LBjJ5+DCiwsM96gkgZ/EiMmbNoPRglZXMgoLoeMdddPr53bjCPN+niIiINA0KMSIe8sZtZHDmifLnUpsAVZMFBFpFRTJ5xDDHe47kH+eNVav5z6bNp03aH9v7Im4ZO4aOLVt41AtAyaGDZD46k5yP/uuoN+tzMXHznqRZ7z4e71NERESaFoUYEQ/V9kGRp6o6Ub6mahugPFlAoLi0lPc2fMpba9ZyvMj5b+3dtQt3Jo3joi6dPe7BWkv2+/8kc+5syo4erayb0DA6//JXdLj1DswZFiEQEREROZU+MYh4qLYPiqzqxER5T9U2QNVkO2styz7/gpeWLWf/0WOOsU4tW3Jr4hhGXXiBx5P2AYr37Cb94WkcW7HMUY8aNJi4eQsI797D432KiIhI06UQI+Kh2j4oEpwT5c+09PG51DZAnWu7rZlZPJe8lK/27HXUo8PDuW7kcK4a0L9W/Vq3m4Nvvs7u3zyOOz+/su6KjKTL/dNoN/l6jMvl8X5FRESkaVOIEfFQbR4UaYBJw4Zy9SWDPL6FrKraBqjqFhDYnZ3DiynLWPXV1456sMvFVQMH8JORw2keEVGbVincsZ30GVPJ+3SDo9589Fji5swntHOXWu1XRERERCFGxEO1eVDk5f0SuCVxTJ2PXZsAdaYFBI4VFPDXVav5YOPm0/Y18oJe3Jo4li6tW9WqR1tSwv6XFrLn6d9ji4sq60EtWxIz4xFaf+8HtbolTUREROQEhRiRWqjNgyK9oTYBquoCAsWlpfx74ybeXL2GvMIix/su7NyJO5PG0Sema637O75tK7umT6Xg862OeqsrvkPMw7MJaduu1vsWEREROUEhRqQWPH1QZG3mk1SnNgHKWsvKL7/ixZTl7D1yxPGeDi2ac8vYMYztfVGtr5C4iwrZ++en2bfwWSgrq6yHtG9P7Ky5tLz0slrtV0RERORMjD3l+Q/if8aYbb179+69bds2f7ciNZCTl1/tgyLrMv/lbIpKSmocoLbv389zySl8nrXb8Z5mYaFcN3w4379kYJ1CVt7GDeyaPpWiHdsd9TbX/piuD84guLnnz5IRERGRxqdPnz58/vnnn1tr6/xQOIUYDxljwoB7gUlALyAE2AN8DMy31u7wwjEUYqRGzhagCktLeCllOcu/+NKxjcsYrhrQn+tHjaBFs2a1PnZZfj67f/sEB994FaqcR0K7xhA39wmaDx9Z632LiIhI4+PNEKPbyTxgjAkHUoChwBFgOVAIDABuAyYZYxKttRv916U0Ja2iIpk8YpjjQZZ5hYW8uXot//p0IyVVbu0CGHb+edw2biwxbdrU6bhHVy4n4+FpFO/OOlk0hvZTbqHzr+4nqA7hSERERORcFGI8cwflAWYDcKm19iiAMSYI+D3wC+ApoO7LUIl4qLSsjA82beaNVavJLSh0jJ3XsQN3Jo0jIe7MSy3X+BhHjpA171EOv/eOox5+3vnEzXuSqP4D6rR/ERERkZpQiPHM6IrXp04EGABrbZkxZiblIeYSv3QmTZa1ljVff8MLKcvYnZ3jGGsbHc0tiWMY16c3rjoua5yz6EMyZj9M6aGDJ4vBwXT66c/p+NNf4AoLq9P+RURERGpKIcYzRed+C4frvQuRCl/v3ctzH6ewJdO5UllEaCg/HjaUHwweRFhISJ2OUXJgPxmzZ3Jk8UeOerO+8cTNe5JmF15Up/2LiIiIeEohxjOLgeuA+4wxH51yO9mjFe950V/NSdNx4OgxXlq2nKXbPnfUXcZweb8Ebhw1ss4ro1lrOfzuO2TNm03ZsWOVdRMWRud7f02Hm27FeHHpaBEREZGa0icQz7wBTAR+DOwyxqymfGL/QKAD8CQwp6Y7M8ZUt/xYzzr2KY1UflERb6/9hHfXf0pxaaljbHDPHtw+LpG4dm3rfJyirEzSH3qQ3NUrHfUD3Xqw+orvUxrZkoR1G+p1GWkRERGR6ijEeKBi7sv1QAYwFbiyyvAmINlaW3bGjUXqoMzt5sPNqby2chVHjx93jPVo3447ksYxoHu3Oh/HlpVx8I1X2f3UAtxVjlMYEsJHg4az4YI+2IIi2LmLTTt38frKVfXyQE8RERGRs2lSnzqMMe8Bnt7Af6O1dn3F9q2A9yifvH8P8E/gOOUT/v8IfGiMuc5a+3ZNdlzdGtkVV2h6e9inNELWWtZ9u53nl6aQeTjbMdY6Koqbx4xifN+LCXK56nysgm+/IX3GVPI3OVcI/7JrHO8NH8uxyKjTtil1u/nws1SysrOZO+naOs+/EREREamJJhVigO7ABR5uU/WBF7+jfPnkX1lrn65S/5cxZjewHvitMeZda21J3VqVpm77/v0893EKn6WnO+phISFMGjqEa4ZcQkRoaJ2PY0tK2Pf8X9j7pz9gS4or68WRUbw7aBip3c+Hc6xslpaRybNLkrn3iol17kdERETkXJpUiLHW9qvtthWT9ydXfPvOqePW2k+NMTuBHhVfX9X2WNK0HcrN5ZXlK1iSthVbpW6AyxLimTJmFG2iTr8qUhvHt21h14P3U/Clc4GAyIlXMr91J455sGzy4rQtTBk9SnNkREREpN41qRBTR+2BE3/2PlrNe07UW9V/O9LYFBQX8/e163hn3XqKTpm0P6B7N+5ISqRH+/ZeOZa7sJA9f/wd+19cCGUnp3GFdOhI7Oy5fBgeybHlK8+yh9OVut0sSk1j8ohhXulRREREpDoKMTWXDRRTHmQGASlVB40xzTl5q5rz/h+Rsyhzu1mctoVXl68kOz/fMSwg52MAACAASURBVBbXti13JCUyqEd3TB0fVnlC7oZ1pM94gKKdOxz1tpOuo+sD0wmKbk7aWzWa1nWa1IwMhRgRERGpdwoxNWStLTLGLAK+CzxljLnCWrsXwBgTDjxD+fyZ1SfqIufy6Y4dLExOYdfBQ456y2bNmDJmFBMT4r0yaR+gLDeX3b99goN/fc1RD4uNI27uE0QPHV5ZKyguPnXzGqntdiIiIiKeUIjxzH3AEKAf8JUxZi1QQPlqZZ0pv1rzU/+1J4Fi54GDPL80hU937HTUQ4ODuWbwJUwaNoRmHsxHOZejy1NIf3gaJXv3nCy6XHS4+TY63/N/uCIiHO+v7YIB3lhoQERERORcFGI8YK3dboxJAB4ALqd8aWUDZAJ/Bh631mb5sUVp4LLz8nh1xUr+l7oFtz05bd8ASX0v5uYxo2jXvLnXjleak0PmvNlkv/+uox7e6wK6zXuSyIQzr3URHxvDpp27PD5eQmxsbdoUERER8YhCjIestfspvyJzn797kcBRWFLCO+vW8/e16ygsca6+nRAXyx1JiZzfsaPXjmetJeej/5A5eyal2Ycr6yYkhI4/u5uOd96F6yxXTSYmxPPGytWUut01Pmawy8XEhPg69S0iIiJSEwoxIvXIbS0fb9nKy8tWcDgvzzHWtXVrbk9KZOh5Pb02aR+geP8+Mmc/zJEl/3PUm8X3o9v8J4node5HJbWOiuLS+L589FlqjY87Ib6vllcWERERn1CIEaknm3elszB5Kdv3H3DUW0REcMPokVzRL4HgoCCvHc9ay+F33iZr/mOU5R6rrJvwcLrcN5X2N96M8eB4d12axO7sbNIyMs/53vjYGO6aML5WfYuIiIh4SiFGxMsyDh3i+aXLWPftdkc9JCiIHwwexI+HDSMy3HuT9gGKMtJJf+gBcteucdSjhw4n7rHHCYvr5vE+w0JCmDvpWp5dkszitC1nvLUs2OViQnxf7powntBgnU5ERETEN/SpQ8RLcvLzeX3laj7c/Jlj0j5AYu+LuHnsGDq2bOHVY9qyMg689jJ7fvck7oKCyrorKpqYaQ/R5tof1+lWtbCQEO69YiJTRo9iUWoaqRkZFBQXExEaSkJsLBMT4nULmYiIiPicQoxIHRWVlPDuhk95e80nHD/lOSkXd+3KHeMTubBzZ68ft+Cbr0ifNpX81M2OeoukS4mdNZdQLy4U0CoqkskjhulBliIiItIgKMSI1JLbWlK2fc7Ly1Zw4Ngxx1jnVq24bdxYRvQ636uT9gHcxcXsX/gse595GltlpbPg1m2ImTmbVldc5fVjioiIiDQkCjEitZCWkcnC5KV8vXefox4dEc71I0bwnYH9CfHipP0T8tNSSZ9+PwVffemot/7e1cRMf4Tg1q29fkwRERGRhkYhRsQDWYezeSFlGWu+/sZRD3a5+P4lA5k8fDjREeFeP667oIA9f3iK/S8/D1Um2Id07ETco/NokZjk9WOKiIiINFQKMSI1cOx4AW+sWs0HmzZTdsoqXaMvvIBbE8fSqVXLejl27rq1pM94gKL0XY56u+tuoMuvHyQoOrpejisiIiLSUCnEiJxFcWkp//p0I2+uXkt+UZFj7KIunbkjKZE+XbvWy7HLco+RtWA+h/72V0c9rFt34h57gughQ+vluCIiIiINnUKMyBlYa1nxxZe8uGw5+44cdYx1bNmCW8eOYfRFF9bbBPqjKcmkPzyNkv1V5ty4XHS49Q46//I+XOHev2VNREREJFAoxIicYltWFguTU/hi9x5HPTIsjJ+MHM53Bw6otwc7lhw+TNbc2WR/8L6jHnHhRcTNW0Bk34R6Oa6IiIhIIFGIEamwJyeHl1KWs+LLrxz1IJeLqwb05/qRI2jeLKJejm2tJee/H5D56ExKc7Ir6yYklE4//yUd7/gZJiSkXo4tIiIiEmgUYqTJyy0o5M3Va/jXpxspPWXS/ohevbg1cQxd29Tf0sXFe/eSMWsGR5d+7KhH9htA3LwFRJzfq96OLSIiIhKIFGKkySopK+M/GzfzxurV5BYUOsZ6derIHUnjiI+NqbfjW7ebQ39/i6wn5uHOy62suyIi6PJ/D9Du+imYenjWjIiIiEigU4iRJsday+qvvuaFlOXsyclxjLVrHs0tY8eQ2Kc3rnp86n1h+i7SZzxA3rq1jnr08JHEPfY4YTGxXj1eTl4+H6WmkpaRSUFxMRGhoSTExjIxIZ5WUZFePZaIiIhIfVOIkSblyz17WJicwtbMLEe9WWgoPx4+jKsvGUhYPc49sWVlHHjlRXb//jfYwpNXf4KaN6frtJm0ueZar654VlRSwjNLklmStuW0W+U27dzF6ytXMSG+L3dNGF9vixWIiIiIeJs+tUiTsP/oUV5KWU7K51846i5juLJ/P64fNYJWkfV7RaLg66/YNe3XHE9LddRbXjqR2FlzCGnfwavHKyopYcbb/yAtI7Pa95S63Xz4WSpZ2dnMnXRtvQY4EREREW9RiJFGLb+wiL+tXcu76z+lpKzMMTbkvJ7cPm4ssW3b1msP7qIi9j33Z/b95c/YkpLKenCbtsQ+MoeWE6+ol+fNPLMk+awBpqq0jEyeXZLMvVdM9HofIiIiIt6mECONUmlZGR9uTuX1las4WlDgGOvZoT13JI2jf7e4eu8j/7PN7Jp+P4XffO2ot776GmKmzSS4Vat6OW52Xh5L0rZ4tM3itC1MGT1Kc2RERESkwVOIkUbFWssn327n+eQUsrKzHWNto6O4acxoxve9uF4n7QOUHT/Ont//hgOvvAjWVtZDO3chds58WoweW6/HX5SadtocmHMpdbtZlJrG5BHD6qkrEREREe9QiJFG45t9+1iYnEJqeoajHh4Swo+GDeGHQwYT7oM5H8fWriZ9xgMUZzr7aHfDTXS5bypBUVH13kNNbyM7VWpGhkKMiIiINHgKMRLwDh47xsvLV5K8ZSu2St1lDJclxHPj6JG08UFwKD12lN1PzOXQ3//mqIf16Em3uU8QNWhwvfdwQkFxsU+3ExEREfElhRgJWMeLinh77TreXb+BotJSx9igHt25fVwi3du380kvR5IXk/HIDEr27z9ZDAqi4+0/pdMv7sEVFu6TPk6ICA316XYiIiIivqQQIwGnrGLuxmsrVpGTn+8Y696uHbcnJTKoR3ef9FJy+BCZcx4h578fOOoRF/Wh2/wFNOvT1yd9nCo+NoZNO3d5vF1CrHcfsikiIiJSHxRiJGBYa9mwYwfPJy8j/dAhx1jryEimjBnFhPi+BLlcPukl+9/vkfnYLMqOHKmsm9AwOt19Dx1vvRPjx2euTEyI542Vqz2a3B/scjExIb4euxIRERHxDoUYCQg7DhxgYXLKaVcXwoKDuXboYK4dOsRnt0IV791D+sPTObZ8qaMeOXAQ3eYuILzneT7p42xaR0VxaXxfPvos9dxvrjAhvq+WVxYREZGAoBAjDdrh3FxeXbGK/6WmOSbtG+DS+Iu5acxo2kZH+6QX63Zz6K2/kvXkfNz5eZV1V7NmdPn1g7T7yY0YH1wFqqm7Lk1id3Z2jVYqi4+N4a4J433QlYiIiEjdKcRIg1RQXMw769bz90/WU1TlKfcA/eLiuHN8Ij07dPBZP4W7dpI+fSp5G9Y56s1HjSF2znzCunT1WS81FRYSwtxJ1/LskmQWp205461lwS4XE+L7cteE8YQG63QgIiIigUGfWqRBKXO7WbJlK68sX0l2Xp5jLLZNG25PSmRwzx6Yen5Y5Qm2tJT9Lz3PnqefwhYVVdaDWrQgZvpMWl/9Q5/1UhthISHce8VEpowexaLUNFIzMigoLiYiNJSE2FgmJsTrFjIREREJOAox0mBs2rmLhclL2XHgoKPeolkzpoweyeX9Enwyaf+E4198Tvr0+zm+dYuj3nLiFcTOfJSQdu191ktdtYqKZPKIYXqQpYiIiDQKCjHid7sOHuT5pcvYsH2Hox4aHMwPBg9i0rChRIaF+awfd1ERe5/5I/sWPgNVnj8T3LYdsbMeo9Vll/usFxERERE5nUKM+E1OXj6vrVzFR5+l4rbWMZZ0cR9uHjOa9i2a+7SnvM0bSZ92P4Xbv3XU21zzI7pOe4jgFi192o+IiIiInE4hRnyuqKSEd9d/yt/WfkJBcbFjrG9MDHeOT6RXp04+7aksP589v3uSA6+9DFUCVWjXGOLmzKf5yNE+7UdEREREqqcQIz7jtpalW7fx0rIVHMrNdYx1ad2K2xLHMrzX+T6fKH9s1QrSH55GcVaVpYiNof0NN9H5vqkERWriu4iIiEhDohAjPpGWnsFzySl8s2+fo948IoLrR47gOwP6ERwU5NOeSo8eIevxuRx+521HPbzHecTNX0DUgEE+7UdEREREakYhRupV5uHDvLB0GWu/cc4xCQkK4vuXDGTy8GFEhYf7vK+cxYvImDWD0oNVVkILDqbj7T+j08/vxhXm+55EREREpGYUYqReHMk/zhurVvOfTZtPm7Q/5qILuSVxDJ1a+n6SfMnBA2Q8OpMjiz501Jv1uZi4eU/SrHcfn/ckIiIiIp5RiBGvKi4t5f0NG3lzzRqOFzkn7ffu2oU7kxK5qEsXn/dlrSX7/X+SOXc2ZUePVtZNWBidf3kfHW65HaMn1ouIiIgEBH1qE6+w1rLs8y94adly9h895hjr1LIltyaOYdSFF/jl6fZFu7PIeHgax1Yud9SjBg0mbt4Cwrv38HlPIiIiIlJ7CjFSZ9sys/hL8lK+2rPXUY8KD+O6EcP57sABhPrhKod1uzn45uvs/s3juPPzK+uuyEi63j+dtpN/gnG5fN6XiIiIiNSNQozU2p6cHF5YuoxVX33tqAe7XFw1cAA/GTmc5hERfumtcMd20mdMJe/TDY568zGJxD06j9DOvr+lTURERES8o8mGGGNMJPADYHDFVz8gFJhtrZ11jm27AnOAy4DWQAbwFjDfWltYj203CMcKCvjrqjV8sHETpW63Y2zkBb24NXEsXVq38ktvtqSE/S8tZM/Tv8cWF1XWg1q2JOahWbT+7tV+uaVNRERERLynyYYY4HzgNU83MsacB6wF2gJbgZXAIGAmkGSMSbLWFp1lFwGruLSUDzZt5s1Va8gtdGa1Czp34s6kcVwc09VP3cHxbVvZNX0qBZ9vddRbXXkVMQ/PJqRNWz91JiIiIiLe1JRDTC7wIrCh4utK4NEabPcK5QHmaWvtPQDGmGDg78DVwDRglvfb9R9rLSu//IoXU5az98gRx1iHFs25ZewYxvS+CJefrnC4iwrZ+6c/sO/5v0BZWWU9pH17YmfPo+X4CX7pS0RERETqR5MNMdba7cBtJ743xpzzk64xZjAwAjgATK2yr1JjzM+A7wC/NMY8Zq0t9X7XvvfF7j0sTF7KtqzdjnqzsFCuGz6c718y0C+T9k/I27iBXdOnUrRju6Pe9kc/pssDMwhu3sJPnYmIiIhIfWmyIaaWrqx4/eDUW8astfuNMSuBccBIYJmPe/OqvUeO8FLKcpZ/8aWj7jKG7wzoz/UjR9AyspmfuoOyvDx2P7WAg2+8ClUephnaNYa4uU/QfPhIv/UmIiIiIvVLIcYzCRWvm6oZ30R5iIknQENMXmEhb61Zy/sbNlJS5dYsgGHnn8dt48YS06aNf5qrcHTlcjIeepDiPVWuDhlD+5tupfO9vyaomf/ClYiIiIjUP4UYz8RWvGZVM36iHleTnRljtlUz1NOTprxla2YWs955l2MFBY76eR07cMe4RPp1q9E/q96UHjlC5rzZZL/3T0c9/LzziZv3JFH9B/ipMxERERHxJYUYz0RVvB6vZvzEExWjfdCL18W2bYOtcmtW2+hobhk7mnEX9/HbpP0Tcj76LxmzH6b08KGTxeBgOv3053T86S9whYX5rzkRERER8amADTHGmPeAizzc7EZr7fr66Kc2rLV9zlSvuELT28ft0Dwigp+MHM6rK1YxadgQfjD4EsJDQnzdhkPJgf1kzJ7JkcUfOerN+sbTbf5viLjgQj91JiIiIiL+ErAhBugOXODhNnWdLJF3jv1EVrzm1vE4fnPVwAEk9u5Nq6jIc7+5HllrOfzPf5A1/1HKjh2rrJuwMLr86n7aT7kF48dV0URERETEfwL2U6C1tp8fDpsB9Aeqe6LjiXq6b9rxvpCgIL8HmKKsTNIfepDc1Ssd9ajBQ4mbt4DwuG7+aUxEREREGoSADTF+kgp8D6huBvmJeppv2mlcbFkZB994ld1PLcB9/OS0I1dkFF0fnEHbH03GuFx+7FBEREREGgKFGM/8F5gJXGWMCav6rBhjTAdgFJADrPZTfwGr4NtvSJ8+lfzNGx31FolJxM6eR2inTn7qTEREREQaGv1Z2wMViwKsBtoDT5yoG2OCgWeAEOBpa22JfzoMPLakhL3P/JEvvnu5I8AEt2pN96f+SM/nXlKAERERERGHJn0lpmKFsxOfkDtXvN5mjJlY8d97rbVXn7LZzcBa4B5jzDjgc+ASoAewBphfv103Hvlb00ifdj8FX37hqLe+6vt0nfEIIX5+qKaIiIiINExNOsRQPkn/1Cc4dqn4gjNM0LfWfmOM6Q88CkwErqZ8wv8cYF7VW8zkzNyFhez54+/Y/+JCKCurrId06Ejs7Lm0TLrUj92JiIiISEPXpEOMtbZbLbfLpPyKjHgod/060mdMpWjXTke97Y9/Qtep0wiKbu6nzkREREQkUDTpECO+U5aby+7fPM7BN1931MNi44ib+wTRQ4f7qTMRERERCTQKMVLvji5bSvrM6ZTs3XOy6HLR4ebb6XzPfbgiIvzXnIiIiIgEHIUYqTel2dlkzptN9r/ec9QjLriQuHlPEhmf4KfORERERCSQKcSI11lryfnoP2TOnklp9uHKugkJoePP7qbjnXfhCg31Y4ciIiIiEsgUYsSrivfvI2PWQxz9eLGjHpnQn7j5C4g4/wI/dSYiIiIijYVCjHiFtZbD77xN1vzHKMs9Vlk34eF0uW8q7W+8GRMU5McORURERKSxUIiROivKSCf9oQfIXbvGUY8eNpy4x54gLPbUR/GIiIiIiNSeQozUmi0r48BrL7P7qQXYwsLKelB0c7pOe4g2P5yEMcaPHYqIiIhIY6QQI7VS8M1XpE+bSn7qZke9xfgJxM56jNAOHf3UmYiIiIg0dgox4hF3cTH7nnuGfc/+EVtSUlkPbt2GmEcepdXl39HVFxERERGpVwoxUmP5aamkT7+fgq++dNRbf+9qYmbMIrhVKz91JiIiIiJNiUKMnJO7oIA9f3iK/S8/D253ZT2kYyfi5synxdhxfuxORERERJoahRg5q9x1a0mfPpWijHRHvd11N9Dl1w8SFB3tp85EREREpKlSiJEzKss9RtYT8zj09puOeli37sTNXUD04CF+6kxEREREmjqFGDnNkaUfkzFzOiX7950sBgXR4dY76Hz3r3CFh/uvORERERFp8hRipFLJ4cNkPjaLnP/8y1GPuLA3cfMXEHlxvH8aExERERGpQiFGKhVu/9YRYExIKJ1+cQ8db/8pJiTEj52JiIiIiJzk8ncD0nBEDx5C28nXAxDZfyAX/fsjOt11twKMiIiIiDQouhIjDl3vn0azCy+i7aTrMEFB/m5HREREROQ0CjHiEBQdTbvrbvB3GyIiIiIi1dLtZCIiIiIiElAUYkREREREJKAoxIiIiIiISEBRiBERERERkYCiECMiIiIiIgFFIUZERERERAKKQoyIiIiIiAQUhRgREREREQkoCjEiIiIiIhJQFGJERERERCSgKMSIiIiIiEhAUYgREREREZGAohAjIiIiIiIBRSFGREREREQCikKMiIiIiIgEFIUYEREREREJKMZa6+8e5BTGmGNhYWHRPXv29HcrIiIiIiJesX37doqKinKttc3rui+FmAbIGLMPaAZk+ruXRuJEGtzu1y6kIdHPhFSlnwepSj8PUpV+HrwrBjhure1Y1x0pxEijZ4zZBmCt7ePvXqRh0M+EVKWfB6lKPw9SlX4eGi7NiRERERERkYCiECMiIiIiIgFFIUZERERERAKKQoyIiIiIiAQUhRgREREREQkoWp1MREREREQCiq7EiIiIiIhIQFGIERERERGRgKIQIyIiIiIiAUUhRkREREREAopCjIiIiIiIBBSFGBERERERCSgKMSIiIiIiElAUYqTRMsZEGmNuMMb80RizzhhTZIyxxphZNdi2qzHmZWPMHmNMoTHma2PMbGNMuA9aFx8yxoyt+Lmo7usTf/co3meMiTDGPFrxu11Y8bv+kjGmi797E98zxiw7x3lgor97FO8yxgw0xjxojHnXGJN14n/rGmx3kzFmvTEmzxiTbYz50Bgz3Bc9i1OwvxsQqUfnA695upEx5jxgLdAW2AqsBAYBM4EkY0yStbbIm41Kg7AdWFVNXRqRij9GLAWGAnuBfwHdgJuB7xhjhlprd/ivQ/GjfwJ5Z6jv9nUjUu8eBr7nyQbGmN8D9wAFwGIgHLgUmGCM+aG19n2vdynVUoiRxiwXeBHYUPF1JfBoDbZ7hfIA87S19h4AY0ww8HfgamAaMMv77YqfrbLW3uTvJsQnHqI8wKwFJlhr8wCMMfcBvwVeAsb6rTvxp19ba3f5uwnxibVAGic/I+wCwqp7szFmPOUB5jAwzFr7TUV9GLAMeNkYs8xae6R+25YTdDuZNFrW2u3W2tustc9ZazcBJefaxhgzGBgBHACmVtlXKfCzin38siLUiEiAMcaEAr+o+PbnJwIMgLX2Kco/1Iwxxgz0R38i4hvW2iestTOttR9Ya/fVYJP7Kl4fOxFgKvazFvgL0BK4tR5alWooxIg4XVnx+sGpt4xZa/dTfmtZK2CkrxsTEa8YAbQAtltrN59h/J2K16t815KINGTGmAhgXMW375zhLTpv+IH+mizilFDxuqma8U2Un8jiKb98LI3H+caY+UAb4BDl82MWWWvd/m1LvKwmv+NQ/jsuTc+txpg2gBv4GnjfWpvh557E/y6g/Fazg9barDOM67zhBwoxIk6xFa9nOklVrcf5oBfxreEVX1VtMcZcU/XWAQl4+h2Xs3nolO9/Y4yZY62d45dupKE463nDWptvjDkCtDLGRFtrc33XWtOl28lEnKIqXo9XM55f8Rrtg17EN44CT1I+0btNxVcS8AnQF1hsjGnhv/bEy/Q7LmeyArgB6Ak0o/wv7zOAUuBRY8w9fuxN/O9c5w3QucPndCVGGixjzHvARR5udqO1dn199CMNU11/TirmRZw6N2KpMWYkkAKMAu4C5te1VxFpmKy1M08pfQ3MM8Z8CvwPmGWMWWitLfB9dyJyJgox0pB1p/yvYZ5oVsdjnlipqLr9RFa86lJxw1EvPyfW2jJjzBOUh5jLUIhpLPQ7LjVmrV1cEWQGAUPQXMim6lznDdC5w+cUYqTBstb288NhM4D+QNdqxk/U033TjpxLPf+cnJgL06kejyG+dWKStn7Hpaa+oTzE6DzQdJ31vGGMiaR8ieUczYfxHc2JEXFKrXgdUM34iXqaD3oR/2tV8Zp/1ndJINHvuHhK5wH5CigC2hljupxhXOcNP1CIEXH6b8XrVcYYx5N7jTEdKL+1KAdY7evGxC+uqXitbjleCTyrKV/Moacx5kxX8X5Y8fqB71qShsoY047y8z7oPNBkVcyFWlrx7bVneIvOG36gECNSRcVk79VAe+CJE3VjTDDwDBACPG2tLfFPh+Jtxph7jTExp9SMMeZO4FeABZ71S3PiddbaYuBPFd/+ueI2EACMMfdR/pyH5dbajf7oT3zPGDPcGPN9Y0zQKfVuwHuUz3X4dzXPB5Gm46mK14eMMeefKBpjhgF3AkeAF/3RWFNlrLX+7kGk3lSsXHXiPubOQAywm5Nrve+11l59yjbnA2spX2p3C/A5cAnQA1gDjLPWFtV/9+ILxphdlN/nvAnYCYRTvrRyd8ofeHePtfZP1e5AAo4xJpzyCdpDgL3ASsqfCzMEOAgMtdbu8FuD4lPGmJuAl4F9lJ8HjlD+8zCQ8vPBNsrP+wf81aN4nzHmSuDhKqXBgAHWVanNsdb+t8o2vwfuoXyp5SVAKHBpxXY/tNa+X999y0kKMdKoVXxAPdtD69Kttd3OsF0M8CgwEWhN+aS+t4B51tpC73cq/mKMuRuYAPSh/ApcCCc/2D5trd3gx/aknhhjIoBpwHWU/3EjG1gEPKy/uDctxpiLgLspD7ExlM+ByQe+AP4BPKullRufKuH1bG621r5yhu1+QfnS/sWUP1NsjrV2jfe7lLNRiBERERERkYCiOTEiIiIiIhJQFGJERERERCSgKMSIiIiIiEhAUYgREREREZGAohAjIiIiIiIBRSFGREREREQCikKMiIiIiIgEFIUYEREREREJKAoxIiIiIiISUBRiREREREQkoCjEiIiIiIhIQFGIERERERGRgKIQIyIiIiIiAUUhRkREREREAopCjIiIiIiIBBSFGBERaVKMMW8bY6wxZsEZxnoZY/Iqvs73R38iInJuxlrr7x5ERER8xhjTCkgDOgPjrbUpFfUQYA0wCLjdWvuC/7oUEZGz0ZUYERFpUqy1OcCNFd++VhFqAGZRHmDeV4AREWnYdCVGRESapIrbye4H/g78CVgG7AfirbWH/NiaiIicg0KMiIg0ScaYUGAd0A84BkQDl1tr/+fXxkRE5Jx0O5mIiDRJ1tpiYErFt82BvyjAiIgEBoUYERFpyiZV+e9+xpggv3UiIiI1phAjIiJNkjFmJPAAsA/4GBgGzPBrUyIiUiOaEyMiIk2OMaY5kAp0Ay4HNgNbgFbASGvtOv91JyIi56IrMSIi0hT9ifIA8ydr7SJr7X7gNiAYeMMYE+nP5kRE5OwUYkREpEkxxlwL3AB8Dkw9UbfW/ht4HjgP+IN/uhMRkZrQ7WQiItJkGGO6UH7bWCQwxFr72SnjkZTfX8iIEAAAAMNJREFUWnY+8ANr7Xu+71JERM5FIUZERERERAKKbicTEREREZGAohAjIiIiIiIBRSFGREREREQCikKMiIiIiIgEFIUYEREREREJKAoxIiIiIiISUBRiREREREQkoCjEiIiIiIhIQFGIERERERGRgKIQIyIiIiIiAUUhRkREREREAopCjIiIiIiIBBSFGBERERERCSgKMSIiIiIiElAUYkREREREJKAoxIiIiIiISEBRiBERERERkYCiECMiIiIiIgHl/wHb336sJgIWkgAAAABJRU5ErkJggg==
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<div class="prompt input_prompt">In&nbsp;[7]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Actual vs Predicted Data Points&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Actual y-value&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Predicted y-value&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="nb">min</span><span class="p">(</span><span class="n">ys_actual</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">ys_actual</span><span class="p">)],</span> <span class="p">[</span><span class="nb">min</span><span class="p">(</span><span class="n">ys_actual</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">ys_actual</span><span class="p">)],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#1D2021&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">ys_actual</span><span class="p">,</span> <span class="n">ys_predicted</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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