Project 0 - Weather Trend.html

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<html>
<head><meta charset="utf-8" />

<title>Project 1 - Weather Trend</title>

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<style type="text/css">
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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 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
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<p><em>Author: Marcello Victorino</em> <br>
<em>Date: 2019-02-19</em></p>
<h1 id="Project-1:-Weather-Trend">Project 1: Weather Trend<a class="anchor-link" href="#Project-1:-Weather-Trend">&#182;</a></h1><p><strong>[Requirement 1]</strong> <br>
The first step was to query the available database and use SQL commands to extract the Global yearly average temperature data, as well as for the closest big city from where I currently live.</p>
<p>First, I identified the which cities in the country I currently live in are included in the provided database:</p>
<div class="highlight"><pre><span></span><span class="k">SELECT</span> <span class="o">*</span> <span class="k">FROM</span> <span class="n">city_list</span> <span class="k">WHERE</span> <span class="n">country</span> <span class="o">=</span> <span class="ss">&quot;United Kingdom&quot;</span><span class="p">;</span>
</pre></div>
<p>After a quick Google Maps Directions search, London is closer to Didcot than Birmingham. Hence, London, UK is the closest big city I will be working on. So I needed to extract the weather data for this city:</p>
<div class="highlight"><pre><span></span><span class="k">SELECT</span> <span class="o">*</span> <span class="k">FROM</span> <span class="n">city_data</span> <span class="k">WHERE</span> <span class="n">city</span> <span class="o">=</span> <span class="s1">&#39;London&#39;</span> <span class="k">AND</span> <span class="n">country</span> <span class="o">=</span> <span class="s1">&#39;United Kingdom&#39;</span>
</pre></div>
<p>As a bonus, I also downloaded data from the other places I used to live in: Houston, USA and Rio de Janeiro, Brazil:</p>
<div class="highlight"><pre><span></span><span class="k">SELECT</span> <span class="o">*</span> <span class="k">FROM</span> <span class="n">city_data</span> <span class="k">WHERE</span> <span class="n">city</span> <span class="o">=</span> <span class="s1">&#39;Houston&#39;</span> <span class="k">AND</span> <span class="n">country</span> <span class="o">=</span> <span class="s1">&#39;United States&#39;</span><span class="p">;</span>
<span class="k">SELECT</span> <span class="o">*</span> <span class="k">FROM</span> <span class="n">city_data</span> <span class="k">WHERE</span> <span class="n">city</span> <span class="o">=</span> <span class="s1">&#39;Rio De Janeiro&#39;</span> <span class="k">AND</span> <span class="n">country</span> <span class="o">=</span> <span class="s1">&#39;Brazil&#39;</span>
</pre></div>
<p>Finally, I downloaded the Global data:</p>
<div class="highlight"><pre><span></span><span class="k">SELECT</span> <span class="o">*</span> <span class="k">FROM</span> <span class="n">global_data</span>
</pre></div>
<p>Now we start manipulating the datasets, making sure the features have the correct data type, addressing missing data etc.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importing the necessary libraries</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;ggplot&#39;</span><span class="p">)</span> <span class="c1"># just for some nicer plots</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Reading the csv files</span>
<span class="n">df_global</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;Weather - Global.csv&#39;</span><span class="p">,</span> <span class="n">parse_dates</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="s1">&#39;year&#39;</span><span class="p">)</span>
<span class="n">df_global</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>

<span class="n">df_global</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;avg_temp&#39;</span><span class="p">:</span><span class="s1">&#39;Global_Temperature&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">df_global</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
DatetimeIndex: 266 entries, 1750-01-01 to 2015-01-01
Data columns (total 1 columns):
avg_temp    266 non-null float64
dtypes: float64(1)
memory usage: 4.2 KB
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      <th>1750-01-01</th>
      <td>8.72</td>
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      <th>1751-01-01</th>
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      <th>1752-01-01</th>
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      <th>1753-01-01</th>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_global</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p><strong>[Requirement 2]</strong><br>
There is an awful lot of variation (noise) in the dataset, making it dificult to analyze it. Let's apply a Rolling Mean for different time windows and check the results:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">clf</span><span class="p">()</span>
<span class="n">df_global</span><span class="p">[</span><span class="s1">&#39;Moving Average: 2 years&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_global</span><span class="o">.</span><span class="n">Global_Temperature</span><span class="o">.</span><span class="n">rolling</span><span class="p">(</span><span class="n">window</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="c1"># 2 years barely makes a difference in the plot</span>

<span class="n">df_global</span><span class="p">[</span><span class="s1">&#39;Moving Average: 5 years&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_global</span><span class="o">.</span><span class="n">Global_Temperature</span><span class="o">.</span><span class="n">rolling</span><span class="p">(</span><span class="n">window</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="c1"># 5 years still shows multiple spikes in the data</span>

<span class="n">df_global</span><span class="p">[</span><span class="s1">&#39;Moving Average: 7 years&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_global</span><span class="o">.</span><span class="n">Global_Temperature</span><span class="o">.</span><span class="n">rolling</span><span class="p">(</span><span class="n">window</span><span class="o">=</span><span class="mi">7</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">df_global</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_global</span><span class="o">.</span><span class="n">Global_Temperature</span><span class="o">.</span><span class="n">rolling</span><span class="p">(</span><span class="n">window</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">df_global</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">5</span><span class="p">),</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Moving Average: Testing Different Time Frames&#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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<pre>&lt;matplotlib.figure.Figure at 0x206d1164978&gt;</pre>
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<p>After comparing different values for the moving average, it is possible to see that 2 and 5 years do not smooth the data significantly.</p>
<p>In the other hand, using 10 years resulted in a smooth plot, but still sensitive enough to represent the long term trend. So, from now on we will use the Moving Average of 10 years to analyze Global and Local average temperature data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_global</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_global</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    257.000000
mean       8.353961
std        0.452483
min        7.203000
25%        8.059000
50%        8.275000
75%        8.642000
max        9.594000
Name: Global | MA 10 years, dtype: float64</pre>
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<h2 id="Working-on-Local-City-(London,-UK)">Working on Local City (London, UK)<a class="anchor-link" href="#Working-on-Local-City-(London,-UK)">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_london</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;Weather - London-UK.csv&#39;</span><span class="p">,</span> <span class="n">parse_dates</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="s1">&#39;year&#39;</span><span class="p">)</span>
<span class="n">df_london</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="n">df_london</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;avg_temp&#39;</span><span class="p">:</span><span class="s1">&#39;London_Temperature&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> 

<span class="n">df_london</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
DatetimeIndex: 271 entries, 1743-01-01 to 2013-01-01
Data columns (total 3 columns):
city        271 non-null object
country     271 non-null object
avg_temp    267 non-null float64
dtypes: float64(1), object(2)
memory usage: 8.5+ KB
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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    }

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

    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>city</th>
      <th>country</th>
      <th>London_Temperature</th>
    </tr>
    <tr>
      <th>year</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
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    <tr>
      <th>1743-01-01</th>
      <td>London</td>
      <td>United Kingdom</td>
      <td>7.54</td>
    </tr>
    <tr>
      <th>1744-01-01</th>
      <td>London</td>
      <td>United Kingdom</td>
      <td>10.34</td>
    </tr>
    <tr>
      <th>1745-01-01</th>
      <td>London</td>
      <td>United Kingdom</td>
      <td>4.13</td>
    </tr>
    <tr>
      <th>1746-01-01</th>
      <td>London</td>
      <td>United Kingdom</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1747-01-01</th>
      <td>London</td>
      <td>United Kingdom</td>
      <td>NaN</td>
    </tr>
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<p>The info() method provided a quick overview of our Dataframe, which contains 271 entries. But there are only 267 non-null values for the feature "avg_temp": that means we have 4 missing values.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Show rows with missing value</span>
<span class="n">df_london</span><span class="p">[</span><span class="n">df_london</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)]</span> <span class="c1"># axis=1 -&gt; looking at the columns</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>city</th>
      <th>country</th>
      <th>London_Temperature</th>
    </tr>
    <tr>
      <th>year</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
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      <th>1746-01-01</th>
      <td>London</td>
      <td>United Kingdom</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1747-01-01</th>
      <td>London</td>
      <td>United Kingdom</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1748-01-01</th>
      <td>London</td>
      <td>United Kingdom</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1749-01-01</th>
      <td>London</td>
      <td>United Kingdom</td>
      <td>NaN</td>
    </tr>
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<p>There is no data for the years of 1746 - 1749.</p>
<p>One alternative is to fill the missing data using a linear interpolation method. But this method did not yield good results: the moving average was significantly affected but the very low temperatures in those first years of the dataset.</p>
<p>In this case, since the Global data only starts at 1750, we can simply drop the local values before this time without losing any important data.</p>
<strike>After filling the missing values using linear interpolation, we apply the Moving Average over 10 years for London, UK:</strike>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Removed interpolation since did not yield good results</span>
<span class="c1"># df_london.London_Temperature.interpolate(&#39;linear&#39;, inplace=True)</span>

<span class="c1"># Removing rows before 1750</span>
<span class="n">df_london</span> <span class="o">=</span> <span class="n">df_london</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s2">&quot;1750&quot;</span><span class="p">:]</span>
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<p>Applying the Moving Average over 10 years:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_london</span><span class="p">[</span><span class="s1">&#39;London (UK) | MA 10 years&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_london</span><span class="o">.</span><span class="n">London_Temperature</span><span class="o">.</span><span class="n">rolling</span><span class="p">(</span><span class="n">window</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">df_london</span><span class="p">[</span><span class="s1">&#39;London (UK) | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</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>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_london</span><span class="p">[</span><span class="s1">&#39;London (UK) | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    255.000000
mean       9.450353
std        0.370030
min        8.802000
25%        9.203000
50%        9.415000
75%        9.620500
max       10.701000
Name: London (UK) | MA 10 years, dtype: float64</pre>
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<h2 id="Replicating-for-additional-cities">Replicating for additional cities<a class="anchor-link" href="#Replicating-for-additional-cities">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_houston</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;Weather - Houston-USA.csv&#39;</span><span class="p">,</span> <span class="n">parse_dates</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="s1">&#39;year&#39;</span><span class="p">)</span>
<span class="c1"># df_houston.info() # no missing values</span>
<span class="n">df_houston</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;avg_temp&#39;</span><span class="p">:</span><span class="s1">&#39;Houston_Temperature&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> 

<span class="n">df_houston</span><span class="p">[</span><span class="s1">&#39;Houston (USA) | MA 10 years&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_houston</span><span class="o">.</span><span class="n">Houston_Temperature</span><span class="o">.</span><span class="n">rolling</span><span class="p">(</span><span class="n">window</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">df_houston</span><span class="p">[</span><span class="s1">&#39;Houston (USA) | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</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>

<span class="n">df_houston</span><span class="p">[</span><span class="s1">&#39;Houston (USA) | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    185.000000
mean      20.211735
std        0.347306
min       19.550000
25%       19.954000
50%       20.171000
75%       20.408000
max       21.276000
Name: Houston (USA) | MA 10 years, dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_rio</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;Weather - Rio de Janeiro-BR.csv&#39;</span><span class="p">,</span> <span class="n">parse_dates</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="s1">&#39;year&#39;</span><span class="p">)</span>
<span class="n">df_rio</span><span class="o">.</span><span class="n">info</span><span class="p">()</span> <span class="c1"># 7 missing values</span>
<span class="n">df_rio</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;avg_temp&#39;</span><span class="p">:</span><span class="s1">&#39;Rio_Temperature&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> 

<span class="n">df_rio</span><span class="p">[</span><span class="n">df_rio</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="mi">1</span><span class="p">)]</span> <span class="c1"># checking for missing data</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
DatetimeIndex: 182 entries, 1832-01-01 to 2013-01-01
Data columns (total 3 columns):
city        182 non-null object
country     182 non-null object
avg_temp    175 non-null float64
dtypes: float64(1), object(2)
memory usage: 5.7+ KB
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>city</th>
      <th>country</th>
      <th>Rio_Temperature</th>
    </tr>
    <tr>
      <th>year</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1844-01-01</th>
      <td>Rio De Janeiro</td>
      <td>Brazil</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1845-01-01</th>
      <td>Rio De Janeiro</td>
      <td>Brazil</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1846-01-01</th>
      <td>Rio De Janeiro</td>
      <td>Brazil</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1847-01-01</th>
      <td>Rio De Janeiro</td>
      <td>Brazil</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1848-01-01</th>
      <td>Rio De Janeiro</td>
      <td>Brazil</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1849-01-01</th>
      <td>Rio De Janeiro</td>
      <td>Brazil</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1850-01-01</th>
      <td>Rio De Janeiro</td>
      <td>Brazil</td>
      <td>NaN</td>
    </tr>
  </tbody>
</table>
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<p>Let's interpolate to fill the missing values from 1844 to 1850</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_rio</span><span class="o">.</span><span class="n">Rio_Temperature</span><span class="o">.</span><span class="n">interpolate</span><span class="p">(</span><span class="s2">&quot;linear&quot;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">df_rio</span><span class="o">.</span><span class="n">info</span><span class="p">()</span> <span class="c1"># no more missing values</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
DatetimeIndex: 182 entries, 1832-01-01 to 2013-01-01
Data columns (total 3 columns):
city               182 non-null object
country            182 non-null object
Rio_Temperature    182 non-null float64
dtypes: float64(1), object(2)
memory usage: 5.7+ KB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_rio</span><span class="p">[</span><span class="s1">&#39;Rio de Janeiro (BR) | MA 10 years&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_rio</span><span class="o">.</span><span class="n">Rio_Temperature</span><span class="o">.</span><span class="n">rolling</span><span class="p">(</span><span class="n">window</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">df_rio</span><span class="p">[</span><span class="s1">&#39;Rio de Janeiro (BR) | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</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>

<span class="n">df_rio</span><span class="p">[</span><span class="s1">&#39;Rio de Janeiro (BR) | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    173.000000
mean      23.772936
std        0.419826
min       22.980000
25%       23.480000
50%       23.694000
75%       24.037000
max       24.764000
Name: Rio de Janeiro (BR) | MA 10 years, dtype: float64</pre>
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<h2 id="Comparing-Global-vs-Local-Temperature-Data">Comparing Global vs Local Temperature Data<a class="anchor-link" href="#Comparing-Global-vs-Local-Temperature-Data">&#182;</a></h2>
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<p>Now that we have gathered, cleaned and calculated the moving average for both Global and specific cities data, it is time to compare them:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># merging the different Dataframes side by side (axis=1)</span>
<span class="n">weather_all</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">df_global</span><span class="p">,</span> <span class="n">df_london</span><span class="p">,</span> <span class="n">df_houston</span><span class="p">,</span> <span class="n">df_rio</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">weather_all</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
DatetimeIndex: 266 entries, 1750-01-01 to 2015-01-01
Freq: AS-JAN
Data columns (total 17 columns):
Global_Temperature                   266 non-null float64
Moving Average: 2 years              265 non-null float64
Moving Average: 5 years              262 non-null float64
Moving Average: 7 years              260 non-null float64
Global | MA 10 years                 257 non-null float64
city                                 264 non-null object
country                              264 non-null object
London_Temperature                   264 non-null float64
London (UK) | MA 10 years            255 non-null float64
city                                 194 non-null object
country                              194 non-null object
Houston_Temperature                  194 non-null float64
Houston (USA) | MA 10 years          185 non-null float64
city                                 182 non-null object
country                              182 non-null object
Rio_Temperature                      182 non-null float64
Rio de Janeiro (BR) | MA 10 years    173 non-null float64
dtypes: float64(11), object(6)
memory usage: 37.4+ KB
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<p>Necessary to clean the data, keeping only the desired columns</p>

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<pre>Index([&#39;Global_Temperature&#39;, &#39;Moving Average: 2 years&#39;,
       &#39;Moving Average: 5 years&#39;, &#39;Moving Average: 7 years&#39;,
       &#39;Global | MA 10 years&#39;, &#39;city&#39;, &#39;country&#39;, &#39;London_Temperature&#39;,
       &#39;London (UK) | MA 10 years&#39;, &#39;city&#39;, &#39;country&#39;, &#39;Houston_Temperature&#39;,
       &#39;Houston (USA) | MA 10 years&#39;, &#39;city&#39;, &#39;country&#39;, &#39;Rio_Temperature&#39;,
       &#39;Rio de Janeiro (BR) | MA 10 years&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">weather_all_clean</span> <span class="o">=</span> <span class="n">weather_all</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">,</span> <span class="s1">&#39;London (UK) | MA 10 years&#39;</span><span class="p">,</span>
                                <span class="s1">&#39;Houston (USA) | MA 10 years&#39;</span><span class="p">,</span> <span class="s1">&#39;Rio de Janeiro (BR) | MA 10 years&#39;</span><span class="p">]</span> <span class="p">]</span>
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<p><strong>[Requirement 3]</strong><br>
Now let's prepare the final line chart plot, comparing Global vs Local average temperature data (using moving average over 10 years), and adding the supplementary information such as title and axis labels:</p>

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<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Weather Trends: Global vs Local Cities&#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;Average Temperature (C)&#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;Year&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>Now let's dive deeper and analyze similarities and differences between the Global and the closest big city (London, UK):</p>

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<div class="prompt input_prompt">In&nbsp;[20]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">weather_all_clean</span><span class="p">[</span> <span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">,</span> <span class="s1">&#39;London (UK) | MA 10 years&#39;</span><span class="p">]</span> <span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">4</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;Weather Trends: Global vs Local City&#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;Average Temperature (C)&#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;Year&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">fill_between</span><span class="p">(</span><span class="n">weather_all_clean</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">weather_all_clean</span><span class="p">[</span><span class="s1">&#39;London (UK) | MA 10 years&#39;</span><span class="p">],</span>
                 <span class="n">weather_all_clean</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">],</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;darkorange&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.2</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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2cPHTt2ZPXq1VUe++WXX2b48OEV6lBYWMh9993HmDFjmDx5cqX1EEIIIUTT8+WuFNbHZHF1Vzf/vaiIbycW8d/xRfRrbfHmxng+2J6I1vrkBZ2BJOhuIFpr7rrrLkaOHMnGjRtZtmwZ77zzDvHx8Y1dtQoiIiJYuHBhyfvFixfTu3fvMtssWLCAESNGsGDBgirLueyyy1i8eHGF5V9++SWtWrXi559/5g9/+AN///vf667y1dBaS2dFIYQQohHtS8rjvBCL6RFuwgKhuQ+EBcDs4S6u7Oxm0f509ifnl2y/LjoLc0/tp2o/HZyV6SXWV++hY4+efMMaUJ2747jpD1WuX79+Pc2aNSvTmt2pUyfuuuuuCtump6fzyCOPEBMTg7+/P6+++ir9+vUDYO/evdx4443Ex8fzxz/+kVtvvZXc3FzuvPNOMjMzcblcPPbYY1x++eWnfC6XX345P/74IzNmzODYsWO0bNkSPz+/kvVaaxYvXsyXX37J9ddfT0FBAf7+/hXKGTZsWKXl//jjjzz88MMAXHXVVcyaNQutdZmOhA8++CCTJ08uOY8HHniAa665hgkTJvDiiy+yceNGioqKuOOOO7jtttuqvAaxsbH87ne/44ILLmD79u18+OGHvPbaa+zatQulFNOmTWP69OmnfK2EEEII4Z3sQjexWUVc3KtiA5iPA+7q62ZFnA+rjmYR0S4Ql6X5YHsi6QVuRnUOokurMzvnW1q6G8jBgwcZMGCAV9u+/vrrDBgwgJ9++om//vWv/PnPfy5ZFxkZySeffMLixYt54403SEhIoHnz5nzwwQf88MMPfP311zz//PO1+momKCiIDh06sH//fhYsWMDVV19dZv3WrVvp3Lkz3bp1Y/To0axcubJG5SckJNChQwfAHiqvZcuWpKenl9nmlltuYd68eQBkZWWxbds2LrnkEr788kuCgoJYsmQJixcv5osvviAmJqbaaxAVFcXUqVP58ccfSUtLIyEhgZUrV7JixQqmTZt2qpdJCCGEEDVwIMVuwe7XuvIYJdAXLghzs/5YJkVui02x2aQXuAH4dl9ag9WzvpyVLd3VtUg3lCeffJItW7bQrFkzlixZUmbdli1beO+99wAYO3Ys6enpZGVlAXYrdEBAAEFBQVxwwQX8+uuvTJgwgZdffpnNmzejlCIhIYHk5GTatWt3yvW75pprWLhwIWvWrGHevHmYplmybsGCBVx77bUAXHvttXzzzTdceeWVXpftzQPB6NGjmTVrFikpKSxZsoQrr7wSX19f1qxZQ2RkZEnaSnZ2NkePHiU8PLzSawD2NwrFre5dunQhJiaGp556igkTJnDRRRd5XW8hhBBCnLrI5Hx8FPQOrjoOuLSjxao4zdbjOSw9mE5YgOb8thbLojO5dXAooYF+Ve57ujsrg+7G0Lt37zLB9YsvvkhaWhqTJk2qsG1lQWlx6kX5sZyVUsyfP5/U1FSWLl2Kn58fI0eOrPUU8ZdddhmzZ89m8ODBBAUFlSx3u90sWbKEH3/8kbfeegutNenp6eTk5NCiRQuvyg4PDycuLo4OHTrgcrnIysqidevWFba74YYbmD9/PosWLeL1118vWT579mzGjx9fZtt58+ZVeQ0CAwNLtgsODmb58uWsXr2ajz76iO+++45//vOfNbk0QgghhDgFkcl5nNtS41/NhNqDQjQh/pqvdqcQk1nEnX3cjGtvsSTWh0WRadw1LKzhKlzHJL2kgYwdO5bCwkI+/vjjkmX5+fmVbjtq1Cjmz58P2KOatGnTpiTw/eGHHygoKCAtLY2NGzcyePBgsrOzCQ0Nxc/Pj59//pnjx4/Xur4BAQHMmjWLhx56qMzydevW0a9fP7Zt28bmzZvZsmULV155JcuWLfO67IkTJ/L1118DdifNMWPGVDoxjGEYvP/++wD06dMHgIsuuohPPvkEp9MJ2KkjeXl5Xl+DtLQ0LMviqquu4tFHH2X37t1e11sIIYQQp8ZlaQ6lFtCvdfUDGvgouKSDRUxmEX4OmNjJIiwQLgp388PhDHIK3Q1U47rXIC3dhmF8CEwGkkzTHOBZ1gaYB3QDogHDNM30SvZ1A8WRUYxpmtc0RJ3rmlKKDz74gGeffZZ33nmHkJAQAgICePLJJyts+/DDD/Pwww9z6aWX4u/vz7/+9a+SdUOGDOH2228nLi6OGTNm0L59e66//nruuOMOJk2aRP/+/enZs2ed1Lk4haS0BQsWcMUVV5RZdtVVV/HJJ58wderUMstnz57Nt99+S35+PsOGDeOWW27hkUce4aabbuKhhx5izJgxBAcH8/bbb1d6/LZt29KrV68ynUJvueUWYmNjueKKK9Ba06ZNGz788EOvr0F8fDwPP/xwySgmTzzxRI2uiRBCCCFq7khaAUVuTUTwyUcRm9DRzddHfBgX7qZVM3vZ1O522smSQ+kYA0Lrubb1QzXEWIiGYYwDcoBPSgXdrwJppmm+bBjGX4HWpmk+Xsm+OaZpepe38BsdFxdXZkFeXl6ZNIMzna+vLy6X65T3nzp1Km+88QadO3euw1rVrfz8fCZMmMCyZcto2bJlY1en3hV/RkNDQ0lJaRrDI4my5N42XXJvmy65t3VjYWQaH+5I4tOLiwipOOBZBT8nKPq11rQuNWDJ09t8OZTly3tTetLct/bJGnV1bz2DQ1T8yr6cBkkvMU1zLVC+2+m1QHGuxcfAlIaoizgzrF27lnHjxnHnnXeeFQG3EEII0ZRFJucTFqC9CrgBxrQvG3ADTO3uJrPQYuWRzLqvYANozI6UYaZpxgOYphlvGEZVQ234G4axDXABL5umWfVsLMJrN95442kdzI4bN46tW7c2djWEEEIIcYqi0wv4Zm8qh1MLiM9xcnGH2k1QN7CNpncrzYLIVCb2DMbHcdLG5dPKmTB6SRfTNOMMw+gBrDQMY7dpmlHlNzIMYzowHcA0TUJDy+b7JCYm4ut7Jpyu92pzPrfeemsd1kTUhebNmxMaGoqvr2+Fz69oGuTeNl1yb5suubc157Y0X/1ygvc2HCPAF4a2czC5ux+TuvsTfE7tkix+P9DFk+uL2J0Bl/au3X1p6HvbmFFoomEY4Z5W7nAgqbKNTNOM8/x7xDCM1cAQoELQbZrmXGCu560un6NTWFiIj081Y9ScYWqb0y1OP4WFhaSkpEj+YBMm97bpknvbdMm9rbl3tyaw5GAGF4RZPNjfRclEkk7IyKhd2QNbQMdzmvHzoQTOa1O7lu46zuk+qcYcMnARcIfn5zuAheU3MAyjtWEYzT0/hwJjgH0NVkMhhBBCCOG1PKebFVGZTOjoZtaQUgF3HfFR8NoFcP/I8LotuAE01JCBXwLjgVDDMI4DzwAvA6ZhGHcDMcCNnm2HA/eZpnkPEAG8axiGhf2A8LJpmhJ0CyGEEEKchjbEZFPo1lzZ2aKSKTjqRMtmdke/M02DBN2mad5cxaoJlWy7DbjH8/MGYGA9Vq1B9erVi0OHDtVpmTNmzODSSy9l8uTJtS5rz549fPTRR7z22mu8/vrrnHPOOdx3330l60eOHMnSpUtp06ZNmXNZsWIFTz/9NKZp8uOPPxIYGMi0adMqlL9hwwZM0ywz7nixjh07cv311/Pvf/8bAJfLxZAhQxgyZAiffPJJyXZ33nknKSkpfPfdd5Wew+HDh5k5cyZ79uzh8ccfL1P/VatW8fTTT2NZFjfffDMPPPDAqV0oIYQQQlRqRVQmnc7R9K1mqvezlcxIKUq89dZb3HnnnTXaZ926dfztb3/j888/p2PHjtx000188MEHNT52YGAgBw4cKJmlc+3atbRv377MNpmZmezevZusrCxiYmIqLSc4OJgXXniBe++9t8xyt9vNrFmz+Oyzz1i1ahULFizg4MGDNa7nqZDceyGEEGeD+Owi9iXnc2lHd721cp/JmtZwHl56f1siR9ML6rTM7q39uWd4WI33O378OA8//DBpaWm0adOGN954g44dOzJjxgyCgoLYuXMnycnJzJo1i8mTJ6O15qmnnmLDhg106tSpTFnr1q3jhRdewO12M3jwYF566SWaN2/OyJEjufHGG1m+fDkul4t33323woyNOTk5REZG0r9/f6/rvnnzZh577DE+/fRTunXrBtjTx3fu3JlffvmFIUOG1OhaXHzxxaxYsYLJkyezYMECpkyZwubNm0vWL1myhMsuu4y2bduycOFCHnzwwQplhIaGEhoayooVK8os/+WXX+jWrRtdu3YF7Nk2f/jhB3r37l2yTXR0NPfeey8//PADAEeOHOFPf/oTy5YtY9euXTz33HPk5uaW3KewsDA+//xzPv/8c4qKiujevTtvvfUWAQEBzJgxg+DgYPbs2cPAgQOZOHEiTz/9NGDPTjp//nxatKjpnE9CCCHE6WvlkUwcwCUdazc0YFMlLd2NbNasWUydOpWffvqJ66+/nr/97W8l6xITE1mwYAEff/wxL730EgBLly4lKiqK1atX849//INt27YBUFBQwMyZM3nnnXdYsWIFLperTFpGmzZt+OGHH7jtttuYM2dOhXrs3LmTvn37el3voqIi7rrrLj744IMKAfygQYPKBMveuvbaa1m4cCEFBQVERkZWCNqLA/Hi7WoiISGhTO/i8PBwEhISymzTrVs3goKC2LNnDwDz5s3DMAycTidPPfUUc+fOZdmyZUybNo1XXnkFgEmTJrFkyRJ++uknevbsyZdffllS3pEjR5g3bx7PPPMMc+bM4cUXX2T58uV8++23+Pt7OTuAEEIIcQZwW5pVRzIZEmoRKv/FVeqsbOk+lRbp+rJ9+3bef/99AG644QZmz55dsu6KK67A4XDQu3dvkpOTAdi0aRNTpkzBx8eH9u3bM2bMGACioqLo0qUL5557LmBPfvPxxx/zhz/8AbCDQ7AD4qVLl1aoR1JSEm3atCl5r07yvZCvry/Dhg3jq6++4vnnny+zLjQ0lMOHD9foOgD069eP48ePs3DhQi655JIy65KTk4mOjmbEiBEopfDx8WH//v1ePyhoXTG3rLJzvOWWWzBNk4iICL777ju+//57oqKiOHDgADfddBMAlmXRrp09l9OBAwd49dVXycrKIjc3l4suuqikrMmTJ5cMU3n++efz3HPPcd111zFp0iSvhxcSQgghzgQrjmSSnOfi3r7uxq7KaUtauk8zpQPBZs2alfxcOmisLFisLKgsrXlze8weHx8f3O6KvxD+/v4UFhaWvG/dujUZ5QbTzMnJoVWrVgA4HA7effddfv31V956660y2xUWFp5yS+7EiRN5/vnnmTJlSpnlixYtIjMzk1GjRjFy5MiS4Nxb4eHhxMXFlbyPj48nLKziw9eVV17JypUr+emnnxg4cCBt2rRBa03v3r1Zvnw5y5cvZ8WKFSUt2jNnzmT27NmsWLGCmTNnlrmGgYGBJT8/8MAD/OMf/6CgoICrr776lB5KhBBCiNNRvtPii53JRARbjG4nHSirIkF3Ixs+fHhJ8Dh//nxGjBhR7fajRo1i4cKFuN1uEhMT2bBhAwA9e/YkNjaWo0ePAvC///2PUaNGeV2PXr16ER0dXfJ+5MiRLF++nJycHMDOp+7Xr1+ZCYYCAgL4+OOP+fbbbyukVdQkVaW0adOmMXPmTCIiIsosX7BgAZ999hmbN29m8+bNLF26lEWLFnld7nnnncfRo0eJiYmhqKiIhQsXMnHixArb+fv7M378eJ544omSEVjOPfdc0tLSSlJ5nE4nBw4cAOwHkbCwMJxOJ99++22Vx4+OjiYiIoL777+fwYMHS9AthBCiyVgYmUZ6gZt7+koHyuqclekljSU/P59hw4aVvJ8+fTovvPACDz/8MHPmzCnpoFedSZMm8fPPPzN+/Hi6d+9eElj7+/vzz3/+k3vvvbekI+Vtt93mdd169uxJdnY2OTk5tGjRgn79+vH73/+eKVOmoJQiNDSU1157rcJ+rVu35rPPPuOGG26gTZs2XH755WzdupWHH37Y62OX1qFDB+65554yy2JjY4mLiytz7bp06UKLFi3YsWMHQ4cOLVmelJTEpEmTyMnJweFw8N5777F69WqCgoKYPXs2t9xyC5ZlMW3aNPr06VNpHa677jqWLl1akirSrFkz3n33XZ5++mmysrJwu93cc8/OZprtAAAgAElEQVQ99OnTh0cffZTJkyfTqVMn+vbtW/KQUt7777/Phg0bStKFLr744lO6PkIIIcTpJC3fxfx9qYxt7yaitbRyV0edLC0BwDCMtsBgIBjIAHaZplnptO2nCV06lQAgLy+vzNf9Z7r6mAZ+7ty5tGjRgltuueWUy9izZw/vvvtuyXjbpVU3TvfpZM6cOWRlZfHYY4816HGLP6My5XDTJfe26ZJ723TJvYXcIjfrj2WzLymPuOwibh4UytAOLXBZmudWxrIvOY93xxYRfk7D1Ec7muEKPrVv1Eur42ngT9rGX2VLt2EYPsDvgfuAQUA0kA0EAd0Mw9gNzAH+a5qmZM03Abfffjvff/99rcpIS0tr8GC1Lt19990cO3YM0zQbuypCCCFEo3NbmhdWxxKZXEBwc2jm0Ly45jhPXtSJLcdz2JWYxyODXA0WcJ/Jqksv+RXYDDwO/GyaZkkPMcMwmgMXALcCf6YJzRp5NvP392fq1Km1KmPcuHFVruvcuTNXXHFFrcqvb6cysY8QQgjRVM3bk0JkcgEzB7q4tKNFjhOe3OrHC6uPY2m4obubCTIut1eqC7qvME3zRGUrPAH4KmCVYRhnxNhn3qTRiPrVuXNnOnfu3NjVOG3JZ1QIIcTpZG9iHl/vTmVCRzeXdbID66Bm8OL5Tp7b4Ueb5prf95FkB29VOXpJccBtGEazytYXLzdNM66y9acbh8Mh03GL05bL5cLhkMGEhBBCnB4srXlzYxztAzV/7Fc2sA5qBv8Y6eTJIS58ZLQSr1U7eolhGA8CY4Fplaz+xDCMtaZpvl0vNatj/v7+FBQUUFhYeNKJX84EzZs3LzMmtDhzaa1xOBwyS6UQQojTRlRaAYm5Lh4Z5CawkmixCYRSDe5kQwbeCVQ1lMUzwBfAGRF0K6UICAho7GrUGelNLYQQQoj6sv1ELgoY3lbytevKyb7P7maa5v7KVpimeQDoXvdVEkIIIYQQjWnriWz6Blu0qjTJWJyKkwXdlmEY7Spb4VkuPb+EEEIIIZqQtHwXh9MKGdFOWrnr0smC7jXAQ1Wse9CzXgghhBBCNBHbT9izK49oJ22rdelkOd1/AzYYhtEH+AaIB8KBG4DLsMfqFkIIIYQQTcTWEzm09dd0ayFBd12qtqXbNM19wCjP2znAas+/ChhtmmZkvdZOCCGEEEI0GKfbYmdCLiPaWTJCSR07WUs3no6UNwIYhuEwTVMSfIQQQgghmhhLa8w9qRS4NCNk1JI6V2XQbRhG3/Ijl1QWcFe2XSXbfAhMBpJM0xzgWdYGmAd0A6IBwzTN9Er2vQN4yvN2tmmaH1d3LCGEEEIIUTO5RW7e3BjP5uM5XBTuZmhbSS2pa9Wll3xiGMZ8wzCu8wTIJQzDaGMYxhTDMOYDH3lxnI+AK8ot+yuwwjTNXsAKz/syPMd9BhgJjACeMQyjtRfHE0IIIYQQXvq/zQlsO5HD9AgXjw12y0yT9aC6aeBHYE9+cz+QYBhGsmEYRwzDSAbigPuAz0zTHFVVGaXKWguklVt8LVDcav0xMKWSXS8HlpummeZpBV9OxeBdCCGEEEKcIpel2RGXw8RObqZ0k1zu+lJtTrdpmt8A3xiGEQBEAMFAOhBpmmZBLY8dZppmvOc48VWMB94RiC31/rhnWQWGYUwHpnvKIzQ0tJbVO735+vo2+XM8W8m9bbrk3jZdcm+brrPh3u48kUm+S3Nh1wCCg0/a3a/x+TRHh9T+njT0vfXqypqmmQ/sqOe6VKayZ61Kk4xM05wLzC3epqlPkS7TwDddcm+bLrm3TZfc26brbLi3q/cn4wB6+ueQkdHYtTk57WiGS9f+ntTVve3QoYNX251scpz6lGgYRjiA59+kSrY5DnQu9b4TdmqLEEIIIYSoAzvjc+kdbNHCr7Fr0rQ1ZtC9CLjD8/MdwMJKtvkBmGgYRmtPB8qJnmVCCCGEEKKWcgrdHEorYEiIjFZS3xok6DYM40tgI9DHMIzjhmHcDbwMXGYYxiHs2S1f9mw73DCM9wFM00wDXgC2el7Pe5YJIYQQQoha2p2Yh6VhaKiMy13flNbeP9kYhtEW6GSa5i/1V6U6oePimnYWytmQY3a2knvbdMm9bbrk3npnV0Iu83an0D6oGbcMCiUk8PTPZ2jq9/btzQmsjc5g3oQifBsz/6EGtKMZruC+tS6njnO6Tzrmi1cdKQ3D6AB8BowFioAWhmFcD1xqmuafalFPIYQQQjRx2YVu5mxNYP2xbEL8NftT8ll/LIup/UOYEhGCnwwK3Wh2JuQwuI11xgTcZzJvL/G7wHrgHMDpWbYKmFQflRJCCCFE05BT5OaZlTFsis3m1p4u3h/n5N0Lixga4uaznSk8svQoB1LyG7uaZ6Vf43NJyHExXKZ8bxDeBt2jgedM03TiGbLPM1mNzA4phBBCiErlOd08tzKWY+mF/G2Ik1t7WTT3gfBAeGqoi2eGOcktLOTxH46xKyG3savbJGmtOZCSz/cH0vjPpnjWRmcB4LY0H2xPpH2g5tKOEnQ3BG9HQE8BugFRxQsMw+iNPaSfEEIIIUQZWmv+uT6OqLQCnhzi5Px2FfuQjWynGdjayT3r/FgYmcag9uc0Qk2brqwCF29vSWBjbA4AzX1geVQmeU43bgtiMot4aoiLZj6NXNGzhLdB9xvAIsMwZgM+hmFcB/wNeL3eaiaEEEKIM9am2By2xuXyh74uRodVPWhDoB9M6mTxVVQuCdlFtA9q1oC1bLoOpOTz4prj5BS5+X1vFxM6WrT0g9m/+PLOlkT8fRWDQ6xq742oW16ll5im+S720H1/wG71fgh41TTN/9Zj3YQQQghxBsp3Wry3PYHuQZprup48dWFSFzdKwdJDZ8B0iGeIL3Ym49Au3hztxDjXIsQf/Hxg1hAXQ0MtnG7N9Aj7uouGcdKWbsMwfIDHgddN0/yq/qskhBBCiDPZvN0ppOa5eXKUCx8vmvdC/eGCMDc/RWVwy6BQmstQGrWS53SzJymPa7padG9ZtiW7mQ88N8xFWiG0DWikCp6lTvqpNk3TDfwFe6hAIYQQQpzhYjMLSc931UvZ8dlFLNqfxsRObiJae5+6cHUXi5wii3XHsmp8zAWRqTyy9Cj5ztOjQ+BPURksiEwlJrOQmsyHUld+jc/FZcHIKkYl8XFIwN0YvM3p/gK4E/iwHusihBBCiHqWnOvkL8uiCQnw5V9XdaeZN03RNfDN3lQcCm7v5a7RfgPaaLoHab7ek8q4bi1L6pWc66RNgC8+jsrzIGIzC/n012RcFny9J4Xbh7Sr9TnUxoGUfP69KQGA/+5IprW/D11b+9MtuDnX9G3t1YRAltbsSsjjRFYRKXlOhndsQf92gV7XYeuJHFr4Qb8aPPSI+udt0B0BTDcM4zEgFs+wgQCmaU6sj4oJIYQQou69vy0Rl6U5ke3ky10p3FGHQWpSjpNVRzKZ1NlNG/+a7asU3N3XxVNbFQsj07hxQCg74nJ4YfVxRnUO4tGxHXCUS0DWWjNnSwL+PjCwrcXC/Wlc0qMVnVo1r7Nzqgm3pXlnczwh/pq/n+9kX7qD3WluYnJcfJ+Yy8aYLF64tAthLaruLOp0W7y1KaFkaD+ATbHZ/N/VPSqcf1V12HYih+Ghbq9Se0TD8fZ2mMCD2KOYfAP8r9RLNFFro7N4cc1x3JY8KQshRFOw5Xg2m47n8LueLi7v5GbBvjQOpdbdxDTz96WigBt71KyVu9jQUM0FYRZf70nl1/hcXlt/gha+mg0x2Xy5q+J03auOZrEnKZ+7+rh4sL+L5g6Yuy2xUVI6AJYcTOdoRhH3Rrjo0gKu6Gzx6GA3/x7j5LWRTnKKXMxaHkNcVuUZuzlFbp5dGcva6Cxu6+Xis0uK+MsgF3HZTn6N924c80OpBWQVWoysZIhG0bi8aun2jF4izjI/Hs5gd2IeW07kMLpzEADp+S58HYqg5jKopxBCnEnynRbvbUukawvN9d0tCt2wLcXBS2tO0Ds0gGB/H6ZEtPF6yL7sQjcnsoqIzy7CaWl8HYrlURlc1sldq3zhP0S42LbWwTMrYwlupnnjAidfHvbB3JOKpSEk0JecQjfb4nI4mFJARLDFxE6WndLS28U7+/L4JT6XoR1anHolTkF6vovPdyYzLNRiTCXD8PUO1rx8vpNZW+H+748wKCyQCecGc2HXIJRSaK15bf0J9ifn8+ggFxd7Jqy5MNzi/QOaxQfSvTqnrSdy8FEwTGaZPO14FXQbhnFLVetM0/yi7qojTheFLov9yXkAfLsvldGdg8gqdDNjyVGC/X1448ruXn3NJYQQovG5Lc3r60+QkuvilVEufB3g64DHB7v45KDmeLqTHXmKHXE5vHJ5N1oH+OK2NMm5zjJBeIHLYm10FquPZrI3qWILua/j1Fu5i4UFwK09XXxx2IdZQ12EBcD9/d0k5yu+2Ztasl3Plppbe7m5qrMdcIPdsvzRAXuM8IYOuhcfSKfApbm3n6vKYfjObaV5c0wRy2J9WB2Xy+s/55Ga15br+oWwJjqLX+LzuC/it4AbwM8BV3a2+PJwLvHZRYSf5KFo6/Fs+re2aHHy1HHRwLzN6X6w3Pv2QEdgG3YnS9HEHEjJx2nB8LYW25ILiEzKY9mhDDIK3GQUuFl/LJtx3Vo2djWFEEJ44cMdSWyNy+X+fi76l+pcN6CN5tVR9igmBzIUf90Cz6+K5cYBIXy5K4WYzCIeHNWeS88NptBl8fSKGA6kFNDpHM2tPd30aqUJD9T4+0C+G/x9oF0djIpx47kWV3e18PdEKX4OmH2+i8yi396fU0lQ6eeA80ItdsTloLVGNVDjUKHLYtmhdEaFWXQ6yaSaYQFwR283t/Vy89Ivvnz8SzKt/H35745E+rTSXFXJuOaTOruZF+XDkoPp3D0srMqy0/JdHMss4q4+0sp9OvI2vWR0+WWGYfwJO/AWTdCuhDwcCmYMdPHHdc14a1M8cdlObjrXzaYkB1/uSmZMl6Aqe5OLxqW1Zl9SPsEBvnRsKbO7CXG2yCxwsf5YNpf1bFUy+sfCyDS+P5DOlG7uSgO6Yn2CNU8OcfLcdnhlXRwdAjURwZq3NycQGujHj4czOJBSwKODXYwPt+p9UhX/chGKUhDsRf/I4aEWGxNdxGYV0aWBOlSuic4iu8hiSlfvW/kdCh4Z5CJ+kx9vbozHR8Gfz3fhU8l1DfGHse3drIjK4Lbz2lY54szeRPsb6kFtJJ/7dFSbfq1zgPvqqiLi9LIrMZc+rSzaNIeruriJy3bStYXm5p5ubutld+pYdTSzsaspKhGZlMesn2J48qcY3toY19jVEUI0EEtrXlsfx9xticxefZwCl8WPhzP4cEcSF4RZ3N335AHh+W01Tw918tAAF3MudPL8cBedztE8tyqWn2OyuauPi4s71H/AXRvDPbnM20/kNMjxtNYsikyjR5BmQA2DXX9feHqYk/BAze29XHQLqnr/CR0tcp32UIJV2ZuUR4AvnNvy7Au6tcuFdtXP2PN15ZSCbsMw/IDbgey6rY44HeQ53RxKLWBQiP1Le203N2Pbu3l0sAs/B4xqp+ndSvPVrhRcMrLJaWXxgXT+ujyGuMw8BrS2OJhaQJ6zdvmVQogzw8LINHYl5nFRuJvdCXk8sjSatzcnMCzU4vHBlbegVmZEO80VnS18PSkczw530tZfc01XNzd0P/3TFtoGQNcWmh1xVY/2sSIqgw+2J9bJ6Fy/xOcSm1XElG6nNqV6uwB4f5yTG8+t/toODtEE+trDB1Zld2Iu/VtbZ81QgbqoEL1tPdZ7r2M9chvs2d7YVaqWtx0pnZQamxvwAZKBP9RHpUTj2peUj6VhcIj9B6BVM3hyyG+Bm1JwQ3cXL/2qOJiST78aDNhflyxt/1Ed3D4Qv7PlL0w1Fh9IZ+62REa1s3jsPBf7MxRPbnGwLymf4R0btkOREKJhHUkr4LOdyVwQZvHYYDdjwixe2QkD21g8NdSFXy0GnAoLgA8ucnImZRMOb2ux8FgeeU43geVOPinHyZytiRS5NblFFg+Man9KAwNEJuWxYH8aW47nENJcc1H4qT+QeHN4Pwec39bNluPZuK32FdI7MwpcHM9yclnv0//BqLa01uhfNmHNex9Sk6BFS9R5o6B1SGNXrVredqQcUO59LhBnmmbTv7NnoV0Jufg5ICK46haAIaEaB/BrQm6jBN1aa+ZuTWTpoQxuHRyKMSC0wetwOvn5WFZJwP3EEFfJ/fNzwO7EvBoF3QdT8tlyPIebB4VKzr4QZwBLa97aGE8rP81DA+yRM8aGa/oGFxHc3B5RpLbOtD8F57e1+N9RHzbEZJNd6CYqrYA7h7YjJNCPj35JQmnN5C5uvj+SSWAzB3cNbVejwDujwMVTK2II9IXrurmZ3NVdqwcbb40O06yJtzhQSYNXcT73wCaSz60LC7GOHMU6fASdm4sKaYMKCkInJWPFHEfHxkKHLjj+/Az0Ow/lOP2HMvY26L7HNM1Hyy80DONl0zT/WpsKGIbxZ+wWcwW8Z5rmv8qtHw8sBI56Fs03TfP52hxTVE1rza/xuUQEW1Q3FHcLP+jVyuLX+FxuGdS24SqIXcePf0lm6aEM/H00a45mcWP/kAbrpX46Wncsi7b+uiTgBmjuAxHBFrsSvJtQAX6b3S0qvZA8l8X04VX3khdCnB7WHM3iaEYhjw92U7rfdGgdjCJypurXWhPgS8l07L4K9iXlcX3/EH6OyeZ3vVzcfK6Fj4KF+9PZejyHK3u35vJewfh78ZSyKTYblwUvnu+kRwPmTw8PtdN+NsVmVwi69yTl4e8DPVud+UG3lZhE0Zz3IS8P/PwgqBX8ugu0Br9m0Lk7ato9qPFXony9DWUbn7c1vReoEHRjB8unHHQbhjHAU8YIoAhYZhjGYtM0D5XbdJ1pmpNP9TjCe2uisziWWcT9/U7+JcaQUI15pIDcIjfnNKv/J8zIpDzWRGdxICWfI+mFTO7ipluQ5j97iziaXkiPms453IREpRXQN9gqCbiLDQ6x+OxQIVmFblqWeorKLHBR6NK0KzeQ696kfKLSC+kRZLH4QDodg5pxVZ/WDXEKTV6ByyozS57L0qw/lsWITi1Kvv7OLXKzJzGP8zu1qNDqFp9dxI+HM7hxQEiFr8ubojynGz+HktSxkyhyW3y+M5meLTUX1iK9oanxdcDvero4nqu4qot9XZ7drnlvWxJhAZobutudQadHuIlorVl0zOLDHUlEZxTy59HhJy3/52PZdAjUdK+m42N9CPSD80IsNh/P5s6h7co0Nu1NzKNfa6tOvtloTDonl6KPPgXfZjhm/hV69UP5NUM7nZCVAa3bnBGt2pWpNuguNSmOr2EYN2O3RhfrAaTV8vgRwCbTNPM8x1sDXAe8WstyxSlIz3fx3rZEIoItrujiTdBt8VWUD7sT8xjlmbGyvuQ7LZ5dFYvSmt7BFnf3sbiuu0WuE+bssx8WztagO7vQTVKui6s6VvzjPzhE8+kh2JOYywVd7HHVo9IKeG5lDL4OxXtTepZJIVkYmUZLP/jHKBev7vTl/e2J9Azxp8/Z3GRWB3KL3Dz4/RF6hCbx+Jh2+Pk4eH+bnR41vntLZl7QAa01b26MZ/PxHC7p0ZIHRoaX3JsDKfnMXh1LVqFFsL8v10a0aeQzql/2RFxHCA3w48WJXfFtgNwGp1uz5Xg2g9qfc0bNuLvkYDrJeS5mjnCdcSkg9e26cp0+/zXaydz9Pkzq/Ns3uUrBuHCLceEWb+3xYdWxLKYPDyOgfAtGKZkFLvYk5XFjj8YZxeWCMIu39rg4llFIt9b2/3tZBfb43OPP8Hxu7XRS9OkXkJ2D49GXUN17l6xTfn4Q0rDfrNe1k7V0F0+K0wx4qNRyDSQCd9fy+HuAvxuGEQLkA1diT7hT3mjDMHYCccBfTNPcW34DwzCmA9MBTNMkNLRp5/j6+vrW+Tm+8X0kRS6Lv40JJKTlyR+VRwVpArbncyDDYvKQ+r3eyyKTKHBp3rm0OYPb/vYfYhtgdIdC1h3L5uFLI5pEDnJN7+3RmAwAzut4DsHBZYOFES01AdvyOZSpuSY0lK0xGcz6KQalLTILISrXhwu62wFcTHo+W0/k8Pv+voSHBjJ7nOb6RQUsj85jTN/OdXeCZ4GN0WkkZBVy3SC7xex/G6JJzXeTGpvBW1sdDO0UzNJDGXRrqVh9NIurBnYiu9DF5uM5DG7rYOWRLJz4MqF3W6LT8vhyx3FC/KFdgIPlR7K4a2yvJptOpbXmjSX7Sc93k5rnZvGRPO4e1bXSbQ8k5bApOh1jSAcCatn6/9GWGN7bGEdzX8Xlfdtx2/DOdGjl/YO8r68vWSqA3EI3AzvUfuKw3EIX249nklXgxG3BVf3a4Vuu1T+rwMU3ew8xOtzB+HNb1fqYTV0w8HL7qtdP6eNmWWwhezI0kyJ++xtc/m/yhj0JWBom9TqH4OCGb1ae2FwzJzKf93ak8ub1A/D382H+hmMAXNCl4v8DpyvtdpO3ei2OVq3w69aVooOHyPl+CTo1jVaPPI//+RfUex3qI5aq9njVrSyeFMcwjNdM0/xLXR/cNM1IwzBeAZYDOcBOoPwgizuArqZp5hiGcSWwAOhVSVlzgbmetzolJaWuq3taCQ0NpS7PcXdiLqujUvl9bxfBVhYZGd7tN6C1L5uOppAysH7/4C/adZywAE0X3+wKdRvbVrHuhB+r98UwuP1JpgI7A9T03v5y1J4WOcxR8doA9G/ty5pDSRxOzGRXYh7dgjTPDHXy543N+PbXWHoH2S0jn2xJwNcBl4blkZFhd8gZH+7DskPJHB0YfEa1/jWkbSdyWHU0kxmjw/HzcaC15vUVR4jPcZKfl8vQDufw1Y4TjA93Mzjcnzd3pLE2Ko3z21o8OcTFjA1+vLT8AEVuTUSwxexhRSw+5mBOZBrrjthfJg5so3niPCc7Uhy8tsti5d6m8VmvzMojmaw+nMqdvV0cy1F8tCWWvsGOMt+2xGQU8umvyWzxjMP8y7EUnrio0yk/dGcXuvl8WyyDQyzCAzU/7Etk5cFkHh3bkfPCvbvOB7MdzFocCcDbV/egbWXTJXrJZWke+yGaqLTC3xYW5TGma9lg/qMdSeQUuvldDycZGQWnfDxh6+wL7QP9+H7XCc4v1bhT/m/yD3vtiYPa4v3/lXXJAfxlkOKlX7J5YuFuugQ355u9qUzo6KZTJf9Hnq6cC7/HvWFT2YVde+K4fQY5fc8jpwHiuLqKpTp06ODVdl49otVHwF2q7A9M0xxqmuY47HSVQ+XWZ5mmmeP5eQngZxhG027GbgQ74nLxUXBNNbOVVWZIqEVctpPEnKJ6qhmk5DnZlZDHhI6Vf5U3op3dYeb7A+l1MubqmSYqvYB2AZqqJp4cGmqRmu8mMSuXO3q7eG2kk7BAuDjcHnoqq9DNkbQClkdlcEkHN61LTeA2sZOF04I10TIRUmWOZRTyj/UnWH8sm62eADA6o5D4HCetmtmdUl9fH4elNbf3djOtjx939XEx1DNucnMfmDnQRUa+myKXxcxB9ljK13SzePfCIt4e6+TbiUW8MtJJcHMY296ipR8sPXiG/K9aQ/HZRczdmsCA1hbX97D4Yz83of6a19afKBmZYW10Fo8si2ZvUg6/6+Xinr4utsbl8vaWhDI58zUxf18q+U7NvRFuHhrg5u0Liwht7ua5lbEsiEw9abk/RWXw1+/20THQAq359NfkU6pHsXm7U4hKK+TPA1x8eFERLfxge7kxp5NznXx/II0JHd10PwsnQqkPSsElHSx2JeSRmuesdJusAhe7EvMY075xJwga215zXz8XW07k8M3eVC7v5GbmwFMbJ7wxuLfvwL1hE+rSa3DMeh11y304HnjK/rnfeY1dvXrj7TjdYcAbwEVAKKVyu03TrNUc04ZhtDNNM8kwjC7A9cDocuvbA4mmaWrDMEZgPyik1uaYoqK9SXn0bmVVmHb3ZIZ6xvLeHpfLlb3rZ7rxNUez0MCEDpVP8tLcB4weLj4+mMMLq2P5y9iOOBTEZBTRJbhZk+90FpVaQM9q/tOd3MWiX2sn57bUZSbHuKyTxcJjPqyIymBFVCYt/TR39il7jc9tqenZUrP8cAZX9W7dZFMaTkV2oZsX18QS4GPh7wOrjmZxQZeWbIjJxgG8NsrJc9v92Jecz3Xd3LT3DDQwtYfF1B6/Pdz2Dtb8ZbCLQF9Np1KNqp1bQNnpEaCZD1zWyc230dmk5jkJCTz11tTTTaHL4pW1J/BRmkc8E7mc4wdPnOfixV/gyZ9i6B3iz8HUAvq3tr8lKH5AzHW6+TIqky6tmtc43z01z8n3B9IZ38FdMhtgeCC8PsrJP3f58t8dySTnurh7WDvisor496Z4AG4d3JZurf15b1sia6OzOD/MweODCvj6iA/zorK4qk/rU+oLcSAlv6TV8vLO9udkSIibHXE5aK1Lfgc/32kH9r/rJZNf1aWLO7j54rAPa6OzuK5fxTGfVx3NwtJwYfvGz52+uquFW7vIdcLNPa0zJqffOn4C5/xF0GcgauqdKB8fVLcKCQxNkrch1rvYf/1vAH4AJgJPAYvroA7/8+R0O4H7TdNMNwzjPgDTNOcAU4E/Gobhws77vsk0TXmsr0MFLovDqQVc373ml7VzCzsw+25/Gpf3DK7znGqtNauOZBIRbFHdt7zTzrUIbubiP3vzmL4ginyXhaWhVXMHdwxpx8U9Wp3S5Aenu9wiN/E5Ti6rZtQCXwf0rmQIqR4tNT2CNJ/8moyl4YXhrkpbyy/v7Ob/9hZxOK2AXiHSobLY25vjSclz8coIFxsSHSyIziGrwMXGmGz6t7HoeA48O8zJomM+3NSz+sBofAfv/wOf1NnN/476sOJIZpMan/797YkczSjkmWFOwkp9zPoEa94d52T+UQf/O5LPVV0spsLbC8UAACAASURBVEe4y4zU87tebqKyFF/uSmZ895a08rL1wNKa/+5Iwm3pCsFrgC88McTF+/t9WHAgnSNpBRxOK8DfoWnmo/nbilia+yjPvi6mDw0iJ6sAo4ebH4/78MG2RF65vKtXD6pOtz2SzYGUfDYdzyakuea+iN/qM7ytZl2Cu2SUpqPpBaw+msUN3d20k1/JOtXxHOjTyuLHwxkM7dCCrsG/ffWXU+Tm6z0pnBdinTbTrE/p1vjBf03ojAyKPv4MWgbjuPcxlE/TbhQrz9ugeyzQ3TTNbMMwtGmamw3DuBNYC8ypTQVM07ywkmVzSv38H+A/tTmGqN7+5HzcGga0qfkvr1Jw87kuZv+iWHcsi/Hd6za3O/L/2bvvOKmq8/Hjn3NnC2yvwDbqUpbeQVAEeze2qzHWaNCoiSmab2Ki8ZvqL/kmMYmJ0SRGDSlee0CNilQpAtJhYWm7C+zC9l5m7j3n98ddOiyzZWZ2l/N+vXgpM7Nzn90ZZp977nOep7SR/TVeHhl19tguz5KkR/t4v9AgIxqyohXvFhj8bvUhVhbW8oPZmT1upXZfpVvz2d6+rJdkOryYG8Z1AxwmpZ7+OWanSf6S6068/MYM/RsewOdI1hXVc1WW226sV5g7iONfW8rYX+Pl6hz3/ZoeDQ+O7NyVyPRo9yRqY3F9j0m6l+6r5qPd1ZiDHab1OfV92MsDt2dLbhty+tU8IeDLI2weWm5gbS3nK370l1dK8ed1h1leUMtdQ23STjPjyxDwlREOSZGKl3Y2MiVV8ugYm5gweK/QIK9aYA6WDIpTRzus9A6Du4fZPLulieUFtcwaePZNlX9ae4iFe6qJCoNh8ZJ7hjkcXxI+KcV9P60vrmdwUi9e3VBKdDjcMkSvcgfCbUMcntnk4+vv7WNiWjTfviSKGODNbeXUeSX3jeg+ZRxdiWpuxvvyPPDaGN/8KSL23Nv862/SLYEjOzqqW2qqawDd0qAH2FbSgAGMamUCZWum91UMiFG8vrWMCwbEcaDGy6K91dwwMomEttarHMfnKJ5fc4iUXsrvlcAxSYoxScd+EV2QJnltj8Hfd9Wz5kAd0wLc2jDY9lS4m6fau+pyRZbEI2wuyzzzzzc6HK4Z4PDmvhrGp0V3+olVd7SnohmvoxjTcqI6KNa9avB+S631jABfeh6ZKHl/fxO2VEFppxdItlTM21TK0HjJnWcplWjtW+0f416V+SCvkmuGJ5IW23q526sbS3k/r4qbBjncOuTMr5cQbknQJRle4iOOjes+uR3d8S7JkMwvULyyoYRpmTFEttI4efX+WhbuqeamQQ73DndO+z0m9YLBsYr1RXUMTe7F+uJ67h9hE9tzqou6lGl9Fa/M9vJ+ocE7+fXc96+NmKOTmb/DraHvKqvc3Ylqbsb393+hDpdgfO0pRObAUIcUEv72ulkHXN7y/wuBecC/gY2BCEoLrm0lDQyJV7S3PNQQcFu2w4EaH/+3oohvfbCPd3Ir+P7HhVQ0ntyMxn9vbiunsNrLI6NsotqZuxsCzMGS9Cj3F3tP22i5p6KJ5F7qhM2PbdHL49YFnq0xyd3DHMYmSZ5bXcyu8sb2HSwAdpU3srMs+PFsL3U39Y1MPPZ+uijDTRhHJEhSAtwyPidB4nUUeyu6f8eKpfuqKam3uSPboaNzcL6U7RBmcNaNjKsKa3lrewVXZTl8ebh/q5YJkfi9umkImDvCpqzB5t3cM4+zqGi0eW51MUPi3I22rZ1UTE6V5JY28td1h0ntpbjGj1kKWvvFRcBt2ZI/nu9lVLJ7kiaAu3QNfZupykq8z/8ZuXsP4q5HEKMnhjqkkPH3I+4u4LOW/38UNwnfD9x+xq/QugWvI8kra2R0Ysc+wM/vJ8mMVqwsrOW8Pg4/mOCjrN7L9z8uoOwMu8BbU1jVzOvbypid5jD1NJeb28JjwJ3DHAqrvSwvqOnQc3U1eyoaGRqEVZcww93Qlhip+PnSAzTbof+Fn1/ZxPc/LuQnS/YHPZ7c0kbSo0482ZmdLon0KOa0oT67vY4k+ztCcMLRmRypeGNbOUPiFJPPUN7UFkm94LoBDisLa8/YfaK6yeb5NW6i++DIwJUJjElWzOgreWNb+WljkUrxu1VFNNuSx8f5Tpkme7LJqe4+lYJqL3cPcwjCEGAN9z317OxIHsix+eYYGz0nrG2cHXk0P/cCqqoG49GnMWZeEuqQQuqsSbdpmh7gp0A1gGVZdZZl/cCyrEcty9of6AC1wNpV1oRPcvQyeXt5BDw50cdPp/j43gSHGf0UP57io7zBd3SXfVu8trWMXh54IKdzVhUu6CcZHKv456ZSfE7PWO3eW9HEgRofYzv42vkrPhLm5tiUNzrsLg/tCmtts8PPlx3AEJKaZsnS/OCdTEmlyC1pYNRJJ6pJkfDqbN/RkdOB5A7KUeSWdu+ke0VhLUW1Pm4dYnda8nt5poPC7Xp0MqXckrV6n+SxsXbAx2XfN9zGUYqX15/6GfjG1nI2FDcwN8emf8zZn2tEgiI6zC1jasvGW63jPIbg+oGSC/XP3W+qsRHf62/h+9urEJuI8b3/Q4yaEOqwQu6sHzmWZTnA9YC+ptIDbS1pQACjkjqeiGbFwISUY88zKlExNdVhU3F9m/rnKqXYcqieqakO8e0smziZIeCe4TaH623e3t4zOk4u2FlJpAcuaaUeu7PltNT97w5BWYPPUWw+VM/CPVU8s+wAZfU2P5lsMzjW7Z6jlMKRire2lbMjgMnogRovtV552n8zsRGt1x13ppEJkh2lDe3uTR1qSine2FpGVoxiRt/O+x7So93ym8X7qk/52aw+UMeq/XXcOdRmQGzgf25p0WAOdlhWUMOaA7VHb99YXM8/N5cxJ93hyiz//v2GGfCTKTZPTvR1m9Zw2rlJSYn35Xk46zcirroF48lnEWmZoQ6rS/D3PP854Pstq95aO7y2pYwX1x4KdRgn8DmSJfuqGRynArYhZ2yyorzRoajW/xKTAzVeqpslYzrhROB4k1MVs9IcXttaRn5l966FrWl2WJZfzUXpDjFB3EyVGAmpvVTQ67rrmh2e+qSQJz/Zz+9XHyK3tJFHRtnkJCq+MNAtHdp0qIEX1x3mlY2lPPVJIdtKGjrt+B/kVfK9jwpo9ElyS9zv/eSV7mDLSVRUNDqU1Le9fKsr2FBcT0G1F3Nw67XM7XFRhqSw2nu0u88R7+aWkx6luLGVTZCd7dYhbv/vP352iLpmh9X7a/nVioNkxSi+Nqpt5S3DExR9T9NlRdO6Eueztaj8AsRdX8O44U5EuN7xe4S/29PuBgYCj5mmeYjjJjZYljUsAHH1OEv2VVNU62NcWjTTMrtGB403t1dQVOvjx5Pbv9nxbMa1DM/ZcriejDONTDzJ1pbJc+1pYXg2Xx3psLnc4HerivnFFQO7beeHj3dX4ZPuJshgGxqvglpeUt7g438X7edgrZevj7YZlyxJiYQjM48uTJO8tNOdWljrlVzT32FjucGPF+/n6Yv6MyK140WYH++uYk9lM39a4544J0RAeoiTn6N13aWNeAzBS5+XMLN/LDP6x3aL1pjv5laQHKmY1UqP+faa1U/yQi4s2lfN4CR3V2t+ZRO5pU3cP8I5YUhUoIUb7tTRb64SPLRgL9VNDv1jFD+Y4GvzMDJN6+pUdQ32Bx9BzjjEjItCHU6X4+9K9yPANbiDah4BvnbcH+0smm1JcctK74trD9PoC31dWFGNlze2ljEr7cz9mTtDRhQk91JsPuT/quO2kgaSIlVAkpr4CHh4lM2eymbe2tY9y0wcqfggr5KxSfLoBL1gGhovKa7zUdcc+Iqz2maHJz4upKTey48m+7giS5IWdSzhBvf/r+7vUOuVXJnl8NWRDj+f6iMxQvLMsgOtdqxxpOK9nZWtdtmpbHTfL+lRiiX5NXxaWMPIxNCOgAYYGKPo7XHrop/4qIAVhbX84tMifrT4AIfrvKEN7izyK5vYeKiBawc4Z91A2B6xETAtVbJsX/XR1/+DXVVEGHBpRmhOVG8fYiOkzUMjbf4w00emH3Xcmtbd+N6ZD1Jh3PFQtzj5Dza/zrMty/ow0IH0ZAdqvCjghoEOb+e743vvm9QnZG9IryN5fs0hwg2YOyKwiZMQMC5J8vnh+hNGGJ+JUoqthxsYmxS4pGZmP8WFLWUmUzNjGJjYC6UUu8qbGJTYi/BgLoO1w6ZD9ZQ22MwdHpptFkemW+6uaGJ8WjR5ZY1sOdzAiJTeZCf3arUncVs4UvGrFQcpq/fxzDTfCe35TmYOlmTH+5icqhDC3Wh4zzCbn20U5JY2Mrrlmnxlo024IYhp6ZH4z81lvNFSA/7t89NP+9zri+oA+O54m5d2ethYbnS4209n8BgwPEHy2YE6osPh19N97KwWvLqrnqc+KeS3Vw+m10mvhVQKn6M67TVqr3d3VBDpwe965va4KMNhxWGDeZtKuWlUMkv2VTMrzeEs7bsD5vahki9mh/5kTdMCxdmxE7k9F3Hj3Yg+aaEOp0vyK+k2TTMc+C7wRSDFsqw+pmleAgyxLOuFQAbYExRUuXWFV2Y5NDswf2clC/dU0S8mgt4tyzxZ8ZHcO7HP0b8HyrbDDTz3WTFFtT6+PtomKcD9hMGt615U5NZYHj9S93SKa31UNjmM7uR67pM9ONJhU7nBb1cV84vLB/C3DaW8t7OSiwfH8/XzuvaHxeZDDYQZdEqLtfY4Mv1yd3kTY/tF8dtVRRyoca/kRIULfn7pAAYmdvyN9c/NZWwobuCRUXarCTe4q90nTzKclKqIMGDV/lpG943ClorH/puPz5F8a2YGdku7uoQIdwT37eNSTjtQ5fOiepIjFUPiFI+Ps/nbTg/nB6Akoj1m9pPsrxc8PdFmSLxiRKJicJyP//kM5m0q5f5JxyYzeh3J04v2U95g87urB4Us8a5otFmWX8OVWYFNgKf2UVyW6fDW9go+LailyQ59b2udcGs9lbJt7AUfQJ80xKXXhTqcLsvfT91fATOAh4AjH5M7cUtNtLMorGomzIC0KJib4/DIKJtLM2xSwhsJc+rxOPV8vLuK733Uvp7WZ1Pb7E5p+8HCQp5YWIhje/nJFPdSfTAcqevefKj+tPcfqG7md6uKKW/wsbVl81tHWxieTXwEPDLKZm9lM48s2Md7OysZEif5ZG81K/zs5e11QvMLfGtJA8Pjzz7QJlBiwyE9SrGropH1RfUcqPHx8EibH070IZTita0dL9vZU9HEG9vKuTzT/+4OJ+sdBhNTJKsKa5DK7SFf1mBj4PD0ov388tODDI5V/Po8Hx4D3t5+6hATWyo2FtcxKdVdoUyMhG+NdQI+/MZfV2VJXp3tY0j8sROOMUmKa/o7LNhRSW7LvyelFL9fdYhtJY0cqvPx7o4zD2wJtFWFtdgSru0f2Cs1HgGPjnZ4aKRNeYOPofGKYe2cuqtpWuucVZ+hSsswzPsRYXrj5Jn4u43jZmC4ZVm1pmlKAMuy9pumqcfAt1DK7ZkbZgiGndQ9v7C6maxohccAD3DVaVZb1pUKfr4RHvsgn+/PzmRosvsczbakotE+60jj1uJ6cmEh+6qayYxW3JHtcOMgGdQNPH17Q78oxaZD9VwyJAFDcMIq2+vbylmyr4Yth+vpGxNBQgRkRQc+rhn9FLPTHJYWwwM5Nlf3lzy+Opw/fHaIYSm9SY12PziUUszbVMbgxEhmDogD3G4Wf/n8MN85PyOoo+UbfZI9FU3cMji0ycPQeMm28kYavJKUXorLsyRhhjsu3tpTy4GaZjLj2t/vcfX+Wgzwe1rgmczsJ1ld4vYVn7+jgvQoxe9m+vjTdg+flxl8f4KPflFwSYbDx3uruGFkEgv3VPNpQQ2PTO+HgaDep5iS2jVWtk92pp/NPcMd1pQa/HplETP7x1HdbLOsoIZ7htnkVRu8ua2cS4ckkNg7+Dv5tpU0kNJLkRGEf+NCwDUDJGOTvUTp3luaFhCqthZ74WIYNQHGTg51OF2avyvdp+wyMk0zGajs3HC6L6ngVyuKTjt+uKCqiYGxrf/Snpyq+NV0HxHC5omPC1lRWMOG4noeWbCXh+bvpbCqudWvP5Nd5U3sq2rmgRybFy7wcfvQ4CbcR4xLkqw9WM9tVh7ma3ms3u/2rG3wudPjxidLmn02Ww43MDqA9dwn+9ZYhxdnebl+oJs0fmecDyndmvcjdpa5q66/+NR9fd/Pq+RPaw8jleIvnx8O6or3jrJGpIIxIa4pHhqvKGtw2Hy4gesGOEeHjFzfsjHu+FVjn6PwORK7lQ2NJ1tfVMfwBNnh8oOpfSQe4Y4Fzytv4roBDlFh7us+b46PtJbE7+ZBDlLCIwv28sa2cpq8Xn60+AD/2lKGR8CE5O61QhoVBo+NtYkUPubvrGDRXrec45bBki8Pt7EdxT83t31oVUcppdjeMlgomKUW/WPQkwQ1rZPIigpkeTmqrh57+Qqaf/17sG0M8z69efIs/E2/3gL+aprmowCmaSYCzwJWoALrbjyG4MrsWP6+uZLC6mb6t0x1qfc6lDU4DMg8+y/tgbGK35zn48frw/jF8iIAMqIVvT2ClzeU8NSctl9YWLKvmnADLskI7QaeL2U7ZMUolIL/HvDw940lTMmIYWVhLV5HcddQh9gIm2e3hHFZZvA2CIYZnLDilhYNtw6xeTmvnr0VTQxO6sWHuyvp7YHz+zm80dLxZGqq5OoBDj9cJ3g3t4KbRiXzxtZythxu4Kk5mYR7AlMvu/VwA4ZwezSH0tCWcobeHk4oU0qIhMuzHD7YV01Oam8W7qkit9RtL2gIeHJ2JhPTW2/bUNVos7uimTuHdvzEIjbcLW9af7iBqLATBwkd/+8hLRquHeCws9rg/hE2GdGKH6wNZ0vLpt6obni1dHSS4oULfEgFDTZH+7mnR7tXJP6zu5prRyQd/awKhkN1LXs2Qvz+1TSt7ZRS2B99grNoyYl3jByPcfO9iPT+IYmrO/E36f4ubpKdD4QDh4CXgKcCE1b3dOngOP69tZL3d1by4NR+gFtaAvg9/SwhEn4+1d2sFR3uTjObX2Dw1531bCyuZ3ya/9dkfY5iWX4N0/s4RIc4aUjpzdGBFH2jFD/bIFiWX8Mne6rJjFYMT3C7TvxyeuB6hvvrqv6S1/bAO7kVzJ3cl08Lark43eGRUQ7D4hUFdYKvjHAI98CMvpI3tpWzs7SRtUVuzfr20kbG9QvMtfPtJQ0MjZOEoCrgBNlxikjDLSs5eTjPjQMd3iv08PvVh+jbW3HbEEmkR2HtCWPNgbqzJt3ri92f45RO2ig6o69kfZnBZZnuKveZPDDS4fjBu89M9fH8dg8XdpFNk+1lCE55jW4b4vBBoYd3cyv42vTgbRze3lJj3hkTcDVNCx5l2/jefAe5fiPivItgxBior0NkDkTkjAt1eN2Gvy0Dm4AHTdN8GEgHii3LCn121MXE9/JwYZrD4n3V3Dk+legID4VVbr/cgTH+/5KJ8BxJAFzXDpAsKFS8vL6EX181EMPPJev1RXXUeiUXh6AvbWtm9FUMjlW8srGEykaHe4d1rG63s8WEwxVZDu8W1JDYOwyvo7gqy71ScPVJw2juG2GzZrnB58X13DvMZt7uMNYdrOvUpLukzkdibw9SQV55I9cPCH3C0jsM/ni+77SX7PtGwXfH+VC4r/WRRf+tFfJo0tWa9UV1JEQqBsd1zvc5K02SV+1w06C2XUGJDofHxoWmLWOgxUXAxRkOH7d8ViUEqeZse2kjMeHQvw2fh5qmhZaqrsH7z9fcKZPXfwlxtanLSNrJ72vgpmkOAL7R8ufRlr9rJ7l2gKTJVizaWw1AQXUzvT3QkaF4ER64e5jDvqpmfrOimFI/xz4v3ldNQoRiYkrX+gVnCLhzqE1lo4MBzOliJwUAXxjoIHBXu4fGqxO6QxwvLQqenuTjl9N83DJEMjZJsu5gXafFUdVk89D8PfzPhwV8WlCDLQPf2cVfadGccbDJ+WmKC9KOJdzgThgtqPZS08pQHUcqNhbXMzlFdtpo8Jhw+MYYh+Qu0nGkq/jCQAefhP/uqgraMY/Uc3fTQbCads5xdu6i+bd/QBUfQnzlMYxrbtUJdwf4lXSbpnkzsB2YhVtecgGwreV27ThD4xU5CZL5Oyoob/BRWNVM/5iO/5KZlSa5dYjDqv01fPU/e3h9Y9FpHzd/RwUPvLubx/6bz9qDdVyYJgnxHIzTmtpHMSZJMb2v7DLt146X2htmpbnJ4ZVZra92TkxRR2usp/aRFNX6KK7tnImAuSWN+KR78va71YcQcNae1V3VkTre3FZWu3eVN1HrlSHrQX4uyYyBKamS93dWBGUzcFWjTVGtj5FdYLCQpmmtk/vy8f75b/heegXikzC+/xuMqbNCHVa35+81xWeA6yzL+uTIDaZpXgT8BXgjEIF1Z3cOc/jfz20efW8fPqmY1a/jCYQh3NXuK7McfrsljD8s38e4Lwwh6bji3m0lDbz0eQnZ8ZJovGTHwdUDuublcSHgZ1N9dOXz5TuGOkR6YHYbanont7SWW3ewjmtHJOFzJD6piApvX7+ybaUNRBjw2xk+frEpjLgIdUp9bncxLF4Rbrjv0zO1WVyyrxoDmJCiE7Ng+MJAh++vNViWX8MlQxICeqztpe7Jlt5EqWldl9yXj/3xIuSevRCXgDDvQ1x4BSIieBuuezJ/k+5EYOlJty0H4jsaQEtHlK8AAvizZVnPnnS/AH4LXAU0APdYlrW+o8cNpPHJit/P8PKLTeHsrhEM9HMTpT/69IaHR9nMXW6wYEcFd03oA7gDcH69ooh+UYqfTbVb3TDWVXTxaeukRcHXR7ftpCUtCjKjFesO1nFe/1i+/3EByVHh/OzS9lVj5ZY0MDxBMiBW8dxMtxNFdxXugREJkm2nWelWSvHqxlI+2FXF5ZkOsd30xKK7GZ+sGBCjeH9nZeCT7pJGIo1jE001TetafO8uwFm5+liyPesKRKROtjuTv4UHvweeNk0zAqDlv08Bv+vIwU3THI2bcE8FxgHXmKY59KSHXQkMbfkzF3i+I8cMlswY+NV5Pv5nvN3pkx/To2F2pof/7qqkwedgS8XvVhVT1WjznfHdI+Huyab2kWwtaeDJhYUcqrPJLW2kyW77e6DRJ9lb2Xy0nEQICFAnwqAZnajYW9lMg+/Ek5kX1h7mre0VXN3f4ZE2nuho7ScEXN3fYU9lM7vKGwN2HKUUaw/WkZMoz7gPQNO00JF79+GsXI2YdTnGz/6Mcen1OuEOAH8//r4E/A9QZZpmAe5QnO8CXzJNM+/In3YcPwdYbVlWQ0s3lKXADSc95nrgVcuylGVZq4EE0zSD1+OqA8INuDBN0isAk9Buzwmj3qd4J7eCnyzZz5qDddw3wmaYXkUKuSmpEltCRYOPW4c4SEWrCc2BmmYe/28+KwpPHD+/s2UQzugeVAM7KkkiFewoPfbzKKnz8cGuKq7u7/DQSKfLXwHpaeakSyI9gd1Qub1l/HxX66SkaRoox8H3znxITkWY9+tkO4D8XRN9JEDH3wr8tGW6ZSNuCcm6kx6TAew/7u8HWm4rPv5BpmnOxV0Jx7IsUlJSAhRyKxwvQgT2Eu0RyR4PE/v4eG1LOR4B35sawbVDooJybK11M+MUt1X7mJPloX+cwWt7GtnfYDDnNO9JnyN5/KNN5JU38YvlRXx1ZgR39/WQkpJC/q56DAHTB8YRHd4zMtHp0QrPukb21cFlLT+PZQfdf8pfGhNNYlzPXgb1eDwkJATnM8JfCcBlA5v5uKCWxy/NISay8y+Vfbo+j6hwwVXDY+kd1jPeyyfriq+t1jl6+mtb/9FCmg+XkPDEL4jMyAh1OEEVFhYW1HzR3z7dHwbi4JZl5Zqm+f+Aj4E6YBOnjpw/3Sf0Kcu5lmW9CLx45P6ysrLODNU/jpfw6uC030pISOCLg5o5XB/GAzk2k5O9VAWv85d2FncNdv+rGiEjOpz1BeVcNejUvpGvbCghr7Se7463WXVY8PyKfErrmrljVByfF5QzKFbhq6+mJ7202XHhrNhdyk3D3CE5S/MO0S9KEe/U9Pj3cEJCAlVd8Ju8pK9g/p5w3ly3j6uHJx69vbjWi6MUmXHtX/lq9EkW7SplVj+b5rpqmjsj4C6oq762Wsf15NfW2ZGHb/77MG4qtYNGUBuK3CmEUlJS6Ix8MT093a/H+ZV0m6ZpADcBE4ATxslZlvX1tgZ30tf/Ffhry3F+hruSfbwDwPHzzzOB0/fLO8eMSlL8eZZ/Pbu10MlJkKwpa0ApdUJ/082H6nl7ewVXZjnMSpNc0A+SIuGNTcWESS87yxq5PLPnXY6/KMPh+e1uDXH/+Eg2H27gikzZpQYknWuGxiuy4xQf7qrkqmEJR9+nP11ygLIGHz+/bACDEtvX23NFYQ1NtuLSHvhe1rTuQjkOctMW7E9XguHBM2k8eL3YH3wEmQMx7ngo1CGeE/y9jvgKMA34CLcMpNOYptnHsqwS0zT7AzcC5530kP8Aj5im+e+WGKotyyo++Xk0rasakaBYeFByqM5HWmzE0dvnbSqlT2/FV3LcjYNCwP0jHBqJ4N9bygEY1YPquY+4KF3yt53wQV4VM/rH4nUUU1J73vfZ3VyZ5fD7bV72VDSTndyLwupm9td4MVD8ePF+fnnFQJKj2t5W5pM91WREK0Ym6P0mmhYsyufDWfopzs5d4Dio2hqoqYX0LJAG9jvz3QdOOA/jvm8iIrvgwIweyN+k+xpgkGVZgbi+8mZLTbcPeNiyrErTNB8EsCzrT8D7uLXeu3FbBt4bgBg0LWByWpKNHaWNR5PuvLJGdpY18UCOc8JGWyHgiWkRlNTVs7HcYFRSz0tUosNhTrrDJwU1+BxFpAfG9MDvs7s5P03yfK7bKz07uRerCmsRwNOTbX6+QfDDT/ZzwcA40mMjmJ4VS7gfawy9RAAAIABJREFUO163lTSwvbSRu4c5+kqGpgWBkhK5PRffe/+FikoYMgLiYxDpgxFTZ8HYKe4vmsI9UFkGY6cijJ69l6Yr8TfpzsMtK+n0pNuyrAtOc9ufjvt/BTzc2cfVtGDpH6voHeZ2I5kz2G1tP39nJb3D4NLTdHMIMwRPTbQ5UC9I6qGbyK/qL/lgv2JZQQ3T+kgiAtDhR2ub2HCYlipZll/NvRP7sLKwhpGJ7nTQJyb4eG6b4p+b3drHq4cnMndy31afr8Hn8OxKd3bAdQP0lQxNCyTlODjr1uMsX4EqLYO0LIxvfxsxYuzpv2BAtvtHCyp/k+47gb+YpvkecPj4OyzLsjo9Kk3rQTwChsfLo23yyht8rCio4Zr+Dme6Wh/hgcFxPXf1d0icIidBkltl6NKSLuSiDIcVhw3ez6skv8rL3BHuazMpVfG32T6aHfj1Zg9L9lZx9/hUIsMM9lc383+fFnH3hFQmph/b8vPXz0soq7f5f9NteuvZAZoWUPZ/3sNZvQb6D0bcfzdi0kxEmP6H19X4+4rcAlyEu4nx+JpuBeikW9POYkSCwtrbzLL8GnJLG5AKrhtwbg+BuWmww682Cab10Ul3VzE5VREbDq9uLAVgRr8TX5tID1zTX7L8kGJlYS1zBsfzz81l5Fc18/NlB3lqTiYjUnrz7o5KFu6p5pbBDqP02HdNCyh71Wc4q9cgLr8BcdM9J2zY17oWf5Pux4EplmVtCmQwmtZTTU2VvLXPw69WuI13pvWRpEWHOKgQm9FXcd6lPl3r24WEGzArzeG9Qg/D4hV9Tu1yyegkRXqU4uM9VQxKjGRlYS1X93fYUmHwkyUHiI/0cLjeZkqq5I7sc/vEUtMCSTkOcut27P+8B2OnIG68SyfcXZy/SXcZbl23pmntMCJR8folXgrrBPl1gnHJenUX0Al3F3RxuuS9Qg/n9zt9wiwEXJbp8HJeI3/47BBRYXDXMAef4/DdNeFEGJKfTLaZmKpXuDUtEJRtY7//Ic7GzVBfD+n9Me7/NsLQm2O6On+T7l8CL5um+XOg5Pg7LMvSPbM1zQ/hHhgSrxgSr5MRresakaj46RQfo1spC7kkQ/LqLsgrb+L2bIfYcCAc/nSBD0OfSGlawCgp8VlvIjdtQUy5ADF5JoyehIjoobvuexh/k+7nW/57y0m3K0CfWmmapvUgE1JaPzFM6gXT+0g2lQuuH3hsRVwn3JrW+eSBg+D1ItL6YS9e5ibcN96NceVNoQ5NayN/k+7TVPZpmqZp56pHR9vU+txWg5qmdS6lFOpgEfaHC5F5u064T8y+EnHFjSGKTOsIv5Juy7KaAUzTTAUyLcvaENCoNE3TtC4tNsL9o527lG2jDhYh8wshIhwjezAiJUVv5msnWVqG3LIVuWcvsugQNDRAdAziprsRGQNR+/eCx4O45Hr9M+6m/Eq6TdNMB+YB5wNeIMY0zRuBSyzLeiiA8Wmapmma1gUo20ZVViLzC5HbdyB37QGf98QHJSYSNnkCnimTEfFxoQm0m1FeL96//R21d597Q9ZgxKTzof8QxNRZiCi31ZUYMymEUWqdwd/ykheAT4HLObaRcjHwq0AEpWmapmla6Cml3LZ0i5agig+Baqn3T0xBnH+JO/EweyQ0NaJ2bEKtW4n98SLsT5YQdvmlhM0+Zei0dhL73QWoffmIG+9GTJuFSEoNdUhagPibdJ8HfMGyLMc0TQVgWValaZqJgQtN0zRN07RQkSWl+P79BurgQUjLRFxtQp90ROZAyBx4YolDXAKiTxrMugJVUox86xXsDz5ENdQTduXluhziDJz1G3HWrUdcbeqNkeeAtvTpHgjsOXKDaZrDgAMBiEnTNE3TtBCSJaV4X/grCA/i3kcR02f73Qda9EnDmPsd1L9exFnyPqqkFM+USRjDhiLCj+28VdKdVyAMIyDfQ2uUUuDzQXh4yE4IZEEhvrf/A0NHIq79Ykhi0ILL36T7N8B/TNP8CeAxTfMG4El0eYmmaZqmdXvK60VVVUNzM6q2Dt+b74ARhvHYTxFpWW1+PmEYcPsDkJSC/PBtZO5OCI9AZGVgZKSjqquRe9wa5vAvXItn7OiOxS8lav9B5J49yIL9ICWEeRB9UvGMH4eR1u/oY2VFJb5/vobafwA8HoiLJWzW+XimTUF4At8FWfl82B8vwln2KSQmu4NtgnBcLfSEUv4N6jBN8zZgLjAAKAResCzr3wGMrSNUUVEIZvY4XsKrdwTlUAkJCVRVVQXlWFpw6de259Kvbc/V3V5b1dCIsz0XuT0Xua/A7ZRxvLiEdifcpxzLtiFvC2rTWtTenXBgH8TEIXLGoYoPQP4ujDGjEQnxqKoqjCGDCTtvmn/PXVOLs3Yd9prP4cjPPy0LInuB7YOi/SAdRJ9UjCGDEUlJ2IuWgAJxyfXg+FB7dkLeVkRaGmEXXYgxfChERKDKylCF+0mYMJ7aDq7GK6VQBw7ibNiEs2kL1NUhLrgMcfO9RzdKasGXkpJCWVlZh58nPT0d4KyXTFpNuk3T/K5lWc90OJrg00m31m3p17bn0q9tz9WdXltVU0vzc89DdQ0kJiNGToA+aZCUioiOcRPWjAGI6NjAHN9xwDAQQqAcB/X+66j3XgNPGERFQ1UFntmzCLvi0jOWfqiqauwly3DWrAPHgZxxiJmXIEaOR8TGH3tcbTVq3QrUhtWwNxeamyFrMMaD/+PWoNNSarJ+FdL6C1SUuavfsTFQVe0+iceDZ/xYPBddiJGScvp46huwl69Abs/FM2kCnpnnIcLCkGXlyA2bcDZuRpWVQVg4jJ2CMecqdxOqFlLBTrrPVl7yBNAdk25N0zRN006ibBvv3/8JTc0Yj/0Uho0Oek3z8aUUwuNBXHsb6sqb3KRbKdQ/nsdZ8iHU1WGMG4PRJxUMA9XcjNp/EGfLVuTOXe5q9cyLEZffiOibfvpjxcYj5lwFc65yk/2SIkjthwg7VlsuhIBJMzDGT4PduaiNn6EqSxEjxiIGDCVy02oaP3oXZ+NmPBfMIGzOhaiaWtSBA8iSMlRZuTvAxuuF9P7Y73+Is249RPZC7d8PQrg/56tuQ0yagYiKCfjPWOuazpZ06+3G5yilFHJ7LupwCZ4LZp6w+UXTNE3rfpRS2O/MRxXux3jwu4jhY0Id0lFHk2Ah4I6HoHcUzodvu8nryRKSEHOuQVx8DSKlr//H8Hjc0pPW7h8+GjH8xPryuCnn0TznGtRbr+Is+QRn6afHWicaBqT0QYyfjrjyZkTGANTmtcg3XwE8iJvvQUyZhUg6/Qq5dm45W9IdZprmvbSSfFuW9VLnhqSFmiwtw353AXLXbgCcDZsIv/VmjMyMEEemaZqmtYcs2I/v/f+i8gsQV5uISTNCHdIZCSEQN9+LuuwGKN6POnTQzUIie7tJ9qBhQe94IuITEfc+ipp1OWr9SkjLQgwaBn0zEGEnplJi7BQ8Y6cENT6tezhb0h0O3NXK/QrQSXcPoqTE++JL4LMRt81F9E1DvvJ7vH94gfA7vohnVE6oQ+x0sqQUZ9165I6dGMOGEjbnQkR0VKjD0jRNO4VSCufzDcjtue7mwNQU5IEi5M5dqJoatx45KgrPhHGETZuCPHQYZ8Uq5M48t5f2nQ8hzr8s1N+GX0RcghtzV1qRHzICMWREqMPQuqmzJd0NlmXNCWQApml+E7gfN4HfAtxrWVbTcfffA/wSONhy03OWZf0lkDGdy9ThEqipQdz7DYwZFwFgPP0c8tkf4rPeRDzyIEZqz7hMJgv2Yy9c5NbiGQYMHIrz6UqctZ8Tfv01eCaOD3WImqZpR6mGBnxvvovcug0SkiA3D0c6EB4BI8YiJmWBY6MOF+EsWoLzyWL3C+MSENd/CXHJdYhevUP7TWjaOczfPt0BYZpmBvB1YKRlWY2maVrAbcDLJz30NcuyHgl2fOciuS8f4ISaNhEdg/Hgd5E//ga+ef8i4uEHEBERIYqw41RdnfuLa3suxMQivnAH4vxLEfGJqIMFyJd/h+/dBRijR3br71PTtO5PKYXal+9OLtyyDbw+xE13Iy67we3aUVrsbgwMP/GzSpUUo1YvgT5piMkzT9g4qGlaaJwt6S4MUgy9TdP0AVFACHr9aUfIvfmQlIJI7nPC7SI5FWPuY8hnn8ae/z7hN30hNAF2kLN7D77X3oCGJsQNdyIuuuaElR+RMQDDvA/5i+/ibNpC2JRJIYxW07RzjbNpC0RHYQwaCDW1+N6Zj9yxEyJ7ISae565W9x/iPtgwIL3/aZ9H9ElDXKenHGpaV9Jq0m1ZVsdGRJ2FZVkHTdP8P9zkvhH4yLKsj07z0JtM05wF5AHftCxrfyDjOlcppZD78hGjJ5/2fjFyAmL2VThLPyDs4tmIhIQgR9h+qrkZ+8OFOCtXQ990jG/+BJE56PQPzs6BtCyc1Wt10q1pWtDYK1djv7vA/Ut0NNi22xbPvA8x6wpEZGRoA9Q0rUNCXV6SCFwPDAKqgNdN07zDsqx5xz1sPvAvy7KaTdN8EHgFuOg0zzUXd2ImlmWRcoYG9gHleBEiOImox+MhoZOTXvvwYZrr6oiZMI2oM/z8nNu+TNnSD/CsXU/cLTd26vEDxbt7D1V/fQVZWUnvK24k9q6HzlrX2HD1zdT+5TdE19QS3r/jE9naIhCvrdY16Ne25+roa9u8dTuV/3mPyCnn02vOlTStXAQIYu/8Kp6WIS5aaISFhYUmp9ACLtivbUiTbuASYJ9lWaUApmm+BcwAjibdlmWVH/f4PwP/73RPZFnWi8CLLX9VnTFhqM0cL+HVwZlIFojpZ/amLQDUpw+g4Uw/PyMcMeUCGpavwJl5HiKqa2/KkYcO433+zxCXiPGdZ/Bm51BeVw919a1+nRozBcIjqPr4k6CX0nSnyXZa2+jXtufqyGsrDx3G++eXIGMAvru+ht2rNwx1O3ZUAoTi95l2VGdNLdS6nk6eSHlWwW10eapCYLppmlGmaQrgYiD3+AeYpnn8Kf51J9+vdR65Lx9i46Fv6/24xeU3QnMzzmdrghNYO6naWrx/+ztE9sb49k8Q2f63OxRRMYgpF7ije5ubAxilpmnnMlVXj/eVeRDRC+NrT+ruIprWg/mddJummWOa5pOmaf6h5e8jTNMc25GDW5b1GfAGsB63XaABvGia5o9M07yu5WFfN01zm2mam3A7ndzTkWNqZyb3FcCwUWcdCSyyBsGoCdifrkLZdpCiaxtVV+8m3A2NGF97CpGU2ubnEDMuBq8Xmbc7ABFqmnauOzqSvbYO45EftOtzStO07sOv8hLTNG8B/gC8BdwOPAzEAM/gloi0m2VZPwR+eNLNTx13//eA73XkGNrZqcoqqKxEDPVv76xxweXIbRtQB4sQA06/ez5UZEmpm3DX1mJ89XuIAUPa90TZORAVjczdgWfMqM4NUtO0c5pSCt+b77gTIud+x51uqGlaj+bvSvePgMssy3oQcFpu2wSMC0hUWtA5LSPfxXA/k8uhbqmGzA9GV0n/yf0H8P7xRfA5GI/9DDHm9J1Y/CE8HsSoiTg7d6Gk7MQoNU071zlLliHXb0RcdzvGlPNDHY6maUHg70bKPrhJNriTI4/8V53+4Vp3I7duh5Q+kDHQr8eLuERI7YfML4ALu8YvDFVZhffleRAdi/HtnyJS+nb8ScdOhrXL3RX9rMyOP5+maecEWVaO3JmH3LUbhIHo2wejbyqib19USQn2fz9GTJ2FuObWUIeqaVqQ+Jt0fw7cCbx63G23AV17J53mF9XYiNy9xx26cJZ67uOJ7JHIzZ+hlGrT1wWCam7G+8o/wHbcGu7OSLgBMWoSSgic3J0YOunWNO0sZEUF9vsfIbdsdW/ok+YOsdmxE+f4K2aDhyPu+XrIPzs1TQsef5PurwMfmaZ5HxBtmuaHwDDgsoBFpgWNzN0BjoOYOKNtX5idA6sWocrKEamh6WGqHAe5ZRv20uWoQ4cwvv5DxBkmtLWHiI2DwcORO/Lgsos77Xk1TetZlFLYy1Zgf/gxGB7ENbchzpuDaOmxrWwfHC5GFRVCdQVi2uxTRrdrmtaz+ZV0W5a1wzTNEcA1wAJgP7DAsqy6QAanBYezZTskJsPAoW36OpGdgwJkfgFGkJNuZds4az/HXrwUqmsgtR/iK48jRk/s9GOJMZNR78xD1dQi4mI7/fk1TWs7pRRqXz7yQBGeKRMRvUPXak8pRe2b72B//AmMn47xxbmIpBM/E0VYOGT0R2R0rY3nmqYFj9/DcSzLagCsAMaihYBqbkbm7UJceCXCaGPb9n6ZEBWNKiiEII5Ll/vy8VpvQkUlZOdg3P0NGDWx7fH7SYydgnpnHs6OnYRNbf/GTE07G6UUNDUjevc682Oam/G++BIiKoqw66/BSEkOYoTBpRwHmbcLdaAIkZKESElBVVUji4qQW7ejSkoBcD5bS/hdt2P07RPc+JRCFR/CXrqc5o2bEXOuQtw2N2CfRZqmdW/+tgxczuk3TTYDB4C3LMua35mBacEhd+SBbbe9tATcXyzZI5H5+Z0f2BnIQ4fdzZJxiRiP/tBNtgNdE5k5EBKS3H7d3TzplgeLECnJiMjIUIeinUQphf3OfJw16wi7/FI8F55/2ve2/e4C1MEiVGQvvL/5PZ7zpmEMHoRITkLm7cLZuAUaGxHJSYiMNMIumo2I6F5lDKqxCXv5Cpw166C29tQHGAYMHIq46nZEYhLyL7/G+4cXMIYPBUciYmPwXHg+RlJSu44v8wtBCET/zNO+BsrrxVmzDmfVGlRZGQhB9K1fpvHi63WNtqZpZ+TvSvcS4G7gFdzSkizgLuCfgABeMk3zl5Zl/SIQQWqB42zdDnHxkD2iXV8vsnNQm9ei6usR0dGdHN2JVHUN3pdehcgod8JkkAZJCCEQOeORm1ajpOy2q1jy0GG8v38ekZFBxNx7deLdxdj//Qhn9RpIy8L+4ENkfgHhN38BERNz9DHOxk04n29AXHMr4sIrUNZLOJ9+irN8xbEnGjAEMXAAsrQYlixH7tpLxD13IGJjTj1oF6OkxFm9BnvhYqivh7FTMC64FHLGQ1kJHD4IiSlumUbEsfev8YNfI199Dnn4MISFQ94unLWf45k6mbBLL0ZER/l9fPujT3AWL3VvSErC6J+JKitHlVcgYmMQSUnIwv3Q0ABDchBXmIgJ04kZnE2THhWuaVor/E26LwMutyzr6Ah20zT/AbxiWdY00zTfAv4N6KT7DGR5BUgZ9Nrn1iilkHv3IUZNQhiedj2HGOLWddufLMEYOACRkY6R3L7VpdORpaX4/jYP1dQEXi8YHozvPBP8yW0jx7ubRouKEZkZwT12J7GXLoewMFRREb6X5xH+5bsQ4eGhDuucp2wbe+EinCXLEbOvRNz+IGrRAuTrL9H8zK/xzJiKMXgwsqAQZ+VqGDLC3aTn8SDmPo6662E4kI86XIQYMgLR71iXHbXxM+SLv6T5jy8Qcf89GMlduxTF/mQxzsLFMHwMxi33IgZkH7szo7/75zREUiqeb/zv0b+rynLUe6/hLP8YZ8s2wm+4Ds/oka0eW9k2vtfeRG7egjj/Uhg6ErV6KbLgAPTLQAwZg6qtRpUUw9DRGFfchMjO6ZTvW9O0c4O/SfcIYO9JtxUAwwEsy1pjmmZwi+m6GfuNt5Hl5UR+51uIML9L6QNKlZdDXR0M7cC0xUFDITEZZ8UqnBWrQAg8Uya5q0udsOnQWbYCVVODmHkJeMLcvrb9B3f4edtKjBznbhrdtRujGybdqrISuXEz4qJrYWA28q+/xvfam0TccVuoQzunOdty8S34ACoqEDMvRnzxAffKysXXokZNQC14DWfZMpyln4IQMHg4xlceQ3iOnSSLXlGQPRKRfWpSKcZPw3j8Z8hnf4jv328S8dX7u+yVGmdbLs7CxW7Hj3u/0aEyDZGYjLjjIdSFVyL/9lt8f/8ncvJEwm647rSfv0opfG+87SbcN92NuPxG9/gzdMciTdM6j7/Z3zLgb6ZpPoVbw50JPA18CmCa5higOBAB9hSypBTq6nA2bCIsiJsOWyP3FQAghrU/6RbhERjP/BXqaqCqArXyE5wl7+Os34jIzMDIysRz3tR2rbCphgacDZsQ0+dgfOmr7Y6xM4i4RMgciNy1B+ZcGNJY2sNetsKtUb30ekRSCrLsMPKdeTh5u/AMa1vXGq1zOFu24Zv3L0jPwvjGo4hRE064X/TLRNz/bdS1X4SKUhg01E2w20gMGoa4bS7qpd/grF5D2IzpnfUtdBpZUorvtTdgQDbijoc6rS5aZA3CeOL/UPP/jfO+hSyvIOKu2xFRJ/4cncVLkRs2Ib5wB8YVN3XKsTVN007m75LH3S2P3Q7UA9sAD3BPy/1e4IudHVxPoRob3RVlwFmyvMuMFJf78iEm1u1C0gHCMBBxCYj+gzFu+wrGj/6ImHM1yuiFs+ozfC/PQ/l8bX5eZ9168PkQc67uUHydRYwcj8wvQHm9oQ6lTVR9Pc7az92+wC1tzMRlN0BqP+wFH6AcBwBZXo5qbAplqOcMVVeP7+3/QP/BGE8+e0rCfTzRNx2RM65dCffR55g+G0aOx/7vx6iqKpSU7udSF6Aam/C98g+I6IXx0PdOqNXuDCIsDOOGO9wTmP0HaP7tH/F9tBBZuB8nbze+Dxdif7gQMX024qpbOvXYmqZpx/O3T3cFcJtpmgaQCpRaliWPu39ngOLrEVRZOQBi6izUmmXIrdvxjB0d4qhaVrqzR3X6bnvRJw1h3geA2rYB+ewPsRctIfzyS/1+DiUl9qrPYOhIRNagTo2vvcTICaiP3kHuy8czfFiow/Gb/f6Hboeay284epsID8e4+V7k8z/HWb3GTcwXL0MkJRHxlXsQCQkhjLjn8727AJqaMO79htu/OcCEEBh3PIR8+ms0//aP7v4I23ZHk4/MIWz6VERCfMDjOJmSEt9rr6MqKjG+/eOA7tUwpl2ISk5FvvUqzqKlOJ8sOXbnyPGIux7RnUc0TQuothYXRwNRwEDTNAGwLOvkWm/tJKplR7u48mZU/i7sxUsRqSnunxDVd6uaGreO9OLWNxd1lBg1AXHeRThLluAZMxojPc2vr5M78qCiEuOWrwQ0vjYZOhLCwpF5u7tN0u1s2Iizbj3iavPUSZ0TpsOw0dj/ec/9+8QZqO0baP7TX4j4yr1dftNdd6SUwl6xyq0dvv5LiMyBQTu2SO2HuOsR1LoViD79ICoGtX0jztLlyO25RHz9oaB9HikpUaVlOKvXIHN3Ir44FzEs8AsRInsknu88426I3LEFERMLWYMQMXEBP7amaZq/fbpHAv8AxuH26xYc69vdvrYX5xBZWu5uguqbgbj2NtRff4P32efAMBDpaRjZg92ENIgb9I7Wc3dkE6WfxK33obZ+ju/Nd4l45IGzriYpKbE/WexOyRzfdepPRUQkZOcgd+8JdSh+kWVl+N6eD9k5iGtPrf4SQmDc/gDy73/AuOwGxMTzUAW7kb/5Id4X/0bk49/oMpt+ewJZXk7lS69i78yDnPGIENQOG9MuhGnH7Um42kRtXov8/Y+xFy4m/Ar/r0a1ldx/AGfjZuTBItTBIne1HRAXXBb0EjIRG4+Ycn5Qj6lpmubvb9Q/AouBOcA+YCDwc2BlYMLqWVRZGST3QYSHI6bPQQ3IRu3fBwcLUHnbcJatxFm2gvC7voQnZ3hQYpL78iEyEoLQCURExyKuuRX1rxdRpWWIPq1fQnZWfYY6cBAx9/Eul/SJEWPdkfBB6EveEbK0FN/L/4Cw8FO6XRxPZAzA891jnT7FgGyM+7+F/O3/IrdsxTNhfLBC7nSqtg7V2IhxlvdbwONobsZevBRn+UpEeKS7UfCCy7pMFxExdgpixsU4SxfjGT0yICf/zqYt7kZJw+OuLJ9/mbtpckA2pGfpsg5N084J/mY044BLLcvymaYpLMuqNk3zcWArMC9w4fUMqqwc+h37RSbSshBpWcfur69F/uYpt5PBvXfiyR7Sqcd3duahqqoxhgxGJCeB47hJ9+CcMyZjnU2Mm4r614vIHXmtJkGqqgr7w4XupMnJXW8lSgwf7bYOzC/AMyqwpTnt5ezYie9fr7sJ98M/aHud7MgJ0Dcde+Vn3TLpVlLirPrMfR85DhEPP+B3WVOnxlFfj7NmHfanq6CuDjF9Nsn3f5NK1fUSTHHrfajtG/C9/pZbZtJJnwtKKZyVq7Hnvw9DRmA88iQiuusP6dE0TQsEf5PuJiAc8AFlpmn2ByoBXfR5FkopVFk5YsSZ2wSK6FiMb/wv8pdP4Hv5H4ivPYjRt3PanquGRnzz/n30Ui6RkdDc7B53euAuJZ9MJPeB9CzkzjyYNfO0j1FK4Xv3PZAK40sPds3VrwFDITwcuTe/Sybdsqwc38vzIHMQxsNPuD/3NhKG4Xaf+fefkQcOdqu+5Mrnw/uXl1H5Be4Uw+JCvPP+ReTXHkL07hX44zsOcvcenA2bkFu2gW3DiLEYN96FGDQMT3IKdMGphSIqBuNLX0X+4aduW8GZ53X4OWV5OfY7C5B5u2D8NPeKSyd3JtE0TetO/E26lwMm8DLwBvAB0AwsCkxYPUhtnZvk9k1v9WEiJg7jWz9GPvlV7P9+RMTdd3TK4Z3P1oDXi/HwE6iqCig+ALHxkJCEmHT65DdQxJjJyIX/QTU3n3YEufPZWuT2XMTN9yJS+wU1Nn+J8HAYNNy9UtAFyT17QSmMuY+1K+E+Qpx3EertV3FWfYZxy42dGGFg2e8uQOUXIO55FDHjItiTi/zl9/G9/hbhd37xlBM51dSEs2IVsqjYHfOdnEz4jde1q3RI1dfT/NwLUFEBUdGImZcg5lyDOMMUxS5n3FTIGYf98SI8E8ad0svaX6qpCXvpcpxlKyAsHHHbXMScK9s99VbTNK2n8LdloHncX5/ALSuJBV4NRFDTQ5MyAAAcmElEQVQ9ydHOJWdJugFEfCLi8huR78xDFhRiDOjYL2tl29grV7ubtsZPJ9TrxmLMFNSHbyN37TllJLM8cNDtojF6EuLS60MUoX/E8NGoBa+hGpuCsnraFrKgEGLjoG/HVqdFVDRi+hycFQsJu+oKRHT7e0QHgpISVVGJKiqG/9/evYdXUd37H3+vSUIAuUSJqCgISEAgILeooBQBb4ilWnR5qZcqPVStj9a2tvacVk9tz6m9/Nraen76WFu1Xru8ovWGineRoyIoCAioIMr9mgRIsvfM+WMmEGIgG7JnZ+/t5/U8POzMrJn5Jt8ne75Ze81ahYV4fXrjz/swnI/8tLPxjotWEuwzAHPWt/Hd36i731F01hk7/uBLLlgYPmi6ZQt07QYHdiNY+D41f7mVNhect9c9/Imnn4NNm8NnEYYcG/6BlkOMMXh2Cv6NV5N44SUKTz0pnEUoCPD698O0adPsORJvv0vimelQXR2uHnv2JZgSfSAqIgIpFN3W2gLgReAU51xNND932sZxW2uvAb5DOBvKB8AlzrntDfYXExb3w4H1wDnOuU/Tdf10CYKA4KmHSO6X3GUcrL82+ig5xSLIjP86wYtPknj2eYqmXtrkEIvknLlsbVMMA47c47mSc96HLZV4l565x3YZc8SR0LYd/sJFuxTdwcZN1N77IHTeH2/KNVnzgNnumLKBBEGAv2wZBUdm5sHXVAWfLocj+qdlaI4ZezrBq8+RePEliiZlxwJFAP7qNdTecVdYLNcrKoIggLKBmEnn79LenDgJEnX4j91D7erVeP364i/6iGD1GujWA++Kn2F6h3kMPlmMf+uvqb31r7SZemnKf/j6H38STs04YTJexeh0fasZZw7riRl9CsnXp4eLU0VD0SgupqB8AAUnjsM7YP8vHRcEAYnpL5Kc8TKUDcCzUzA9tdKpiEhDzVY3zrkk0CuVtnvLWnsocBUwwjlXTjj94LmNmk0BNjrn+gB/BH6T7jjSwRhDMOdtEv/77i7bg7XroLAI9i9N7Txt22EmnoP/8SckXphBYsbLJF59Y8eKjsn5H1L34MNsue9Bgi2Vuz1PEAQkX3sDDj0cBmTHw3CmsBAGDiW5aDGB7+MvW07tgw9R89s/QGUV3mXX5cZ8ub2PBK8g64aYBJVVBOvXY/r0T8v5zKE9MGNOJfnmW/ifrUjLOVsqqKyi9s57AA9z0ZV4P/sD3jU3hrNhlA1scqYWYwzehLPwvv8LgqptJN+YSbD/wZhzp+L9/I87Cm4A06sM7+d/hJIu1N73IEG0kuweY0okwtUlu3TFTGz89pV7zDfOh159MRVfw/vhr/B+9F+Yo8eQ/OBDav/fzSRemEGwMVrV0vfx164j8dgTJGe8jDn+pLC9Cm4RkS9JdUz3L4BbrbU3ACvYOUc3DVembEEM7ay1dYQL73zRaP83gP+MXj8M3BLNoBKQZczAoQTPP77LmOVg3Xroeshe9d6ar51C8MI0ki+8tGNb8t3ZFJ7wNeoemQbdesAXy0m8OZOiU0/+0vFBMkniiacIVq3GXHpNVj2QaAZVELz7JjW/+g1UV0NxMWbc6ZjxX8eUHtTa4aXEFBdDzz74Hy9r7VB24S9bDoA5Ij1FN4A58yKCObOoe/hx2lx1ecZmu2lKsG07tXffB1XVeNf+GtNrZ2FnUvjD0gwYgve7OyGZxLRtt/t2HTvjXf5T/JuuDYek2Mn4a9diCgowvXru8vsUVFZS9/DjBGvW4l11fZPPKuQa06lkl2kkAUy/QQSnn0Pw0J0knp9B4vkZUFgInrdzvu1TzsRM/nZWvd+IiGSTVIvuO6L/L2ywrX6BnH2+CzvnPrfW/h5YDmwDpjvnpjdqdijwWdQ+Ya3dTDhryi5TAFhrpwJTo3aUlqbWs5xOtaNOYOOzj9Bu1RraHjUIgLUbNlLcqz8lexmP/6d/EFRX4ZUcQO2899jyl19S9+BDeKVdOeCXt1D11z9QM2sWnc6YhNd257hiv6aGzX+9k+QH82j/zQvpMHFyVg3X8MeeysZXnqHgkMMoPno0xSOOw8vBKcQqhxzN1mn306ldO7w0F1oFBQWU7MMy7FtWraKuqIjS4cdgipoff5uaUrZf9mM233QdRW/PpkOMi6c0JfB9qqe/yPbZ75FY/hkAnX/837StaPnsGntUWsq2y37Clr/8ippf/27H5qK+ZXScNBGMoW7Zcqqefo6gppaO37mG9mNPbfa0hYWFrfLelBalpfAfv6Vu6ULqliwkuXIFQaKOop5lFJb1p+jw9E51mmtyOreyR8pt/sp0blMtunvFcXFr7f6EPdm9gE3AQ9baC5xzDceMN9Vt8qVebufc7cDt9fvXtcK0XEFpN2hTTOWcuWw/vDtBMkly7Vr8YcezT/F4RbClEnr0gev/jHnuURg5no3JgE7fOI/tM19iw/MzKBw9aschtQ84/HnzMd+6nJoTJlCzYUMav8M0+fffkwASQPW27bBte3NHZJ3gsN6QTLJx7gcU9O2T1nOXlJSwadOmvT6uZtES6NGH9Zu3NN94bxwxAAYMoerlV6k7ZkTGejKDmhrqHngIf8HCcJz6RIsZNIKq3v2oysTv9+CjMVN/DFs2Ybp1J1i1gronH2DD7/+0s83hffCmXMPWQ7qzNYWYSktL9+29IJt0LoXhO+fQr61/kevfVwvlRW6lScpt/kpXbrt1a36yDEh99pJlANZaDzjIObdy30PbxYnAJ865tdH5HwVGseuDmiuA7sAKa20h0BnIwkoymk6ub3k4Ly3gL14Cvg+H9mz5uTt2xpx1yY6v2/Qrhz79Sbz+JgUjj8YUFuJ//An+nPcxp5+Ld8KEFl9T9qBsABQU4C9Zmvaie18EdXUEn38ePjQYAzNsFMG9cwhWr8EcHP8woKCykto77iZYswZz3lTM2ImtMmzBa7BUuOl/FMHIsQSzZ2I6doZDuofjuDWcQkREUpDSuANrbYm19n7CRXKWRNsmWWt/1cLrLweOtda2t9YaYDywoFGbJ4CLo9dnATOycTx3PVM+jGDdevz1G0g8+wKUHoQZPqr5A/eBN/Ec2LSJunsfJKiro+6Jp2H/Usypk2O5nuxk2raDI/rjf7SktUMBIFjxeThWOU0PUTZmBo0ACKeQi1mwfTu1f7+HYMNGvKtuwBt3etYUtqZte7xR4zGDRmBKD8qauEREJPulOtj3NmAzcDg7P02cCZzTkos752YRPhw5m3C6QA+43Vp7o7W2vsvub0AXa+0S4AfAdS25ZtzMgKEAJB59nGDlSswZF2AK45mv15QPw5x/Gf6ChdT+8S8EK1fi2Uvz4mGuXGAGDiVYuZKgcvezyGRK/UOUpPEhyobMAaVwWE+SCxfFcv56QSJB3T0PEKxaFc5mM3BorNcTERHJlFTHdI8Hujnn6qy1AYBzbq21tsVrlTvnbgBuaLT5+gb7twNnt/Q6GXPwoXBAKf6Sj+GwnpiY5+z1xp6GDwT33wZ9yyHDq0x+lZmBQwkeuwd/8RIKhrVuceh/tAS69QiHPcTEDK4gePYRgq3bMO13P/tHSySeehZ/yVLMJVdjBg2P5RoiIiKtIdWe7s3ALo93Wmt7AOka2503jDGYgcMA8L55cUZmDvHGnob3k5vCnkF93J053XtDh44kW3mISbBtO/4nn2KOqoj1OmZwBfj+jmcW0s3//AuSM2dhxp2ON2p8LNcQERFpLalWhHcAj1hrxwKetXYkcDfhsBNpxJzyTcx5U6F8WOau2WcApmMOLCyTR4znYQYMxV+8lMBv6XT1+67+gV0zON6im15l4R8ZMQwxCYKAumn/gg4dw8VZRERE8kyqRfdvAAf8D1AE/B2YBtwcU1w5zRzULase/pIYDRgKVVUEq1a3WgjJBQthvw7QO94l6Y1XgCkfjr9oMUEymdZz++/NIVi2PFxcpX3uzdsuIiLSnFSnDAyAP0X/RCRiBg4hIBxT7XU7JOPXD3wff9FizKAKjBf/apFmxGiCt14m+easXeaHb4mgtpa6p6eHS4+PHJeWc4qIiGSbVKcMnGutvdZae1jcAYnkElPSBXr0Jvn2u2nv/U1F8NkKqK6GuIeW1Bs8AsqHk5j+AsHGjWk5ZfKtt6GyEu/sS7Nq9VQREZF0SvUO959ABbDQWvuKtfa71toD4gtLJHd4k84nWLeO5Ky3M37t5IJF4HkZm1rPGIN3wRXhMuiPPUkQtGzK/KC2lsQrr8GRgzFlA9IUpYiISPZJqeh2zj3mnLPAIYTjuc8EPrPWPhFncCI5YXAF9C0n8cJLBBle0t5fuAj6DMjoOGjT5UDMGRfiL/qI5EuvtKjwTs56B6qq8L5+bhojFBERyT579Vmuc64SuB+4FXgLOC2OoERyiTEGz14K1dUkXnk1Y9f1V68hWLkKM/TYjF2znhk3EYaOJPHcC9TdfS9BdfUe2wdbt5F8fx5BTc3ObXV1YS9333JM3/K4QxYREWlVKT1IGS3RPg44n7CXexlh8f3t2CITySHm8D6YY8aQfO0NCseMxrSLZ/GYhpKz54RDS47+WuzXasx4BXiXX0cw4yn8h/9O7W130Obq72EKd31L8ddvIPHc8/jzF0AigVfWh6JLLgTPI/HUs+FY7qnq5RYRkfyX6oqUXwBVwIPAcc65BfGFJJKbzPhJBLNewf9wAQXD452jPfB9ku/NhfLhmE4lsV5rd4wxmPGnE5QehH/LL0m+MZPCMTtXYA1qa8Ne8M2VmNGnQKcS/Gn3kXjyaUyHDuFCOCefgTlycKvELyIikkmpFt1nOOdmNd5orfWcc623KohINunZB7p0JTl3XuxFt//xJ7B5M+bYsbFeJxXmqAoYXEHixZcpGDoE06kjAIlp/yJYsxbvmhsx/Y8CwN+2leT0x8LjRo7DTP52a4UtIiKSUanO071LwW2tHQRcTDjcpFsMcYnkHGMMZsTx+M8/TrB1K6Z9+9iulXz3PWjXPval31PlnTMF/4YrqXv6WQpPPhF/wUKS78zGnGZ3FNwAZvJFULU5XEHzois1RaCIiHxlpNrTjbX2QMIi+2LgKOA14OqY4hLJSabieILnHiU5fwGFFcNjuUZQW4s/70PMMSdg2hTHco29Zbp2w5z0DfxnHqH2vbnhxj79MZPO27WdV4C55PutEKGIiEjr2mPRba0tAiYRPjB5CrAEeAA4HLDOuTVxByiSU3ocAaUH4b8/D2IqupNzP4Da2qwYWtKQmXgudOgE7fbDdDkQygZiCuJfJVNERCQXNNfTvRrwgbuAG5xzswGstVfEHJdITjLGYCqOx3/uMYLqrZj90jvEJAgCkq/PhMN6QpYtJmOKizEnn9naYYiIiGSl5gZUvg+UAMcAFdba/eMPSSS3mRHHg++TnP9h2s/tL/2YYNUqzImTMMak/fwiIiISjz0W3c65E4AjgOnAj4BV1tongf2AotijE8lF3XtDaVf8eekvupOvz4SOnVplbm4RERHZd81OHeCcW+ac+6VzrgwYD6wkHHIy11r727gDFMk1xhjMsFH4S5amdVl4f906/IWLMGNOwxS1Sdt5RUREJH4pz14C4Jx7HXjdWnsV4cqUF8USlUiOM0NHEkx/HH/RIgqGHNX8AbsR1NRQe8ttBNVbIQigoABzwoQ0RioiIiKZsFdFdz3n3HbCWUweaMnFrbX9gH822NQbuN4596cGbU4ApgGfRJsedc7d2JLrisSudz/oVEJy3octKrr9efMJ1qzFHDMGjAdHHInprEcrREREcs0+Fd3p4pxbBAwBsNYWAJ8DjzXR9DXn3OmZjE2kJYznYYYei//mDIK6OkzRvj0CkXx3Dhx4MGbKD/TgpIiISA7LpuXgxgNLnXPLWjsQkXQww0ZCXS3+4iX7dHywcRP+x5+Ey6Wr4BYREclprdrT3ci57H64ykhr7VzgC+BHzrn5jRtYa6cCUwGcc5SWlsYWaDYoLCzM++8x1wWjxrL29t9RsGgxJaNGpnxcQUEBJSUlVL05i5ogoMtp36RAuc4L+r3NX8pt/lJu81emc5sVRbe1tg3hypc/bWL3bOBw51yVtfY04HGgrHEj59ztwO3Rl8G6deviCjcrlJaWku/fY14oH872D95h44YNGC+1D5ZKSkrYuHEjtW/MhLKBbCxoA8p1XtDvbf5SbvOXcpu/0pXbbt26pdQuW4aXTABmO+dWN97hnNvinKuKXj8NFFlr9Sen5Iby4VBdTfD5F3t1WLB8BcG6dZhR42IKTERERDIpW4ru89jN0BJr7cHWWhO9Ppow5vUZjE1kn5mBQ8EY/EWL9+q45Jy5UFSEGX5cTJGJiIhIJrV60W2tbQ+cBDzaYNtl1trLoi/PAuZFY7r/DJzrnAsyH6nI3jMdO8PhfUh+lHrRHfg+yffnwaAKTLv2MUYnIiIimdLqY7qdc1uBLo223dbg9S3ALZmOSyRdTPkwgqccwdZtmPbtmm1f+9FiqKrCqzg+A9GJiIhIJrR6T7dIvjPlwyEIUp46cPs7s6G4GAZVxByZiIiIZIqKbpG49SyD9vvhpzDEJEgm2T57DuaoYzDFxRkITkRERDJBRbdIzExBAWbAUJIfLSYI9vw4gr9kKUF1NaZidIaiExERkUxQ0S2SCeXDYEslwRcr99gsOfcDTPv9YOCwDAUmIiIimaCiWyQDzOAKMIbkvA9328ZfsxZ/zvu0HX0ypqgog9GJiIhI3FR0i2SA6dgZ+pbjz5vf5P4gCEhM+xe0KWa/c6dkODoRERGJm4pukQwxw0YSrFmLv3rNl/b5H8zHX7IUc8YFFJQc0ArRiYiISJxUdItkiBk6EuBLvd3Bps3U/etp6N4LM2ZCa4QmIiIiMVPRLZIhZv8u0LsfyXkLgHBISfK9udT86RbYVoN3wRWYgoJWjlJERETi0OorUop8lZjhowgeupPk7Dkk330Pf8lS6N0Pb8o1mK7dWjs8ERERiYl6ukUyqH6ISd0/H8Zfsx5z9qV4P75JBbeIiEieU0+3SAaZAw/GTL4YitthjhuPaaNVJ0VERL4KVHSLZJh36uTWDkFEREQyTMNLRERERERipqJbRERERCRmKrpFRERERGKmoltEREREJGYqukVEREREYqaiW0REREQkZiq6RURERERipqJbRERERCRmJgiC1o4hDnn5TYmIiIhIVjLNNcjXnm7T3D9r7V9Tabev/zJw/nU5Hn9s58/l2HM9t3nws1du8/dnn7O5zYOfTa6fX7nN3/OnM7fNyteiOxVP5vj5N8V8/lz++eRy7JDbuc31n71y2zrnzofzx5nbXP/Z5Pr5ldv8PX/c78m7yNfhJXnPWvuOc25Ea8ch6afc5i/lNn8pt/lLuc1fmc7tV7mnO9fd3toBSGyU2/yl3OYv5TZ/Kbf5K6O5VU+3iIiIiEjM1NMtIiIiIhIzFd0iIiIiIjErbO0AJGSt/TtwOrDGOVcebfsn0C9qUgJscs4NsdZ+C7i2weGDgWHOuTnW2uHAXUA74GngauecxhC1ot3kdghwG9AWSABXOOf+N8rtT6JDq4DLnXNzo2NOBW4GCoA7nHM3ZfY7kcb2MrfXAt+KDi0E+gMHOuc2KLfZZze5PYowtx2AT4FvOee2WGtPAm4C2gC1wLXOuRnRMXpPzjJ7mVvdb3OItbY78A/gYMAHbnfO3WytPQD4J9CTML/WObcx0/dc9XRnj7uAUxtucM6d45wb4pwbAjwCPBptv6/B9guBT51zc6LDbgWmAmXRv13OKa3iLr6ch98Cv4hyeH30NcAnwBjn3GDgl0QPeVhrC4D/ASYAA4DzrLUD4g9dmnEXKebWOfe7Br+3PwVeiQpu5TY73cWXc3sHcJ1zbhDwGDuLsXXA16PtFwP3NDhG78nZ5y5SzK3utzknAfzQOdcfOBb4XvR+eh3wonOuDHgx+hoyfM9V0Z0lnHOvAhua2metNYAFHmhi93n12621hwCdnHMzo7+2/wGcEU/Ekqrd5DYAOkWvOwNfRG3fdM5tjLa/BRwWvT4aWOKc+9g5Vws8CHwj1sClWXuT20Z2/N6i3Gal3eS2H/Bq9Pp5YHLU9j3nXH2e5wNtrbXFek/OTnuT20Z0v81yzrmVzrnZ0etKYAFwKOF76t1Rs7uJcpXpe66K7twwGljtnFvcxL5z2HnzPhRY0WDfimibZJ/vA7+z1n4G/J6w57OxKcAz0etDgc8a7FNus9cec2utbU/YI/ZItEm5zR3zgEnR67OB7k20mQy855yrQe/JuSSV3Op+m0OstT2BocAs4CDn3EoIC3OgaxOHxH7PVdGdGxr2iu1grT0G2OqcmxdtamoZUo0vy06XA9c457oD1wB/a7jTWjuW8A2gfqyZcps79phb4OvAG865+p425TZ3XEr4cfW7QEfC8ds7WGsHAr8BvhttUm5zR3O51f02h1hrOxB2bHzfObclhfYZuefqQcosZ60tBL4JDG9i97nsWoyvYOdHI0Svm/poW1rfxcDV0euHCMcTAmCtHRx9PcE5tz7avIJde16U2+y129xGmvq9VW5zgHNuIXAygLW2LzCxfp+19jDCscAXOeeWRpv1npwj9pTbiO63OcJaW0RYcN/nnHs02rzaWnuIc25lNDRoTYP2Gbvnqqc7+50ILHTONfwYC2utR/gR2IP126KPTCqttcdG48AvAqZlMlhJ2RfAmOj1OGAxgLW2B+EDsxc65z5q0P5toMxa28ta24bwBvBEBuOV1DWZWwBrbedoX8PfS+U2R1hru0b/e8DPCGe7wFpbAjwF/NQ590Z9e70n547d5bbBNt1vc0CUi78BC5xzf2iw6wnCDhGi/6dF7TN6z1VPd5aw1j4AnACUWmtXADc45/7Gl/+6rvc1YIVz7uNG2y9n5xRGz7BzfJK0kqZyC/wbcHP0ScZ2wifgIZztogvw/621AAnn3AjnXMJaeyXwHOH0RX93zs3P7Hcije1lbgHOBKY756rrNyi32Wk3ue1grf1e1ORR4M7o9ZVAH+Dn1tqfR9tOds6tQe/JWWcvcwu63+aS4whnmfnAWls/y8y/E07p6ay1U4DlhH9EQYbvuVoGXkREREQkZhpeIiIiIiISMxXdIiIiIiIxU9EtIiIiIhIzFd0iIiIiIjFT0S0iIiIiEjMV3SIiIiIiMdM83SIiechaex9Q45y7tMG2MYRzEJdHi3uIiEiGqKdbRCQ/XQWcZq09CcBa2xb4K/DDdBbc1tqCdJ1LRCSfaXEcEZE8Za09G/gtUE64tPUQ59yEaFnr64ApQGfgBeBy59zGaJ8DjgfaAnOifQuic94LbAaOAEYDE51zL2f0GxMRyUHq6RYRyVPOuYeAd4EHCJej/2606wfARMLlrQ8DqoE/Nzj0X0AZcDAwD7in0anPB34BdARmxhS+iEheUU+3iEges9YeBCwF/sM5d3O0bTHwHefcK9HX3YElQDvnnN/o+FJgLdDBOVcd9XTXNhwrLiIizdODlCIiecw5t9pauw6Y32BzD+BJa23DAjsAulpr1wK/Bs4CSoH6NqWEPeIAn8UbtYhI/lHRLSLy1bMCON85N6vxDmvtJcBpwDhgGdCFsKfbNGimj0hFRPaSxnSLiHz13Ab8t7W2B4C1tqu1dlK0ryNQA6wH2gP/1TohiojkFxXdIiJfPX8AngVetNZWAm8CFdG+O4Evon/zo30iItJCepBSRERERCRm6ukWEREREYmZim4RERERkZip6BYRERERiZmKbhERERGRmKnoFhERERGJmYpuEREREZGYqegWEREREYmZim4RERERkZj9H8GwtHBgjDpxAAAAAElFTkSuQmCC
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<p>Looking at the line chart above it is clear to see that London, UK is actually hotter than the Global average - there must be some very cold locations around the world that are pulling the Global average down!</p>
<p>The difference seems to be quite consistent, having peaks and valleys usually ocurring at the same time. But let's analyze this difference in yearly average temperature:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">delta_temperature</span> <span class="o">=</span> <span class="n">weather_all_clean</span><span class="p">[</span><span class="s1">&#39;London (UK) | MA 10 years&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">weather_all_clean</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">]</span>

<span class="n">delta_temperature</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>count    255.000000
mean       1.106067
std        0.211137
min        0.598000
25%        0.960500
50%        1.102000
75%        1.212500
max        1.757000
dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">delta_temperature</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;hist&#39;</span><span class="p">,</span> <span class="n">normed</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">cumulative</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                       <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Cumulative Distribution Function&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;90th percentile: </span><span class="si">{:.2f}</span><span class="s1"> C&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">delta_temperature</span><span class="o">.</span><span class="n">quantile</span><span class="p">(</span><span class="mf">0.90</span><span class="p">)))</span>
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<pre>90th percentile: 1.40 C
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<p>Here we can see that 90% of the time, the difference between London and Global average temperature is less than 1.4 degrees Celsius.</p>

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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">delta_temperature</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;box&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Temperature Difference (London vs Global)&#39;</span><span class="p">)</span>
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<p>Looking at the box-plot we can see the central 50% of the temperature difference is between 1 and 1.2 degrees Celsius, having the mean and median at 1.1 C.</p>
<p>It is also possible to note there are a few outliers. Let's investigate them:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculating Outliers (Tukey&#39;s fences method)</span>
<span class="n">q3</span> <span class="o">=</span> <span class="n">delta_temperature</span><span class="o">.</span><span class="n">quantile</span><span class="p">(</span><span class="mf">0.75</span><span class="p">)</span>
<span class="n">q1</span> <span class="o">=</span> <span class="n">delta_temperature</span><span class="o">.</span><span class="n">quantile</span><span class="p">(</span><span class="mf">0.25</span><span class="p">)</span>
<span class="n">k</span> <span class="o">=</span> <span class="mf">1.5</span> <span class="c1"># typical assumed value</span>
<span class="n">iqr</span> <span class="o">=</span> <span class="n">q3</span> <span class="o">-</span> <span class="n">q1</span> <span class="c1"># Inter Quartile Range</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Outliers: &lt; </span><span class="si">{:.2f}</span><span class="s1"> C | &gt; </span><span class="si">{:.2f}</span><span class="s1"> C </span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">q1</span> <span class="o">-</span> <span class="n">k</span><span class="o">*</span><span class="n">iqr</span><span class="p">,</span> <span class="n">q3</span> <span class="o">+</span> <span class="n">k</span><span class="o">*</span><span class="n">iqr</span><span class="p">))</span>

<span class="nb">print</span><span class="p">(</span><span class="n">delta_temperature</span><span class="p">[</span><span class="n">delta_temperature</span> <span class="o">&gt;</span> <span class="p">(</span><span class="n">q3</span> <span class="o">+</span> <span class="n">k</span><span class="o">*</span><span class="n">iqr</span><span class="p">)</span> <span class="p">])</span>
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<pre>Outliers: &lt; 0.58 C | &gt; 1.59 C 

year
1817-01-01    1.650
1818-01-01    1.727
1819-01-01    1.757
1820-01-01    1.651
1826-01-01    1.646
dtype: float64
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<p>As a matter of fact, there are only 5 occurrences when the temperature difference is significantly far from the [1, 1.2] range. They occur in the years of 1817-1820 and 1826; which is a long time ago.</p>
<p>So it is safe to say that for more recent years, the temperature difference is indeed quite consistent around 1.1 degress Celsius.</p>

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<p>In addition, it is possible to see there is a pattern of up's and down's in the Global average temperature every 10 years... up until around 1920. After this, the average temperature still slightly fluctuates, but with bigger up's than down's, forming an overall trend of actual warming.</p>
<p>This trend becomes quite clear after 1970, where the Global average temperature pretty much grows linearly!</p>
<p>Therefore, I would like to further investigate the hypothesis in which there is a different "behavior" in the average temperature before/after the year of 1920:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">before</span> <span class="o">=</span> <span class="n">weather_all_clean</span><span class="p">[:</span><span class="s1">&#39;1919&#39;</span><span class="p">]</span>
<span class="n">after</span> <span class="o">=</span> <span class="n">weather_all_clean</span><span class="p">[</span><span class="s1">&#39;1920&#39;</span><span class="p">:]</span>

<span class="c1"># Plotting the charts side by side and forcing the same range in the y axis</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
<span class="n">before</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;box&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Before 1920&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
<span class="n">after</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;box&#39;</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;After 1920&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>Even though this is not an actual hypothesis testing methodology, it is clear to see there is a significantly difference in the data distribution between these two different time frames (before/after 1920).</p>
<p>As expected, before 1920 the global average temperature was cooler and varying from 7.5 and 8.5 degrees Celsius. Whereas after 1920 it is warmer, fluctuating from 8.3 and 9.3 degrees Celsius.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Correlation Analysis for data after 1920</span>
<span class="n">after</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
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      <th>Global | MA 10 years</th>
      <th>London (UK) | MA 10 years</th>
      <th>Houston (USA) | MA 10 years</th>
      <th>Rio de Janeiro (BR) | MA 10 years</th>
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      <th>Global | MA 10 years</th>
      <td>1.000000</td>
      <td>0.933534</td>
      <td>0.755411</td>
      <td>0.945460</td>
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      <th>London (UK) | MA 10 years</th>
      <td>0.933534</td>
      <td>1.000000</td>
      <td>0.827273</td>
      <td>0.846845</td>
    </tr>
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      <th>Houston (USA) | MA 10 years</th>
      <td>0.755411</td>
      <td>0.827273</td>
      <td>1.000000</td>
      <td>0.610886</td>
    </tr>
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      <th>Rio de Janeiro (BR) | MA 10 years</th>
      <td>0.945460</td>
      <td>0.846845</td>
      <td>0.610886</td>
      <td>1.000000</td>
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<p>The high level of correlation between the Global and Local cities average temperature after 1920  supports that the diference of temeprature is quite consistente along the time.</p>
<p>In this particular case, we can expect Rio de Janeiro and London, with 94% and 93% correlation to the Global temperature,respectively, to yield the most accurate predictions:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Linear Regression for London | y = a*x + b</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="k">import</span> <span class="n">linregress</span>

<span class="n">x</span> <span class="o">=</span> <span class="n">after</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">after</span><span class="p">[</span><span class="s1">&#39;London (UK) | MA 10 years&#39;</span><span class="p">]</span>

<span class="c1"># Making sure to use only actual values. NaN are not accepted for Regressions</span>
<span class="n">idx</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">&amp;</span> <span class="n">np</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="c1"># nice trick to always use only good pairs of values</span>

<span class="c1">#fit = np.polyfit(x[idx], y[idx], 1) # does not provide extra info, such as R value</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">linregress</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">idx</span><span class="p">],</span> <span class="n">y</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>

<span class="c1"># Transforming the Linear Regression into a function to be plotted | Code by DSM on Stack Overflow</span>
<span class="n">fit_fn</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">poly1d</span><span class="p">(</span> <span class="p">[</span><span class="n">model</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">model</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span> <span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">idx</span><span class="p">],</span> <span class="n">y</span><span class="p">[</span><span class="n">idx</span><span class="p">],</span> <span class="s1">&#39;o&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">[</span><span class="n">idx</span><span class="p">],</span> <span class="n">fit_fn</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">idx</span><span class="p">]),</span> <span class="s1">&#39;--k&#39;</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;Linear Regression: London vs Global&#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;Global Average Temperature (C)&#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;London Average Temperature (C)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Linear Regression Formula: </span><span class="se">\n</span><span class="s2"> y = </span><span class="si">{:.2f}</span><span class="s2"> * X + </span><span class="si">{:.2f}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">model</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">model</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Where, </span><span class="se">\n</span><span class="s1"> X: Global Avg Temperature </span><span class="se">\n</span><span class="s1"> y: Predicted London Avg Temperature </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;R-value: </span><span class="si">{:.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">model</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span>
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<pre>LinregressResult(slope=1.1020872087622968, intercept=0.092440196357825855, rvalue=0.93353356897895345, pvalue=9.1189502600437393e-43, stderr=0.044123417927975611) 

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<pre>Linear Regression Formula: 
 y = 1.10 * X + 0.09 

Where, 
 X: Global Avg Temperature 
 y: Predicted London Avg Temperature 

R-value: 0.93
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Linear Regression for Houston | y = a*x + b</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">after</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">after</span><span class="p">[</span><span class="s1">&#39;Houston (USA) | MA 10 years&#39;</span><span class="p">]</span>

<span class="c1"># Making sure to use only actual values. NaN are not accepted for Regressions</span>
<span class="n">idx</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">&amp;</span> <span class="n">np</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="c1"># nice trick to always use only good pairs of values</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">linregress</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">idx</span><span class="p">],</span> <span class="n">y</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Linear Regression Formula: </span><span class="se">\n</span><span class="s2"> y = </span><span class="si">{:.2f}</span><span class="s2"> * X + </span><span class="si">{:.2f}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">model</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">model</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Where, </span><span class="se">\n</span><span class="s1"> X: Global Avg Temperature </span><span class="se">\n</span><span class="s1"> y: Predicted Houston Avg Temperature </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;R-value: </span><span class="si">{:.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">model</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span>
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<pre>LinregressResult(slope=0.67917042942760786, intercept=14.499462773155297, rvalue=0.75541110458792349, pvalue=1.402130357228395e-18, stderr=0.061419924599946017) 

Linear Regression Formula: 
 y = 0.68 * X + 14.50 

Where, 
 X: Global Avg Temperature 
 y: Predicted Houston Avg Temperature 

R-value: 0.76
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Linear Regression for Rio | y = a*x + b</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">after</span><span class="p">[</span><span class="s1">&#39;Global | MA 10 years&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">after</span><span class="p">[</span><span class="s1">&#39;Rio de Janeiro (BR) | MA 10 years&#39;</span><span class="p">]</span>

<span class="c1"># Making sure to use only actual values. NaN are not accepted for Regressions</span>
<span class="n">idx</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">&amp;</span> <span class="n">np</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">y</span><span class="p">)</span> <span class="c1"># nice trick to always use only good pairs of values</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">linregress</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">idx</span><span class="p">],</span> <span class="n">y</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Linear Regression Formula: </span><span class="se">\n</span><span class="s2"> y = </span><span class="si">{:.2f}</span><span class="s2"> * X + </span><span class="si">{:.2f}</span><span class="s2"> </span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">model</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">model</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Where, </span><span class="se">\n</span><span class="s1"> X: Global Avg Temperature </span><span class="se">\n</span><span class="s1"> y: Predicted Rio de Janeiro Avg Temperature </span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;R-value: </span><span class="si">{:.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">model</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span>
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<pre>LinregressResult(slope=1.0060417209308419, intercept=15.225480369858078, rvalue=0.94545970695036885, pvalue=1.3387602422875797e-46, stderr=0.036136734628702941) 

Linear Regression Formula: 
 y = 1.01 * X + 15.23 

Where, 
 X: Global Avg Temperature 
 y: Predicted Rio de Janeiro Avg Temperature 

R-value: 0.95
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<h2 id="Summarizing-Results">Summarizing Results<a class="anchor-link" href="#Summarizing-Results">&#182;</a></h2><p><strong>Requirement 4</strong>:</p>
<p><strong>A)</strong> London, UK is consistently hotter than the Global average, with a mean temperature of 9.5 versus 8.3 degrees Celsius;</p>
<p><strong>B)</strong> As a matter of fact, there are only 5 occurrences when the temperature difference is significantly far from the [1, 1.2] range. They occur in the years of 1817-1820 and 1826; which is a long time ago.
So it is safe to say that for more recent years, the temperature difference is indeed quite consistent around 1.1 degrees Celsius;</p>
<p><strong>C)</strong> Looking at the line chart, it is possible to see that London presents the same trend as the Global average temperature: they both seem to be getting warmer recently;</p>
<p><strong>D)</strong> In addition, it is possible to see there is a pattern of ups and downs in the average temperature every 10 years... up until around 1920. After this, the average temperature still slightly fluctuates, but with bigger ups than downs, forming an overall trend of actual warming.
This trend becomes quite clear after 1970, when the Global average temperature pretty much grows linearly!</p>
<p>Even though this is not an actual hypothesis testing methodology, the side by side box-plots shows there is a significantly difference in the data distribution before/after 1920. As expected, before 1920 the global average temperature was cooler and varying from 7.5 and 8.5 degrees Celsius. Whereas after 1920 it is warmer, fluctuating from 8.3 and 9.3 degrees Celsius.</p>
<p>Therefore, the global average temperature trend has changed in the past hundred years. <u>Looks like Global Warming is indeed a real event</u>;</p>
<p><strong>E)</strong> The Linear Regression using only data after 1920 yielded a good model, with R-value of 94%, that can be used to predict London's temperature based on the Global average temperature, in degrees Celsius. With a slope of 1.1 and an intercept of only 0.09, it basically means that London is usually 10% hotter than the Global yearly average temperature;</p>
<p><strong>F)</strong> Finally, considering all the cities I have lived so far, the same warming trend hold true for Houston and Rio de Janeiro. As expected, Rio and "Hell-stoun" are significantly warmer than London and the Global average, with 23.8 and 20.2 mean degrees Celsius, respectively!</p>
<p>The linear regression model for Rio de Janeiro also yielded good results, with R-value of 95%. With a slope of 1.01 and an intercept of 15, it basically means that Rio is usually 15 degrees Celsius hotter than the Global yearly average temperature.</p>
<p>Personally, I am surprised, since Houston felt way hotter than my native city (Rio). But there are other factors that could account for that:</p>
<ul>
<li>The winter in Houston was significantly colder than in Rio, pulling down the yearly average temperature;</li>
<li>The data provided does not consider the "Real Feel", which could explain why Houston wasn't as hot as I expected. As I learned, the air humidity has a tremendous impact in the real feel (as does wind, rain etc.)... and Houston summer, with around 95% humidity, felt like a sauna!</li>
</ul>

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