pythonbrasil-12/machine_learning_para_hackers/2016-10-14-im-python-brasil.html

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  content: "\e251";
}
.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: thin dotted;
  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: thin dotted;
  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: thin dotted;
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 20ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  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;
}
.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
 */
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
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<pre>dtype(&#39;int64&#39;)</pre>
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<pre>array([&#39;1&#39;, &#39;2&#39;, &#39;3&#39;, &#39;b&#39;], 
      dtype=&#39;&lt;U21&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># numero_de_banheiros,bairro,tem_farmacia_perto</span>
<span class="c1"># 2,Santa Clara,0</span>
<span class="c1"># 1,Santa Clara,1</span>
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<h1 id="Come&#231;ando-com-Machine-Learning">Come&#231;ando com Machine Learning<a class="anchor-link" href="#Come&#231;ando-com-Machine-Learning">&#182;</a></h1>
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<p>Vamos usar o banco de dados de preços de casas de Boston para tentar predizer preços de novas casas.</p>

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<pre>Boston House Prices dataset

Notes
------
Data Set Characteristics:  

    :Number of Instances: 506 

    :Number of Attributes: 13 numeric/categorical predictive
    
    :Median Value (attribute 14) is usually the target

    :Attribute Information (in order):
        - CRIM     per capita crime rate by town
        - ZN       proportion of residential land zoned for lots over 25,000 sq.ft.
        - INDUS    proportion of non-retail business acres per town
        - CHAS     Charles River dummy variable (= 1 if tract bounds river; 0 otherwise)
        - NOX      nitric oxides concentration (parts per 10 million)
        - RM       average number of rooms per dwelling
        - AGE      proportion of owner-occupied units built prior to 1940
        - DIS      weighted distances to five Boston employment centres
        - RAD      index of accessibility to radial highways
        - TAX      full-value property-tax rate per $10,000
        - PTRATIO  pupil-teacher ratio by town
        - B        1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town
        - LSTAT    % lower status of the population
        - MEDV     Median value of owner-occupied homes in $1000&#39;s

    :Missing Attribute Values: None

    :Creator: Harrison, D. and Rubinfeld, D.L.

This is a copy of UCI ML housing dataset.
http://archive.ics.uci.edu/ml/datasets/Housing


This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University.

The Boston house-price data of Harrison, D. and Rubinfeld, D.L. &#39;Hedonic
prices and the demand for clean air&#39;, J. Environ. Economics &amp; Management,
vol.5, 81-102, 1978.   Used in Belsley, Kuh &amp; Welsch, &#39;Regression diagnostics
...&#39;, Wiley, 1980.   N.B. Various transformations are used in the table on
pages 244-261 of the latter.

The Boston house-price data has been used in many machine learning papers that address regression
problems.   
     
**References**

   - Belsley, Kuh &amp; Welsch, &#39;Regression diagnostics: Identifying Influential Data and Sources of Collinearity&#39;, Wiley, 1980. 244-261.
   - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann.
   - many more! (see http://archive.ics.uci.edu/ml/datasets/Housing)

</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">boston</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">]</span>
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<pre>array([[  6.32000000e-03,   1.80000000e+01,   2.31000000e+00, ...,
          1.53000000e+01,   3.96900000e+02,   4.98000000e+00],
       [  2.73100000e-02,   0.00000000e+00,   7.07000000e+00, ...,
          1.78000000e+01,   3.96900000e+02,   9.14000000e+00],
       [  2.72900000e-02,   0.00000000e+00,   7.07000000e+00, ...,
          1.78000000e+01,   3.92830000e+02,   4.03000000e+00],
       ..., 
       [  6.07600000e-02,   0.00000000e+00,   1.19300000e+01, ...,
          2.10000000e+01,   3.96900000e+02,   5.64000000e+00],
       [  1.09590000e-01,   0.00000000e+00,   1.19300000e+01, ...,
          2.10000000e+01,   3.93450000e+02,   6.48000000e+00],
       [  4.74100000e-02,   0.00000000e+00,   1.19300000e+01, ...,
          2.10000000e+01,   3.96900000e+02,   7.88000000e+00]])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">boston</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span>
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<pre>array([ 24. ,  21.6,  34.7,  33.4,  36.2,  28.7,  22.9,  27.1,  16.5,
        18.9,  15. ,  18.9,  21.7,  20.4,  18.2,  19.9,  23.1,  17.5,
        20.2,  18.2,  13.6,  19.6,  15.2,  14.5,  15.6,  13.9,  16.6,
        14.8,  18.4,  21. ,  12.7,  14.5,  13.2,  13.1,  13.5,  18.9,
        20. ,  21. ,  24.7,  30.8,  34.9,  26.6,  25.3,  24.7,  21.2,
        19.3,  20. ,  16.6,  14.4,  19.4,  19.7,  20.5,  25. ,  23.4,
        18.9,  35.4,  24.7,  31.6,  23.3,  19.6,  18.7,  16. ,  22.2,
        25. ,  33. ,  23.5,  19.4,  22. ,  17.4,  20.9,  24.2,  21.7,
        22.8,  23.4,  24.1,  21.4,  20. ,  20.8,  21.2,  20.3,  28. ,
        23.9,  24.8,  22.9,  23.9,  26.6,  22.5,  22.2,  23.6,  28.7,
        22.6,  22. ,  22.9,  25. ,  20.6,  28.4,  21.4,  38.7,  43.8,
        33.2,  27.5,  26.5,  18.6,  19.3,  20.1,  19.5,  19.5,  20.4,
        19.8,  19.4,  21.7,  22.8,  18.8,  18.7,  18.5,  18.3,  21.2,
        19.2,  20.4,  19.3,  22. ,  20.3,  20.5,  17.3,  18.8,  21.4,
        15.7,  16.2,  18. ,  14.3,  19.2,  19.6,  23. ,  18.4,  15.6,
        18.1,  17.4,  17.1,  13.3,  17.8,  14. ,  14.4,  13.4,  15.6,
        11.8,  13.8,  15.6,  14.6,  17.8,  15.4,  21.5,  19.6,  15.3,
        19.4,  17. ,  15.6,  13.1,  41.3,  24.3,  23.3,  27. ,  50. ,
        50. ,  50. ,  22.7,  25. ,  50. ,  23.8,  23.8,  22.3,  17.4,
        19.1,  23.1,  23.6,  22.6,  29.4,  23.2,  24.6,  29.9,  37.2,
        39.8,  36.2,  37.9,  32.5,  26.4,  29.6,  50. ,  32. ,  29.8,
        34.9,  37. ,  30.5,  36.4,  31.1,  29.1,  50. ,  33.3,  30.3,
        34.6,  34.9,  32.9,  24.1,  42.3,  48.5,  50. ,  22.6,  24.4,
        22.5,  24.4,  20. ,  21.7,  19.3,  22.4,  28.1,  23.7,  25. ,
        23.3,  28.7,  21.5,  23. ,  26.7,  21.7,  27.5,  30.1,  44.8,
        50. ,  37.6,  31.6,  46.7,  31.5,  24.3,  31.7,  41.7,  48.3,
        29. ,  24. ,  25.1,  31.5,  23.7,  23.3,  22. ,  20.1,  22.2,
        23.7,  17.6,  18.5,  24.3,  20.5,  24.5,  26.2,  24.4,  24.8,
        29.6,  42.8,  21.9,  20.9,  44. ,  50. ,  36. ,  30.1,  33.8,
        43.1,  48.8,  31. ,  36.5,  22.8,  30.7,  50. ,  43.5,  20.7,
        21.1,  25.2,  24.4,  35.2,  32.4,  32. ,  33.2,  33.1,  29.1,
        35.1,  45.4,  35.4,  46. ,  50. ,  32.2,  22. ,  20.1,  23.2,
        22.3,  24.8,  28.5,  37.3,  27.9,  23.9,  21.7,  28.6,  27.1,
        20.3,  22.5,  29. ,  24.8,  22. ,  26.4,  33.1,  36.1,  28.4,
        33.4,  28.2,  22.8,  20.3,  16.1,  22.1,  19.4,  21.6,  23.8,
        16.2,  17.8,  19.8,  23.1,  21. ,  23.8,  23.1,  20.4,  18.5,
        25. ,  24.6,  23. ,  22.2,  19.3,  22.6,  19.8,  17.1,  19.4,
        22.2,  20.7,  21.1,  19.5,  18.5,  20.6,  19. ,  18.7,  32.7,
        16.5,  23.9,  31.2,  17.5,  17.2,  23.1,  24.5,  26.6,  22.9,
        24.1,  18.6,  30.1,  18.2,  20.6,  17.8,  21.7,  22.7,  22.6,
        25. ,  19.9,  20.8,  16.8,  21.9,  27.5,  21.9,  23.1,  50. ,
        50. ,  50. ,  50. ,  50. ,  13.8,  13.8,  15. ,  13.9,  13.3,
        13.1,  10.2,  10.4,  10.9,  11.3,  12.3,   8.8,   7.2,  10.5,
         7.4,  10.2,  11.5,  15.1,  23.2,   9.7,  13.8,  12.7,  13.1,
        12.5,   8.5,   5. ,   6.3,   5.6,   7.2,  12.1,   8.3,   8.5,
         5. ,  11.9,  27.9,  17.2,  27.5,  15. ,  17.2,  17.9,  16.3,
         7. ,   7.2,   7.5,  10.4,   8.8,   8.4,  16.7,  14.2,  20.8,
        13.4,  11.7,   8.3,  10.2,  10.9,  11. ,   9.5,  14.5,  14.1,
        16.1,  14.3,  11.7,  13.4,   9.6,   8.7,   8.4,  12.8,  10.5,
        17.1,  18.4,  15.4,  10.8,  11.8,  14.9,  12.6,  14.1,  13. ,
        13.4,  15.2,  16.1,  17.8,  14.9,  14.1,  12.7,  13.5,  14.9,
        20. ,  16.4,  17.7,  19.5,  20.2,  21.4,  19.9,  19. ,  19.1,
        19.1,  20.1,  19.9,  19.6,  23.2,  29.8,  13.8,  13.3,  16.7,
        12. ,  14.6,  21.4,  23. ,  23.7,  25. ,  21.8,  20.6,  21.2,
        19.1,  20.6,  15.2,   7. ,   8.1,  13.6,  20.1,  21.8,  24.5,
        23.1,  19.7,  18.3,  21.2,  17.5,  16.8,  22.4,  20.6,  23.9,
        22. ,  11.9])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">type</span><span class="p">(</span><span class="n">boston</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">])</span>
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<pre>numpy.ndarray</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">boston</span><span class="o">.</span><span class="n">data</span><span class="p">)</span>
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<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>0</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.00632</td>
      <td>18.0</td>
      <td>2.31</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>6.575</td>
      <td>65.2</td>
      <td>4.0900</td>
      <td>1.0</td>
      <td>296.0</td>
      <td>15.3</td>
      <td>396.90</td>
      <td>4.98</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.02731</td>
      <td>0.0</td>
      <td>7.07</td>
      <td>0.0</td>
      <td>0.469</td>
      <td>6.421</td>
      <td>78.9</td>
      <td>4.9671</td>
      <td>2.0</td>
      <td>242.0</td>
      <td>17.8</td>
      <td>396.90</td>
      <td>9.14</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0.02729</td>
      <td>0.0</td>
      <td>7.07</td>
      <td>0.0</td>
      <td>0.469</td>
      <td>7.185</td>
      <td>61.1</td>
      <td>4.9671</td>
      <td>2.0</td>
      <td>242.0</td>
      <td>17.8</td>
      <td>392.83</td>
      <td>4.03</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.03237</td>
      <td>0.0</td>
      <td>2.18</td>
      <td>0.0</td>
      <td>0.458</td>
      <td>6.998</td>
      <td>45.8</td>
      <td>6.0622</td>
      <td>3.0</td>
      <td>222.0</td>
      <td>18.7</td>
      <td>394.63</td>
      <td>2.94</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.06905</td>
      <td>0.0</td>
      <td>2.18</td>
      <td>0.0</td>
      <td>0.458</td>
      <td>7.147</td>
      <td>54.2</td>
      <td>6.0622</td>
      <td>3.0</td>
      <td>222.0</td>
      <td>18.7</td>
      <td>396.90</td>
      <td>5.33</td>
    </tr>
    <tr>
      <th>5</th>
      <td>0.02985</td>
      <td>0.0</td>
      <td>2.18</td>
      <td>0.0</td>
      <td>0.458</td>
      <td>6.430</td>
      <td>58.7</td>
      <td>6.0622</td>
      <td>3.0</td>
      <td>222.0</td>
      <td>18.7</td>
      <td>394.12</td>
      <td>5.21</td>
    </tr>
    <tr>
      <th>6</th>
      <td>0.08829</td>
      <td>12.5</td>
      <td>7.87</td>
      <td>0.0</td>
      <td>0.524</td>
      <td>6.012</td>
      <td>66.6</td>
      <td>5.5605</td>
      <td>5.0</td>
      <td>311.0</td>
      <td>15.2</td>
      <td>395.60</td>
      <td>12.43</td>
    </tr>
    <tr>
      <th>7</th>
      <td>0.14455</td>
      <td>12.5</td>
      <td>7.87</td>
      <td>0.0</td>
      <td>0.524</td>
      <td>6.172</td>
      <td>96.1</td>
      <td>5.9505</td>
      <td>5.0</td>
      <td>311.0</td>
      <td>15.2</td>
      <td>396.90</td>
      <td>19.15</td>
    </tr>
    <tr>
      <th>8</th>
      <td>0.21124</td>
      <td>12.5</td>
      <td>7.87</td>
      <td>0.0</td>
      <td>0.524</td>
      <td>5.631</td>
      <td>100.0</td>
      <td>6.0821</td>
      <td>5.0</td>
      <td>311.0</td>
      <td>15.2</td>
      <td>386.63</td>
      <td>29.93</td>
    </tr>
    <tr>
      <th>9</th>
      <td>0.17004</td>
      <td>12.5</td>
      <td>7.87</td>
      <td>0.0</td>
      <td>0.524</td>
      <td>6.004</td>
      <td>85.9</td>
      <td>6.5921</td>
      <td>5.0</td>
      <td>311.0</td>
      <td>15.2</td>
      <td>386.71</td>
      <td>17.10</td>
    </tr>
    <tr>
      <th>10</th>
      <td>0.22489</td>
      <td>12.5</td>
      <td>7.87</td>
      <td>0.0</td>
      <td>0.524</td>
      <td>6.377</td>
      <td>94.3</td>
      <td>6.3467</td>
      <td>5.0</td>
      <td>311.0</td>
      <td>15.2</td>
      <td>392.52</td>
      <td>20.45</td>
    </tr>
    <tr>
      <th>11</th>
      <td>0.11747</td>
      <td>12.5</td>
      <td>7.87</td>
      <td>0.0</td>
      <td>0.524</td>
      <td>6.009</td>
      <td>82.9</td>
      <td>6.2267</td>
      <td>5.0</td>
      <td>311.0</td>
      <td>15.2</td>
      <td>396.90</td>
      <td>13.27</td>
    </tr>
    <tr>
      <th>12</th>
      <td>0.09378</td>
      <td>12.5</td>
      <td>7.87</td>
      <td>0.0</td>
      <td>0.524</td>
      <td>5.889</td>
      <td>39.0</td>
      <td>5.4509</td>
      <td>5.0</td>
      <td>311.0</td>
      <td>15.2</td>
      <td>390.50</td>
      <td>15.71</td>
    </tr>
    <tr>
      <th>13</th>
      <td>0.62976</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.949</td>
      <td>61.8</td>
      <td>4.7075</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>396.90</td>
      <td>8.26</td>
    </tr>
    <tr>
      <th>14</th>
      <td>0.63796</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>6.096</td>
      <td>84.5</td>
      <td>4.4619</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>380.02</td>
      <td>10.26</td>
    </tr>
    <tr>
      <th>15</th>
      <td>0.62739</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.834</td>
      <td>56.5</td>
      <td>4.4986</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>395.62</td>
      <td>8.47</td>
    </tr>
    <tr>
      <th>16</th>
      <td>1.05393</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.935</td>
      <td>29.3</td>
      <td>4.4986</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>386.85</td>
      <td>6.58</td>
    </tr>
    <tr>
      <th>17</th>
      <td>0.78420</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.990</td>
      <td>81.7</td>
      <td>4.2579</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>386.75</td>
      <td>14.67</td>
    </tr>
    <tr>
      <th>18</th>
      <td>0.80271</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.456</td>
      <td>36.6</td>
      <td>3.7965</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>288.99</td>
      <td>11.69</td>
    </tr>
    <tr>
      <th>19</th>
      <td>0.72580</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.727</td>
      <td>69.5</td>
      <td>3.7965</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>390.95</td>
      <td>11.28</td>
    </tr>
    <tr>
      <th>20</th>
      <td>1.25179</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.570</td>
      <td>98.1</td>
      <td>3.7979</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>376.57</td>
      <td>21.02</td>
    </tr>
    <tr>
      <th>21</th>
      <td>0.85204</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.965</td>
      <td>89.2</td>
      <td>4.0123</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>392.53</td>
      <td>13.83</td>
    </tr>
    <tr>
      <th>22</th>
      <td>1.23247</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>6.142</td>
      <td>91.7</td>
      <td>3.9769</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>396.90</td>
      <td>18.72</td>
    </tr>
    <tr>
      <th>23</th>
      <td>0.98843</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.813</td>
      <td>100.0</td>
      <td>4.0952</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>394.54</td>
      <td>19.88</td>
    </tr>
    <tr>
      <th>24</th>
      <td>0.75026</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.924</td>
      <td>94.1</td>
      <td>4.3996</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>394.33</td>
      <td>16.30</td>
    </tr>
    <tr>
      <th>25</th>
      <td>0.84054</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.599</td>
      <td>85.7</td>
      <td>4.4546</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>303.42</td>
      <td>16.51</td>
    </tr>
    <tr>
      <th>26</th>
      <td>0.67191</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>5.813</td>
      <td>90.3</td>
      <td>4.6820</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>376.88</td>
      <td>14.81</td>
    </tr>
    <tr>
      <th>27</th>
      <td>0.95577</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>6.047</td>
      <td>88.8</td>
      <td>4.4534</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>306.38</td>
      <td>17.28</td>
    </tr>
    <tr>
      <th>28</th>
      <td>0.77299</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>6.495</td>
      <td>94.4</td>
      <td>4.4547</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>387.94</td>
      <td>12.80</td>
    </tr>
    <tr>
      <th>29</th>
      <td>1.00245</td>
      <td>0.0</td>
      <td>8.14</td>
      <td>0.0</td>
      <td>0.538</td>
      <td>6.674</td>
      <td>87.3</td>
      <td>4.2390</td>
      <td>4.0</td>
      <td>307.0</td>
      <td>21.0</td>
      <td>380.23</td>
      <td>11.98</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>476</th>
      <td>4.87141</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.614</td>
      <td>6.484</td>
      <td>93.6</td>
      <td>2.3053</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>396.21</td>
      <td>18.68</td>
    </tr>
    <tr>
      <th>477</th>
      <td>15.02340</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.614</td>
      <td>5.304</td>
      <td>97.3</td>
      <td>2.1007</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>349.48</td>
      <td>24.91</td>
    </tr>
    <tr>
      <th>478</th>
      <td>10.23300</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.614</td>
      <td>6.185</td>
      <td>96.7</td>
      <td>2.1705</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>379.70</td>
      <td>18.03</td>
    </tr>
    <tr>
      <th>479</th>
      <td>14.33370</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.614</td>
      <td>6.229</td>
      <td>88.0</td>
      <td>1.9512</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>383.32</td>
      <td>13.11</td>
    </tr>
    <tr>
      <th>480</th>
      <td>5.82401</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.532</td>
      <td>6.242</td>
      <td>64.7</td>
      <td>3.4242</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>396.90</td>
      <td>10.74</td>
    </tr>
    <tr>
      <th>481</th>
      <td>5.70818</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.532</td>
      <td>6.750</td>
      <td>74.9</td>
      <td>3.3317</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>393.07</td>
      <td>7.74</td>
    </tr>
    <tr>
      <th>482</th>
      <td>5.73116</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.532</td>
      <td>7.061</td>
      <td>77.0</td>
      <td>3.4106</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>395.28</td>
      <td>7.01</td>
    </tr>
    <tr>
      <th>483</th>
      <td>2.81838</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.532</td>
      <td>5.762</td>
      <td>40.3</td>
      <td>4.0983</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>392.92</td>
      <td>10.42</td>
    </tr>
    <tr>
      <th>484</th>
      <td>2.37857</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.583</td>
      <td>5.871</td>
      <td>41.9</td>
      <td>3.7240</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>370.73</td>
      <td>13.34</td>
    </tr>
    <tr>
      <th>485</th>
      <td>3.67367</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.583</td>
      <td>6.312</td>
      <td>51.9</td>
      <td>3.9917</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>388.62</td>
      <td>10.58</td>
    </tr>
    <tr>
      <th>486</th>
      <td>5.69175</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.583</td>
      <td>6.114</td>
      <td>79.8</td>
      <td>3.5459</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>392.68</td>
      <td>14.98</td>
    </tr>
    <tr>
      <th>487</th>
      <td>4.83567</td>
      <td>0.0</td>
      <td>18.10</td>
      <td>0.0</td>
      <td>0.583</td>
      <td>5.905</td>
      <td>53.2</td>
      <td>3.1523</td>
      <td>24.0</td>
      <td>666.0</td>
      <td>20.2</td>
      <td>388.22</td>
      <td>11.45</td>
    </tr>
    <tr>
      <th>488</th>
      <td>0.15086</td>
      <td>0.0</td>
      <td>27.74</td>
      <td>0.0</td>
      <td>0.609</td>
      <td>5.454</td>
      <td>92.7</td>
      <td>1.8209</td>
      <td>4.0</td>
      <td>711.0</td>
      <td>20.1</td>
      <td>395.09</td>
      <td>18.06</td>
    </tr>
    <tr>
      <th>489</th>
      <td>0.18337</td>
      <td>0.0</td>
      <td>27.74</td>
      <td>0.0</td>
      <td>0.609</td>
      <td>5.414</td>
      <td>98.3</td>
      <td>1.7554</td>
      <td>4.0</td>
      <td>711.0</td>
      <td>20.1</td>
      <td>344.05</td>
      <td>23.97</td>
    </tr>
    <tr>
      <th>490</th>
      <td>0.20746</td>
      <td>0.0</td>
      <td>27.74</td>
      <td>0.0</td>
      <td>0.609</td>
      <td>5.093</td>
      <td>98.0</td>
      <td>1.8226</td>
      <td>4.0</td>
      <td>711.0</td>
      <td>20.1</td>
      <td>318.43</td>
      <td>29.68</td>
    </tr>
    <tr>
      <th>491</th>
      <td>0.10574</td>
      <td>0.0</td>
      <td>27.74</td>
      <td>0.0</td>
      <td>0.609</td>
      <td>5.983</td>
      <td>98.8</td>
      <td>1.8681</td>
      <td>4.0</td>
      <td>711.0</td>
      <td>20.1</td>
      <td>390.11</td>
      <td>18.07</td>
    </tr>
    <tr>
      <th>492</th>
      <td>0.11132</td>
      <td>0.0</td>
      <td>27.74</td>
      <td>0.0</td>
      <td>0.609</td>
      <td>5.983</td>
      <td>83.5</td>
      <td>2.1099</td>
      <td>4.0</td>
      <td>711.0</td>
      <td>20.1</td>
      <td>396.90</td>
      <td>13.35</td>
    </tr>
    <tr>
      <th>493</th>
      <td>0.17331</td>
      <td>0.0</td>
      <td>9.69</td>
      <td>0.0</td>
      <td>0.585</td>
      <td>5.707</td>
      <td>54.0</td>
      <td>2.3817</td>
      <td>6.0</td>
      <td>391.0</td>
      <td>19.2</td>
      <td>396.90</td>
      <td>12.01</td>
    </tr>
    <tr>
      <th>494</th>
      <td>0.27957</td>
      <td>0.0</td>
      <td>9.69</td>
      <td>0.0</td>
      <td>0.585</td>
      <td>5.926</td>
      <td>42.6</td>
      <td>2.3817</td>
      <td>6.0</td>
      <td>391.0</td>
      <td>19.2</td>
      <td>396.90</td>
      <td>13.59</td>
    </tr>
    <tr>
      <th>495</th>
      <td>0.17899</td>
      <td>0.0</td>
      <td>9.69</td>
      <td>0.0</td>
      <td>0.585</td>
      <td>5.670</td>
      <td>28.8</td>
      <td>2.7986</td>
      <td>6.0</td>
      <td>391.0</td>
      <td>19.2</td>
      <td>393.29</td>
      <td>17.60</td>
    </tr>
    <tr>
      <th>496</th>
      <td>0.28960</td>
      <td>0.0</td>
      <td>9.69</td>
      <td>0.0</td>
      <td>0.585</td>
      <td>5.390</td>
      <td>72.9</td>
      <td>2.7986</td>
      <td>6.0</td>
      <td>391.0</td>
      <td>19.2</td>
      <td>396.90</td>
      <td>21.14</td>
    </tr>
    <tr>
      <th>497</th>
      <td>0.26838</td>
      <td>0.0</td>
      <td>9.69</td>
      <td>0.0</td>
      <td>0.585</td>
      <td>5.794</td>
      <td>70.6</td>
      <td>2.8927</td>
      <td>6.0</td>
      <td>391.0</td>
      <td>19.2</td>
      <td>396.90</td>
      <td>14.10</td>
    </tr>
    <tr>
      <th>498</th>
      <td>0.23912</td>
      <td>0.0</td>
      <td>9.69</td>
      <td>0.0</td>
      <td>0.585</td>
      <td>6.019</td>
      <td>65.3</td>
      <td>2.4091</td>
      <td>6.0</td>
      <td>391.0</td>
      <td>19.2</td>
      <td>396.90</td>
      <td>12.92</td>
    </tr>
    <tr>
      <th>499</th>
      <td>0.17783</td>
      <td>0.0</td>
      <td>9.69</td>
      <td>0.0</td>
      <td>0.585</td>
      <td>5.569</td>
      <td>73.5</td>
      <td>2.3999</td>
      <td>6.0</td>
      <td>391.0</td>
      <td>19.2</td>
      <td>395.77</td>
      <td>15.10</td>
    </tr>
    <tr>
      <th>500</th>
      <td>0.22438</td>
      <td>0.0</td>
      <td>9.69</td>
      <td>0.0</td>
      <td>0.585</td>
      <td>6.027</td>
      <td>79.7</td>
      <td>2.4982</td>
      <td>6.0</td>
      <td>391.0</td>
      <td>19.2</td>
      <td>396.90</td>
      <td>14.33</td>
    </tr>
    <tr>
      <th>501</th>
      <td>0.06263</td>
      <td>0.0</td>
      <td>11.93</td>
      <td>0.0</td>
      <td>0.573</td>
      <td>6.593</td>
      <td>69.1</td>
      <td>2.4786</td>
      <td>1.0</td>
      <td>273.0</td>
      <td>21.0</td>
      <td>391.99</td>
      <td>9.67</td>
    </tr>
    <tr>
      <th>502</th>
      <td>0.04527</td>
      <td>0.0</td>
      <td>11.93</td>
      <td>0.0</td>
      <td>0.573</td>
      <td>6.120</td>
      <td>76.7</td>
      <td>2.2875</td>
      <td>1.0</td>
      <td>273.0</td>
      <td>21.0</td>
      <td>396.90</td>
      <td>9.08</td>
    </tr>
    <tr>
      <th>503</th>
      <td>0.06076</td>
      <td>0.0</td>
      <td>11.93</td>
      <td>0.0</td>
      <td>0.573</td>
      <td>6.976</td>
      <td>91.0</td>
      <td>2.1675</td>
      <td>1.0</td>
      <td>273.0</td>
      <td>21.0</td>
      <td>396.90</td>
      <td>5.64</td>
    </tr>
    <tr>
      <th>504</th>
      <td>0.10959</td>
      <td>0.0</td>
      <td>11.93</td>
      <td>0.0</td>
      <td>0.573</td>
      <td>6.794</td>
      <td>89.3</td>
      <td>2.3889</td>
      <td>1.0</td>
      <td>273.0</td>
      <td>21.0</td>
      <td>393.45</td>
      <td>6.48</td>
    </tr>
    <tr>
      <th>505</th>
      <td>0.04741</td>
      <td>0.0</td>
      <td>11.93</td>
      <td>0.0</td>
      <td>0.573</td>
      <td>6.030</td>
      <td>80.8</td>
      <td>2.5050</td>
      <td>1.0</td>
      <td>273.0</td>
      <td>21.0</td>
      <td>396.90</td>
      <td>7.88</td>
    </tr>
  </tbody>
</table>
<p>506 rows × 13 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[24]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">linear_model</span>
</pre></div>

</div>
</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[36]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.cross_validation</span> <span class="k">import</span> <span class="n">train_test_split</span>
</pre></div>

</div>
</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[37]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> \
    <span class="n">train_test_split</span><span class="p">(</span>
    <span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reg</span> <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">LinearRegression</span><span class="p">()</span>
<span class="n">reg</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
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<pre>LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reg</span><span class="o">.</span><span class="n">predict</span><span class="p">([[</span><span class="mi">40</span><span class="p">],</span> <span class="p">[</span><span class="mi">20</span><span class="p">],</span> <span class="p">[</span><span class="mi">2</span><span class="p">]])</span>
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<pre>array([  7.16763837,  15.66387891,  23.3104954 ])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reg</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
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<pre>0.14684530819273744</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">altair</span> <span class="k">import</span> <span class="o">*</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Chart</span><span class="p">(</span><span class="n">data</span><span class="p">)</span><span class="o">.</span><span class="n">mark_point</span><span class="p">()</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span>
    <span class="n">x</span><span class="o">=</span><span class="s1">&#39;0&#39;</span><span class="p">,</span>
    <span class="n">y</span><span class="o">=</span><span class="s1">&#39;price&#39;</span><span class="p">,</span>
<span class="p">)</span>
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>
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<div class="prompt input_prompt">In&nbsp;[45]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Chart</span><span class="p">(</span><span class="n">data</span><span class="p">)</span><span class="o">.</span><span class="n">mark_point</span><span class="p">()</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span>
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<span class="p">)</span>
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wLdgkCTVt2UYoQc48IKJ/LmtbNywvDc6SU38kPTLXAbnYaAIdAbCDTbhqU3ULReGgIJAprwHRPhdn+Olwgri1U317s9ipCMeKagEmgqM6fcLEZo7cXaXTqIwhtdPT6vUqUZ8qRiaoiaKUNbVsQQMAQMgVoQ6AQJSy30WllDYEEj4FUzxR5nw8WLHnBpJRihczduWSsmSQyOMRsL+vWwzhkCPY2ASVh6+vFb5xuNgBiGelfdeJVPLKEJ80hP8joPc7n1+bGx1Y2m1eozBAwBQ6CbEDCGpZueltHaHQh477hhdDHSjxsVnddYUe/zSvXEqXXCAynUT/k+F3UehAfmor631MsIlWrK0gwBQ8AQ6DYEunWlja0S6rY3rf30ttSC36t2nLSEvldbzePsVcYmv0nRYyl9V+LILdnTJzyT9EfywdRH+oK+eLPQDt3zx9vdLADVVEvfl/b/PIyCBiBg70wDQKxUhTEsldCxvIWEQFsGk6wTuMpFoxP34gp/GGblamekC/qJA7drcJ0/Fo4Mnhbt3Xci+x5dkpURatUDrJVBaxVd82inLe/LPOi1W9uPgL0zTX4GZnTbZICt+t5GoNGShk5cfuxtb9yTTiQ/jqFqwHLr3n57rPeGgCGQRsAYljQadm4ItBEBxJ1P0PyxsnfRyh9Hits1OpSXROVNh0YzQtMV13Pil1SzxHq2ZCi6WNIgqrTdnuvB1e4xBAyBWQiY0e0sOOzCEGgPAm51URDcgbHLI7HRbTCkjQfdOWkYbd3RUUxKApNUWU6aUmK5dVa/M6rDq87ag761aggYAt2AgElYuuEpGY29gYBWEOVyx7tdJ1jS7DotK7Mw2B0UyFtgwdu9FPucme82AwsMJuuOIWAIJAiYhMVeBUOgQxDQRB0VChvj5cvxsmadK61TJ3EnGYJGSYNq2e3Z27146YyXxsjnjGNkOuSZGBmGgCHQOQiYhKVznoVRYggEnWhUW/WxSDKEge1c2xvuLOd3xuxeqsJqBQwBQ2A2AraseTYedrVwEbAlhxmerbclqdVexqt3siy3dm2MTWyWVMXth5SiK3ayh+3O8OAltdKQqqYRp/a+NALF3qrD3pkmP2+TsDQZYKveEOgGBDzDUa89SVdKhrrhwRiNhoAhMI2A2bBMQ2EnhkBvItBIexJJRapJRpRv2wz05rtmvTYE5oOASVjmg57dawgsBATaYU9Sj91Li7GuVz3WYjKtOUOgZxAwG5aeedQ931HTL5d4BdppT+LVUFnsXkqQ3rQk0TW+57n3LDrwkGVqpNo+UE0jxCruNgRsjGnyEzMJS5MBtuoNAUOgNAKdaPfi1WP9QyOLMQp+TpQ7hsq2GSj9EC3VEGghAmbD0kKwrSlDoNMQ6AR7kix2Ly3DLVGPjT771Le0gsmtYmLLAde+V521jBhryBAwBNIIGMOSRsPODYFeRMD7Son3MLoxXlrMPkAKPq8HcJF6zDuyu/3zV97ku+z2R2IJtvK8XYvPs6MhYAi0DgFjWFqHtbVkCHQkAlLNzHjYjfcw6nQPux0JpBFlCBgCTUXAjG6bCq9V3kEImEFchofhJQjVliZnqKori6zZuOXjkqS88MTPf4CU5aPqhNtyAOmTmLit69f+YVd2zIhuBQI2xjQZZTO6bTLAVr0h0E0I9CqjMv2MkuXWIwcv/w1UY69w6WHErtmEHlKPuf7aH0OgwxAwlVCHPRAjxxAwBNqHgFePTY2PbteGjoqmHmvf87CWDYGFgEC0EDphfWgpAhLXWjAEsiJwnNRjXkWW9SYr19MI2BizwB7/X9KfN6X6pPOfEL9HjMWuqcwKp8awVACnl7MqTDI2mPTyi1F73+19qR2zXr/D3pkmvwGttGFZS1/eSXyY+G3iWcStxNcSLyfuI0pFZcwIIFioDQHvNbXezftqa81KGwKGgCFgCLQagVbZsBxEx24mfj/VQTEra4g/JL4rST8qOdrBEMiMgPdO6n1owPI6nxlhLrfeMTKZa7KChoAhYAgYAp2KQKsYFrm4Pp7418TFCRhLOD6SnOuwi7gidW2nhkA2BLwHUjySmnfSbJBZKUPAEDAEug2BVqiE/hZQriM+RHxLAlAp/y+7yTuWKImLD5XUQ6Yv9Cj18HHJqpOH8+Ojq6MomvjuNZfcBhTuvcA76W3nXL350jAMV1Pm9F3b7z+sh2GyrteOwMrab7E7ehwBe2fqewHEG2QKzWZYJMG5NKFE9is+/IoTSVTS4UAuZHybDqUYG+WLkcncyXSFdr6wEDj7vZ9cjN3KXqmBit+JgUWLX9SyVMo8gn+RseL8hYWE9aYJCNgY0wRQF3iV9s408QE3WyVUgPaBJKqtTxD/jvhZoiQpXyMqrCRKRfQs0YIhkBkBOTqTnwwxJs4jaXJn7J009qHR887QMqNpBQ0BQ8AQ6FwEmi1hUc+nUt1/hvPtyfUFHPNEr/ZZw/meJM8OhkB2BBLvpEG8eZ9WowWcx8vkzTtpdhytpCFgCBgCHYxAOZVLK0keprFJYpqxqda+mJxOoL0anZbfIgT8sma3Uog2ndQFZkWeSxMSZNuyYMS13qGZSY+a9oItqPelaShZxWkE7J1Jo9GE826d9I1hacLLsBCqrDCRL4jBJANjthAeYyf0YUG8L50AZA/RYO9Mkx+2MSxNBtiq7xgEun4w8f5mHKKxkbHkjE71FRUKG1PSpI4BvYsJ6fr3pYux71bS7Z1p8pNrttFtk8m36g2BHkLA/M300MO2rhoChkAxAsawFCNi14ZAByIgVZf35IuPmes9ie488ezr1WE+z46GgCFgCCwkBIxhWUhP0/piCBgChoAhYAgsUASMYVmgD7ZXuyUpw0KUNJi/mV59o63fhoAh4BFohR8W35YdDYGmIeBXzyzo3ZrN30zT3h+r2BAwBDofAZOwdP4zMgqrIOBXz3gbj4W6W7NWAWk1kPfsqxVCOm/kCqGFKqGq8gpZtiFgCHQBAiZh6YKHZCRWQWDW6pnYIDV2zR9dHMR53nlclYo6PztZunynV3ttZWuCRlDdExKqRgBldRgChkDbEDA/LG2D3hpuBAJu4h6b2Cypyi3r116crvPcjVtudH5KhgcvwQZkBXkt93TrGYtO9kjrJVQOO/Pv4l8h86nhkbBjVgTsncmKVJ3lTMJSJ3B2W2ci0CkMQldJLHpIQtWZb61RZQgYAlkQMAlLFpSsTEcjsGbjlo+HYXh2EBRQj4TJnlQRzHhucRRFd2xdv/YP6UDLvn66SWJRg4SqIaqnjn6RIC7F8LZFItfp+Bh9FRFo2RhTkYoFnGkSlgX8cHuna9FPYFTeAYPCpoeRY1jCMJe829F1LcfBJBYth3y+DRZLxF73wS/sHNp/6edsu4P5Imv3GwKNQ8BWCTUOS6upbQiEp8OpYJ9SuIeVQi7qPE4jr4VBX+h+tVI3eKQ1/y5B4CVi/rnJHqp/aGRVmMutd4xMC98fa8oQMATKI2AMS3lsLKcLEJhmEIJg5y3rLjgvwMBW0Z2TpknIi/m7oDvtIVH+XRTC6GIZKsfGyqywUvB57mKB/pklEVt7sYy3R5996luutz5vgXbdumUIdBMCxrB009MyWqsiIIlBO1fkNEpiISarVYxWK/y7VH1wbSowzfC6VWbnX+9xv/3zV97k/fm06jm0CQJr1hDoGgTM6LZrHpURWg6B2Og2OD6Iwhu9Gsb7YZFjtW4yuvW2FE49QYedkzikHK2ypfCTczuZvnLPuRnprr8si48K0UgQhlInHq929u3+N2xYDl4Z5sJRJ7FrkL+bZvTB6uwYBMzotsmPwhiWJgNs1TcfAW+D4FqKwrw7hlGfjikvsHUNJkxoy1QPE/hOHbOGehiP2f0Ixl1beLPVMdWPrCRYuYwIrNl08w1hkFuDROUpkP65bitMTZ6UGxhcGgWFrVvXXXBZxqqsWG8jUNcY09uQ1dZ7WyVUG15WugMRkPRhzcabvwxp72N585EikdVCj3P4dL2SCerTJPW+YGzS1cd1XN/6C25Q/dVC0m5tHmm9vQSSomBk4EbXxugk3noXnsfeavhZviFgCBgCxQiYhKUYEbvuOgRmSybmL2ERs8Ky6I8JiJll0qFj7qOocNXWjExLLUB61URQCEaieKWTU01IJRRGwRms2DbVRC2AZixbDnephBbtf8hKwz0jkFZMCJiEpcnvgRndNhlgq74FCKQkE9iwXKgoexbXss+rjYz3qTh2DVuwfzlCUedJFS6vtuqylg4PDHLhienlte6cNJbwHJi1FitXBwJh8LyzdUpWmX3/E7/9UbZ1eL6OmuwWQ8AQaBICxrA0CVirtjUI6AvZT/De4FYtu3NWfijPfUVnJIeyy5CuHCnJytYNa9/pb9O50pSnMj69Ucd4dVFhmPpyUSF4WktrFXXu0qLCcK8YwjYK0yz1xLgHD2rPKRlq61rxle++9iK/G7bhngVJK2MINB8Bs2FpPsbWQhchkJsqjBQQz5QimUT+l84rVb6WNMdUjU6McU8hzAWHO18oqiA2ui2EQTimMjZ51oJqxrLyNRPm1id+aNbqrqnx0aUc9vaEH5qMMFkxQ6DdCJiEpd1PwNqfFwKawN3S3+QL2VcWL2sOhpSXZZKXHYyWRxcmp/48CoIhOJODzt2w5SbVl+Tdy7LXg5UXjU58SGm+rYYdw2A3q4Ee8P3xX/hK43x3w9qximYhIANprcJK4w7Dst1WZs2CyS4MgbYjUPJLsu1UVSeAeUNfuxYMgRnX6g4L1EDuOHc5cFmDuGKj3UJUODKXy50c1xeN8qoN87ZJuiK/KPeiZnpGeY2e0NL+ZIpXCWkyTfzJOLLsT3MQcJIuqobJtc0PmwPxQq617BizkDvdyr6ZhKWVaFtbTUGg1BeyJvjMDIUzzJVRKzs8478llwufhDN5kJiHTTmQtEH8cRSwYflnuJT3ztOgtzwG3g2+ljGPTlzvos4VfF75uy2nAQhIGpdFIteApqwKQ8AQqBGBVkkproKu3yP+lCj/FrK+V9tu6ShHhQOI7yZKelItmISlGkI9mp/6Qt5bBEHJrx9Xfmzym5Q9llfvLrljd/eFIYa10dkRVrYsK34W5uWHvLHTTtxI/rC71r5FTHJFbVW8rECjUz9hT3GJMySmFqemaKGn24qE90Bm6tms4PwJdbnW59sDMFkXSyNQcowpXdRS60GgFQzLxyHsg8TTiH9A1MoLSXaWEzUgfIiosJi4kWgMi9Cw0GgESg4mmqCwSUHNg9onCq72K43O3XQzTEx4juOro+CftFQ67e6fH87KSgxLauKbZmac3UtGZqTU/Y0GxOqbQWDWs4mCA6cmxw/qH1zEh1W025jGGZzsrCICJceYindYZk0IMO42PYgBWUXckbSka7lNX008n7iBWGswCUutiFn5koNJKYbFMQujkz/gJTsBddA4bttvRdTxJTEz8eqd8BgMcJ/Cidy2YruSWRMfmPvJTvCHOVaiKExLcWYkNvV65HX1dcifbmWy0jZM2lOI53RiVMgPhrm+iaAQPeCcx+mxYZi7EJ5Th7wuC5GMkmPMQuxou/rUimXNnil6G528MOlogeM5RA3g8SAeS1rSKqKkqB0MgeYiwAsqSd+x08taRyexZUECCMdCeNT9xZYEZmUtSa9EXaPfzVPFdiXpic8zJU61w5JZzHV3uXpKbNAoFRB5d7r8LvzjmbRgbMJ558V4GPuf1m3YOG/IYvzhSHA2GAancjI6sXfP2ND+Bw6ziB1Pw+F9eje6/TnNGyerwBBoMwKtYFh8Fw/lRJb3CnKQdQ/xCuL1ROVpc7mvEHcQfYinDH81+yhu1oIhkBWBlaUKYp8QvO6DX3h4YNF+w9jYYngbTqlc38DgJBPUeH587MWdD9z+V0uPPv3NgyMHvirs61s0NTn51M77f/BXP73p2hcoOv0eju957j39QyOLR5996lu3f/7Km1SPHJCNHPKS38z1DZyOmmHbd6+55DZ/DxKb2865evOlqKNWL1l18um7tt8vPyxdFU656MpT8hP7fl9EY5Q8oaP6w2E1eZ8BI9mtdWwA9+H8+Ohq0X7P5j/58epL112u8+997B1/zrP5gPpy999tuuGMS/5bVz+njn0AC4uwlQurOy3rzUNZW2oFw/J7EPPZVEQvHEja8jdENzlw/BXxMeLZxB1EH/j4LRnEyGTuZMkaLLEXESj5zgztv/RzM+oavxdRsB2AjusfWhy85OVv/C0HVujezR19/QPrmIhnSUScOmRsYhmSledgVj7qwdU5ti+v4sv9eJiWfaTPomFg0eIXZQtz9ns/+Ug3Gncuf/kb34UUCQdr4Y3T9j94jJVEgrxXg9M/eCw68Qjui5EMQX8wrmfgz6F1R/rZsGKrq59TJ2K/QGma9fteoH1sW7dasaz5M/RODIqCJCtLiPrKnCReTlTYn3gU8Qe6sGAItBKB2cuioz4m2z6+su/QRodwxneIoVDEHmUbdgzrardjiKaoby/1DjrD3aRztTq3ayUmWdoSk+ZUXkz2nlnRfe6cNOV5u5Ys9bWjjJhEZ2ekZ8zO2P789Vf97z9NnvmDSvfn3chUtgNXa9MQaAYCrZCwaHXQvcQvJR24jqO4UJ/+xST9QxyfTM7tYAi0FIGECbnTT7BbZ5Yq31AibQ5tmshku+Emae1Jg4GuCiUri4ZQmNyKsmSJJA+yhXEVhBHphBI+VnybNkE6hJr7R/gnrvkxsh3h/MTBxfsP8rwmwojrXHS8I6DEc2ouYVa7IWAIpBEop3JJl2nEudpZRJRUxauBfL0atJUuQ9ysgQ9fvnksGALZEZCtSVPFtaWMbvVlLhK1wsSRWmVZszdgdZIL3YcDvE42YE175y1i0py0ongVlcOgA//Mwt2WNXfgE+oKkpo+xnQFCk0kslsnfWNYmvhSLNCqWzKYzJr4ALIUw1FOelKN4aldFdX8J9mNNFdCJfVszHFcJaAsrxQCLRljSjXcK2nGsPTKk7Z+1jWYMIEtE3SoZrSKLXNITXzTjuOq3dyt0oosTFq1vndgfl3vSwf2w0hqHQL2zjQZa2NYmgywVd8xCNQ0mKzZeLO2kHgfLviPVA8wwH2cw6e3rr/gBl03OjgGZ2xis1ar3LJ+bbx/UNKIc1Yn1VId2wA0ms5K9dXL3FWqs415Nb0vbaTTmu4cBOydafKzaIXRbZO7YNUbAo1FQMwKjIpzYsjqHmdzlTAuHyMvaBTTMp8Jvh4JTmNRmqnNS1iCsamTlIqkaFsn293MUG5nhoAh0E0ImISlm56W0TofBDJ9/ThGYHTi+3g/W4Gb9i1bN6zV3ldsSrjlOrZBXCtJCwzLK+ZDSDnpDXbkp8fLhOf6NJEtjAxYPXPQKUa5zoYlzH0So7IVbj8mgIHJG2NgeQKsPtCJdjcZn12m9yVjXVasNxCwd6bJz9kYliYDbNV3DAIVB5NpRiCHa/YofD2T7iRSgnPSEy6Sg18yKfcHwwOn1WrT4lEoLb2hTgIrif4CpihmhlANuXuKVhnNOLibm5+m1bfX7OOaTTffwF5La1BlPUUPfh63p72WguVRUNi6dd0FUq11YzgO5lVbNthuzd349NpDc8Uxpj0kLaxWW+E4bmEhZr1ZcAg4KQEbE8bSjdwEEy/zbdgv5sAxMo3t8ftUnZPerF97BFKTI3TumgiDtVr+7J2XaUm0zpXmmJHUnjeyc3G2Ltr/RiHJk4TIq4tcehP/uHai8NU0IZcE107TxLlLI69VtDSym3rmbNfwR3i93awoY+gmvAeNJNnqMgR6AgFjWHriMVsnKyKQZgTWvRm1T3Qf5SeQtJzmGQGnEkK6IpVQvdIVJu9lsoWh/imvahJdOlea8sLFi37hfJdgYCsjW52LWdHEHzNUZbzKsq3Fmk1bPtXiSRaawsXQXvA+WNQfnStNeVwqdk3wzCt7Qq2SAbSicG8S89o1uBihhkAnIGAMSyc8BaOhYQhoYq/lq74MI/BppBtjeKU9DEnL77FK5wnZryREfrpRxFaiVR5uFbO0BXNwEDY3x6HffVmLJ1nc2kd7YUxyxVsOKE150J+pD1n62ZIyCfOqDSynJUZFUqyW0GGNGAKGwBwEzIZlDiSW0I0IOJE9k00FY9SS+mXH3JRYThzbmoSfQtcyggJnN5PvL8Bl3suaqfdHzOVHU98T0PqYsEbtcxQT/AqEEo9WMugt56clCqJ1qgfmapOXdCRbAjTd2+xCsmEpehf+GEinPSN3y9JyvQcW2oZAyTGmbdQswIZNwrIAH2qvdcmL8b3KpBYxvqQY3mYkLSXAkFS/jR8WwuCvUc2cKkaiIcuZo0D2KlKlHEe7b1TUudKgO7ZlKfcA/V428X5EN8aTaPh27l8cRsEOMSteauMYl0Sd4SbicnXON70QwdQFD8E0HYCU59WK7lyTfZw33xbsfkPAEDAEHALGsNiL0P0IpG1QyhijVuxkSUYgcs7bwnz+r+u1WSnZZhgegCRFfkqegsHao6hzl0ZeyXuSRNmyzDHKDQoPk+0kAZLApG1YYIAOqlRfI/JimvIfoK6bkBX9OI7BTVEh33VLmh3zGgSPIqoaeeW7r73I4xNLq2ID6KxqOn+vHQ0BQ6BxCJhKqHFYWk1tQKBIjF/JQ+wKyJsW8ReTmkGlVHxLzdeeVlYFsSNweA+GnKeqEpiQ+9ALnYGdzGhWb7ZeaqIJtFPUMmmaaganzTdMP3+Ml2UPVJianMjl+h+GeXmeOL2BpVut1WZarfmORcBUQk1+NObptskAW/XdgUAyEbnVOKJ4a0aD15p7x07AMCrHwqaMBoXCHt3vVFlh7kSYlkey1tesL/35MB3NoikrJvWW8ypFd38U7ISB1O7xLwty4ckcH8Le6A64ys3GrNSLsN1nCDQGAZOwNAZHq6WNCJQzRmWVT9rotCO+fhKj2yO9F10xCOHY5GfwFHseaqGaveg6BgOj4WmpDUtw9SicXU4NUptpCUMYOPf63N8z7vVLvT+ohP7ogBUvez3O7x7eum7t+9v4elvT3YNAR4wx3QNX7ZSaDUvtmNkdnYZABRsUfRl3CrmOOQlzY9BTQP1zPBPlQ8HY5MNiVuAw9kPW0u8lHLXSjOHt88X+W5SWpZ5YwtD3ScpehMu81Yo6D3N9n3SMTJZKurRM/Exg8jBQ9ius1JXbP3/lTbw7o3zRHV3vM+lSSIxsQ6BjETCGpWMfjRGWFYHY8LOCh9isFbWknFsi/UvUDNp7xxnZcv4CTMsY18vzY2NiFjIHqWGcNAU7CxmH6lqxJkPRXPh+GKbTkcssD4NoiaLOXZryLBgChoAh0AEImEqoAx6CkdA4BPzXcAl7io4Q17qVPJJeBOELGHN+jn2J/iYYnZSx8JXJcuCbJCmp0I85YBXZYMzZg6iS7YXaiUbHt0PPwUh4XoSG2K4mCPeHadmP62fDkaFVJfCcQ0c7EmrBqRx95VVCx7xWzKCTXJW72dINgRkEOmKMmSFn4Z0Zw7Lwnqn1qDQCHTGYvHHTV3+9L+j/CiQWkGDc6kidXoUSjSBlGYjC4B78wLxMeckS6KoGnykblJQNS3VDUSb8ZdHY5C/DKOpjcv5rv2VAvBVB8F+iMMyHwwNHwLDsdLR2yJ96+1uK/FIM39T46NL+RSN7p/dxKnWjpRkCsxHoiDFmNkkL68pUQgvreVpvOhyBvuHhu+FCfk7c65bLpjY4jEkPT+Yrgm0AopfHEWlMmKtqSyIpSrENSyXJiocpN1UYQQWUY6kSvEn4A5/uzpVGnsr49E44egajHkeBpegvpVKEYdluzEoptCzNEGgfArasuX3YW8s9hoAm2mh04hK6fTgMAZsCFobyQeFPvrP+wn+RzQkrUpCORIvYdPEXlLlX8KCqOYo/x8FQyJbkMqVVCrWqbgr9udFoIpiEMRmktSvxnuv3TDoGpgoHusGEylRqs+V5sxwFnn+92o9tdnD2F+fdWStNCXM3vaz9++t+u6Lfnlrrt/KGgCEwfwRMJTR/DK2G7kCgreJaLxUQVFqCjC+WEzmVhLOAC/sH2AmAnYELrxeDgGDjdpiHKZWlNDtEh2dx8kI4MnharQyJq6LKH5Zab2OiPxbuhA0fk80Ko2Ax4pVhaHqELQncUucq1bQk29mslNj7SY03eL+ftr4vLQHTGmk0AvbONBrRovpMJVQEiF0aAk1BICUV2Lrhgjfiuv4CeJV7aCsHY7CyEEY7OIdJCRc5ZoVltlpqGzMu4X5IWli5w35DzQnX8OWCsW3U79z5O5f+UX+cFlzTnCY7s1YxRN6QtzMpNKoMgd5FwCQsvfvse63nbfv6qSwV+PpXUfcMBsP9V0RjEw/xg1wUFYIbZhm/5oLLkLzsC4cHVzRDwqIXQbtTc3gfqqqX6pql1lJL1bQ7tZ/om0Wj6FIotarHq4TqXdUjCZjUSc4uhjb27f63nUP7L/1cFjsgR5T9MQQCVLcVtv8wgOaPgNmwzB9Dq6GNCLRqkmxeFyOkKlFfUv+LSDgWwTScxQT81STtKLgHBC3Bi82jga0I1l9wA/Xf8O+v+eZKtfNPV5+3Q8cswU/2bLzoVijBUDyIKqnqyqYsdZcsI2eAYW69PBlP29yE0ZArW4ejwLS6LpZqBUH/0Mgq1HbrydtoTEvJp2CJhkDLETAJS8shtwYbgYCfJP0Xsb6sq0ySbf36qSYVwD5lPV5vv4lk41RZ2mJPgmoIViYM9jGJagXPffhsOa9Z0os68HSPsdRkD/2OeWjmKpt66S317pV6NrFrfvPDUgovSyuLQFvHmLJULaCMVtmwXAVmO4hfJ6a3vH8T1z8hfo8YfyFxYsEQqISAnyQbtay1UlsNy/Nf/rFU4MbYQJRVLQrkiRFhldBj8CqYswQTsCzsEhw+r3OlKa8RzIokUl4q5fs2LzxTtjm3rF97sSLs1Y2ubp/nG2rgUVKPepZxF5MgLPx7JNf8Hp/YNX8wrrxivIrrsGtDoFsR8O97t9DfCpXQxwHjg8TTiH9AfI4oRulM4lbia4mXE/cRlY7824IhUAEBPxEyMfr9X7wNQ73LWiu01pAsTbAwBhvTdhIlpUJhMMmE/xS/gsfiht2y5uXzJcJLJEqqberE003kUgMV7cPjJn6WR/vJvhGMVrn+N6xuDI0lafH4vO6DX9hJvw5CWtRZS7rLAWHphkANCFQcD2qop9VFW6ESEgOyirgj6ZyupbN/lvhW4reJCsXl4tTSf1W2FbSXbt1S24ZAMklujidJvuZTIVnWOhIMD17BRFbsmbVjxLX+iz092fp+zXfX5RQc06deguIS3MojzhK1TT7I/4++oO9DFfAcAs9L0rT6ij3N6Xt934LRietdG2Xu9XV0wnHNpptvwLPwGvrxFMPQz0VTYWrypNzA4FIkW1u3rrugqv+bTuiH0dB2BDpmjKmERKXxoJlq3Eo0Zc1rhYTFMxZvg6gLE8IKHLVM85HkWoddRDlr2kG0YAjUhIB+hHCxp6E+OSAYm/oiX8vbqti01FR/IwuXmvx9/diqPI9aZXovoa1uI8MtUrHUrzJNSVCCkYFYXaP9i1BP5YK+WUyfpyPLUf0A5wedJGXD1zZEYW4/J6GIwiN4Fgcw+d8q+rPUZWUMAUOgRQikxoNukVB7ZFrBsPi2DuVEDIlCKVffu0k/lvhDFUiCJCnlgrhZCz2GAJNkIHG9VnHIMFK2BqdcdOUpUT7/p2FfsDSfL+wpTI7nmPi16/Fq8j7z05uu/SnnKzsZquJ+cX2T6KWPF2lfG7mKT7yv1tSNJatOHs6Pj66GkRueHN/7uv7xkctVgeobGFp8CPa8i6cmxx/vHxg60uOp/KztPvXj79x62EmveT3SiN+HQSwU8lEhzIVS7eYKk5MngP9/SPBXtR0XHD77xhiXwkenxvc+oPdKRI4+//S2kYOWvwSmawVlTt+1/f6xjiPeCOo0BFZ2GkHF9PjxAOP+ie9ec8lt5Lt5FMbltnOu3nypxs02vO8PFdNZ7tpLP8rlNyL996jks6mKnuf8SuK1xDOIO4gKSk9fu8Qyf8TItIL2Ms1bcjsRKBZp8jKcxg/tAIn0oyj/TtmLeJuWlF+OjhPXevWJJBXCc3a/wrzDOIyXPNcrqo3VNpPfpC4+BqK7pL6J65XEJpQd2SP5YOojTi2kjFn5XBYKVZf1SqWC3c2rYYrYgTr6pTDHWPhFLNLOTOHvmu20P8VqrdQzWYGK8c+6Ra3Vabj2KD0dN8YUP4fi9z2dn6jUy6qA02Xbdd6KVUKfoXNSBykME6UKEmcnScrXiAoriUqXXYsFQ6AiAmJINJE6o9Uw0A7HB/DF8IJnVnSzE3Uy+XrDz4oVtjhTjEli4LkZFcpmnSvN9SuKvkxfDmeifKWizolfVl49ZIoZYsdn/e5yOKR72q/k0blLI+876y78lxk8cyMYBo8I2yzMigZAGJUlfD3cg7rptbJ30eqdWzas3SDmZ774q37PRNTT/2r3xPiwJB6bHjG5ulaUhElpwkHX1eqxfEOgGxAoft89zfEHXue/761QCWl1kDZy+1ICznUcJQK6gKivSK/2WcM57sEtGALVEUgmcG1Wt0w2K2zeN3pLnZN69dYaV2K2FCWWdmhSlyM0vM1+GeZLzP3T/CqeUKtcy0D9bdz3QD1Mi5vsRyekzkBVExzuvqJcxc4mpgCzMaYy0V4t0lOQeVl9oZETu3ByK75a4YyuhCM6qeFAYa/soOpDw+4yBDoUgRLvO5JRJK6EDn/fWyFhuQ8Y1I7sVgaI7yIqaGSUWsen+9VCyrNgCGRCgElyJxIENu+Lv5D9TY36YtBk7iZ9X/F8j7MM3or8luAa31UfL9e+ECnRhdM+TXK5y9J01ERXGOxGWvJAIpEa8pIDpXG+Oz82tlpeXR3jFLGMl6jzxNPrWZW63IwvNs/UJfS4PZWy0lOJ1nJ5TrI1I7Fz+MjGJ4uEqVydlm4IdCoCpd73rBLVdvepW+1AzIal3W9OB7XvJzhHUnkbjJr0y/4L302aVOwme74+6pFyeKgcw1F2p2HtKYQaKApud4xKclNCx986G50gvDsK8k5tKjWMilSiyzM40ejExnjyx6Fb0Sohdz/1+HynSuO6hA2QmisZMuJf8t5SiVKRzYeeUnVmTfOYwYhpgUBmY8Cs9Vu5BY1ATWNMJyCRet+7Qu1pDEsnvDVGw7wRyMBgZB5MZk/A8zN+TQ8I7rwGhmWGDmccqw0JH4JxOUFgcf4zmJZdiHLdPkRpacAcLIJoVxg5B3S7YYhSRrfSydbvhyX90Oa0WX2rhPTt0+eVMWJ5t/zHtMa3S+b3ZZp4O+l1BOydafIb0AobliZ3wao3BHCZHNuvyKZlsfCYl/8PqW2i4ECYgb1MkEmI+lHPLHZ2FUFQ1QDWT+Dec6r8lWAnok37Yr8lMvDEFbwqT6QZfTAhj8tmRdcuz9ERHkGRZ1h+/B2VRSKyHHudgzg9Evqw+YKuIDdN1wyTo8LeRgZpDCILnKDtov5Zkpm+xcMPQKOqnldoKP7zosRuNgQMgYWKwPRw3GUdNJVQlz2wDiA309ePY3hGJ77JBJ8sA05LWJB0RNEjwchgxU0ISzENTjIACFrxA9MQr5orknbMzqPdMDg7xi26K5aE9P+/XEOXD+FdnCFhiV7O8RFtjphW/xQxRBdL/eM2WaRw2kC2nSoY35P0sUPoyfS+pOm2855HwN6ZJr8CrTC6bXIXrHpDoLEIwA2vgHnAQBzphVQuTu0S9StNeVVbq2hYG54u9Y2zHZF6I1k661Q66y+4YSYvGqSdHG2+qLS+4eG7OXdtc9xFZOVPoQ8OaDlRy7qPyU0VDo1tP4Jxz6yIVncOc+TydF28TNevDCizMaPqaGnoNHpa2nlrzBAwBMohYAxLOWQsvYcRiIaY3PcPotzhTq0iSQjnLi1Ilv+VQUcSmjTToGvFNNMQLl70QLmdhqVaSfLeihroS9SFCqnvZN8cjMn+2K7ETJNW9IieMFhEucMKk/nNMEInQbNURpmD2pxhlIqYqDYsFe80ejIDaQUNgS5DwI9P3UK2qYS65UkZnfNFIJO4Vj/gYGzyZzACh2Kz8gDHn8cNh8cgaTmR9TS/QvVywhwpRUJdfP/E5kZsYjhbtRTmYWBeA2MCMxJOwbg8ijfZp4JcKGZmqXRNHH/BH21LsDgoRP/TOW8jsZYVP45+7inXP7JaGtpIT6b3paVgWGOdjkDXvDPexs59XIGqk/jOcxVkKx6OSVhagbK10VUIMPdPRFG4JwgLTzvbE6e6KTytNOVV6owmehiLXfgwORlJyBu9hEbnSlNeVmZgtqRBqqmA9oNJaNjLQPPzKAxWMtKEXG+HUXmM/J9x7RydkXeZnMTF7rajeINDr2qp1IEOyxNWWfGqRLoYH8/8VCpneYbAQkfAfwjFzIpYgJxza5DF71K7sbFVQu1+AtZ+xyGAhEJeZnFnH04hZUn29HG+Sib5q7yWBTEtNOZWPxUm9r26L993A9c4XYQFCiM5Xcyz/uchUnCpT+rioT+L9o7j1j9cybXLz/L15L+40qua5PUyaZ9mujMs1H5159MwqjsCAWzsZIvHl85BSI0Z5wjYxEXsFJ91FWS7+mESlnYhb+12JAJOQhJFd0DcI/yKZxndKg1pxh2Vvvj1FQ8rsQSVzP1IU74D0xAb1uqcNOXV86WvNr/zkbdsZWnyVmgYg5l4KfRIuvIizMpdfCSNijFRORiu5/l62oa/kiv83j6VGI9ZX1zOXic20O2GL65KL9FC7VelPlueIVAJATf2hMEb+LY5CeZkmPFD6uUpncdpwRvqGZ8qtdnIPGNYGomm1bUwEHCqk2g3/EAsYXFSFs4D0rKqVcLg+WLDWpgX7Ug+v1CIPuWYkZC9hqJoD8zJfkhT3uIqhbbYXiXexIy0bN4ry69q6gvYEmB+BLfx7vL94tHia8eCIdCbCBytbmNnt4Ux6ghFnSdQuLxOhcUYlk59MkZX2xCYazsS4dQt2+7FsYRm7u6/aUaikoSmWqdTtLF/UvgU5XNIcg6QkW8Y5j6MzOVi7Gbk9O4w7QStKL8mTjVSonInEdLmi0hW/FJolaXOU5nVX45E6O1rNm35VLn7S1TZEUml+iXC0qu1qn1JKr9amY7orBFhCGRHYDHG+gOoutEAhT/wt7lzpSkvCJzzTZ/XSUezYemkp2G0dAwCiQqlPs+5ksKw+7KYB4xe17pONXA31DRt2rgwF/S9JcyFx9POkIx6YVwORLy7xBn8kuiM67Qb9IavbUzuLYuzGBOpglQAUXGBgQzBUO5lqJwy3V+24i7KEAbje557D8zeMpEtL8ULwZ6nix6BkdpUBEJtzY7NW9H4hKU+o4Xftr2pFNRbuSjsxoDNEOOoBUMgOwItXXLoJBKoHRyzAI1ZDF+zd2VuSS8JqObp1qmpim5Pe5blE2u1GBT8sjwR5oLDRTcsy30a3HRe6v6i6jrmMt0vLz2qtsTbM2xT+0YX9w+NPOc6IzskgnzVVGP4OqbzRkg7EGjpGFNvB9dsvPlH/MaP5uPmCcanx1QPv+2j+J2vwEbu0a3rL3hFvXU3+z5TCTUbYat/QSNQTm2gic1N7mzUJ8NXucSXw7hmgeHVTI5BSql31F5VNYizywmlRlqPSPjdjF7n8DnwBr4JDpRkoer9FTpVDp8KtzQuy/WL6uIvyWxLvBPbltFnn/rWLevXXqyI+PxGR5TZvTTu2VhN7UTg0/y+J5GeLkMKu1rRnZMGUZ9uJ2HV2jaGpRpClt9VCLRqgtSXuL7gq9mJsOHhiZJ6VCvXdpD5xHIBuWVy5j67aqErjX1WfGqpv9ayYhpnPPjmEIHnRiQlKicpEf2e4bv981fe5NubD8Pm67CjIdApCCBBuQFt71XEx9EX498pxEav8LjSlNcpdJaio1aGReVNFVMKSUtrKwKtnCC92sBPbrIV0XnxMuCs5RoFXLHBr6+3qsGvJAdhwAqocCPMyuf52vouffpnl0ZetfvnYL/p5hvCXN8nq+Hj6WvNEdc1cl9jwRAwBAIxJk71MzxwGp67T9N5pzMremxZGRY5l9lBlBOt9xK/TnwN0YIh0HYEWs0YTC+JRVVQUW3gVQjVyjUSwRrVIGmpgpMkFAp8YRXyif3KGTAvv8UX2Nsdib7uFL1zsQ9xZBdqbDhO/mEq4pOqpxmnRbSNwoSNlmIsfdtphu+V7772Ip9ejWHz5exoCHQbArzzOxW7he6sDMuTdOiopFMvJkcticp6f3KLHQyBJiDQQsZgzgSfdKdYbZC1XKPRmK0GSZzWVVCDFLefvh9mRb9vlk0XHi6nRplm3mBOkM7sgLkZRFJzMHYw+0W56BhffzE+Pr2px3rei4QpGzl4+W8shK0NmoqvVW4ItBiBLAyHyiwhatnkFUQt9buQqHBsfLC/hkB7EGgXY9Ce3mZrtdjgV8a/Sit1d1qq4CQJFFJZtzIoiH7MSoIvbV239v2l7p/GXtsC5IIzYxUQey2FclgX9rESYc0bN33110u12+y0adpqNEBWP8WcTY2PbqcfsZfiGhi+ZvfL6jcEehmBLAyLt8F7F0BJ1CunMv8hAe3x5GgHQ6AnECg1wavjxWqDrOWaCZpoUKzahlf1zF1Nkw+ciqhyDbhvONKVcKqv8y/Ef8vfkjaOCmYYHzFu48VifCrX2N5cMS3f/8Rvf1Sru7JsbdBeaq11Q6B3EMjKsGwEkg8S30lcT/wSUeu3x4gWDIG2IdAWxqD8BC9nHW63ZAeIP5/LCMwu1zb04oa9VEEraGqRKjjsg+BRVEcHsGn04U7tQ5VhVHgRy/x91IWUJXwrzMpXtbR4FiZN7nMj3gvVodhkUq16Q8AQyIhALSt+zqJOSVn2I36V+GViu4KkPrXQ3i46rd0WIOCNK11TqADcca6zr4Y6dVKbst9wahAadJM9DEqx6iRruRbAlKkJqVJUMOtELZVPX9D/FW4pAMKtrhFhz/YA/EiPgpnB6Vp0N4Xt9McAAEAASURBVPhsEzNXjI8r36Q/Gd+Lcq039H0p14ilLygE7J1p8uPMOum/BDqeIK4g7iG+kJw/ybEdwRiWdqDewW1mYAyaMpgwwTv37UzwFS3ta2UEOhjqOaStYRkzhravRpryApKUX4p5k5SFjRPP5If6aDg8+MdZGaA5lc8zIcN7Ua6Fprwv5Rqz9AWBgL0zTX6MWRkW7TIrw1sxLFIDxS6rg6CP83Y4NzCGBeAtzEWgAmNQ92BSqs55TIRzie6glFJ9rUbejCQj14eUZQKJCtvVI2UhlF1dVK3SBufX0a+635cGk27VdQ8C9s40+VllYVhk5yL/KxcQ/RbUKznfTtTKoYeIrQ7GsLQa8e5vr+bBpBxTIij8BoGoPsqpoII6JsmyKJeqq1KaryirZKNcX7OqcOZ7v6e3g47Hga+kypnVYx1Eu5HSHgRqHmPaQ+ZMq7zjmSTEM3e09ywLw6IykqJ8n3g+kS+o4P8hfoaozv6KWC28jQKfJ/6C+A7ifUTV+zGiDwdw8m6imJFqwRiWaghZfjECNQ0mM1IDqilmSrQjchCyG7Icx51/vRqKV8HEGwQ6w9sM9i3FBJa6LskIBNFP+PmcnrafiYLJB8Nw4BT2AjqDH4ckobhECZ9gxc4dosfvY1SKganY1xo3/Gv0AFiKKSuFUyPThId2a1504CFuMC9nn9TINq2uBYFATWNMO3vMBoiX0f77cLXkVvg5N/3sI9Tp3m6zMCzCdQNxvU5SYRfnB6Wuy52uJeNmonaA/DWiGJ2lRHnP1RfMh4gKMvbbSDSGRWhYaDQCNQ0mFXb6fTsT2PH8cO6RF9f0hCpHYxC9DFb8RY75OYxOjZN/SUbC1R/GfYminfxYDqGtl8GcyFnbeLwvSDTG9aQAhGF5hsMB0PsEdO0uNflW6OvF1J/JBqUkYzUPI9tG1ycssgSPue3WnAUtK1OEQE1jTNG9LbsUswKj4oQFjA9Tapjxol/HTt9PKMuyZvVjA/E04ieI1xHlqltMR5YgZkXqJDmu+izxseRahrxiUASc4gZiFmaFYhYMgeYhICYkdoIWjHsJilqLvbWGE/y4F+NQ7ZDizQ/58R/EC+ykG7H0ZZ67/Zby1BpG8TLbKOiLQseYnAAzAtMS9dP2IGSypDj8JbYjX2D02U7eipje4HAxUPTrJNRZmxxDQOFyfY2i/P0xY4Zb/rGpr6iv/h5hkQ5+kveYJe3M2VspfU+l80bXV6mtOXkJ5rZb8xxkLGHhIPA+dSUqRFtwKnmEos6T7rm8Tu1qNYblNRB+KHElUUZ08jHxl8RHiWcSs4RFFPJgSCJzFPE24jnE9UTGWRev4mjBEOg4BDSpe0kKr+oUzMoUG5yeCGPwRk3OboLmnA3/TkGKoSW9o3MZnXiDxJl6KnezFCMR3xtOwYjkaOeYKMz9egQ3gkHNGJ9I2i4+pO0x6DuAazY0DE+nlcWUf56sp3Hm9gSM1HK+p1aT97nqDEgoFwZargyTNndzx+kepBirYGTwvS6iLnP5Pm+6cIYTf0+T92ASnunnkcbcdmvO8JysSNchwDu+TGogSVa2blgrv2ou6FxpylMZn95pRycGKkOUmJkfEDcSryCK0SgOWVYJySiRDz3HnIhB+X2iDHXvIV5BvJ4opkjLQr9C3EH0QcxMuSDxmwVDICsCK7MWxM4jeN0Hv7BzYNF+p73hjzd/f+r5XU5synl/fmLfMMt19+X6+hdF+fxQfmpCk3rQ1z84FPb1I+UoRFPj+5Q26/2c3Ld3P5iGwbu/8OFjyavqcPGOv/jA8OpL1y1mEBnwdfm0/qERHLVFffxA+V3BnvCfE5gVZC5BsJzjC6Qx9uT4fUdhIYoOJ2N5fnIciW/hmb6BRcvDXLiK60/svPW7n1p69Ok7qXMVG/790c9uue6fxvfu/oPBRfsdQ7u7JkZ33yavr9oMUPvr4LL+PaR/lOjCklUnD+fHR1fDrB1C23/Yt3fqk8rIT009KeKiQn4xZU7ftf3+qn3Wfb4++jfx3Wsu0YeNwxEG8LZzrt58KRiurqU+1VkcTrnoylPo85t5rquUx7Pe/tyjP/kG+P48hflK0aJ80V7r89N9FnoOgZWd3uP7b7x26Unn/W4/EhWROmuMYjzrD3Jh/7YbP3s0eVoV3KogfiBTYEypGNShp4j7E93AnCo9xLmMZ6sF/ehHid8g/kdivKoiCMQsuYmAo8IOouxZsjikE9rVaKeIBUNgGgG9y5l/GOX1vDAFUfREGIXPwyXc49QgVCzbEGfwGgYrSXsQPuFLXsqSNsjVvj7TFFU5KWVbQtp9TNon06AbcWBLxLFADq3CvLg/UfgMYpdfwaocjnxkEYn90DpJofeLptjWJjyGe5+Co3AO3ZAYfQofKjA7Ib/X6CDy9Nu8G4bjA36lkLtPEiRc1nvjXUklotGJH9DuSZTnHrdhIqeRDPWlptoWjgy+1pcnbU5QHUpUGXc+NrGZrqCOW3txunCp9tP5Wc69usmVLTamxsYIZvQycDpravzFfP+ixbvjOiPGqpyYxzv0/NL0ZmnTyvQMAjWNMe1ChbHtR07KIpVQImVZs2HLdXzErGU8eBzD21e0i7Zq7YppqBQ0wEvS8gJRkpHPEmsND3CDmBUZ30oiI0ZngiijwCuI1xPFEB1F/AHRgiHQAQg4dQrvf2EvvEDCWBf6gyh3AMQdDhPwaHry2qrJFqNbJm5JRJi3o4u51juvc73zmsNn3Pa7hCp/VD7MrZ9VVxCtFK8OA1KAKZE6ahLmAm4l2l9CFWokOVrG5HoAefr1TpA+DFMzGowM3Hjupq+/C0JGyP8OnNdK7jwb1dIKyp5ARH3LTaqBI3+qBjEZDIAvpWnGknAP7fwfd1MY/jvqOojrl5ZjVpxKSuqfsYnjdQ/M2IPR3n3qMyueguPF6BUxfUNiDIW1a6OeP7PUTekVXsHv0IfPQW8fx5P6hkZQhQUvAgHqMEmqCFH0bTGRaXr1TD1DVw85do8h0AYEPk2bHxODwvv8S7XPOBC/46wUagM9mZsUM1It6EvpXuJniGIsdI+PnFYNB1LizUTVIyZlH/G9xNOIXyRqWBRDJOnKk0QLhkBbEdAXtCZMJqidt6y74Dy/CZ47D6KnHHFhbsRNqEyeTjLA5MpEP8TLfAdql3WaWHXt0jjPB/n/4ZcWZ+2cJkI5XpuuK5fbn8k8B7MyDjMxAdMBVxGg54mejcUsTiXkqkfiot/Udoai3RIJwckcUBidYDl0sIk0bFiiw6D1pVwfR96vOblREL1I/S+SP+XqD4LDuL5EFcZSIvpHX9IMCFih7w5H3K84Ch5XWRd0rl82eXGZONn/9ZKOGOfEDiixk2FIEJ3c6pi+G2PJSum9iPSsFH29lY4q59vzjJDKy8CYw7HuqzPQvkjRHjZ9HEPaQvdDBvTCPXx5Psmofrm/n77JgLluw+JKdFqeIdBMBLR0mff5KklTxKgo6lxpnb6s2XNV1fDRwKagQTAdJDERI1IpyNC2XNAXob4+xchUq6dcHZZuCDQVgfQErYb4gT/hGiwjRUm+uO/UBJkfG1vNjsVv6Qv6PsSXuZMi1PJV7uuK9+wJ8J0Qvh6jFP1uJGHh6z8Sk78y0uzKLIqkRZIBljcr5mAm3OqhHJNrCKdzKJPxM8zQDFS5U9BXH0fh0VwULKHCEUrsYvJWDye4HuKeo2BQLodZORbmQb91qpstJcpNFUYKAEK9/IaR2ojRUzEkOBxOJCtUGaXNCmUlHWJMwtPFqEFP2b2aSklnasG1NC3RM7kwh++a/CH0QLZAh3I8FQy2Ad9yPXju2wKz85e6P2bioDfuy52z6rQLQ6CDEUgYkxv+/TXfXCky/+nq83fo2OlBkpIs4c8o9HfE61JR1+4biuN8gmxajFmZD4J2b0MREIMiSQKT/pCblJLaZ6QMEVKUqTlSFE2yafUA6o0Txai4SVxMRJ1f5Zqcqedq7j+Cn9yoyEGCMgATsQT25DRo3Z+9ezgEk0RJYIaZWZfzxYRENJJUIUemfmOybdlGmSXYtyBBKgzDrBxM+oHkq4y+uNBvh6w0Cv4NxmEqZmTCQfIeLO6f6Cj0536FdGefm8rZ8NBLo6D1QKUpT2VU1odykg4n9fAYLV70gLP3wV5GdercY1tJOuMYGd9Q0bHUc3W0aLUXAdz+D8zK4fT/NJiQYZgu+DlkLLncUbwLUrNhvzPwN77aNL2qx6fb0RDodAT0O5F6szA59eeKOq/02+mU/mSVsHwMgqUO+rWEcIlsZw1CSbodDIGFgUAp+5GULYqXfPiJqqRdBQacgMH+OnMNcLN+lbtBRLYVQXgksz9GsvkHglzfK1DZ6Gs//uBwhrfiYWRzwVJkuAuYmRe4/lfOkWCGr6a0xL44kAvPyeVUhuVM1KBKOEd4gF+XQgEj+tz3SDyT9EWk7+F8LBjuv4L+7VTR4iAmABuWW+nPG6jjbRjgnqcyTPoaL6i7cKsOwqlYUqX0aqHkPZWkM9WkHcXPdXSynz4uh44CaqAbIPztQiU/Mf5o/9DwL8BxCKwPBqKDwWS4JD3VOmH5hkAHIaAxBSZ8vSNJH1IEfrvH8xteT96sj64OItuRklXC8nuUljpoaxI1eDmxKEcLhsCCQ0AMiSQKkiwwf03bohRLGTSBFU9iGhDWbNryKZgDTX4vR8pwqmM8QKmWr/J4YOnf5GwrnEfK6OcMKoczcY7y6f8s1RWgTYyK/LBgewIDw5Jm8vmYyN2JZOJ3gpGhi5hsx5h0B1gJxAIYx55gqJt7CvoklpEOSKt7kMPk3gGtH+V6KXE/6ibIhiOobOQaRUibCttkB0MthyjqHPJ2UMezqMI2K/qvOOHlcS0twZptJyMqfHASEQ2uDLQOyyQjK65zn2vUB+3Y20SPhH19rwLrAeqOWLZO/8PXsPrzRDryLGkweGHu3D/5+h9M0+Ltlorseny+HQ2BjkRgFsM/T+eWLe5gVgnLZ6BLrvjfSnyG+L+J7yR+kLiHaMEQWHAIZJKiFPU6ZjL09cLOxYgXpFZgAq/v62V6YAlgLoKf45Dt8mB04m7m0/5cKFcBuN9H5JLvy1/YP5VbBzOymraQjMgTb+GEwsS+07/zkbdsPXfTFmd/AhPBdgHhJDRNwre8ADOBigkZQuLGnzb6gz72SMrj+yVkBRIroejBHSWlR6l+Cyf6/S6qugSm51SXFeV30tZR0MOeS3O/4mRvoi86Wk+tpsJ4V1xSNFXbaqoULVlOU88VGx/C3n0vxZ6HZxaeD5O1mBTkUX3CZhDjH9RhBZjEcBTK5BRwLUbAr9dtkr64Y5Fdj0uzP4ZAByLgJMJalZcw/DM2LOfJ3cFajVX1SkNb0V1+g1WDykj/vZG4gaggQ9rniPoSe57Y6sBHj0Y2C4ZAZgSOoyTLlJsbJEVwDApeWiVZ0TmWEE/jneRwSRWY+O7TJK1zZ6NRhpxkYHH+SHjZd8T1RPciyv0d7pV9CDYxzqkcY4+kINFSfhAybuUjBL8hbim2jGgLkoaeoDTUNDLIdca53DPFLyg2pHWrguK6SHP2ZLQJUxNiqzPjh6UMqbOSHd2koBra6HHwkhBvpOr77qROMGXQfTbtrVBF0Di9YWPCWMyqXxdpjMvVPeemVMJ0u2IkCaKHv6i53YaSMF7BYhg1Sa3uBAN9qJ0BLoeB5ZOU+QfXL38fzEo5OilSMXisiiV0FW+yzE5GoCVjzHwA8OMKstCjmdYPZjxxDuKQHPOe555Fu/yobMY69Z3MohISc3Av8f1EPRAxKzcQFbRkeSUxSz0Us2AILFwENBjEk3Sirki+vBNm5Qwm49+CWUFNRKj+Vc6XvqQ002X7MP+8FOkIdijRIIzHYiZR9M8hbgKiVbTLPkbaNkBGtzJqwSg3iA6FGTiF8mJWpNRw1XEP/5ApUEAJ0uToxOeSwi3Ia8LCQCEX4Ugue/ADncfB+X5JDFKL1TZuohcO2N5QHmYO79csJde90rE7xqJU0x67DMuei29Xnap7mj6+NF17Yfg2PRMwvI3+s+LJwXEs12dx7gZ1jj8rZwhc3E65a70jWvElpqtYVVbuHks3BBqFgFPHFoKlDAfsQRYeyluOb6mgX+dK4+Nqqf8NN6rNRtbD11im8FJK6UfLl8issD250pdK079eZ7VsF4ZAhyOgCZkJciOqD5bnhmdCLotygodl3Fnuq9x//TOZHc+Xv3aFHuTeT6Ne4TJazuQ6SB1iKLjU3h/hINwGzIkm2HAR10JllDxuCUe45iQuz/WtZB9FPo7idDsskG50xi26XXyLNleU8zTd03c03M8XmVxv0mRejmY1OCcgBaKyw0PZrxCo48GSTFqs9pKq6sZiaYlw49Y5y4Vn45qSkmShMa5TnZ7bnrzc4igOScq9bLkwzG4LTmXE9UNgCExhXgxHPQP69HMdnTi7L+w/jur2IsvaAcrPi2GSekzvSk0YzwHdEgyBLAgUTmEtAL9wXBFEEasBCdid8YdxJE9e54askpHX0YXXlolrSH+sc7tolBkCrUHAfb1IvZBaDq0JiJGB1Tfhj5mkvrR13dr3l5uUNKnN+vqXsWfIV1CYW829xzGx6WuI6nPYr0Tf5vgwPcO7mRgN+WWR8azsVIKH8/2FiyiIOgjvs6h5NNtSt+xeZFQ6xbXKu5AcpQqSxAamKmRZNA7qWLvNXcPcqB2ey0s8knr8Qcu5IUi7ROOELfS7RB8PX3QdZVgeHBvVzpFIJRUUS2J8vemjMKxV2lG1vSB4GXCyqivYMzW25w6g+LGLQfg9paXbr+U8fq7OePokMXHcKx86L/DkRsH4v4t5cvV5ZqqWyq2sIVADArJZ4besDVEZUvDhpDHFjSuck6Y8b9dSQ7UtK5qVYWHADX5YJn6bdAY6C4aAITAtRSihrigE+XhiKgeTn7Dc17/bR+f7jCEYuUd5mBXZpzi5B7odrQg6tJBDUkIG+WJI5KIfhiUc5cvpl3358ConL9EXlNgZF6JlDEraWkAqoomE0SE7RJUUynPu46pLRblFOqEfcbiL+FV3u6fPXVT4QznqZ2dojIXD6GmVdIwLy4fFyExjVKGKVFZFT7ZiEuuReKTqT5/mwXY3g/bJgyMHvgpJmDze7gEHduLOncwIv6vWtmLJipalR6vpt+x0tHz8AY7XuobBKguDlibSzg2BehFATjvCb9CrjfmtY9em1YKK/GiVpzL11t/s+7IyLM2mw+o3BBYEAvryn7Uc2kkUIr6qo/3kRE62C24SK+pt8dd/fB2ezRiCmDbcDfuwj8FEthUaVQ7jeBYDy0vhBPZjsNEgM0C+bFvYNyh4DeMOW184J3MY12o1M4xNFErsi28Rt1KIsiS7kEeSogKEKNhHXVJA5Ri6cJ6GNGQdnl0TWw/R5cqV+TPTj2gnC5jYsj6WOIlxoVp8w4RP+C0KSkmkVG1snBvKUdvhqMb+V3pJdJlmMyVXbi/edgAAYPp8cPsjZVWb+5umj4nEbBMSqiPpi5jJ7fR/MczPiWBzf1ZMpyu0E0NgngjkB/oeS37f+snrA+aHijonnZ8pbyZl5tlM0243hqVp0FrFCwkBTcTVJmvfX6+u0P5BsAEYlIZPMzk9B8MgSUllg1JfCUfGDn2R67iLeli1w87puKhVmvgL/XPCFUlFxHygwokTndM2+VHZTQnVgX+WAnxOYQVSgmOpT797+Bv+M0TxB9oCNnnEiD4MDiCN25LgDVz9dQ1Hj4P3fkulGO9Hu2dV4eufJZFiI0K3x1E4Bl11ewie1Y6/KNlevE9RIcx/DUyXgM8vCiyPAotXKoLblNKUl/UdcM15iZQkTUFwO5KUC9EG3UMe3nPDP/EkBWOT/4l25uzTNJ1vJ4ZAAxGQNNVVh0dsfvy/qcj754zrp/Ma2F4jqzKGpZFoWl0tR6AWRqIe4vSVXO+KjlzU9xYm3P2YpNETy5BV+/FwLhf2fjJLiCr39U9Zudk/mPtkf/L31BEzExiAwqSMkSbJyy4GGhzAyWcIgXZgTNiROTyZc3yHuER94TtJChXIqgXbFt2DDIQl0Qld0OqWRSttX5Sf+oiYjpktCco7dFM3/GTupSreKZxTo4xOsufO7ElZ5SVtmSWRcmUK2l0aI/7wf92yvrGOreZIwBKaREPf8PDdejbwa0cEhfyvOL9dUQynS9Nzyxhc32RMG2Gnwh5L6rvwQHn336gCBjOH9+HwNWDFgoVoravWM1MZ27BihkAdCCyG8eaddPZu2npjSJF3UCsMuUalzLL+OuptyS3x4NeSphraCNgyBFjoWQRi2wDZSmReJVKzj4REpL/egawvfQUmHh00wWny03mp4Cbv0YlvMikdS+m7mLhS97NiCM+qOII7z03mSQWz2wuxp4heQ/9kcyJD0DysinZRdvplfgD7yJP0QU7eHub6NEQs/NP+P0hQ5MFW7vZZost1nonxznBk8M18zW+AnndTfpAfkAxw/UeLvOayF5FWDsFYRdHDdPanjjTX51xfPpi85jvrLvyXhNzpw5xnga0HRrtH0Q6qrHS/Y9ziOuc+u0RVtNipgbhPzMp0I5zEuzaDf4P8RPCMlql+ngHGyXFgmwH2UsodOb5n1/e/97F3vE2pazZsuQ5U1mIg+zibxr0iKVrx4J6/VkjRDxnWogZa726I8Xgd5yxL187Y0YOwk3fwQtW2Cqti65bZJgRqHmNaTafeS3wkyU3JAQhX7+Qd1PiiH+YLfOCcxdkLjBOnpccll98hf+rWz3YI/UZGDyIwe2KPJ0THuDR6aaiXgpRaAhvnlWVY9FhgClY4rnrO/cGZ03mp5ycGiL5tlPSFwYQvbyY7GcWhwqEe+UrgNjElLuB/JYQJih7jyn35J+lP8v3+RVYtPkv+f8NoVCIUJsbgyAApB+qNk6kHfzGuLqdecrWRQDs0Ez3JX4mM9zBxj5DGxogFllZHY4kNDlKjmcm19LPAWy6tIt3ZRbVyh6DL6WXNRZM3/Fa8rJfVRRu9fYujqYF/HANBfRqIPYOlpeNqwi+5dm2PTSK1Cgp9AwOHOAZJBWImFY/FuTHVk2Uwd+2wlFt9g288GQ1T/Fy10aLkW2xlUAgmPyCpTjVPwiLBgiHQCATce7np5lsR1LJlR+6N2Kwg9dWoksszAEzwm/2nLO93I2ippw7/dVXPvXaPIdAeBGYxEo1VGfgOaWJyE6n70j//ep9ew4oO3Q8DUFsQ0zK9XDcI/oUKZIeiFT241A+ehplAsuL0QnwZRYdiJncio80R4jY47mUAuhOm5Ot8tR8LY8FXFCoOJ02BccjJcV3uTW41QMyUPAczcxfxfsdSONWV1BUBS6nDl3H/kfBISIjCpUyx+GxInKyllziXexbYz8CxPOPtV9QnJ5EqV14wkafB0jE3iQrFo5dVLeXL+6OYk1kqvU033xDm+j7pn226T/mxsdXgsJu+PjA1PrrdMSrQ4eghzeX5irMcvYoH+xyYnQ/zHFaC51PUg+opeo+kVZ08OWTpopXpQgQK7A3GqkPGigHebe3S7oz2lcavHz9MnRuMYencZ2OUlUCgmJHQtfvqXQ9TkUyoui5xa0uSZibIqS8yYR/IxIQRa/A7+lqPVRqxgSdMxxPVCGKC087LP4NJeV78CJPsIvrIhC5JiAxpGWhkczLtYj/Al0JwkCQYpB/NLWIyYAQwwiWBu6SWQlJDUhA9QP6TnK7i+iDVJY6BuJxrmKFwBLnOKjeYlfEZUvwsqMuFNFOnBD8pZynvnl1qoi/GTdKduJXqf730J82cAMKrufM4Bua7iu1jZHMEXI+CxPjEi7sfgtn6HUX4zvtIw2dKZRueYorEoM21zwm2kbbOMW/FN9i1IdAKBMLgrRoWGFH24W5pp6LOlcbA8NZWkFBvG8aw1Iuc3ddWBJi0D5r15cxyYaU1iqh6vvRnT5AFGVtKLYOdSXQCTMMyBgPsXzC6DYJHoPUOP5FXpjnEHiS4h8Hkdur7EueyTXFji1uE6E4xvo1YjYTLfpiSlUzKR7j9i+TqXrusMxpx71CQlzrIrSjCwqWwBVqGYJz2pzJ2V5aKCIdmWn5LI5i9jJIiVdLzxJI+Q0hvCmNYZqJ/sJrdEPTMDkXSHG0eCfPxAoXwOSFj6Dg4BqvgbIMuos9ngd+v7feSVR+JRifvx+ZHDv/W8RxhPrMzS75u9WVaYobtzbSkyRewoyHQQgSc47gwPFADAprJp0OGAxfdOWnkLQTHcS2E1JoyBMoj4BgJGXXiyIvJ541MxvGy13k49yrbmp+g2P/n3E3f2IJa4qv8ui925ZM8SQScVECJxRNkVPgtUuX3RHYoyxkOtJKH1ToyRq08+c0wTPHKIqQEe6gDSUm4VIONvohgPrA1iWTLwteRRp4cKqCQpcvBCRiJvpmy7IUTPEGenMeNkccuzuzSrBUCudx/gTFZyf0D4DhImgLiYNGq05xEwxrA9tN+QMJZkorpvqoI5SV1ECPmVwQpsZz6ZqZP1cvPd6IXnaJXdDuGRIQp4FQPZtHtoE2ZZSonRhNZ1YkxPmJmJMIKca4X7U//8IND4GQ+QX1XVHuK86nL7jUE6kWAV9s5juP+HOOF/CyxZJ/xgHOl8ZZ3tOM4M7qt98nbfT2BAJMby5HDV8McLGLWYrWNM3K9Rp1PJDyx4eamLY/CSJzBBLnTT5CadJkM38kY8LdMhrI5YdlxsE3MivKqAiimBkNi2AZWlLDaKAwPYUBhExAkIWHwI+7fDXuhYeZsJthFMCPPc9SkLLsLMShSO7kVKLjF/69qn8x/IH6UYgdjCcM9BAjnLk7DxzjHbTdLHbmBvuKbhbblJ8SHlM8QGYvSv5jG2I9KvDxXS6kVSjFlvk8Zy2uS903P96i6nIFtgH+VKDgbo9svUie+ccJTYEhgIqLnwOAlYDjFXkKP9/UP/ht43AlOd3OEUS29t1EWuhxTJIa2yNA303uQpQErYwhkQMA5hZvim4nAGLEf48h34/PoHMY4l26O4xwM9scQmD8C+jplQlnCd/D9TNDOv4W+8N05acprxBesJhgMJTHOzK2mTm0mKPUOnlpzSzl+IM6Lv+D5nY8z4b8MhuI4JvlZailNSOTdyz13Yw9xRS0qAd3rbCDEdITRYwwoWnIMdyHPt1E/fd4lKxbkAQeBwWLavpu0/01732cS/mgwPHCe2oP3OJn7YUCCbexl9FcY5V7JcPUzcRR8cUmgMMmTGaOOw7jEK6+WO0cHUccervfSv/fQ5mvw330i98RMScKMTNOYSFrcs+C8nPpmdnlWIbESCbrKlq/3jRFzonpFT1r6g/hbUqj9qXc/8k+jb6vZQIUtDqQi0vMNtTIqjw+aJ+jzKseElpcwZSLPvUuyK0okPu590eqhtPFyppqskCEwbwT4IHFbePB6864H4XmKyTk/b+U1R9U7b8qpwCQsjUDR6mg9AhiiajL2zIm+9pNlqPHX/Xwp4muY740VTFhPMZl9DvuHryJpuDCevINVTHbP8uWNY7N4BZEmRZgFdt0NV+o8nQ6zgMSjsA0ap/19ZCVPEzxl75ReuTA59a+0i5dU7YweHgMjtRKGQtIW2aKhBcodweXXoOFox1iMTpwLJuTMlnjgS+QGyt+AtOHbMDe/jt4nTz8RCUfa6NBxQJxrbDgBnubJKJdbRVuLcuwMTf1iaD6d0MVpEHga08/CZVT9M7OqumrRegqUkObwTM+gr1J9/QyVDxIVfNwEhX8X2xxHWlFFV0GU/oOt1EHx0vR62vf3zFIVzrwvPBec6dUvtfHV29EQqAmBEDs4VJ6MV7yCev952/nV89rz82Dz1A4OZnTbwQ/HSJuLQPGXs64Vy9lNzK2heoqT4rBDMT/qA/hRL2Xi+qNgbOo+zj9MPESTu/si0Zd3EsSgkL6DdKlv3j6f1S2+zvSx0J+T59VfwlDgNT46PJF8PMPsKo+3OCfTJoPRr6D5dCeVySLx0BLbMMSw1omC9WWl7eYlbZHXS+cWn/YOI/tZ6pfX13+hf/L6+jan4kgTyLl/Fj5ZOHomxqcVSRuQXAWjkjw0Q9owW5qDwbP8yihE0Y95Xq9JllxfAWbPIWXqgwE9CAcpMjQO+gaGYQgDra4acioxSfHAVH1UftYQv0tzbWkcQ1vaLihr1VbOEKgHAVwfIJ9GsMr7noddGVfUeZzG+jlny1ZP1c2/xyQszcfYWmg0ArO+nL9+kaveub3nLFFVzLvJkK/teGfjA/j6wAcKE1q8145c6/Obl7FqUdDy4yB4iPHgYcoi5cjhabbwMM7bbkhLJIruqnjpGAN9hY9OnE2b+FspHMwkeig08CUUPc85vEUog9wPc/YWTf7ByCJ8hgTriTLu3FvKMZljJMYmtG8OO7GH+FuReDi6hzp2UOGpMCW7mKBPor79YIo+6jZApLKYMSwvGVC98mfitiUoZa/RYmlDSvqzLDdVGClMFv6cbjivw47R/di3uJwJwPlL8DgOPLA5cga3qAAj9gAC7wa8W56Bq5XxmaHQzgyBBiCgcSNiv/eCXBkowKdIwsKPv5ODSVg6+ekYbSURcF/OUfRlJtvDYR1epahz4pfrZQzSDWkyQUoxyG8XS/qQL2/UP0H0DX7M+C2R0oBpPELNov1xkjAj4cHNOgwK9z6qQYDSR0vsX0oi4e8td5yWRgQYiGJ0i7RDotwXNaxAgWg7gD4j/Shclah5mFuDA6OxiT/DuHOzjEp1XqltmBG80QbbYM4eQbe0A4KPpHvHQBN2LyzllQRneOBvPI3lJANqwxkhsx1BX9D/FcpfRPexB5lxNvfGTV/9ddqas3KnXJ2+zfkcp+li12dUan8evzPhMve8korBU6ukkDAVnuNxS+qzHcn4LqUJa57lw+VscqrR5t4lSbvYtfvcTTd/M3kum92528m7dqlNtTYt3xCogIBWCvbzXkv1ySklFSVviT/EJMTQh05HBmNYOvKxGFGVEHATeZhj9Q0eWLUMN45LmdDfWWlyrlRnOs+J8dnRlMkVfgP5ilMNaefeEMdtBP3CwxCHbSVUP0H0kzDXvwl+Ak+xgSY/txy4LpWHl0aEGL7G+xFdTX3vp/UdjC3PQZ32+/lHMSvJBLyMPGwuwjMgktVL4cs5fzsM05fYI+eydB/dROqYquBQeoThafiKXCFgNVD4Cvqn1URIVmSYGk1Wkwa455EYldK+bFwKtPsCLBXO1gr/HQid6iwX9E0zeGlamnWepgsakJBgqxOwA7QcxyXO/GA6YcbCWI/vJCrRGeTJ6Z7WNu+h7I/D4cE/nh8jHP2Ed+U4+F89Fxd1HqeRZ8EQaCkCSFUcs6JVhOF3XIw4VxqDRStJ0VjrpY5Z2m0pcVkIsjKGQFUEcuH7KXOcmxSj6IdMLT9055qI4ryqVVQtkGNjOm04KPsQlrsidZAR5hi/6Cdpa4LJfIwlNjv4fc+sdEHCQ73vg7lYDU3LKbsjPWFL0lK13aSAY5qcNIKJVr5bYHwkiVBkWNlB+0zAwaHQ9Q75iEHKxD5BwQpul6O4/WG2HoSGW5kgH6cMX0zhBs/M6eikIVH060zOZ8LoLaPsAHSzUiY6lLrxfCtDYe7Gi25aGjEjSUpJBqb7FW7x7ULHXGdzAYyAmKSilTsl68wKVKVyji5JiVK7ZcP88Tyf5LkMiw5wk9ruGarRlgeDYEdxDdvst+TU/NGj1Ri2SiTEeeHpHDGULtwDPi7qPE5zedWrsBKGQAMR0E87CgtswRG8TlHnSmtVmB6DYknwZo1HfnyqREOrGBbtevo8UV8Tp6YIelOS9j2OjVndkarcThceAo4bj92ryzjs2mn36vEEidOz8NW1cOylEIrF+IWfkcfOxzkkJG6J8Gk6wqw8x2Quo1Q8wcpAVWRIyBMdRtnfZfI/kh8+6oXo50xOzpiUVbL3MwmWcrxWqvmqaQw1kAC7FASyrziU+Aas6F7GjS8QMfrFDsNtuLj24q3rz3/FNNOSy12mQUHSHtEG0ftR04sauxi0uCXEEZ1z5z+FdIHqo31M2kzsOM4r2lrA23PMMFbYhWRQHRWCfGyoHPthmbVdga+zKgAZCsR0hWdT9Fj6CcMXS1h0zjM8nOc0lrjev4S+38XXpZhCspPozzO0ValICp/nguGhixND30tuWXfBeTzEnXoO831fK7VveYbAHASwySONVy8nP0xSfbNzew4/U7z9cd6cWxqZMGsMYlzkd5dZCt0KhkV+G75EXEP8S+K9RPmqOIu4lfheonS8+4gaLiwYApUQwIMpHluZsZ3tQ1JS50pTHknz18Fih0I9UrsM84P6KFuy3831BuLRRC0Dlq7oaPLcSheuXs3EfiyTvzYrvF2MFK8za4qxwZ+WQHCVMcRMk/yIxJ5uocP5Ezl3w9c2wHBI1bMEngI+hfZhVHJhH35TgqNoE+nIbO+ulHuMMqhpUFPBtMQkeGlI8FOytEJII5i4rycZwPbQB224mEf6IKnSw2pfkfbK+kyZoXm275P0Khtt+Jd5FVNMaN1/eR9WECU5Qn0nB4AxlkpTXlIxfn1yR3GNmxmnAuIAK4H/GaUpbz4MhQyQwewksJOjus28RxvZlfrEujtlNxoC80CA3+hO3m5+6u4lRwkkMaJcMcVpynNl5tFG1Vv9eJh8VLmxMlEbVxsrW8Gw3EwHLiDeSfwsUYOnrsWsiIn5IfFdRIWj4oP9NQTKIqCJRB5Yc8WqCqUpjzsV5xWcYW8Q/TF8yb/x0+YLJDiEHzMrhqI9iW3DdpiUG92PbXqPGqlvCi8w0ccGls7JGnYkYfCfUVUt12SvST0zYX5VijzdBuGZTHrX8IP+Q+hAzSFJSPgAPMs5MCisEELNgWEEow+rfcJVvo0ZdYuW68oI2NnWxNIQDHTB7HjqhP/SuKVVMeGIY/oidnPV5osQLxsOLxkodnw3h0nxNAfBldz7aupEkjPX2ZzqKVenp33+R+2VxNLkKHe4mLg45g6nXwdA0zIZJTvD5CA6TW3R001IiV6m+OIzj30WHJCkRUfUS4e+JPuCvg/5+5kLkOzEUjcxnuAuN+kNUDn5FuxoCFRGAOY7Uf/qfedXkLAsOncBZt6V8dcNPor512+g+KPKfXwmkpZKHwitYFgkatKXpoIkK2JKbiMuIT5C9EFW+f6rx6fZ0RCYhYCb8MPoVhL17l45rarQBKk08mpiCmbVPvvCrbwpFC6EQfkrft0/ZAJWu3/P7P4oR+eCP/lxOTWMvshJx4ATB3LTBpYR7zlLZCNc62OQO7uFyleOaSoUNjKp4V4/4rfCvkES2iLhIQ07jPw7VSb+sTsnaIPkSRJyMjrhp8/dsAVPwCxBZjNEbnqaex6GaYGpin2mMBnLWRye4iQxYjplkSNpmszZRNHZc0yPY8K0LK6eSaEteMYPI6tgIlY9YqBCtftoPsj/j2LD1Yp1ish5BqCi6SR4W6MAhi6Uw0yMpiNUYERKDcSMTX6VaJIEZOTgw9/M7QdRx2HVVlr5JuYcky9J6kdaF93F3PC0mBaYuFfijI/3NZIX5TOy6u/n1G8JhkCNCGhpP+OYxijdKVs8F3Xu0shzZWqst1XFpwekJjeodtYn8fc5/gVRg/sq4g6iwg6iylxP9GFmwPEpM0cmBQu9iMApF115ymEnvebqsK//MNQjYogRNBT24U79mWe2/fCan950LWqOOWElKTvmpFZJUFtLjz79zf2LFsNwYNQysW/HwODwSczvk1Pjex/oXzTi0llosrSvf2AFjEVUyE8+xp8Xc32Dh4R9fXzRFMYKU1NPT+578d7vf+K3P1qlyZLZS1adPLx42UuHj19zxcdz/YuOz4+P3XXP5j/5IxU+4uVrjll++jn/E+bgQIx48DES9sO5uUGpkM8/KzfzULVn5wO3fcb1ZWhk1diund8dWbr8gr6BgePhVPZjUnVjgYTDWuDID0/iGKxxpp6784b/+hu7tt+v1TVlwzRO1K1CU+Oj2yfGXnh0cPFBx/UPDB3p05579CffKPN8ytZdT4bwOuuyP93C+3EIuPTBgCE90lelmEr+5vO7f/T/f+QNSjvrHX96U66/bwVYPVOYmvxl3+DQCSQjacoNgEMejRnpU09XeLdUzayg9ldfuu7/43WY+O41l7zvtEs/fOaSI0769wNDI6f2DQyerHoLE+P3FQr556FPjGag59MKbGYRaheNRGAlle1oZIWNruukte855oizzvtH9xsInAG6TDH4RYSLiEhy8U555zd/c9uWz/280W37+l73wS/8UT/jxOizT33r9s9feRPpD8WSYBYOIIV20ldfuOjoBqmitEZf8hXn9Ozf4PgfiQyoLsgI9wziDncVG+Wmr5PkkgcxMq2gvWTjlth+BJxFOV+wTConiRom5G3MRZU2FTyOYqzUyB68cZi7QyoFBdlxxO7d5QVVzIGz/4ACDNjY2VgTHL5ReDlvJx/1jGOm1knyoHulBikrqVDhKsGt7gmiSxhcpL55EikABrbRKZwfyq2sgOFrHhzQ8vwZwp7TwQVVUHCTx2amTzi1i/KvYrJE+uOkVRzcuhh9SMC/RDI2RuYS/IptCU7ISrMX50pKIeNe150Udrqu16eJqyvjH9ERjY5vowuOWdKAoSB+TEf694twZOgk9SvGNLgcKQv8RTTJPQeDGzvYsgt2FOyC+dvDs2PVV2Hr1nUXXKb7qwWHg1ZA4IuGFlkZFJ5N3XLzfwj3LqK+3fm+wn/qG1x0q/Pno1VeVQbram1aftsRqHmMaTXF2uIjPzG5nfGDH4Ns1JwBrq60fxgr5vDVPziw6p+uPm9Hs2ibGYNoocaxoRUqIXndFLMi49s8cYioQUO2K18jKqwkIjoPniVaMASqIiD1QmwH0f/WYLj/rcW2FVUryFIgZRzGpH25i9itSIXAG6xNxLT0V26utTqJXZQlnXCGv8xxzkB1G5PzumJVSJamy5fBz4u2gndO3bTXT/Amzl9Ke8MMNk94xoRVKOdCzm2UfTAcGVzvadAxNnqFwQtZAeQCthpMoGFY+DY/zV1Koo999GoPA5pWDmUOYgAcc5PCbnolV0bDusyNVSiYMFjS10tcxMqg4GniM/TT8y7LkjLioDbDUExSHaxb34G6B+d/bGgZTqHTgiksoMrBYLeGFWiqm+ehzSlPBs210HAibRyGpAdGN8ToN1jSl+/Dud/kNyl3qhgb6fY9w1eha5ZlCNSNgLb44HfARwlvnduOIlrED2SRe79JU57bBqTuFqrfODMGaVEB/EA8VpY15k/XiC636UEGgm8m6svNB6mFLiCKgfEDyBrO5ajJgiHQdgSSL+TjZY/BD+rUcGziYhHFVPYov/T9kUXkmcj+lUktkRgW8NMSnkVZ7CFwdx+FW1hSrFVx3p29W2FTyk2+ymQPzm+HlknrawgjTiZAjHChC3qC+7eud5sl/t/2zgVIsqu87/f2zOxTWkmrB2iF0AqEZMkCWS4hsEmcIJCIElaYRKaUMhRgx7FxHEGB5WDH1u6SlMoUxIUpx2Acx8iUKQVUxUM2jlcxBmKILECyZF5ay9IKCSFWD3YRO6OdR9/8/ufeM9vT293Tr9tze/p/as707XPuPY/fPX3Pd79zzneK5MLyaoaGVjo9MKjft5lw+nOko/qxvwim+dMUTY3euKSHoPvE8e/xlVev/i2yI+1gOyZeobk2zDnaFTvmZYEhnjDEz7BZ5Pyi5uIgsSTi9ZCSpz4/wccZTK/ZqHP0JsmIEUJFcj8Pom1pvX4hx7K5cyStZ1odxfYHKS9ZwZCeXvC24o/gu3YU4fTAOUmfIX898/J7kmVYHU3Ogcdh8lC+jXP6uk6/1YlR8CmTcat8HVZ5ArTfoBXWQgKaZe50HH4djOZy0HMbD5f38K94gdJzSHkl3T4XRyGwnNKhHuKktzy93RSq9Q5nO8oECgJxSIhO9wIFodbHUFrHIaHe2WkVTa3GHJVsFgFEHQ39SqKORcNCi+nmja+NiapjoAyP0D2qU6NdZ7vonK8K8U27Jcdrev08JghkB1Hk/HZYopymzLfIXkCnjJXb2uWcQ2dMh6ptA8Iu0YwJU7bWecnuCjZlsvpDaGKexzEddb60l3pO09mfxDTcFzK08jks5b5/2fx/68QqFYrIJUFMohdVSv5KQpIKiJC3j5VSP6sHT31+6UPcI1Z1sc1CkhzGRsx/nkqnWCCQblqYO3LH59/z+tfpmiv33PaHrD8DcYIWrTthpbhX2qvpW5SDZeihTUhbhbXkMAS3BN8jCJuyC/MEabPCrb65/b1SSVZ3I/ldrF4Mn1FdAkdoiWgL9VvgacUPREXN31B47VFcl218GFXsVaAexZDQavXSZD4LK6tRcvwygTgGGjohjYHidaw5E+GBvXxm/wf6IdG5yQaLNCPn8NuOdjx26KfODzuVUKDz5DVpDKVEjWsOLSWL/4VrelZ3dl3aLDlFdaUTfB4K3KfRAj3ItdLsPD+bW/gGwwz/QDlupJgMb9RvaZUuZZbQ8zASGBbo0keo0N/SZ36Fc7XUGe0Njh6cdFhCXmN/odp7ms37t0pXYYFdUf/mpedQC5omndPu+mGEL81MPUQdFshP7jLmDv188BkbPfJ4Zj4Kk4rRQDWoo6c2b76La7BwzJjfpi0XxxVo8LhMtxyn+UCJhJEgkOjLKo52iU0bhF1WjtNBIKCEXoIkuV+ZViElzyHps0hG2xnMdZtuq2xH8btola/DxocAK4BOp72Ffp/R0Ycp+V/KF8dq5jWdU9UajULDUtW6u1zjSmDF/IhX36xqxFnm2LaQ+Xt1vAM5dRwsZ+VtI8OwWKq5EKeGBOnM6eTpx3k5SdK3a4ijyOj5fIZl1TKOxvH/jZ3PoG/NRfpBEAiapDR5LUKGrNpi6Zdhlj237aFML+FhoxcmJnSiOaFwfE6FAYiYwPGf7yfoPXSmP4Fgg7CFtlNzc+QyTeat/2upbnMNQ6p6Xo//iKLbuVhnJt3ewr3YTfd87TKjIWma2uXdGC6BiA78qywfZmJx8k8R4h5VvG6aOKE5uiPZuvFnFBbvj8pO9APEM67OBGrsyCge8YaXKibeJmi22EwyCIqEd9LqhfzR+pEfK8qYn4J9C4Q+2k4yJ9EluHzlkoTcb1KeKSZKz+YRff4fwe+iz5L5sooQoO3lCwHyZ5i0e1rogqCCFllhQaLOz6lIkVcUowoalhUF8hcT6EQgdCpS77eYH6EwOojhTVzUzsdZQmcVfswSVCTAqFORX6yndU2gxMItBtJkdyTL9tPx/G4svzqtYWsS6unSp3g9x+5L8izKomGnW1HkvoE8pRlgDkR6D5+fRKA5DI/nU7YPtNM6aYgHLcsNhaZFnSn141U/bC2QfizW4/Y9u36BTntRmhb4nxHDGz+VBx34exmi0y7RElau45qPwa88TVNjAVodp+kHeQQznBcEBD3rajoOYcQ1X6J7RZnvpA19s7549AB8/06e5/h+LnoYnicFYaVbrV6h3SI9Da/RV9TPJD0EIb4nsrorF7TympCribi9GRbMEwj/R/q7aMjXh+NFQJpHSqyhYB4NWlmoIWxE5XAcfifzxTmVrJgFlkreFheqEgQYLqCDYlgodP538BvH6zhYvpWGQ/Md6NTkk0/QIb29mExWWvE1bEH+++lYf0jHpxn2cek0E0uz7/IdISXZyQPpH6OQwfDRuzoJLVz3Fp5eX6FjvZM3LgxJsatxD0NsSjsMURWCJJzyIbp06t9KwCrfom073GGC8l3w2Mdj+bPyOkZY2M8V10fhSoLWMp8gZGSHuafafygYlsuPw1AZq7By68bdmBNXW0CYfB+aKoZ7cAiEdAkSmjDWx7AbWjr1G/QXPwZ/lsT2ZliwXa0dbgLtCAShvF6/j0anU07g9QTNsXzC7uw0R+KG/ZLVriz9hFtg6Year1kzAvlbcP7WPtr5EWHFzfJcK7qahdxkfYnLqltQDvXH8i0CxX30gLchDLyJY5Yo17bR6e2kE2SeRPq/1KHySJKQ9d2QTBwuaJEm117Hg4phr+S5XD+FLmADp/0z3vifo7gwJBR2q64/TP4Hj0sipl105ghuv03ny3Bz9uO1bOrDa7F/zrLGQRaJ2Wgw2zjzmuDr2W+hKWJ1FfZZwoaIK+c/BSED68IyfIdWBa2TbFMkD/AGirCSBevGsf7dmBNPN234ItfrjZYmozkw6Sw6FRYZaJ8iHAnDfBYhiiGr/nduXrvfRaThz3EhgD7lXpojbS7MHVUz1FgQAno2G+IqXBELLBW+OS5aGwJxImk+P6K0HX+lKeCHjNGw+mO8fAR7AcEmh8I0LIBTRyHfpqTlBMf6a4+e2fnfR7C4gH7vubwhncaT50C+fPjP3qgy0xH+FWWdlcZEnXhzgYqwVxDP6qcaczhC3XQaw050oGlyPdoTmSCQ05yXFW5ZMICH8o3aFp6BrD7SMFK6mbQvkgZmWYuxIoXRfFm+T8vCFYLclpmfbaUpkdASLBIXE3WDYJpI6zKAoyHBFxs32gGbO5LUgpkHBcNHdnzOhr1WeR13j7rONbaLsn8XXRfIJ1aNQPi9snEqv82/RUB5P23vb+V1rDCeIScP1AZLrrAFlpIBO/nhE4hvwRrzj4KEjmUQTXHDypEO5Dt0uLJLouEBLNhqaXOqTnhBccPKp9d0mutPWdivp67lijIAd4HmtfDOFOzG8CLfcpVQzFO7CXPdhXShWLpke4Mk+Z88uPZSz2jEkZ2O64+gNbmhq2XNywIBBvak4WEPHdL6ZMgvxsXMS/xspXEoHtavULYS5KKg2awpkWAl8+EMGf2RfNAQyQgcAmAfWj02e6tp5+sF7pEM2J1MOhge5E6hXEEJT9PNtvEpDdm5gyBpbhcqbxm/i0HK6GsrQ+DZ/Apej7bvx+V1TMkIq7bj9zOWLryYjGXJXeihEohvA7Hz6ZA4cwR6NM3P3AZ+IJfTuaBBCcaWSIKhDnZPpgHe2WnPiw7lGGpUrL9M4dPhfSAf6ki+m2tWZMEVo2gIL+q4msuba0OmbqJOV1A/uk6ZkM8eCwWs17/KAsd3kk4dezM74Xv8UFBRE80B4S0NOycMUSXZT8OHIRC2A2jINxei0FINuDVBL/COaXu4KmjE2PAwTV7Ktzp7PV3TKNzG8mmTRu2wvPjM7Fb2O3kq5CftmpaIU0kS0mTmoF2TQKD4ToKy7g8Cz72w2cYK8ru59gqG2bSrOPN8SFATnNPkKcLPgvUs2wU8u4u2HIrV6V9sF8NIq1M+jltBoOdnzIqrR/SF38UXaYIvpc3RLDUahNOIJc2btnwHv4uXhbAK/vOy5greFBepewKlPpClnajV1BHzS84Nx+kQfxgzHh01F93XYLAzG+rP8uNPMXk2e5fKyGNoJx0j+xcFo2h6Eh1f3qjxyNgzR0bRJKxk6Q6u34H9u4s41lOMVVKrOKWdTv0OHe47yXoHZ0tr8EKuZd7H0vH5Fsm16lRbha2Se9toCSQw2at5OLlARamy7GGEujkJcuT1zXBxg5G9WjL1GvHTxmzbzrvw9xrir0VDcggm38vTCpVc1Vih7s+V7/r0l2BxJQuDzkRblZc3dBQB8FNQRpuVYYsFgWpIVkYb2kWen/+bQCSQJhfT1miS2QK/h8cVzDetGNKWI8RV1/HTHEsXZMOxLLkLPVQCPXRwfb396C39WIfXXSc11Ar2mFi35Q3ctPwYbQHd+Dk8vc7nc57OXJs3nky2BBGXZWhmrnlxp2IoT65DYMEAGsuteaighUq0iupbWjnVrOVpWcawQia9pBdhoFOZmuNiOwmbMhZlRcEhK9sSYuYo83eWUizdol3RdgxHn37ywKaTTgtLuKWd4qRLg50UNEQx7W6FgsCnJoEuYZ5Kdo4WBpEeWylIINScofoPCNPGiAvsV3Uu6bbVZsW8/VlJAn09Y0ZZk7CXaWGWAAAraklEQVRlxcLi/fw+JbDs42deLCQImuOrCM1qM9Pnlbn54SD1tYZlEHq+ds0IxE6POQZoQDob8RqkkMWwQc97XgyS5yDX9lXejOXZU+lv8ATTnIc6HblW+PAVPU09Y5hnFSdNjTZPzNI/wsrvA3T6v86DEG1Cch6TSz/Kg5EVTTg0MXnnvXIXZzpqht1qGkPfz4M0DMOQ9QWEaaLuUOYlReGC9ChaEBhCkZb/KUxOtlbYjoHhIB7dsSwMd6U15vnIzk0+0Vqf3bpC0/P2sJVClvwSXGbIrY4AI6GOOVK17WQmuyzawX60E7i7rYTPWxcECsNxauyZVs9dfdNnLlLF/uI3/uU3GBaV8MJPz4bjxMTOBIZCIHZ64W1c8wnwOi5zJYo6vNjpDaUSJSeyWnkVHzQHbAQIuzfD8Bm99fOwYp8R3v6x84LmgeXS6bZORZXmIt4HTV6VlV/GwW9EW/NXug7hZxsd8wPL8zyODUPduryLs+YI5ZN+z0a4CUuJeZ5KS8O8kWC5uFMReosL6WWHkcbelWyeeYF8OGZuCkuwX0O5pXWpLS0sPBF36GbXas3rkUXazf22AQktt9+4660sB3oQxkzehk2SnUg9t+M38RUBJnuy3/SVnp0JrEagMAq3wETbGgLK0aXF+l3yOlYY1y/YcNxqFB1vAr0QiJ1YD0a8ekl+cs7FUJkmy6a1MxFONiDAfB8JQzsHH0bI+BX0K9gfab0cuhOj0Dnv3vWrCBx30i3fpWXBCmsWbpRGGKrJJzGzWWFtM4odhCVNakVVnabn8So42FLfhoK2yl/RDauEtPx6HhZTM5u3vlR7MgWfJlcojOf5QHv9hPxzK8mayKKVZ8go+NwehsKeCTw4sDOBMgjkLyrZQYRmaVn4zWdoVcM8tw0K4/hglYVmL2suo1U4zdIIdNHptLQ3UlqBxjph7KxkKePZ2Q/QhBxCOLmbF32WISffQmC4pJuq5Q/Adob8MLqW1b+x2gOQHpsJpzgZuWuyjbIc101hujyHh/IpjdsI6Fhhxy7Xs7zZtQprPqeb7+lJ1Ek7RH8B/9eF/0IIS9gd284EyiaQBRtLzGJBWG72iquws8BS4ZvjolWfgASocXwrXhb8kowl0MmfIKCwvYAs5268FsHhKYZJXoHGY4uGjVYTOJZXIK1isKydcIOgdCLDI2RZf2zVvAZoEiF/7KmgRfnRUL84nEhdFaYhGYauNlCepYW5I3fEISN4fFZhCF99Dwk1FhvhcIGpjbewxPtnguc4hDWe5GMTKIGAJt0yl+pEXlL4aTPJngN5HYcP4sI5JeQ9jCQtsAyDotMYGYF2nV6+W3NuKKvMTi9WVPNomt/SFRbjx+pTy5Kz+gk8tjCWxjBIkrwKdQcrHurbw15Aq1RGwz2aoyLhhiGmYBFYx8vzVhqvj8urC+EmmV34U2SVYiPA2lbZQ5FH8xAM39GRj8xAH2VmMmxYxl2fmpk5DSvCN8szsi+DWpjST7saEuokxC7XR/Ur0l+LujbeEh9PFgHGffR7qzFJXkOv35PPjxUW4ioLZFh6zlFXkJdCHo12E0kgTroNlQ/zHTha3YjX0JYc9pl/5e7VssG3eoKRuFTzNFham2oS6Ba9dvEQY8VK9nV+bHdKiyLBZLVKRG1TJ6ExCHbMQ0JrEVZ4kS8CQTqNdprJrQ3LLNkqgLihGegLZdNS7nqi+mEkL+af3Idy/FK2JeQBzt6E9aWNnZY1t6vb8fXScuiV3HLm6eXIP7Atr66r3SfHl0JgaM+YUkpHovoNZHNHn+a3Tf/J71tDk3JZ+lP826pZLBiKPLFdGw/nruE/a1jWEL6z7o9AT2/0/WXR+ar1Mum30HbQeb+BCp+PsKJltqwMSjCQljzEp/ZSYqPA7ldg6UG32sNO9y9Y3ZVNE3l2iyaPR0IH3rAFAg9QrMq2MHjX+e6sHpsm32/MPxwTxoVLrOP+B9lbmf/h4f2hbJQPLn+vMGmN2tUtCrFBCIpDTa24hfoUu0Evl1SCS0l1Xc7DByaAOL5YP532nFsvZKd3JrH8C3l+61vER3E6p6qsLLBU9c64XB0JNHd66nS60QB0TLSLSL2hxE4prC4prmlYabKmk35VvqBJ6KIu4lXPlrRSiEmv2el8XkiH/WMIEN/nwXUTn1+irthQkcl9XBTUuki7m1OicKNyHBtSypc1tx1S6ibhNucoP6VLPcOeQDH/xuFELBh/RJdvOfXMVzUP2XQUniKbVVauhbpm2ccKrdKLgfpiHeM/Nor22waNgyeEQH26Nkub42fALx4vhYp8/K6Q/JxqArHhuGreF5eqSwLt3ni7vHzdnBaHI3oxpHfl3k+/gTkVv8BDSg+vo+iIWSlU05DQTiaYas5GzmfzzJ/SeV8lQU3CUBnMi866fAN90nBgkI7n8rXMldkVKtiwfYHKAcu9i0dn3zK9aUuDpduVQzuNDScIiDJgiGalWYhVHo3cgiYmTV/H9WyDkG+gyT3QnILXEfdNCy2NZH1cAgGEdnQqSpiZtvz2GQaVmJJsCB95HMOV1XTWsFTzvrhUXRLoRaPQZZIdT2t+S48nN76ll9Ghx3xafYZOsFbbHTU/6jh1zMoXWYrtNBH4ej2qcPsRWWTobQ/XMglPIkyiPYnCbr+jrI/yKjM/CQTHtDmtJwjrnC/8tze/Ow4JDVV7t0IT8+qfRsDRZpG3hvsa48IX/zOBUghIQ1y8iTCb65gLx0VcZZc2W8Ny7Ib5aIwIhI5YD/iSTfO3RLLKW3rLa8oMjB1dGI549c3KKhegWImSxx03WRZB7wxWBJ2NsIIBs/rPBa1DkknjwE7LMs2fPgcbDfuT+uItRVpBeLkdgaLMqowi7UKLsao2p2Esv2OdJWAxmfY+CYliFbUszdyaNTHhOxXm+pubNTGj4OA8Jo8AbXpLIaXwUX+E33iYu8Lwr4aKnisiOqeqZKxhqeqdcbnaEhhAo9A2zV4iunlL7yW9Qc5Vp6eOUlqV2FEqvXBcaFpix9gun1CfOK8iTbejJ64xqj2VJkzQy3d8DkuMO87haJd4hcPbaXOu3PPpG1+5+5NfrC8sfUueobPHFNaxKnFycLFcu3FpdjM3hMRVDNd1zMmRJtA3Ac1PYdSH/avkaofwGIoMnmNGiYir8hwWCyy6S3bjRWCFRmHXtdqTZtRqdXXyzStNijf3sWBJZ32QeSoPM39i+qo9t32Cz9fhH+OB9TTDQ3qgYaI+3cHnGYS1tqkyFjXtrZBBMKnVfrM2NSXLt9JAs9w6PQ1jW7/ZSWjpRoiVgMS0gU6G6w7pnN5K7LNNoHsC+t0jljzISwkaluwiPq7IfXZREfZgfk73aY7yTAsso6TtvAYmMAyNwsCFaEhAHcxadjLKWwKF5puEIYiibPlwxKpzUN4fTk+TqxD4XolK+GUsGdDmf4fSev1PeKDdJXslQ53D0cCukodp8lYENrYUYKgsSXi4Jwd5kMsiKJsyJm/tVOZxF2I71c1x64hAljDxXGb5EyZ7h+Hf6XCsMMWN0Ol5vpoGuLE4FlgaafjYBMaRQA/DEY3Vu333NR+pZ/O/hVCCRiXDYhoboSUScrLvZGntBwhCW5id94JeHiiN6Y/bsUySMx/xZJ7kaba4+AA8viSPka37FKa4bsyWtxNig7BNGuzLjDE+JjnL2KEmNuuYMKU/KazHrW2sq/JqB/Zs6bvUSfZ/+InLazNOwlbZnX1YHDSs34+l8FEKLFKxvrehwoKk79F/iGOF2ZlAWwIDahTapjvOEd0MR7SrX23L1o/SUd6b1dLvM+zxN3TOn+O7DMi9lh/jS3mWvSSbm79pldVG7ZIfq3DWS7FjNHIJ7ocHv32zhhrDcGOSvC9UhLhwzqC1am+4btCUfb0JdCQQBGJ2H0/SKXZol4Yld+GYMHrgK8oWmgeZgzgKgUUPAJksvhv/8zme8P9M/r8Dr2WU8o/i7UxgdQJ9ahRWT3h8z+h3OCIXAOubsX05w3JfPbC202n/CELLadDgI9jwfl4XS6THF15R8qWZqSeYIBteN7ecuuPfxAqhAXlzkGKIC+fEiB4/m4XtqInpcviux9x8ugm0JsDAzwUMcebDQPzY+ZnzO0+YZJ9NK671VUMMHWAO4iiWNevBtw9/Dv6hhmprQt9e/HsawnxoAqsSUOeMlL5XS3b5qRX70TCPA0FGcasmsI5PUCfYS/X0NpXNHmV+RraVpxYTbLNz+dRzYZ6HGF+zA6wUwtItS57bLJHuJb+Knws7rZxITpneuOVSVNZzKm/Bg6MQ1xNfXb/CSdjuYLhuxbn+YgLDJ7CVBr2JuSrSJdYZAs4NxzEUTFgtxCWJ7LAM1s7blDtob7o0stgqiVFoWB4n4534X8GfhI/u5RzsxsMs+BtihD9NYDUC/WoUVku313j9AMtWofZapt7PT09CJfw0/l72zJljNsththT5ksLork9KZOm2yyXSveddnSuCBiStf4btCZ5h5USNJ/pGeR0rLCOuV4GwuXZqt8cM19UYgqptgfPErMJq5uHvoyUwtbB0WhBM+CdhJU2Sw/K54MJ/hJZwzmiL1XVuo9CwtCuMhojehL8ZfzpeM/I/jj+Aj07CTDunYSa7CSdAB9ItgZ3dntjNeRe/9m0Xb3/eJf9q8fuHztX5P/WOP37wqQfu+fOvfeJ9X+vm+qqcc+fvv33zZW/4rzMM+WxgxINljlMn8wBjxfPSxXSmhNVnvvz77zzv0ut+6wQ67w13/fE7z6PsQfNQlToMsxyHH7n/3pN2PH8XD54aL6CgCG9TS7yLzh9+9B/v5evAz53v3vPXz6XtnDK9ees2pb84d+QU2o6MdmnukN34EthZ9aI/fPdnL9hx8U9RTP3KtWy/vj0vM/oWhRGoczjQKrmhOz2veVYeRIN57kt/8X3/6Y4/eNsnyGR/s5HFdhmvpcDyOQoVoUgL8xD+cvwBfHQi2MpJkNnfKsJhJtCBwFDaTDFp7M0hnyx5Sp/ad2bHpa9485mXvHzvOA1LXf7Lv8OQ0DNzaVI7K51OZc2WERA669rMs3l41ZiW99jlb373SzheIO5rhx78+j0d+I591ElnveBZPHTuXTx6hHu69YeqECNjBNW2Ko6vA7WhvO1MvY2htrMQALWEPJma2Xzmjktf+QLaztvHqe2o7HbHERiofRyX2pADnvPjr5ivzxfdLjaYSL5QCiCw8ANXa+ecu7/28fceGHLWy8ltPHH7BzQnbttZz/8nGFh8cYho2M9r+cQWB6MYEmqRbQiScao3FpEn8nkO/m+K7/4wgeoSGGDSWNUqlQ9xMCSUpks8sB7nsfX/KOMTPLoWeXbx/Krx5h9M9vPB/It17DS0R/31dnnwszdd9+/YS+hn5PfdeM3VClPcwMN/tfStpHU+UuEP6CrulA/H0tzkceuYsKu21gSwYvs44rckE+0ipiPMGdDydIxTiM7RcVlu5bBosbS/y2HRUQosels53ADhRRx/GC94UoX+Gt4rhYBgV10Cy53aAKbwq1Q76nMGCpUZVgcsIaD8HT9H/UZ5S8weLR5rU/U0fVjzLvz2P9idC8JOlv4k2hUmOdcfo8fQZOdwHMKIG1ggGqyIvnr9E9iKcBIEFlVVB8tfOC7itiquTKdnST+Wwkc5JHQzAOSj+3sOJNVtxEvbgqlgOxMwgZETkOG4LJvjOfZsVgSdneefPczo0HZeuObTTRv27Lvh1Zpjtq6dtE35Jobp5Vf8xi3/g401wwvWVe/6NM/JdCt87hxw80etxDoZiFvwGOrKV2jkq0rTEwjTC6Q6i1JWaJCunQlIQGF+Vi6o6FNOQksRFuJC4Aj+5Rre7jMapYalXam0rMrCSjs6Dq8UAf3AeD/p1xR+peqiwlAf7Sn0FJ0mVm1rZ/DY+rK8jjXHgk76SZ1TuYKXVqBMc3TOn9qw+SLu86XyPN/xmmwb4gbJ+Yg2leQ1Ns3qyWPRMJ2OQ5jiLKwMwtfXrkZgMTk7CilRaInCii4NcZyzWjLDipdGsRet4ig1LMOqo9MxgbUlsP5saRzgoXUe2hQm2iYILXIZS3mZtbFyEnyIWd//0kvQNu1fmp9bnnTL+xRoUjQfxCXJRwaqf5b9EKybEAYvCzs6h8TS54d3XMXZmUCJBKaypTmN/eY6FRp2WnsyZJfVT+UTBQYW5DinxCKEpDX5nPlx16HF1JyxRJrNbuxoVUHDUjYbp28CQyUwyKSxoRZkCInp7YaH1gm88mNnRJrhbIO8jhWmuF7egIZQpDVLImfBpNssWVg8OvcP+QiNtlhKv66wYUy6hecDaG2exgrGNgSXl8nrWGGKW7PKO+OJILCUToWVaRJMeCFR4z5dPhzn+pXk2DnlIClWWe4OE9w1LFrYeOrGmrY1LOXcE6e6zgkUE1C/EjvzAec2rCkthoSeJxsrjFR8k4I8rsLwDnY6/y4McWtaulFnjqG8WnIediJ4omfBLkp4sKbphZTk/kFKo+FE3iTvJI0TSfMkKIcXRjYoYq5j8sgQ5sgMUjxfOykEwq7MKFcKAUXVDkNBSA40SY0QletWrLJ89c3KrLDDcm3QuiRJW2vl1rCUe2uc+jonoE5IfqyrmaYn6A2LN/3n8OR6kbyOw1sXcWNdtx4Kr/uIgLaZ5/bGdGr6rHwFTzaFMHGOwhQ3+L3O7kE4ZB+1dAsqcCbe4jnOwwaeI9NDbX3qJBLY9+uv+irtGPkkF1FWMpCMXk91zsrw4X1r0GIe3bc7F1aUejguNC3xJbBVrhZYWlFxmAlMDgGWOYZdW6fpNE/kLZ/hiWybjkGgzdA0EVQrV9a9Kx6UmhS7tTY1fSqCSph0C4szFAaAqU4P0+4A5XNkmBdzN33GXcHrmHkzdCKaI2NnAqURuPqmz1zUSlSJGSpO58TvVfu0wFK1O+LymMBoCRyh08QOC91zMBxX+xxzKT4XjhVGHMUZbw1STzzzfZWYdPsNdOZ3y0u4gES+r1JPaa08efntEiN0wRjd5g3XYZjuuqEapluZpb+ZwAoCC7UUU/ydRZb8nBWXDe1LrsXsf5Wl57AM7VY4IRMYSwJbNdOWjpn/somUaQmvHJoGBcn45WTZBkGjsjD75GN/vu28C38vkJhduBY+l0h+G6YbfHhpmKVxWpNAYKaePbVUVDT8tmvBBhojk7y0FJKMzimVxQCrLK1hKfXOOHETqD4Bhn3mi1JuRUI5OfhiGKghrvoVGUIJEVa+o2S2nHrmq5LZ+ZuDT7NrFRbjdNyPG/Ttsp88fY0JNBLgzWQWVWoIkoCCoMIGp8mGKKwoTuc0XjPs40FWWVrDMuy74fRMYIwI0IkevHLvp+dYqLKJx9hTLCCQBWpGhJIXIqycweNrjhVQE2E4TgKFVvEgmIjANBomWeHOj5P0fjQsg1q6JVn2Y0pru+kqrsUOy66QfJcbv4Vz/c8EBiDAPkGzy68npKOW3uzCOc2BQ/7e7ypLa1iGfCOcnAmME4FiEumjPLl4sUpnEFQY+kgu0bHCqMujg080HSMiYYNH7aeUsoJHG0Lidaw9lkLcYHUZ5O1ysJx9tQlgWWixzoo0LV2OepacSq5zYcoacTpnVKz0kiDfbX7WsHRLyueZwDoloKEOtAfqlDnM9xJieePDVPfbBHxvnVa7ZbUkUGDYau/i0dm3TG/aEqz+IsB1ZYWzZYItAvt9u2yRlINMoE8CWGFBnZoLKoWmRVPsK+4ssFT8Brl4JtBIIGo7enkraby++bgYBrmPh5fklVuTzTN/oXPS2YWrNWyhznqcjeI117eb74VA8W5YH9L5ZQ2JDesedlMnn2MCIqDhnmxhMShPJazoV69w/vEEyLUuoxgSUp79OAss/VDzNSYwYgL97r3RVTEb5lUwybSYV1HM3xjCMEhXZajQSWJ99Omn3sI+J0HD0u0+JxWqgotiAu0J1OvoUmqyd8tfrlXJVSv8V1yFneewVPjmuGgmIAKD7L3RDUHPqzhGKbLGNP+5vHD2tM/JsVR8ZAIVJhAmleflk6CSCytFeRviqlgDa1iqeFdcJhNoJDDA3huNyXQ69ryKgk7BevbJ7/7lHX/wtncrtNt9TjrxdZwJVIaAxn/RozBjTZtYBY2KZq9xHCa2VKacLQpiDUsLKA4ygaoQ0JwVHi/aQbivvTd6rYfmVUzq3IpG1ggrn4jsut3nJJ7vTxOoKoGwSqiYXMt40FJSSxfkwzGF1jDRKFcJ9crJGpZeifl8EzABEzABExhDAmhRWLIspQoDQShYEizchmrEGbfE5edUs3LWsFTzvrhUJhAISNsRltVixCwMTRRc8mEK7SCc3DepGpFhN5FG1i/9xfe9NqZv1pGEP8edwNLM1BOsB6rn9ZDQgml++TiThbhwTkUrag1LRW+Mi2UCywQaVvHYOuoylXIOCtYyzQ/rF4dMbIm2HNZOdS0IHMnqWZ1hZlmPqyGyBA1LMMiPdgUz/XXCujbkNuoKWMMyauLOzwR6JOBVPD0CG+D0yBrDcQ/y0rlRXlqsrF7fW0xMHiB1X2oCa06AOXHpUZVC81WQUWry4VhhedzWNS9lmwIgTI2lKwbhxrLsLvTaEDifbPevTdbDy3XYhuOGV7J1l9L5sA4bIXrIbd3d27IqVPlnjJ4f2ez8E3T8m5BO8iVC0AiCAKuE6FifSbdsOK2qbd5DQmU1XadrAiUQqOqDpISqrnmSZr3mt8AFKIEAapUNQUTJsiO1qfQryiJbyi7j44Q8roRMh5SkBZYhgXQyJmACJmACJlBlAlMLS+csMu7DMJDGhLaysPmfq7wyyMK/MCY0zTkEfUPhVXMWWKp2R1weEzABEzABEyiBAAbiZpVsPheE6Su56MJ3heR7CcVzSsh+4CQ96XZghE7ABEzABEzABKpP4H//+tUHGkuJYmXZ2m0Mbz4nhlfhc5QCyylU+L1NlX4l3+/Bfx6/sSnOX03ABEzABEzABIZE4OqbPnNRrl0hQZniZ2lz8Plx0LPonCFlN/RkRiGwCIpmT9+N//mGGmiSz+34X8bfh38Gv8ySYzsTMAETMAETMIFhEtBy5jCJJZnnKPcJnwoLccPMbLhpjUJgOY0i78NrIs/hhuJLWLkS/0X8vy/CdY6dCZiACZiACZjAkAkcm58i3UD6w7SWfElex1FfcOycIWc+hORGIbA8Tjl34n8FfxI+upM5uD9+4fMQ/qyG7z40ARMwARMwARMYKgHs2QaXbc9YJSSPamV7EVbE5d+q9n+tVgm1GvqR9uU8vDQu0aGjaus0zGRnAt0S2NntiT7PBCCw0xRMoEcClW8zTKhNrtz7qQU6YOaMNnfDWiWULXDOBuo9yv61a4OeayWwSBCRRqXRSfvy+cYAjpuJxmhd33Ul40X+nHgCbjMT3wR6AuD20hMunwyBSreZYCl79iim+dONDP1o1m3QqNChBvP8fD8qC89VNZo4iiGhdq1YmpRPFZE7+dQQ0ZPFd3+YgAmYgAmYgAkMlwD7BKXTCCiLaT17mqQX5XWsMMXxvbJ7CY1Sw8KknhWTbq/h+xJe2hI5TcAVQDsTMAETMAETMIGSCGAobpHxi+uTmZmvhSzmFy5Gu/LBY91xSRkPmOwoBZabKat8dFJFwSjZjF/AS9KzMwETMAETMAETKIfAETY9fAotwbMYDfpAujgfRlmwHkd/zM5CSfoE2R4pJ+vBU13LIaFY+jkOLKxEGv40ARMwARMwgRIIaG5KVl/6NpoUlBXpJmzzbwhex4QprqrzV4RjlBqWEvA7SRMwARMwARMwga4JpOmZDG1oSVAdO7ealpGk9WSK8Y4aE3HP7DqdNTixChqWNai2szQBEzABEzCBySLACqAzGPZ5Fmb5UayErQ/RsCQb8mOZuU2fpXOqSsUalqreGZfLBEzABEzABIZIoLZY31JPscGSpVrGjMvXvCCoTIVsiNM5Q8yyY1JhmTVndDsMZYGlI05HmoAJmIAJmMD6IFCfrj2ezWeaXIuoIpElezSvWbqDEG3ePKVzyq7tlXs+dVmS1q5L5uYvUF5X7r3tviSr33L7ntd8pVPeHhLqRMdxJmACJmACJrBOCEwtLJ0jYUWO/1qdG1w8VpzOieFlfEpYSWu13WmaXIDUdFRexwoLgkyHTC2wdIDjKBMwARMwARNYLwQWammxZxC6lTSbQ1A5TV7HsY6N58SwoX5KsyKXpbfu273rWnkdh7AYF74c/88Cy/FMHGICJmACJmAC645Abaq2P0y1Vc2ydAmbLF8IXschKMl0jo7LcJqzEjUr+3a/+uaYRzguNC1xXkuMa/y0wNJIw8cmYAImYAImsE4JMLn1ICuEZBwOOSU5hY8r5ItjhJjsiXCOTqigs8BSwZviIpmACZiACZhASQTeQbrzCCfMs82mCs/IEGFJorjSnFYDsaL6PqbKbLxq75+9MWYUjglTXKcVQ14lFIn50wRMwARMwAQmg8AzGIlDsYLAgmPF0BJLhJ4ZSdVZDcQKod0sUrr2qr237Qp5ptnG8Km4Ds4alg5wHGUCJmACJmAC64zA9Wg46Pvr2gAx9/mx5IHry66rli5n9freQtOyhTJs0bHCvKy5bPpO3wRMwARMwATGgICs2KJX+RE0KltZwqx9hBgSSmWXZUMII07njK4qkpG615t0f+boauCcTMAETMAETMAESiCAtbitDP9ozsoh5q98MniOFaa4ErJckeRKOyz1WQzGzWrlkO2wrMDkLyZgAiZgAiYwuQSC2f1cWEFOSb4W7aDoOFAhrnTT/NHWiu2wTG5DdM1NwARMwARMoBMBtCjMGcl3EdLQECbxH5HXcbiOuHBOp0QGiLMdlgHg+VITMAETMAETmBQCSzNTD1HXeSa61lkbtIWhmBl5HedhyXxxTiWReA5LJW+LC2UCJmACJmACwyUQbJzU619lrormsDBfJT0198nWEEZcJzsog5bGdlgGJejrTcAETMAETGBSCKTpBxkUelGuVUlzpQXbNLNS6Ai2WT5YOgbbYSkdsTMwARMwARMwgXVAIL2EStyNjmUfxtv+OvccKywJcaXWsckOy0bKESzcdmOHRWqhcXRor4JKaxzL7jKvDYHzyba0Tb3WpkrOtUQCbi8lwl2nSVe+zYSNBefmb8G07VGtEArfuRkaqsHq7K0SHpLNG64rc1io8d435t8Y3u7YpvnbkXG4CZiACZiACZhAaQR6FYysYSntVjjhihGo/NtPxXhNenHcXia9BfRe/7FoMyxjfi8d/+UMBR1hoGIxr2Y2jcVbTby98/bdu36196qP5gprWEbD2bmYgAmYgAmYQAUIZPew+eDrNauCubZBYEnT2nSYZJHV/7ACBWxbBAssbdE4wgRMwARMwATWG4EwsZb5fPUjGIwrNCx1ZIGaljlrQu5Hqlpj22Gp6p1xuUzABEzABExgiASOWZrNDu678ZqrazPT/1Fex6hbDmpPnzgRdojZDi2ptdSwaP7Mexpqso3jX8RrBZCdCZiACZiACZhACQToZJ975d5Pf7m+sHS2kuf4YcK0I+L3SshuaEmupYblTGrxDrwAyT+KtzMBEzABEzABEyiBQG5pNptiKOhFaVI7X3NY5HWsMI6nel25U0Ix2ya5lhqWHZRqL75Ry9K2oI4wARMwARMwARMYmMDOIoVDaFS+XBy/mM9n4XcW3yv5sZYalpdDZDdeQ0DyN+DtTMAETMAETMAESiDA/JQzWBG0nfkqP8iS7OPBUJwszeqYMMXpnBKyHkqSa6lhwQxw8ib8zfjT8QfxH8cfwEcnQaad05p3OxPolsDObk/0eSYAgZ2mYAI9Eqh8m/n6re/bftHVvzSd1bPF//Oun/7Qyef+6GbV8dCDX5975Y2ffH1aS6e/cet/fx5BJyt8RK5rC+TpiArUKhsJS8WSqhB9gP+/hv9Y+Nb5nwSZtSx759I5tooExsKoUxXBTWiZ3F4m9MYPUO2xaDOabIsm5WyElttu37PrF1TfK/fc9ocIK7uyrP7w7buv0fBQJd1aalgWIPImvDQsJ+LPwf8N3s4ETMAETMAETKAcAu8n2fdIQMHq7SPKggm3URZQXGXdWs5hYXvr5MN4aUt+gJd25VG8nQmYgAmYgAmYQAkE0KB8BE3KDdKmSFCR17HCFFdClusqyY3UplfBqdPclnUFx5UZGgGpa+1MoFsCbi/dkvJ5kcDYtRlNsK3yJNsIdtw/LbCM+x0cffnH7mEyekTOsYGA20sDDB92RcBtpitM/Z/Uq2aj/5x8pQmYgAmYgAmYgAn0ScACS5/gfJkJmIAJmIAJmMDoCFhgGR1r52QCJmACJmACJtAnAQssfYLzZSZgAiZgAiZgAqMjYIFldKydkwmYgAmYgAmYQJ8ELLD0Cc6XmYAJmIAJmIAJjI6ABZbRsXZOJmACJmACJmACfRKwwNInOF9mAiZgAiZgAiYwOgIWWEbH2jmZgAmYgAmYgAn0ScACS5/gfJkJmIAJmIAJmMDoCFhgGR1r52QCJmACJmACJtAnAQssfYLzZSZgAiZgAiZgAqMjYIFldKydkwmYgAmYgAmYQJ8ELLD0Cc6XmYAJmIAJmIAJjI6ABZbRsXZOJmACJmACJmACfRKwwNInOF9mAiZgAiZgAiYwOgIWWEbH2jmZgAmYgAmYgAn0ScACS5/gfJkJmIAJmIAJmMDoCFhgGR1r52QCJmACJmACJtAnAQssfYLzZSZgAiZgAiZgAqMjYIFldKydkwmYgAmYgAmYQJ8ELLD0Cc6XmYAJmIAJmIAJjI6ABZbRsXZOJmACJmACJmACfRKwwNInOF9mAiZgAiZgAiYwOgIWWEbH2jmZgAmYgAmYgAn0SWCtBZZXUu578J/Hb+yzDr7MBEzABEzABExgnRNYS4HlMtjejv9l/H34Z/Ap3s4ETMAETMAETMAEKkPg+5REGpboMg52xi+rfOpcOxPohcD5vZzscyeegNvLxDeBngG4zfSMrLcL1lLDcjJFvb+huIc4Pqvhuw9NwARMwARMwARMIBCYXiMOrYZ+DlOW8/BfbChTJ01Kp7iGJHxoAiZgAiZgAiZQYQKtZIJKFVdDQjsbStT8vSHquEMLK8chccAqBNxmVgHk6BUE3F5W4PCXLgi4zXQBqcUpY8Htzyi4VgjJ7cSr0Cfiu3FjUcFuKuJzRkbAbWZkqNdFRm4v6+I2jrQSbjP94R4Lbpo/o4JG3zgBd7Vqj0UFV6uE40dKwG1mpLjHPjO3l7G/hSOvgNtMf8jHittm6tjrXJqxqmB/99BXDZmA28yQga7z5Nxe1vkNLqF6bjP9QV333NZ9Bfu7776qAwG3mQ5wHHUcAbeX45A4YBUCbjOrAGoTve657WlTcQebgAmYgAmYgAmMD4E941NUl9QETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAExovARor7UfwB/C68nQlEAmobn8fLYvJ78dHUc6c2cwPnHSjO58NuAgmcQp0P4N1eJvDm91hltRE9W/SMUT8U9+LzMwYYdscT0PIndUovxOvYQgsQ7AIBtQc9RLRjqh4o0YpyuzbzIc5RXDxflpftJo+A2oB87HzcXiavDXRbYz1TDuB34PWMUV8k5zaTc/D/BgJqJGoY0V3GQeP3GO7PySPQ3Db01qy2od2/G9tIbDN6U1J43ApCb0j6HjstDu0mgICEVPl475vbkdvLBDSCLqsYnynxdD0z9MLsNhOJ+HMFAT08JNVG19xQYrg/J5OALCZHJ7WtOqF2bSYKKBJc5KIA05hGHuP/65WAtgJRG4n3XsKq28t6vduD1yv2NwdISu1GfZGeF24zQBiVG6c3ype0gRI7nTbRDp4QAnPUcydeD5N34Lfh27WZ04iTa247J+TB/r/OCUizdjt+E17tRU6fbi8Bhf91IPCzxOm58bv4WbzbDBDsjicQJdwY0/w9hvtzMgnsodrqdF7WUP3mNhK/64Gjc6PAEr+PkwDfUE0f9khgD+fr/ustWZ/RP6c45iM4t5dIwp87QaB2Ep2EXn13m4lE/LmCQGwgO4tQTYDSJEs7EzgdBHp4qIOR0KEhH/lObUbn/we83Bvx+m43GQQkoGrDVfnYRjRHIR7v5Fiu8Rnj9pIzmdT/cRhZzxi51+HVJtxmRMOuJYFdhKqRyDfOZ2l5sgMnhoC0KrFdNH6qY2rXZqKQE8/Xg8du8ghE7Zo+5dxecg7+fzyBOO8pPjP0DJFzm8k5+H8LAnor8uTIFmAc1JZAuzajTkptKXZWbRNwxEQRcHuZqNvdU2X1rJC2pdm5zTQT8XcTMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMAETMIFBCMjOxYfwMgx5AL8Tb2cCJmACJmACJmAClSKg7TZkSVRm8aNFURnlsjMBEzABEzABEzCByhCImhUV6Hy8hJbGDS0VbmcCJjCBBLw77QTedFfZBCpKQMNBJzeULZpA/8mGMB+agAlMKAELLBN6411tE6ggAWlT9uLPwev4XrydCZiACZiACZiACVSSwGWUSjvgvhEvweV1eDsTMAETMAETMAETqAyBONn2dEqk1UISWLw7e2VujwtiAiZgAiZgAiYgAjvwElKif6MC7UzABEzABEzABEygigSkVfEcuyreGZfJBEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABEzABNYngf8PNLKzaMU0wJEAAAAASUVORK5CYII="
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<div class="prompt input_prompt">In&nbsp;[46]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">data</span><span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">9</span><span class="p">]]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;price&#39;</span><span class="p">]</span>
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<div class="prompt input_prompt">In&nbsp;[47]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span>
    <span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[48]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">reg</span> <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">LinearRegression</span><span class="p">()</span>
<span class="n">reg</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="n">reg</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
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<div class="output_area"><div class="prompt output_prompt">Out[48]:</div>


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<pre>0.20593642506933985</pre>
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span> 
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